{
  "schema": 1,
  "signature": "378fdb54df5925136eaeb0035b7f36e40bbe10546f024944a226c475728cb6b9",
  "environment": {
    "measured_at": "2026-10-12T16:54:53.987678+08:00",
    "system": "Linux",
    "kernel": "7.0.0-34-generic",
    "machine": "x86_64",
    "cpu": {
      "lscpu": [
        {
          "field": "Architecture:",
          "data": "x86_64"
        },
        {
          "field": "CPU op-mode(s):",
          "data": "32-bit, 64-bit"
        },
        {
          "field": "Address sizes:",
          "data": "46 bits physical, 48 bits virtual"
        },
        {
          "field": "Byte Order:",
          "data": "Little Endian"
        },
        {
          "field": "CPU(s):",
          "data": "16"
        },
        {
          "field": "On-line CPU(s) list:",
          "data": "0-15"
        },
        {
          "field": "Vendor ID:",
          "data": "GenuineIntel"
        },
        {
          "field": "Model name:",
          "data": "12th Gen Intel(R) Core(TM) i7-1270P"
        },
        {
          "field": "CPU family:",
          "data": "6"
        },
        {
          "field": "Model:",
          "data": "154"
        },
        {
          "field": "Thread(s) per core:",
          "data": "2"
        },
        {
          "field": "Core(s) per socket:",
          "data": "12"
        },
        {
          "field": "Socket(s):",
          "data": "1"
        },
        {
          "field": "Stepping:",
          "data": "3"
        },
        {
          "field": "CPU(s) scaling MHz:",
          "data": "62%"
        },
        {
          "field": "CPU max MHz:",
          "data": "4800.0000"
        },
        {
          "field": "CPU min MHz:",
          "data": "400.0000"
        },
        {
          "field": "BogoMIPS:",
          "data": "4992.00"
        },
        {
          "field": "Flags:",
          "data": "fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb ssbd ibrs ibpb stibp ibrs_enhanced tpr_shadow flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb intel_pt sha_ni xsaveopt xsavec xgetbv1 xsaves split_lock_detect user_shstk avx_vnni dtherm ida arat pln pts hwp hwp_notify hwp_act_window hwp_epp hwp_pkg_req hfi vnmi umip pku ospke waitpkg gfni vaes vpclmulqdq rdpid movdiri movdir64b fsrm md_clear serialize pconfig arch_lbr ibt flush_l1d arch_capabilities"
        },
        {
          "field": "Virtualization:",
          "data": "VT-x"
        },
        {
          "field": "L1d cache:",
          "data": "448 KiB (12 instances)"
        },
        {
          "field": "L1i cache:",
          "data": "640 KiB (12 instances)"
        },
        {
          "field": "L2 cache:",
          "data": "9 MiB (6 instances)"
        },
        {
          "field": "L3 cache:",
          "data": "18 MiB (1 instance)"
        },
        {
          "field": "NUMA node(s):",
          "data": "1"
        },
        {
          "field": "NUMA node0 CPU(s):",
          "data": "0-15"
        },
        {
          "field": "Vulnerability Gather data sampling:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Ghostwrite:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Indirect target selection:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Itlb multihit:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability L1tf:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Mds:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Meltdown:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Mmio stale data:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Old microcode:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Reg file data sampling:",
          "data": "Mitigation; Clear Register File"
        },
        {
          "field": "Vulnerability Retbleed:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Spec rstack overflow:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Spec store bypass:",
          "data": "Mitigation; Speculative Store Bypass disabled via prctl"
        },
        {
          "field": "Vulnerability Spectre v1:",
          "data": "Mitigation; usercopy/swapgs barriers and __user pointer sanitization"
        },
        {
          "field": "Vulnerability Spectre v2:",
          "data": "Mitigation; Enhanced / Automatic IBRS; IBPB conditional; PBRSB-eIBRS SW sequence; BHI BHI_DIS_S"
        },
        {
          "field": "Vulnerability Srbds:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Tsa:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Tsx async abort:",
          "data": "Not affected"
        },
        {
          "field": "Vulnerability Vmscape:",
          "data": "Mitigation; IBPB before exit to userspace"
        }
      ]
    },
    "cpu_topology": "# The following is the parsable format, which can be fed to other\n# programs. Each different item in every column has an unique ID\n# starting usually from zero.\n# CPU,Core,Socket,Maxmhz\n0,0,0,4800.0000\n1,0,0,4800.0000\n2,1,0,4800.0000\n3,1,0,4800.0000\n4,2,0,4800.0000\n5,2,0,4800.0000\n6,3,0,4800.0000\n7,3,0,4800.0000\n8,4,0,3500.0000\n9,5,0,3500.0000\n10,6,0,3500.0000\n11,7,0,3500.0000\n12,8,0,3500.0000\n13,9,0,3500.0000\n14,10,0,3500.0000\n15,11,0,3500.0000\n",
    "affinity": "0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15",
    "monitor_affinity": "8,9,10,11,12,13,14,15",
    "memory_total_kib": 32409724,
    "loadavg_start": [
      9.68798828125,
      10.2373046875,
      10.22509765625
    ],
    "cgroup_cpu_max": null,
    "cgroup_cpuset": "0-15",
    "cgroup_membership": "0::/user.slice/user-1000.slice/session-5.scope",
    "governor": "powersave",
    "seed": 20261012,
    "fresh_processes": 1,
    "warm_samples_per_process": 5,
    "profile": "stress",
    "stress_seconds": 10.0,
    "memory_guard_tree_rss_mib": 4096,
    "memory_guard_interval_ms": 1000,
    "memory_passes_per_case": 1,
    "pss_interval_ms": 10,
    "memory_final_hold_ms": 100,
    "timing_memory_separate": true,
    "cold_cache": false,
    "thread_env": {
      "OPENBLAS_NUM_THREADS": "1",
      "MKL_NUM_THREADS": "1",
      "OMP_DYNAMIC": "FALSE",
      "NUMBA_THREADING_LAYER": "omp"
    },
    "sources_sha256": {
      "native/build.sh": "ca8699ae1d635f79411e457d1fa3b75dbe4bf5e0464a536e1a779ccacf120fce",
      "native/parallel.cpp": "e85e7462bc88169b8d7ebe3e8468d464f12f25e9c7a99860812012fb81bf5ab8",
      "native/rust/Cargo.lock": "96bdab99750bea2a8cb3439bbbbb025e4ba6128784686b3674ce1c61daedefe7",
      "native/rust/Cargo.toml": "31c81f7598d66220514cca81e57776ec7d82d33c67de1709a3c91c2bd7bee5ea",
      "native/rust/src/main.rs": "b3374aafb21d65d900689c3d5bd57572e012954d44ed1fc8ea5debfd0129ff3d",
      "python/bench.py": "c7ae942e726a02b2fec53f4fe21a1cb7f5c1d8efadca6e97cefe3365cf148ecf",
      "python/requirements.txt": "86a728929b42a7aeacf5bfaaa91e09812913a5da0a32a354dbed0658e3f88f48",
      "reference.py": "eae23aefdb36731276e633628e8666167b71041b4874d65b71b48d71cd87ef1a",
      "run.py": "2814722d250609807ec004ce9430f65c6380a24f7277d8e83aae31d0cefce2e6"
    },
    "executables": {
      "cpp": {
        "sha256": "11cec31bcb15a7500d96b6f13082f1f7965fb5c7f497a2af20d375d9d3ce729f",
        "name": "parallel-cpp"
      },
      "rust": {
        "sha256": "eb6c38a55d37f2a9bc70778fb343e040f9a65851ecbf5e7760eeadc5865849aa",
        "name": "parallel-rust"
      },
      "python": {
        "sha256": "e50d468e8b0adfb05733f5b87b3cff34829c4a8c1aea50c865aa8bdfe4bb150f",
        "name": "python"
      },
      "python_script": {
        "sha256": "c7ae942e726a02b2fec53f4fe21a1cb7f5c1d8efadca6e97cefe3365cf148ecf",
        "name": "bench.py"
      }
    },
    "python_runtime_versions": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]\n2.2.6 1.15.3 0.61.2 0.44.0\n",
    "loadavg_end": [
      15.80224609375,
      16.64013671875,
      14.45947265625
    ]
  },
  "references": {
    "dense": {
      "checksum": "50006",
      "output_hash": "9cda8095244c7ee3",
      "logical_data_bytes": 134283264,
      "stored_entries": 16777216,
      "nonzero_entries": 16611105,
      "max_abs_q": 39094,
      "output_scale": 1024
    },
    "sparse-uniform": {
      "checksum": "18461",
      "output_hash": "06a9552e206d5d48",
      "logical_data_bytes": 103809032,
      "stored_entries": 8388608,
      "nonzero_entries": 8305554,
      "max_abs_q": 4982,
      "output_scale": 1024
    },
    "sparse-skew": {
      "checksum": "-6710",
      "output_hash": "a6de5c397eaf04f7",
      "logical_data_bytes": 103809032,
      "stored_entries": 8388608,
      "nonzero_entries": 8305553,
      "max_abs_q": 7459,
      "output_scale": 1024
    }
  },
  "records": [
    {
      "case": {
        "id": "rust:std-scoped/sparse-skew/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 101.263161,
        "first_ms": 19.229742,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10008.43384,
        "iterations": 467,
        "validations": "first,last",
        "samples_ms": [
          21.379038,
          25.481445,
          29.679482,
          19.807579,
          21.091319,
          21.301351,
          18.891936,
          19.709031,
          20.495927,
          19.271723,
          21.356441,
          25.009721,
          23.142873,
          17.178177,
          20.124319,
          18.163691,
          21.048138,
          22.113117,
          21.750622,
          20.153805,
          17.380198,
          18.832376,
          17.911382,
          17.404593,
          18.282411,
          24.649036,
          22.55998,
          21.181755,
          19.833487,
          18.568185,
          20.311457,
          17.813242,
          22.831405,
          23.293209,
          25.024598,
          21.375201,
          19.208771,
          19.795437,
          18.244031,
          21.706653,
          22.802228,
          23.869349,
          22.010622,
          19.456674,
          20.758994,
          19.92079,
          26.072556,
          30.007003,
          20.046506,
          21.52146,
          21.959696,
          18.787212,
          17.915166,
          21.134021,
          20.494917,
          17.25567,
          18.514954,
          21.024485,
          22.281075,
          17.668885,
          20.599395,
          20.379616,
          21.597758,
          20.351394,
          22.73129,
          17.338479,
          18.354992,
          17.246732,
          20.035569,
          22.503751,
          23.263672,
          22.285341,
          20.38921,
          20.085973,
          17.613889,
          18.51853,
          18.796182,
          23.730263,
          24.598826,
          23.118977,
          21.718045,
          20.477355,
          18.548561,
          18.032012,
          23.338237,
          24.559881,
          22.365793,
          20.5792,
          18.894216,
          17.605516,
          21.454629,
          30.353971,
          25.159267,
          19.292066,
          21.457247,
          21.890226,
          18.203613,
          19.217143,
          21.157972,
          19.771514,
          17.045961,
          20.207426,
          21.55019,
          18.954465,
          16.464183,
          18.489008,
          20.668401,
          22.049433,
          23.580486,
          19.561884,
          17.216281,
          18.582802,
          18.580904,
          17.418106,
          21.218141,
          23.370862,
          23.011986,
          19.183126,
          18.903598,
          18.375455,
          18.021371,
          19.004133,
          25.665484,
          22.744009,
          21.751277,
          18.92622,
          18.957364,
          18.796248,
          19.950857,
          26.848135,
          21.955259,
          22.940258,
          19.945284,
          18.338802,
          17.07367,
          21.360568,
          33.509221,
          21.879705,
          21.800569,
          22.655648,
          19.369532,
          19.54097,
          21.176686,
          24.451129,
          22.371708,
          21.315958,
          21.36354,
          21.49893,
          16.613599,
          18.027984,
          20.19259,
          22.4805,
          21.348583,
          21.266036,
          18.531073,
          17.735383,
          18.962499,
          20.51865,
          17.303551,
          24.485779,
          23.549562,
          21.882054,
          18.887843,
          19.157047,
          17.05724,
          17.554116,
          21.723593,
          24.346039,
          23.441018,
          19.552975,
          18.022166,
          19.70884,
          17.880554,
          20.916899,
          25.332282,
          22.646472,
          23.104087,
          17.991338,
          18.744601,
          19.145706,
          27.410627,
          30.777973,
          19.895662,
          21.43552,
          21.778654,
          17.128052,
          20.302124,
          21.651268,
          19.881033,
          17.909481,
          17.533545,
          21.476197,
          20.09406,
          16.830934,
          18.065763,
          21.764417,
          21.70894,
          20.767147,
          21.059181,
          17.592229,
          19.760365,
          17.230286,
          17.268356,
          21.015424,
          26.016251,
          22.418889,
          21.810275,
          17.760875,
          18.514409,
          17.787596,
          16.752364,
          21.235833,
          23.411252,
          22.699797,
          19.940046,
          18.612856,
          17.312435,
          18.059071,
          19.224627,
          23.383956,
          24.580463,
          21.659692,
          18.444751,
          20.10199,
          18.857809,
          20.934363,
          32.812862,
          21.800753,
          20.047233,
          22.799051,
          17.933817,
          18.275164,
          19.416073,
          24.681763,
          20.057996,
          17.259613,
          20.270432,
          22.077941,
          17.665335,
          17.485438,
          19.448491,
          21.31566,
          22.54797,
          20.563701,
          17.971197,
          19.302338,
          16.570273,
          18.043009,
          16.505047,
          25.625011,
          20.546192,
          20.944571,
          19.227947,
          18.312298,
          17.727082,
          18.183361,
          21.146132,
          24.583241,
          21.597341,
          21.294008,
          24.794566,
          28.072112,
          17.86589,
          18.195008,
          23.074012,
          24.037672,
          22.790356,
          21.174524,
          21.07976,
          21.906908,
          26.536065,
          30.871273,
          26.846607,
          27.466986,
          22.984411,
          20.706335,
          21.603224,
          22.798381,
          25.481601,
          25.463147,
          21.855666,
          24.152835,
          18.935808,
          21.385403,
          17.416294,
          18.00101,
          17.484419,
          22.984058,
          21.587786,
          17.813283,
          19.356801,
          18.987017,
          18.425539,
          17.599396,
          17.074858,
          17.431056,
          21.267384,
          20.627737,
          21.83644,
          21.35668,
          19.39637,
          19.012208,
          17.439578,
          19.633331,
          21.963149,
          23.926559,
          21.407372,
          21.540711,
          20.759564,
          18.263658,
          17.482348,
          17.290712,
          22.777073,
          23.013259,
          23.51337,
          19.991796,
          19.269801,
          18.540863,
          19.629143,
          25.070497,
          31.128589,
          22.816389,
          20.876673,
          23.45721,
          19.97527,
          18.164055,
          21.003639,
          20.578957,
          18.820558,
          19.68684,
          22.949288,
          22.988146,
          17.381166,
          18.227061,
          21.742384,
          22.787284,
          21.51156,
          20.559944,
          18.774643,
          18.217545,
          16.892464,
          17.847735,
          18.819153,
          21.945069,
          22.280086,
          24.613677,
          18.262938,
          19.906322,
          16.370729,
          18.419522,
          22.130992,
          23.213553,
          25.670439,
          19.538904,
          18.543132,
          16.627079,
          17.7703,
          20.43524,
          23.492423,
          22.262339,
          23.117472,
          19.908584,
          19.621276,
          18.396445,
          21.083762,
          32.892648,
          23.325088,
          19.857531,
          23.886911,
          17.721966,
          18.720831,
          20.321112,
          21.373023,
          18.253721,
          19.378343,
          30.58824,
          21.629052,
          18.796481,
          22.847633,
          31.996806,
          25.78115,
          26.064988,
          22.618569,
          21.771057,
          20.422536,
          19.942741,
          26.855235,
          27.828153,
          22.44368,
          22.109969,
          20.342558,
          21.157378,
          27.192002,
          28.714607,
          25.315781,
          21.914645,
          20.783036,
          21.01024,
          32.495071,
          26.125575,
          25.308848,
          22.272034,
          21.200604,
          28.590764,
          38.224862,
          23.599374,
          25.961772,
          23.064954,
          26.354688,
          21.6562,
          20.683622,
          22.136162,
          25.298338,
          21.763402,
          22.330694,
          24.179047,
          25.231938,
          23.680282,
          21.036918,
          20.008106,
          20.27792,
          23.782978,
          28.637644,
          26.95244,
          22.085714,
          21.282441,
          20.156659,
          24.624701,
          27.661532,
          26.969718,
          21.687287,
          20.778699,
          21.043012,
          26.656945,
          27.358101,
          25.888148,
          21.670755,
          20.955351,
          23.911014,
          37.749896,
          20.798453,
          25.106492,
          25.468843,
          21.388346,
          25.455514,
          25.475996,
          21.209716,
          27.090331,
          21.219266,
          21.314558,
          22.055099,
          19.040667,
          24.504793,
          23.217641,
          22.207773,
          21.927899,
          20.244195,
          22.413795,
          26.140549,
          26.71017,
          24.006872,
          21.881696,
          20.784793,
          19.853029,
          29.191155,
          27.001341,
          24.783877
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10149.519849917851,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/sparse-skew/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3391.058385022916,
        "first_ms": 984.7698040539399,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10578.87337601278,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          986.7024150444195,
          1000.66213903483,
          1084.0811700327322,
          1064.4677660893649,
          1073.7842420348898,
          1135.7395109953359,
          1066.2484760396183,
          1079.2399250203744,
          1106.2071709893644,
          981.6529800882563
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      },
      "process_wall_ms": 15122.211143025197,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/sparse-uniform/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 127.463605,
        "first_ms": 16.803162,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.942505,
        "iterations": 916,
        "validations": "first,last",
        "samples_ms": [
          12.621562,
          11.395625,
          11.959091,
          8.783383,
          10.334113,
          10.171565,
          9.854872,
          9.732748,
          9.448978,
          8.347796,
          9.550154,
          9.897803,
          10.411322,
          10.119981,
          9.628668,
          9.746094,
          9.678008,
          11.862998,
          11.914262,
          14.098785,
          11.436291,
          13.640908,
          10.543397,
          10.925579,
          12.936586,
          12.341698,
          12.502383,
          11.232114,
          9.981783,
          11.53492,
          10.524831,
          10.21578,
          10.355311,
          10.017919,
          9.296056,
          10.246793,
          11.203983,
          11.032049,
          11.836266,
          11.178183,
          8.294683,
          9.897384,
          9.846643,
          8.515715,
          7.497321,
          8.332313,
          8.28542,
          7.348922,
          8.42638,
          9.771368,
          9.459746,
          10.979711,
          10.352533,
          11.5904,
          8.912956,
          9.83524,
          9.389524,
          9.358643,
          9.560293,
          9.15609,
          9.32966,
          9.931991,
          11.032252,
          12.925601,
          14.890396,
          17.267529,
          14.663125,
          12.893419,
          16.332323,
          11.95249,
          11.16554,
          10.963238,
          10.178085,
          10.703181,
          12.150409,
          12.444411,
          12.094569,
          10.913965,
          12.178654,
          9.727428,
          11.351895,
          11.814081,
          10.743144,
          11.207404,
          11.549712,
          10.261835,
          11.259625,
          11.770766,
          11.95713,
          13.960833,
          13.228446,
          10.922421,
          11.423975,
          10.971714,
          10.123292,
          12.750502,
          11.056408,
          10.615479,
          10.758765,
          9.933841,
          11.471352,
          9.330708,
          12.119253,
          12.924042,
          10.424788,
          13.571102,
          13.313414,
          10.212625,
          11.332436,
          10.373507,
          11.029966,
          10.761975,
          10.602274,
          10.824158,
          10.214501,
          10.050259,
          11.46955,
          12.606367,
          12.427885,
          11.368167,
          10.891485,
          19.86485,
          12.483777,
          12.692868,
          12.593265,
          11.190899,
          11.026438,
          12.617223,
          11.64647,
          11.441338,
          11.152478,
          11.381462,
          11.439634,
          10.681154,
          9.828271,
          10.3624,
          12.057517,
          12.039193,
          11.475949,
          9.942717,
          11.489296,
          11.330882,
          11.050943,
          11.354522,
          11.10709,
          9.968921,
          10.828924,
          13.434622,
          12.511362,
          11.535849,
          14.537176,
          14.426542,
          12.825275,
          15.286454,
          11.009462,
          10.456486,
          8.94507,
          10.643822,
          11.283913,
          10.826412,
          10.640108,
          10.428532,
          10.635868,
          9.526166,
          9.967584,
          10.225814,
          9.847596,
          10.385066,
          9.567269,
          9.617218,
          14.662399,
          13.64547,
          13.268173,
          13.14583,
          10.897031,
          10.066208,
          13.18571,
          12.657348,
          11.812747,
          10.741972,
          9.081094,
          10.359315,
          10.538652,
          11.610245,
          10.435984,
          10.075199,
          10.512071,
          10.628414,
          7.731953,
          8.921787,
          7.963237,
          8.045574,
          8.332995,
          8.644493,
          7.789532,
          8.011736,
          8.885709,
          7.548911,
          8.746176,
          8.371277,
          7.557087,
          9.509606,
          9.682379,
          8.758563,
          7.342797,
          9.07614,
          13.428077,
          12.283529,
          9.330443,
          7.594584,
          10.582069,
          10.27308,
          9.263182,
          13.662788,
          11.044804,
          14.894972,
          13.355079,
          13.351102,
          11.498008,
          10.878346,
          12.070438,
          11.413077,
          10.914551,
          9.264072,
          8.270857,
          10.017633,
          9.317934,
          9.716758,
          8.817348,
          8.766816,
          8.395046,
          7.758621,
          8.681996,
          9.441615,
          8.652104,
          9.351795,
          9.615469,
          9.551992,
          9.192761,
          10.066323,
          11.529413,
          9.063766,
          9.893958,
          12.786313,
          14.470091,
          16.703468,
          13.599877,
          11.187993,
          11.025196,
          10.177963,
          9.816058,
          9.5848,
          10.565072,
          8.493861,
          9.846897,
          11.221639,
          7.85185,
          10.737,
          11.710297,
          8.657954,
          10.616347,
          9.75995,
          9.525432,
          9.902385,
          9.542224,
          9.505889,
          8.722692,
          9.306038,
          10.67565,
          10.900738,
          8.298629,
          7.931124,
          10.331091,
          8.858776,
          11.154076,
          12.37436,
          9.614806,
          9.031381,
          9.245282,
          9.005813,
          8.636445,
          9.397219,
          9.597079,
          11.495742,
          11.157792,
          11.847607,
          10.050198,
          12.030496,
          8.869186,
          9.028861,
          9.742921,
          10.110853,
          7.938942,
          9.004214,
          9.775904,
          8.893372,
          9.126226,
          10.473654,
          10.423302,
          11.327821,
          8.814699,
          8.159141,
          11.776263,
          11.72667,
          8.648091,
          8.486099,
          7.698753,
          7.547907,
          10.690513,
          8.371483,
          7.81345,
          7.976513,
          11.187695,
          9.944154,
          12.534008,
          10.952241,
          12.050299,
          9.533447,
          10.791529,
          9.383785,
          9.541054,
          10.739837,
          10.418426,
          10.962445,
          11.675478,
          9.884263,
          9.750061,
          10.166945,
          9.847601,
          9.706817,
          8.986686,
          9.279394,
          9.811402,
          8.984985,
          10.727697,
          15.636538,
          12.369705,
          13.430616,
          12.043916,
          11.004832,
          12.861145,
          13.477921,
          11.564698,
          9.1849,
          8.754194,
          10.051433,
          9.813523,
          9.82187,
          10.102891,
          9.804255,
          9.974195,
          9.620045,
          9.452708,
          9.67627,
          10.629731,
          8.963388,
          9.639532,
          9.605972,
          13.947569,
          11.96664,
          11.27056,
          13.011555,
          11.194007,
          11.546962,
          13.116791,
          13.768596,
          11.875083,
          11.145142,
          9.229844,
          10.747505,
          9.671249,
          10.308086,
          10.818523,
          9.523854,
          9.877903,
          9.756488,
          9.621987,
          9.686737,
          9.988967,
          8.691457,
          10.022825,
          10.216323,
          11.831649,
          11.578001,
          12.994663,
          10.644677,
          11.756696,
          13.167462,
          10.335787,
          12.22618,
          12.754123,
          12.386014,
          9.388165,
          10.736354,
          10.533207,
          10.27877,
          9.922339,
          9.931951,
          10.163869,
          9.248655,
          9.769228,
          10.653825,
          9.962936,
          9.635077,
          10.419046,
          10.998582,
          13.9943,
          9.332192,
          8.557722,
          21.210019,
          18.190241,
          12.906542,
          12.915177,
          10.183246,
          9.382011,
          11.318019,
          9.7354,
          9.247479,
          9.780156,
          9.5453,
          9.396268,
          9.486316,
          9.46734,
          10.030926,
          9.178053,
          9.075143,
          10.233027,
          9.434873,
          9.192762,
          9.575154,
          10.226375,
          10.67043,
          11.248379,
          11.21523,
          10.026239,
          11.704002,
          11.345774,
          11.237556,
          11.377194,
          12.395464,
          11.466044,
          11.220396,
          12.532087,
          12.995942,
          11.344424,
          10.688343,
          12.417295,
          11.838904,
          11.23971,
          11.739597,
          13.672544,
          11.61622,
          11.165147,
          11.426899,
          12.966159,
          11.508895,
          12.497162,
          13.666159,
          14.890556,
          11.74745,
          12.320534,
          10.921802,
          13.228799,
          11.095786,
          12.283292,
          11.503484,
          12.544347,
          12.223652,
          14.15076,
          12.401302,
          12.671945,
          12.669847,
          13.198949,
          12.402819,
          11.938692,
          14.101428,
          13.093286,
          12.467445,
          12.557641,
          12.069983,
          12.767384,
          13.11784,
          12.740421,
          12.638086,
          13.028645,
          12.088113,
          13.660021,
          13.30041,
          13.297461,
          14.021128,
          14.711333,
          13.2635,
          14.300296,
          12.254056,
          14.363471,
          14.267816,
          13.051715,
          13.048387,
          12.154192,
          12.351749,
          14.196569,
          12.686067,
          13.788104,
          10.537029,
          12.131624,
          11.400958,
          11.928923,
          10.932115,
          11.240574,
          13.566375,
          13.423702,
          13.073095,
          11.318829,
          12.350886,
          12.980255,
          12.589821,
          12.747645,
          12.613561,
          12.115133,
          11.637493,
          11.861625,
          15.189509,
          13.972219,
          12.128001,
          14.450314,
          13.416172,
          13.527171,
          14.050089,
          11.903859,
          13.905737,
          14.721548,
          12.905061,
          12.469051,
          11.780019,
          12.29152,
          12.465518,
          12.372394,
          12.077073,
          12.31101,
          12.508374,
          13.499694,
          11.67749,
          11.972024,
          11.993388,
          11.644145,
          12.276966,
          16.483512,
          12.993418,
          11.702558,
          11.855634,
          12.211383,
          12.087767,
          12.544255,
          11.883111,
          12.872706,
          16.190953,
          12.650278,
          13.147936,
          12.750559,
          14.954894,
          13.394095,
          12.195776,
          13.113362,
          13.815393,
          12.586584,
          11.277583,
          13.097121,
          12.928712,
          14.748658,
          13.182982,
          12.48237,
          13.456356,
          12.839442,
          12.230496,
          10.9776,
          9.973675,
          11.016023,
          11.400349,
          11.399144,
          11.839108,
          12.096944,
          12.861466,
          12.032872,
          11.706244,
          12.034068,
          11.57227,
          10.466323,
          12.097726,
          14.255226,
          14.819103,
          12.733565,
          11.760459,
          11.853909,
          13.350783,
          11.949012,
          12.273461,
          16.413238,
          15.352907,
          13.121493,
          13.679434,
          11.634525,
          10.486341,
          12.072625,
          14.130282,
          12.503804,
          13.174732,
          11.897465,
          11.111951,
          12.075519,
          11.21942,
          9.706007,
          10.550254,
          12.196816,
          12.106768,
          10.641908,
          10.711011,
          10.073628,
          15.242352,
          9.177995,
          10.177769,
          9.12125,
          13.470323,
          17.140183,
          18.723641,
          15.613337,
          13.4853,
          13.798708,
          12.920936,
          12.482175,
          12.505585,
          12.624313,
          11.717044,
          11.560072,
          11.318533,
          12.27394,
          11.130817,
          12.887672,
          8.755122,
          9.816158,
          11.99288,
          9.820073,
          11.05018,
          10.167739,
          9.791473,
          10.420969,
          10.404052,
          10.342843,
          11.322539,
          9.887903,
          9.731889,
          11.046513,
          12.498878,
          8.545011,
          9.272669,
          9.859659,
          9.503645,
          9.419896,
          8.808899,
          11.147348,
          28.501807,
          13.587111,
          11.584506,
          13.615816,
          11.535808,
          12.808534,
          10.11014,
          11.189187,
          12.202586,
          33.709515,
          13.922577,
          12.209917,
          9.743886,
          15.085891,
          12.749462,
          13.622016,
          12.045615,
          10.867559,
          16.330203,
          11.075077,
          10.939409,
          9.323366,
          8.71811,
          9.938208,
          8.802329,
          14.333875,
          12.467177,
          11.218365,
          10.086975,
          9.351245,
          10.731802,
          10.475576,
          9.438476,
          9.640134,
          9.570076,
          8.54877,
          12.289648,
          10.879188,
          10.842808,
          11.488995,
          10.595767,
          13.774326,
          9.718459,
          13.466651,
          11.78082,
          10.364977,
          10.765259,
          9.533106,
          9.75385,
          9.704281,
          9.861699,
          10.821492,
          9.968152,
          9.469197,
          8.659804,
          9.54979,
          9.584579,
          9.364412,
          9.321253,
          9.454388,
          10.210556,
          9.414959,
          13.11606,
          12.095971,
          12.070604,
          11.40278,
          15.185799,
          11.604766,
          13.271859,
          13.096988,
          11.92345,
          10.301381,
          8.62644,
          10.315907,
          10.251779,
          9.816012,
          10.342449,
          9.960627,
          9.524168,
          10.576814,
          12.535268,
          10.906605,
          8.802302,
          8.429063,
          8.651145,
          9.016935,
          8.649779,
          7.899275,
          8.301724,
          8.764619,
          7.915413,
          8.657493,
          7.883984,
          9.604488,
          8.058236,
          7.908117,
          8.120632,
          8.017984,
          7.883612,
          8.001368,
          8.183071,
          9.216614,
          8.40075,
          8.527534,
          8.636522,
          7.842161,
          8.213355,
          8.565944,
          9.851745,
          8.978448,
          8.390745,
          8.732352,
          9.534817,
          10.787001,
          15.187425,
          13.962033,
          10.968506,
          10.208976,
          7.347537,
          8.442068,
          9.910822,
          8.669145,
          7.530901,
          8.880822,
          8.549187,
          9.470916,
          8.671891,
          8.264033,
          9.127605,
          7.548065,
          8.206882,
          8.914743,
          8.826862,
          8.209274,
          6.910025,
          8.505848,
          10.476139,
          9.720314,
          9.826036,
          7.645218,
          7.45398,
          7.722609,
          7.871362,
          7.952365,
          6.908792,
          8.540348,
          7.897827,
          6.872291,
          7.90985,
          6.531628,
          9.734033,
          8.343746,
          8.736524,
          7.267866,
          7.268511,
          9.024338,
          9.332416,
          9.815301,
          9.768898,
          8.458379,
          7.435014,
          8.681389,
          8.875602,
          8.669285,
          9.840927,
          10.414696,
          8.645737,
          10.303512,
          11.222937,
          8.778573,
          9.108147,
          8.738342,
          8.613141,
          9.95601,
          8.713602,
          8.54634,
          9.10055,
          8.615386,
          10.493611,
          10.503638,
          9.101141,
          9.075668,
          7.720042,
          8.86295,
          11.209423,
          14.440226,
          18.62977,
          10.037524,
          10.883572,
          18.278727,
          15.80735,
          10.907489,
          13.205379,
          12.116023,
          10.910344,
          11.615896,
          8.038383,
          9.401271,
          9.702978,
          8.086507,
          10.052036,
          10.462933,
          8.677613,
          11.803625,
          8.772851,
          11.253832,
          11.591502,
          10.693663,
          9.215486,
          10.410984,
          9.584575,
          8.793942,
          9.266342,
          9.952203,
          10.29487,
          10.634274,
          12.390663,
          12.315717,
          11.52275,
          12.361111,
          9.014305,
          8.702479,
          9.849742,
          9.821554,
          8.597027,
          9.666906,
          10.033172,
          9.052334,
          8.980749,
          11.171808,
          10.675793,
          10.854469,
          10.990287,
          7.489253,
          8.701002,
          8.372353,
          9.806717,
          9.776704,
          11.795667,
          10.719342,
          9.825685,
          11.65161,
          9.660107,
          9.510379,
          10.052102,
          9.869446,
          10.049021,
          9.828627,
          9.1078,
          9.551187,
          9.506338,
          9.964461,
          8.443161,
          8.606599,
          8.769052,
          9.522223,
          8.87226
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105700,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10170.699551003054,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/dense/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 144.325991,
        "first_ms": 46.049033,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.170542,
        "iterations": 762,
        "validations": "first,last",
        "samples_ms": [
          34.8431,
          16.117015,
          18.245022,
          16.305231,
          22.269961,
          31.796313,
          12.531724,
          12.46577,
          12.275872,
          13.04738,
          12.616098,
          11.364467,
          11.941993,
          12.542816,
          11.870014,
          11.853108,
          12.095897,
          11.893886,
          11.152543,
          14.942994,
          12.458379,
          14.041259,
          15.04724,
          15.958781,
          13.709699,
          12.304322,
          14.952126,
          12.904311,
          14.867537,
          12.916093,
          11.796103,
          12.573771,
          11.901869,
          11.745426,
          11.764096,
          11.990166,
          12.679571,
          11.544748,
          12.039522,
          12.52221,
          11.292958,
          14.696543,
          12.401434,
          12.720306,
          17.766943,
          22.025259,
          15.459511,
          14.681956,
          10.969029,
          12.084924,
          12.398728,
          12.173499,
          13.479728,
          13.434144,
          12.719452,
          14.376215,
          11.031467,
          14.595166,
          10.852384,
          13.243333,
          11.984601,
          12.873829,
          12.847657,
          12.972378,
          13.210326,
          14.119174,
          12.382387,
          11.752817,
          11.976428,
          12.17251,
          12.479453,
          13.44637,
          13.409395,
          12.667468,
          12.869385,
          14.16291,
          11.693288,
          11.374938,
          10.438707,
          12.457977,
          12.399043,
          12.889572,
          12.132507,
          11.712923,
          13.082676,
          13.057317,
          12.60288,
          11.513649,
          15.037488,
          13.21765,
          13.525034,
          12.462021,
          11.158609,
          12.918352,
          12.958875,
          13.765953,
          12.583664,
          11.644931,
          12.069487,
          11.719117,
          12.013893,
          11.889074,
          12.004119,
          11.615129,
          11.748463,
          11.706243,
          11.710083,
          11.230929,
          11.984201,
          16.065638,
          12.089019,
          13.601257,
          15.90734,
          13.443305,
          15.373763,
          12.928876,
          14.459047,
          13.605144,
          13.270209,
          10.637501,
          10.525586,
          11.723941,
          11.588838,
          12.083079,
          12.165953,
          12.961341,
          11.695858,
          11.136567,
          11.909417,
          12.124361,
          11.568138,
          12.009504,
          14.250461,
          12.567372,
          13.964738,
          13.904418,
          13.654706,
          12.507786,
          13.149013,
          13.425126,
          12.231363,
          12.654219,
          11.626993,
          12.491553,
          12.333989,
          11.434724,
          12.306684,
          12.447887,
          10.33796,
          11.103976,
          11.401756,
          12.160897,
          11.896614,
          12.585083,
          12.530497,
          14.471637,
          14.28308,
          14.067448,
          13.105793,
          13.249303,
          14.707463,
          17.079691,
          12.340132,
          12.803877,
          14.333229,
          12.93479,
          12.860358,
          12.185812,
          12.396209,
          11.839456,
          11.561783,
          11.595791,
          12.785393,
          13.437282,
          15.050727,
          16.946652,
          13.164481,
          15.696254,
          17.260067,
          27.097173,
          16.530312,
          13.666848,
          12.132797,
          13.01254,
          13.718968,
          13.169638,
          13.634518,
          14.315679,
          14.763191,
          13.428306,
          13.244539,
          13.587549,
          12.79918,
          13.212899,
          13.854738,
          13.333441,
          11.695637,
          13.084986,
          12.285804,
          12.037436,
          10.962382,
          12.305913,
          11.048288,
          11.982535,
          11.866908,
          11.182093,
          12.755614,
          13.139196,
          14.238594,
          12.169942,
          12.260443,
          12.076167,
          14.294222,
          11.881536,
          12.334146,
          13.044557,
          13.156527,
          13.589809,
          14.119928,
          13.918592,
          12.393647,
          12.458748,
          13.177546,
          13.728061,
          14.749591,
          12.365938,
          12.441504,
          12.838884,
          12.997886,
          11.596244,
          13.391483,
          13.269957,
          12.085701,
          13.227492,
          12.221333,
          12.203927,
          12.202395,
          13.528629,
          13.562624,
          14.416265,
          19.367344,
          16.759617,
          16.35939,
          14.533035,
          12.904238,
          12.940603,
          12.502452,
          12.984809,
          13.69494,
          10.387197,
          9.92453,
          10.157052,
          11.312088,
          10.153364,
          10.47913,
          10.587659,
          10.038603,
          11.683615,
          11.927638,
          12.822496,
          11.34935,
          12.840295,
          14.353263,
          13.130264,
          13.434873,
          12.874225,
          13.106337,
          14.274596,
          15.714711,
          14.833253,
          15.918398,
          14.652392,
          13.530361,
          12.985718,
          13.009345,
          11.973493,
          12.839929,
          13.070085,
          13.911172,
          12.652049,
          12.813741,
          14.442079,
          14.936588,
          13.03324,
          12.947364,
          12.822314,
          13.249462,
          12.295622,
          15.352604,
          14.527877,
          15.20308,
          14.961388,
          15.788767,
          15.548341,
          15.518013,
          14.412168,
          11.808246,
          11.951867,
          13.223979,
          13.686432,
          13.606371,
          13.529402,
          13.636628,
          12.430701,
          11.345979,
          12.256959,
          12.298154,
          15.101232,
          12.034277,
          14.060154,
          23.101536,
          21.891694,
          15.493882,
          12.817201,
          13.035352,
          13.496656,
          12.911337,
          13.418051,
          14.220748,
          12.771873,
          14.587937,
          14.246392,
          12.726122,
          13.252476,
          14.129635,
          14.128378,
          13.632617,
          13.704239,
          13.659637,
          15.340585,
          17.524849,
          17.108211,
          16.459401,
          13.225063,
          14.425962,
          14.191479,
          14.420438,
          13.988863,
          11.592366,
          13.930584,
          15.657084,
          14.342978,
          13.121638,
          12.9092,
          12.064513,
          12.675829,
          11.926291,
          11.563738,
          12.976892,
          14.894914,
          12.142475,
          12.663143,
          15.266396,
          14.574715,
          12.430974,
          13.185615,
          13.749372,
          13.046372,
          12.233353,
          12.080915,
          11.125571,
          14.147054,
          11.528572,
          11.215301,
          12.060505,
          12.200004,
          10.193095,
          11.09642,
          10.381273,
          11.189568,
          10.457948,
          10.249609,
          11.807029,
          10.565749,
          10.208084,
          10.928822,
          11.033612,
          10.775733,
          10.77063,
          10.858978,
          10.808441,
          10.52149,
          11.885297,
          11.155839,
          12.18345,
          12.018588,
          12.29232,
          17.029295,
          15.227068,
          16.294579,
          16.343183,
          16.135685,
          15.695708,
          13.444072,
          12.833081,
          14.834999,
          12.802182,
          13.154443,
          12.567184,
          11.94909,
          13.415952,
          11.944212,
          12.311483,
          14.334409,
          14.699476,
          16.485164,
          16.850654,
          14.204549,
          15.718955,
          15.739589,
          14.106389,
          13.47347,
          14.394231,
          12.836716,
          12.568192,
          12.761244,
          12.741045,
          11.916627,
          12.711524,
          12.254183,
          14.166254,
          15.41909,
          18.33694,
          14.832949,
          14.018321,
          15.335754,
          14.911559,
          14.874262,
          13.250094,
          14.095839,
          11.26931,
          12.641984,
          11.986182,
          12.042893,
          12.887347,
          12.7716,
          11.85038,
          11.788607,
          11.443397,
          15.237202,
          11.751462,
          10.722943,
          10.79039,
          10.883488,
          9.359353,
          9.971271,
          10.455637,
          11.267128,
          11.166587,
          11.540258,
          11.461989,
          11.527143,
          10.79404,
          25.440264,
          15.832283,
          15.441655,
          12.23472,
          13.593514,
          13.05521,
          13.464922,
          17.209531,
          14.206382,
          13.182841,
          14.532751,
          12.930848,
          11.641443,
          12.714802,
          12.602357,
          12.551957,
          14.335975,
          13.67639,
          14.583331,
          14.350589,
          14.289824,
          13.209941,
          12.330443,
          12.79729,
          13.061234,
          13.378958,
          13.954972,
          13.708336,
          13.487617,
          15.583638,
          12.864633,
          12.103033,
          12.289965,
          12.563117,
          13.028745,
          14.215538,
          13.482438,
          14.202493,
          13.868508,
          16.041314,
          14.198145,
          15.732089,
          12.546672,
          14.254395,
          15.75729,
          13.769001,
          12.618608,
          10.964938,
          11.316747,
          11.574998,
          11.938286,
          10.445895,
          11.136353,
          9.878265,
          10.441697,
          10.061691,
          10.381985,
          10.969084,
          10.97179,
          10.255122,
          10.709089,
          10.475431,
          11.825798,
          10.345493,
          9.998524,
          10.427764,
          10.273028,
          11.105976,
          11.290816,
          11.643215,
          10.649072,
          10.425077,
          10.696341,
          11.301576,
          10.150581,
          9.764664,
          9.990731,
          10.777201,
          10.653601,
          10.126795,
          10.520993,
          10.548028,
          11.00967,
          11.53446,
          10.918224,
          10.757507,
          12.072866,
          10.977239,
          10.971508,
          11.195814,
          11.258549,
          10.563708,
          11.608047,
          11.352574,
          11.232261,
          10.775042,
          10.777501,
          11.403316,
          10.761434,
          11.681137,
          11.73553,
          11.026009,
          11.115688,
          11.508294,
          10.981311,
          10.693888,
          12.072911,
          10.999973,
          10.568601,
          11.605431,
          10.325714,
          10.943688,
          10.721476,
          10.805834,
          11.293427,
          12.529472,
          12.010537,
          12.252915,
          11.640884,
          12.512964,
          12.498066,
          13.650727,
          14.529403,
          14.535079,
          15.239994,
          14.785917,
          15.160414,
          14.334269,
          12.499867,
          12.823428,
          12.869875,
          13.20763,
          12.628102,
          12.841285,
          11.352221,
          14.322633,
          13.49613,
          12.410536,
          12.084966,
          13.791042,
          12.307141,
          14.14465,
          16.118619,
          15.376603,
          15.047341,
          14.656014,
          13.706959,
          13.581286,
          13.777669,
          13.913313,
          13.401225,
          12.154809,
          12.619507,
          11.840871,
          12.627548,
          12.713514,
          12.290111,
          12.730527,
          11.999325,
          12.77765,
          11.912964,
          13.187945,
          15.304555,
          15.419047,
          17.036008,
          15.560835,
          14.617605,
          15.165274,
          16.111262,
          13.940704,
          13.069838,
          12.535003,
          12.330868,
          12.196547,
          13.402234,
          12.201383,
          13.196206,
          16.507621,
          14.712533,
          18.499103,
          17.059976,
          33.754282,
          20.882478,
          15.148521,
          13.45417,
          11.741192,
          14.180044,
          12.827779,
          13.454775,
          13.564494,
          15.082472,
          14.038713,
          12.781713,
          11.435036,
          10.964449,
          10.227896,
          10.181695,
          11.945614,
          14.468896,
          13.480094,
          14.338526,
          16.355185,
          12.870485,
          12.462461,
          13.83356,
          13.139241,
          13.31737,
          12.323193,
          12.332528,
          13.754603,
          12.877811,
          14.060015,
          18.158541,
          16.979885,
          14.154041,
          10.331833,
          13.014578,
          13.190291,
          11.512244,
          15.590959,
          13.098142,
          13.693264,
          15.447351,
          14.365108,
          13.085968,
          16.066573,
          14.14762,
          14.021873,
          10.793028,
          13.346244,
          15.218464,
          12.055194,
          10.675832,
          11.662814,
          11.342944,
          13.579684,
          12.230008,
          12.051742,
          12.285425,
          11.661784,
          13.255382,
          12.511151,
          13.065335,
          12.39368,
          13.510198,
          12.785642,
          15.985292,
          14.669359,
          15.64422,
          13.010883,
          12.575035,
          10.535898,
          13.07494,
          13.726747,
          12.559081,
          13.952906,
          14.886852,
          12.823511,
          12.156588,
          12.252925,
          12.287991,
          12.472694,
          12.562219,
          12.195252,
          11.650113,
          12.130811,
          11.991802,
          12.257087,
          12.239569,
          15.765903,
          14.984097,
          12.500439,
          13.526602,
          14.464966,
          14.589941,
          15.875052,
          13.147059,
          13.050893,
          12.306933,
          12.61449,
          13.17088,
          12.74599,
          12.774594,
          11.747954,
          12.644865,
          11.933303,
          11.713415,
          13.364437,
          13.543831,
          16.830346,
          14.294171,
          13.984253,
          14.623434,
          13.752406,
          13.977505,
          13.279516,
          12.501139,
          13.920456,
          14.215825,
          12.475251,
          12.778295,
          12.9033,
          12.20977,
          12.625172,
          12.352552,
          12.342157,
          12.812325,
          14.906122,
          11.369786
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135336,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10236.855191062205,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/sparse-skew/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 123.690626,
        "first_ms": 11.416969,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10008.840789,
        "iterations": 1045,
        "validations": "first,last",
        "samples_ms": [
          10.266042,
          11.123982,
          11.553849,
          11.109301,
          9.534589,
          8.556438,
          8.20632,
          9.293435,
          9.276818,
          9.143074,
          9.181113,
          10.39988,
          9.245967,
          8.523731,
          9.453115,
          9.242172,
          9.586918,
          7.750759,
          8.6907,
          11.577706,
          9.839661,
          12.681872,
          10.494819,
          20.17903,
          13.412768,
          8.273461,
          9.509001,
          8.675878,
          12.185462,
          9.675344,
          11.765202,
          11.870854,
          10.407352,
          10.016693,
          9.160603,
          8.651358,
          9.446661,
          9.260602,
          8.533209,
          9.139779,
          8.892689,
          9.040741,
          8.390547,
          9.142586,
          9.206613,
          9.084723,
          8.272907,
          8.443865,
          9.23634,
          8.858899,
          9.169985,
          9.480644,
          9.055848,
          8.198763,
          8.396238,
          9.74281,
          8.248019,
          8.986942,
          10.378982,
          9.900174,
          9.303709,
          9.860722,
          10.661363,
          12.129785,
          9.249137,
          11.324368,
          10.001582,
          11.450632,
          9.866012,
          10.285977,
          7.627462,
          11.737993,
          11.123924,
          9.925075,
          10.996312,
          8.358489,
          8.891596,
          9.900075,
          9.110137,
          8.635758,
          10.256156,
          8.653775,
          8.073013,
          8.645213,
          8.854611,
          8.95721,
          9.441237,
          8.937898,
          8.63593,
          10.006403,
          9.000512,
          8.024563,
          9.271144,
          8.634423,
          9.002948,
          10.318074,
          8.912059,
          11.261418,
          9.128503,
          11.22309,
          12.808667,
          10.244657,
          10.136525,
          11.897716,
          10.782063,
          11.417288,
          12.54529,
          11.232617,
          9.782802,
          10.556833,
          10.281953,
          9.820867,
          8.886915,
          10.142133,
          10.086016,
          8.219969,
          9.544572,
          9.632379,
          10.04629,
          9.364313,
          8.899426,
          8.453168,
          9.640887,
          9.182554,
          8.70291,
          9.961678,
          10.33487,
          8.567493,
          9.594492,
          13.596203,
          10.44072,
          12.253996,
          12.600504,
          8.266388,
          9.968367,
          11.933504,
          11.117854,
          11.456942,
          13.46714,
          11.38211,
          11.394316,
          9.360246,
          8.657313,
          8.179443,
          10.358347,
          9.225761,
          8.411658,
          9.47909,
          10.191538,
          8.253524,
          8.535243,
          9.358492,
          8.40941,
          9.108346,
          8.625964,
          8.166426,
          8.753268,
          9.76291,
          8.273736,
          9.376766,
          8.6664,
          7.806484,
          12.65536,
          10.427823,
          12.454704,
          12.336431,
          11.684586,
          15.099027,
          18.133882,
          10.678713,
          9.582196,
          11.436393,
          9.529723,
          10.72248,
          9.617216,
          8.875529,
          10.142449,
          9.456221,
          10.518374,
          7.503458,
          10.623453,
          9.566497,
          8.069313,
          11.348885,
          11.247445,
          9.063479,
          8.002183,
          10.161836,
          10.605508,
          7.579021,
          8.944053,
          8.313597,
          7.812925,
          10.944266,
          10.432871,
          8.516129,
          10.657659,
          8.737567,
          11.457503,
          8.107622,
          11.337222,
          11.11508,
          9.002645,
          8.764676,
          9.044103,
          9.336604,
          9.850029,
          9.800014,
          8.271564,
          9.966722,
          9.204441,
          7.53737,
          10.851878,
          9.536905,
          11.977937,
          11.084016,
          10.359485,
          10.398343,
          10.768349,
          10.349044,
          9.324899,
          8.133178,
          9.091975,
          9.546472,
          9.298858,
          10.501572,
          10.662577,
          9.967803,
          11.031141,
          10.624241,
          7.296236,
          9.17123,
          9.511147,
          8.443522,
          12.616622,
          9.977446,
          10.729486,
          11.218881,
          8.223207,
          10.190958,
          9.020069,
          12.840394,
          9.15426,
          7.767094,
          10.377998,
          9.598446,
          8.72419,
          9.501313,
          9.143872,
          8.997999,
          10.818554,
          10.04428,
          9.680204,
          9.391089,
          7.809778,
          8.980651,
          8.589259,
          8.518095,
          9.399308,
          9.602485,
          9.083011,
          7.617511,
          9.251129,
          8.597035,
          8.193888,
          8.923725,
          7.874872,
          8.995191,
          11.878552,
          11.125747,
          8.63313,
          13.658998,
          9.871934,
          10.477227,
          12.906204,
          12.382972,
          8.810022,
          10.717493,
          12.699666,
          12.074996,
          11.078507,
          9.042632,
          8.921948,
          9.641475,
          9.523293,
          9.614751,
          10.113095,
          9.684267,
          8.538402,
          9.251843,
          9.231421,
          9.791787,
          9.297773,
          8.979038,
          9.410514,
          9.445627,
          11.549083,
          9.339266,
          8.627781,
          12.258889,
          11.361939,
          11.658957,
          11.793738,
          11.846101,
          9.651383,
          12.037823,
          9.99729,
          13.597593,
          11.747359,
          13.842685,
          12.006046,
          10.536382,
          10.8251,
          9.989341,
          9.856677,
          11.471002,
          10.63615,
          8.693297,
          8.288227,
          8.934592,
          8.080434,
          8.384511,
          9.764347,
          9.325363,
          8.894886,
          8.640926,
          8.743394,
          8.779627,
          6.998152,
          9.056822,
          8.885051,
          7.747876,
          8.868941,
          9.150397,
          8.235349,
          8.456421,
          8.822804,
          10.066295,
          10.739356,
          9.178686,
          8.980375,
          11.218051,
          10.451642,
          8.941279,
          10.160198,
          8.682186,
          8.75554,
          8.935765,
          8.532886,
          8.561827,
          9.068348,
          13.167018,
          12.627234,
          9.272486,
          10.043961,
          9.747742,
          10.000516,
          10.080903,
          10.035725,
          11.128326,
          10.683176,
          12.1324,
          8.846387,
          9.487646,
          9.630207,
          12.141879,
          13.390029,
          11.0817,
          8.371912,
          8.51607,
          9.40793,
          9.005148,
          9.015234,
          9.139169,
          9.253855,
          9.293268,
          8.709479,
          9.580411,
          8.283872,
          9.8019,
          8.920175,
          8.845043,
          9.038424,
          9.18978,
          10.277433,
          10.201247,
          11.028866,
          10.719169,
          8.37011,
          9.305798,
          8.997806,
          8.21843,
          12.831871,
          18.244246,
          15.497428,
          11.548751,
          12.745381,
          10.24917,
          9.400432,
          10.218464,
          9.120918,
          9.343466,
          9.891709,
          9.701468,
          10.599879,
          8.828134,
          11.235623,
          10.745933,
          9.663167,
          11.990229,
          8.562947,
          9.191484,
          10.348734,
          10.224684,
          10.581547,
          9.178698,
          7.983112,
          9.357545,
          10.479392,
          11.383617,
          9.328179,
          11.039786,
          10.281954,
          11.258408,
          8.815596,
          9.267926,
          9.804591,
          10.06676,
          7.989247,
          8.960159,
          9.227883,
          8.519774,
          9.021687,
          9.294404,
          10.411288,
          11.295149,
          9.24076,
          10.788936,
          8.459214,
          10.516462,
          7.963088,
          11.607282,
          9.925005,
          9.671658,
          7.856652,
          9.579655,
          9.275476,
          8.512977,
          8.608769,
          9.230751,
          9.169558,
          9.610437,
          9.345232,
          8.046131,
          9.921272,
          10.714929,
          8.349992,
          8.404897,
          11.418667,
          8.433155,
          9.735484,
          9.367534,
          7.756637,
          9.004321,
          9.49841,
          13.134058,
          9.281521,
          9.165516,
          9.021374,
          9.057294,
          11.076964,
          11.923401,
          7.594685,
          8.97476,
          9.475046,
          7.904376,
          11.434866,
          10.696914,
          10.298648,
          9.881405,
          10.457245,
          9.822828,
          8.797469,
          9.975656,
          9.433094,
          9.627023,
          8.17246,
          8.8729,
          8.902706,
          8.855882,
          9.787254,
          9.903788,
          8.995638,
          8.515465,
          8.984066,
          8.989795,
          8.022536,
          9.36059,
          9.681784,
          9.083465,
          10.057662,
          11.180467,
          10.761562,
          11.577303,
          9.0232,
          13.218771,
          12.194364,
          10.177975,
          9.304124,
          11.306786,
          14.005845,
          10.002883,
          10.591155,
          12.473179,
          11.122213,
          11.267628,
          10.020595,
          9.766576,
          9.418478,
          8.204337,
          9.011521,
          9.147223,
          9.185677,
          9.635905,
          9.767502,
          7.431008,
          8.898707,
          9.701677,
          8.373033,
          8.602292,
          8.524985,
          9.480348,
          9.47726,
          9.294635,
          8.624601,
          8.137437,
          9.013821,
          8.98415,
          8.351937,
          11.864128,
          10.629568,
          9.510744,
          8.188683,
          10.30842,
          10.562601,
          9.512501,
          8.126958,
          7.777835,
          8.600369,
          8.647773,
          8.437825,
          6.846434,
          8.755552,
          10.443174,
          9.681241,
          7.781064,
          9.967874,
          8.792124,
          10.791634,
          12.447008,
          8.460671,
          10.043501,
          8.91638,
          8.593648,
          11.144049,
          9.121365,
          10.447105,
          10.169265,
          10.848151,
          10.638925,
          10.55263,
          10.551967,
          9.860941,
          8.861341,
          9.478756,
          9.193588,
          8.645847,
          8.979306,
          9.23167,
          7.696245,
          9.012916,
          10.301426,
          11.825904,
          12.095578,
          10.731273,
          10.517058,
          9.620879,
          9.461724,
          11.671635,
          10.733122,
          7.850994,
          9.551818,
          10.337009,
          10.581509,
          9.150082,
          9.598752,
          10.636109,
          10.992958,
          9.18723,
          8.50037,
          9.3596,
          8.196607,
          10.567908,
          9.926485,
          9.772739,
          9.096885,
          9.48049,
          8.684118,
          8.927967,
          9.959674,
          9.601646,
          9.265964,
          9.134922,
          7.489871,
          10.514177,
          10.88794,
          12.375795,
          9.38768,
          8.942049,
          7.864765,
          7.514289,
          7.943127,
          8.135312,
          7.368509,
          8.220086,
          7.575236,
          7.570029,
          8.415372,
          7.268389,
          8.83953,
          8.989493,
          8.854714,
          7.41474,
          7.985992,
          7.418329,
          7.76561,
          7.372791,
          7.938719,
          6.855021,
          7.875421,
          8.23707,
          6.62876,
          9.374994,
          7.961631,
          6.629054,
          8.134,
          8.134193,
          11.737699,
          14.019178,
          11.125664,
          13.393278,
          8.125079,
          7.482549,
          9.114922,
          9.867874,
          9.120757,
          9.552952,
          9.242785,
          8.85393,
          8.497629,
          8.876559,
          10.011471,
          9.022257,
          9.914487,
          10.71208,
          8.849731,
          11.039989,
          10.069691,
          9.466914,
          9.330163,
          9.828131,
          8.678069,
          8.137596,
          9.145499,
          9.322424,
          9.521922,
          8.508,
          8.276614,
          8.987591,
          8.704562,
          8.540899,
          9.335649,
          11.47542,
          11.081674,
          8.147571,
          10.719323,
          11.708814,
          8.575538,
          8.852564,
          8.809352,
          9.151569,
          8.222959,
          8.59801,
          8.716666,
          8.015248,
          8.356458,
          9.219829,
          9.129109,
          7.905334,
          10.532467,
          11.95827,
          10.686612,
          12.312609,
          11.8142,
          8.911202,
          10.207584,
          12.433511,
          11.147443,
          9.961687,
          8.642354,
          9.244053,
          10.301553,
          9.924699,
          9.027802,
          8.772707,
          9.927313,
          11.10004,
          8.270458,
          7.954533,
          10.507209,
          10.503485,
          8.268563,
          10.015641,
          8.730425,
          14.570753,
          9.626678,
          9.579939,
          7.977058,
          12.135446,
          9.501808,
          10.08293,
          8.340851,
          11.508814,
          9.315308,
          9.008276,
          9.472744,
          9.292219,
          9.707585,
          7.805632,
          8.519611,
          8.804867,
          8.191852,
          9.131614,
          8.66805,
          9.12484,
          8.930728,
          8.644909,
          8.825482,
          8.098535,
          9.188082,
          9.190601,
          7.322442,
          8.618515,
          9.191707,
          8.345862,
          9.798793,
          9.372057,
          7.837269,
          11.653891,
          8.966832,
          7.854493,
          8.948382,
          11.188951,
          12.042472,
          11.39904,
          10.856516,
          10.845081,
          9.974324,
          11.540856,
          10.300461,
          9.339054,
          11.045763,
          10.637563,
          9.594124,
          7.988015,
          10.136765,
          8.56373,
          8.967373,
          8.32019,
          9.462589,
          8.226986,
          8.384839,
          8.832592,
          8.665314,
          8.464905,
          9.483327,
          9.672662,
          9.653688,
          10.219942,
          9.390485,
          9.965721,
          9.334604,
          10.572199,
          9.801406,
          9.625433,
          9.915832,
          11.659056,
          10.602018,
          9.988422,
          12.77559,
          11.427729,
          10.733193,
          12.838294,
          12.835739,
          12.488799,
          12.404514,
          13.518714,
          10.842551,
          10.363154,
          11.728839,
          9.791789,
          8.698328,
          10.136784,
          10.00116,
          9.161137,
          9.282533,
          10.553513,
          8.871686,
          7.710045,
          8.902584,
          8.692779,
          8.852731,
          8.729767,
          9.360993,
          9.221327,
          9.943396,
          8.99886,
          8.882145,
          9.094412,
          8.944493,
          8.277709,
          7.292071,
          10.018101,
          13.230926,
          12.460233,
          9.621254,
          11.052357,
          11.60204,
          10.823282,
          11.035192,
          11.241937,
          9.267753,
          9.453998,
          9.631443,
          11.192439,
          9.595547,
          7.810791,
          9.770858,
          9.745857,
          9.041978,
          9.259895,
          9.255316,
          8.904532,
          8.419145,
          9.821421,
          9.194381,
          8.804723,
          9.362569,
          9.697176,
          9.14844,
          8.616881,
          12.83303,
          9.404249,
          10.029052,
          8.282352,
          8.807471,
          8.433559,
          8.453635,
          9.138068,
          8.799792,
          8.311279,
          9.143197,
          10.073949,
          9.268443,
          8.483973,
          9.846944,
          8.420147,
          7.318878,
          17.144838,
          18.524072,
          9.550747,
          12.055399,
          10.898277,
          9.348075,
          10.248893,
          10.369259,
          9.114648,
          9.239131,
          10.258053,
          10.187039,
          8.888256,
          10.46767,
          10.746946,
          10.76735,
          10.409793,
          8.091795,
          9.11759,
          9.069158,
          8.458065,
          9.140432,
          9.084075,
          8.460011,
          8.733955,
          10.290891,
          9.347481,
          7.312935,
          9.528026,
          9.69082,
          7.847518,
          10.197009,
          8.568035,
          11.842067,
          8.36563,
          9.948528,
          10.440281,
          9.31063,
          8.573455,
          10.527108,
          9.986688,
          9.007681,
          8.505929,
          9.617857,
          8.966826,
          9.73067,
          7.808901,
          9.289061,
          11.011185,
          9.954577,
          9.214771,
          9.999661,
          8.994587,
          13.322087,
          7.694253,
          8.421163,
          8.905511,
          8.637156,
          9.742312,
          9.546844,
          8.606265,
          10.923616,
          8.864445,
          9.108159,
          8.631158,
          9.535222,
          8.476317,
          10.35547,
          11.694638,
          12.180349,
          8.255087,
          8.329573,
          9.865755,
          10.358038,
          10.490241,
          9.640883,
          10.891461,
          10.356432,
          8.304415,
          9.407974,
          10.820212,
          10.983233,
          8.318601,
          8.454093,
          7.378642,
          8.392635,
          8.599143,
          7.34342,
          7.465724,
          8.15701,
          7.230048,
          7.920535,
          9.034619,
          7.968775,
          7.730946,
          8.298288,
          6.911405,
          8.033387,
          7.830723,
          7.461391,
          8.230202,
          7.749557,
          7.484452,
          8.533654,
          8.261505,
          7.795713,
          7.531812,
          7.655186,
          7.640165,
          7.598756,
          7.2737,
          7.869129,
          7.415196,
          7.089077,
          8.111074,
          7.442353,
          7.761023,
          8.168164,
          6.921568,
          8.142083,
          7.319239,
          7.631077,
          8.149268,
          6.981233,
          8.425228,
          8.087986,
          7.193349,
          8.091037,
          7.224546,
          7.072142,
          7.911031,
          7.12086,
          7.865868,
          7.413632,
          7.493672,
          8.232286,
          7.234579,
          7.765196,
          7.65911,
          6.637367,
          8.092813,
          7.35116,
          8.01033,
          8.243477,
          6.535767,
          8.327171,
          7.710593,
          7.920947,
          8.597773,
          7.360892,
          7.478512,
          7.739023,
          7.104901,
          8.294107,
          8.426924,
          8.389214,
          9.243411,
          10.196908,
          10.973045,
          10.268688,
          7.968372,
          9.515476,
          9.346944,
          7.576433,
          9.626806,
          8.492535,
          9.199336
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106648,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10167.854098952375,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/dense/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 799.3449360365048,
        "first_ms": 963.5314790066332,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.337059027515,
        "iterations": 748,
        "validation_scope": "first,last",
        "samples_ms": [
          15.932757058180869,
          13.350181048735976,
          11.277382029220462,
          10.286636068485677,
          10.71888895239681,
          13.355286908335984,
          24.857172975316644,
          21.19427698198706,
          16.021898947656155,
          16.122627072036266,
          12.983807944692671,
          15.64605301246047,
          14.315793989226222,
          19.518033019267023,
          16.200880985707045,
          16.407912014983594,
          14.175362070091069,
          16.936752945184708,
          18.37547996547073,
          14.144959044642746,
          13.171227998100221,
          15.123802935704589,
          12.723744963295758,
          14.40177799668163,
          15.452275052666664,
          14.371266006492078,
          15.0554379215464,
          13.88723705895245,
          12.378480052575469,
          13.590326067060232,
          13.436854002065957,
          14.944561989977956,
          12.532173073850572,
          12.7993100322783,
          16.16969902534038,
          16.06554805766791,
          14.290897059254348,
          14.146402943879366,
          14.12446703761816,
          12.899046065285802,
          13.712700922042131,
          13.30093597061932,
          12.538498034700751,
          12.46765407267958,
          13.254910008981824,
          12.600981048308313,
          12.736552977003157,
          13.156995992176235,
          14.909121906384826,
          15.084794024005532,
          15.51838603336364,
          15.99908503703773,
          15.8395329490304,
          16.057667904533446,
          13.481721049174666,
          11.916935094632208,
          12.956112041138113,
          13.774622930213809,
          14.241016935557127,
          13.320127036422491,
          13.082375982776284,
          12.769803986884654,
          12.505185091868043,
          12.787988991476595,
          17.910727998241782,
          14.50995693448931,
          16.409063013270497,
          15.822802088223398,
          17.659686040133238,
          16.54478895943612,
          15.449238941073418,
          12.182418955489993,
          11.463861097581685,
          13.081045006401837,
          12.374383979476988,
          14.454731019213796,
          13.279730919748545,
          12.723452993668616,
          11.88422495033592,
          13.251950033009052,
          18.380765919573605,
          17.280787113122642,
          17.757766996510327,
          15.862195054069161,
          14.615274034440517,
          17.581432010047138,
          14.87029402051121,
          13.201738009229302,
          12.738573946990073,
          12.66036694869399,
          12.460915022529662,
          12.89850496686995,
          11.671176995150745,
          16.300039016641676,
          17.666699015535414,
          13.024796964600682,
          11.257520993240178,
          10.51298901438713,
          10.520588955841959,
          10.950763942673802,
          11.02706789970398,
          11.471305973827839,
          11.02625799831003,
          11.337268981151283,
          13.20076105184853,
          12.548381928354502,
          11.28351001534611,
          11.07336301356554,
          11.448028031736612,
          11.19134109467268,
          10.76100894715637,
          10.810774052515626,
          11.167856981046498,
          11.224403977394104,
          10.996205965057015,
          11.123763979412615,
          10.837703011929989,
          10.351501987315714,
          10.679451981559396,
          10.199589072726667,
          11.081527103669941,
          10.197096969932318,
          11.158833047375083,
          11.594288982450962,
          11.552297044545412,
          10.993905016221106,
          10.830741026438773,
          11.514961021021008,
          10.695076081901789,
          11.870610993355513,
          12.19977403525263,
          11.595804942771792,
          15.151167986914515,
          11.155618936754763,
          11.254812008701265,
          13.837079983204603,
          19.00635799393058,
          15.489863930270076,
          14.15227900724858,
          13.591476017609239,
          14.219333999790251,
          16.05303504038602,
          17.416969989426434,
          16.389728989452124,
          13.27602006494999,
          12.7696170238778,
          13.261544983834028,
          12.873281026259065,
          15.621483093127608,
          16.23417402151972,
          15.773291001096368,
          13.676731963641942,
          14.43197496701032,
          14.20363609213382,
          12.802397948689759,
          15.280626947060227,
          14.858360053040087,
          16.91707200370729,
          14.316504006274045,
          13.470578007400036,
          13.978503993712366,
          14.931132085621357,
          14.531192951835692,
          15.109605970792472,
          11.913871974684298,
          15.346258063800633,
          13.844387023709714,
          14.732798910699785,
          14.901555958203971,
          16.90891303587705,
          13.121686992235482,
          16.421927022747695,
          14.26974800415337,
          13.425629935227334,
          12.01503595802933,
          12.19810196198523,
          12.682561995461583,
          13.80533108022064,
          12.34141003806144,
          13.528649928048253,
          12.161370017565787,
          12.317040003836155,
          13.177974964492023,
          14.076833962462842,
          15.615463024005294,
          15.26659494265914,
          17.522025969810784,
          13.503397000022233,
          14.089585980400443,
          12.366370996460319,
          13.9299719594419,
          14.296917011961341,
          13.09805701021105,
          16.20796706993133,
          19.860983942635357,
          17.722965101711452,
          13.543770066462457,
          14.163154060952365,
          11.880109901539981,
          12.13756704237312,
          13.237722916528583,
          13.548357994295657,
          16.138317994773388,
          15.479746041819453,
          14.85064800363034,
          12.822700082324445,
          16.721792984753847,
          15.340800979174674,
          15.909989015199244,
          15.272341086529195,
          14.272982021793723,
          16.121950931847095,
          15.065821935422719,
          12.065107934176922,
          12.143008061684668,
          12.54028093535453,
          13.714791042730212,
          15.691144042648375,
          15.539673040620983,
          17.29608199093491,
          15.867209993302822,
          18.027559970505536,
          16.90733397845179,
          13.960030977614224,
          15.846757916733623,
          14.186742948368192,
          14.977103914134204,
          13.729389989748597,
          12.076233979314566,
          12.47805601451546,
          14.3610400846228,
          20.15268604736775,
          13.76412098761648,
          14.632189995609224,
          12.96735496725887,
          14.945921022444963,
          14.128645067103207,
          26.109218946658075,
          16.774829011410475,
          17.21210905816406,
          16.11652597784996,
          14.703129068948328,
          13.4356040507555,
          14.21818695962429,
          13.344499981030822,
          13.43316794373095,
          13.341524987481534,
          14.64462699368596,
          13.389548053964972,
          12.474886956624687,
          14.047848992049694,
          13.301450060680509,
          13.675953028723598,
          14.813750050961971,
          15.137287904508412,
          13.871355913579464,
          13.16813996527344,
          12.718860991299152,
          12.6522749196738,
          12.502721045166254,
          13.944473932497203,
          12.949908035807312,
          14.761841972358525,
          14.719358994625509,
          12.136981938965619,
          12.904684990644455,
          11.903565027751029,
          15.8234330592677,
          12.337542953900993,
          14.863905031234026,
          13.96332390140742,
          12.969066970981658,
          14.169886009767652,
          14.02008009608835,
          13.266780064441264,
          15.24630596395582,
          14.353656908497214,
          20.784853026270866,
          15.159488073550165,
          16.635888954624534,
          14.554416993632913,
          14.448851929046214,
          13.706873054616153,
          12.908958015032113,
          13.365239021368325,
          13.042828999459743,
          12.555775931105018,
          12.491713976487517,
          13.177754008211195,
          13.944874983280897,
          18.48788990173489,
          17.718265997245908,
          15.352051006630063,
          14.916471904143691,
          15.489534009248018,
          18.536800984293222,
          12.579557951539755,
          12.10114301647991,
          11.173981009051204,
          13.145850040018559,
          16.398775042034686,
          13.205943978391588,
          12.421951978467405,
          15.194654930382967,
          11.798055027611554,
          13.30127997789532,
          14.168106950819492,
          13.353712041862309,
          14.062962960451841,
          17.790392972528934,
          15.695185982622206,
          13.053716043941677,
          15.290191979147494,
          15.048560919240117,
          16.093941987492144,
          14.705020003020763,
          13.84536293335259,
          13.162962975911796,
          12.657822924666107,
          12.933162972331047,
          13.464008923619986,
          13.840049970895052,
          12.504364945925772,
          12.681640917435288,
          12.57318106945604,
          12.493578949943185,
          13.02058098372072,
          12.691330979578197,
          16.78517193067819,
          16.79089607205242,
          14.90932295564562,
          15.236102044582367,
          14.833934023045003,
          13.062200043350458,
          16.624654992483556,
          12.61305098887533,
          13.732129940763116,
          13.356690993532538,
          13.81288398988545,
          14.439968974329531,
          12.798723997548223,
          13.30273097846657,
          12.766626081429422,
          12.980597093701363,
          15.700138988904655,
          14.940505032427609,
          11.031882022507489,
          10.98190899938345,
          10.244466015137732,
          10.731518967077136,
          10.330713004805148,
          10.578764020465314,
          11.869647074490786,
          14.750260044820607,
          11.815011966973543,
          11.40616403426975,
          10.690119001083076,
          10.410935035906732,
          14.385235961526632,
          26.985010015778244,
          15.460191061720252,
          12.99367391038686,
          13.905811938457191,
          15.561230015009642,
          15.264386078342795,
          15.8586889738217,
          14.978540013544261,
          13.204158982262015,
          12.764072977006435,
          10.852186009287834,
          9.901223005726933,
          10.857459041289985,
          10.837637004442513,
          11.696091038174927,
          12.386801070533693,
          10.264726937748492,
          10.855313041247427,
          10.35057206172496,
          10.243049007840455,
          9.781832923181355,
          11.190632008947432,
          11.667927028611302,
          12.302613933570683,
          11.991258012130857,
          11.35337504092604,
          10.914769023656845,
          12.102443957701325,
          10.873710038140416,
          11.214914033189416,
          10.516718961298466,
          10.645564994774759,
          10.45732805505395,
          10.13419299852103,
          10.133033967576921,
          10.236459085717797,
          10.36893599666655,
          10.53727394901216,
          10.214283945970237,
          10.47282898798585,
          10.201268014498055,
          10.571102029643953,
          11.071123066358268,
          10.459052980877459,
          9.509489056654274,
          10.121323983184993,
          9.925122023560107,
          10.112648946233094,
          10.2318509016186,
          11.093157925643027,
          9.97906003613025,
          10.918930056504905,
          9.969161008484662,
          9.877571952529252,
          9.873989038169384,
          10.244619916193187,
          10.01271593850106,
          10.000695940107107,
          10.670452029444277,
          10.737905977293849,
          10.089825955219567,
          10.1075719576329,
          10.861149989068508,
          10.454084957018495,
          10.809488012455404,
          10.195438982918859,
          11.33779704105109,
          10.487586027011275,
          10.151015012525022,
          10.956844897009432,
          10.747839929535985,
          10.766261024400592,
          10.633992962539196,
          10.056473081931472,
          10.91014000121504,
          10.52046602126211,
          10.363152949139476,
          10.777890915051103,
          10.213761939667165,
          11.061538010835648,
          10.975962970405817,
          10.777911054901779,
          10.74582792352885,
          10.474719922058284,
          14.859264018014073,
          13.690992025658488,
          13.937702984549105,
          13.178877998143435,
          12.737078010104597,
          12.343020993284881,
          12.643879046663642,
          11.586704989895225,
          12.542949989438057,
          15.062037971802056,
          16.303712036460638,
          15.340537996962667,
          12.96442502643913,
          12.830439954996109,
          10.900419089011848,
          11.7865689098835,
          12.509126914665103,
          12.15826696716249,
          12.489640968851745,
          10.371024021878839,
          9.963172022253275,
          10.806004982441664,
          10.175817995332181,
          10.943857952952385,
          10.59427298605442,
          11.535153025761247,
          12.189724016934633,
          11.534453020431101,
          11.40174304600805,
          12.589270016178489,
          15.31217503361404,
          11.92120392806828,
          13.196625979617238,
          14.7703179391101,
          15.717827016487718,
          14.303102972917259,
          11.98547100648284,
          13.866014080122113,
          13.499086955562234,
          16.7861629743129,
          13.613868039101362,
          12.473450042307377,
          12.447018991224468,
          10.861895978450775,
          11.896679061464965,
          13.174141058698297,
          12.302624993026257,
          12.356689083389938,
          11.92793797235936,
          11.467531090602279,
          12.001877999864519,
          11.147190001793206,
          12.455328018404543,
          12.14593299664557,
          11.936800903640687,
          15.348498011007905,
          13.802757952362299,
          12.952752993442118,
          17.947609070688486,
          13.842038111761212,
          12.598924920894206,
          16.022041090764105,
          13.349220040254295,
          16.645921976305544,
          12.628718977794051,
          13.506665942259133,
          12.266951031051576,
          12.892566970549524,
          12.479498982429504,
          12.90431001689285,
          12.598765082657337,
          12.053070007823408,
          11.961697018705308,
          15.175059903413057,
          16.9048469979316,
          15.460517955943942,
          15.894351061433554,
          15.189700992777944,
          15.474846004508436,
          14.663137029856443,
          13.260771054774523,
          13.449687976390123,
          13.237481005489826,
          12.278153095394373,
          12.547846999950707,
          11.445361073128879,
          14.328790013678372,
          11.961519019678235,
          12.838948983699083,
          12.707573943771422,
          14.850685955025256,
          15.689269988797605,
          17.443504999391735,
          14.606971992179751,
          13.420528965070844,
          14.884812058880925,
          12.734779971651733,
          11.909794993698597,
          10.516718961298466,
          9.802210028283298,
          10.57601603679359,
          12.77580694295466,
          13.702312018722296,
          13.379761949181557,
          13.098791940137744,
          12.310363003052771,
          12.656002072617412,
          13.183647068217397,
          16.84595493134111,
          12.528096907772124,
          14.310198952443898,
          14.951565070077777,
          24.991175974719226,
          15.488735982216895,
          13.860339066013694,
          14.433970907703042,
          13.711942941881716,
          13.633500086143613,
          14.287309953942895,
          14.061813009902835,
          11.751507059670985,
          11.90246397163719,
          12.071450939401984,
          12.088010087609291,
          13.374481000937521,
          13.391758082434535,
          16.491324990056455,
          12.042682035826147,
          13.211588026024401,
          11.260548024438322,
          11.692911968566477,
          12.2251829598099,
          13.672237982973456,
          13.420183910056949,
          14.711163006722927,
          12.585336924530566,
          11.91581308376044,
          11.743795941583812,
          12.897829990833998,
          12.126152985729277,
          13.294137082993984,
          12.955883983522654,
          14.011539053171873,
          17.31410704087466,
          19.00209509767592,
          14.589858008548617,
          12.601759051904082,
          13.150113984011114,
          14.289526967331767,
          14.711076044477522,
          12.18118704855442,
          11.503570945933461,
          11.757730040699244,
          11.819386039860547,
          10.69603010546416,
          12.185937026515603,
          11.624937993474305,
          11.804262059740722,
          11.46657089702785,
          11.947227059863508,
          15.301428968086839,
          14.309115009382367,
          15.32668899744749,
          13.243215042166412,
          12.883316958323121,
          14.15158505551517,
          14.984396984800696,
          13.603714993223548,
          12.291177990846336,
          12.938916101120412,
          12.257418944500387,
          10.888656950555742,
          10.763337020762265,
          11.964429984800518,
          13.302071020007133,
          11.330562992952764,
          11.677626986056566,
          10.990635957568884,
          11.928617022931576,
          11.322196922264993,
          12.33282603789121,
          11.57711900305003,
          11.931802029721439,
          14.177485019899905,
          17.416130984202027,
          12.141423998400569,
          18.832631059922278,
          14.195858035236597,
          14.498803997412324,
          15.825312002561986,
          13.07626802008599,
          12.555630994029343,
          12.460491969250143,
          11.711411993019283,
          12.43991800583899,
          12.833235901780427,
          12.90918793529272,
          11.629580054432154,
          11.784191941842437,
          11.641229037195444,
          15.549873001873493,
          14.53238702379167,
          13.336521107703447,
          13.78181902691722,
          12.470665038563311,
          14.543722965754569,
          13.584680040366948,
          13.952968991361558,
          12.31176103465259,
          11.63785601966083,
          12.239058967679739,
          11.887294007465243,
          11.632756097242236,
          12.054080027155578,
          11.867059976793826,
          12.126166955567896,
          11.896895011886954,
          12.875307002104819,
          12.12282304186374,
          12.362075969576836,
          16.236281022429466,
          21.416482981294394,
          19.45330190937966,
          14.617892913520336,
          12.59778009261936,
          12.23234599456191,
          14.264559024013579,
          13.613039045594633,
          12.826662976294756,
          12.987429043278098,
          13.672561035491526,
          12.55213504191488,
          12.136569945141673,
          12.245684047229588,
          12.746109976433218,
          14.370879041962326,
          13.959184987470508,
          22.000903030857444,
          16.2369420286268,
          13.542423956096172,
          11.651017935946584,
          11.936765047721565,
          11.670570936985314,
          12.550726998597383,
          13.871702016331255,
          15.520991990342736,
          14.136951067484915,
          12.339286971837282,
          12.738912017084658,
          12.301821960136294,
          12.154538999311626,
          10.955784004181623,
          13.513220939785242,
          12.072842917405069,
          12.535045971162617,
          13.633982045575976,
          15.284497058019042,
          12.794069945812225,
          14.330356032587588,
          13.751315069384873,
          13.24148999992758,
          13.707717997021973,
          13.310825917869806,
          12.761089019477367,
          11.070749023929238,
          11.845690081827343,
          12.589893070980906,
          12.343037989921868,
          11.798372957855463,
          11.85189699754119,
          11.978175956755877,
          12.681834981776774,
          11.318209930323064,
          15.132614062167704,
          16.243239981122315,
          13.622330967336893,
          15.812310972250998,
          12.417990015819669,
          12.558363960124552,
          15.089410007931292,
          14.879825990647078,
          12.011379934847355,
          13.744847965426743,
          12.987951980903745,
          11.386318015865982,
          11.596681899391115,
          12.63748505152762,
          12.670652009546757,
          12.321554007939994,
          12.431040988303721,
          11.782965972088277,
          15.36174607463181,
          14.587828074581921,
          14.221071032807231,
          13.866803026758134,
          13.370163040235639,
          15.372861991636455,
          13.284451910294592,
          13.303430052474141,
          12.623581918887794,
          12.518457020632923,
          13.61852406989783,
          12.14659889228642,
          11.787088005803525,
          12.11371598765254
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 12118.616372928955,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/sparse-uniform/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2800.2239719498903,
        "first_ms": 13.808335992507637,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.290923053399,
        "iterations": 774,
        "validation_scope": "first,last",
        "samples_ms": [
          12.781001045368612,
          10.605620918795466,
          10.148757020942867,
          11.872171075083315,
          10.703612002544105,
          9.94496198836714,
          10.094561032019556,
          14.111750992015004,
          15.519740991294384,
          13.401312986388803,
          12.824308010749519,
          13.083858997561038,
          13.413092936389148,
          13.53994698729366,
          13.784228940494359,
          12.951754033565521,
          10.484138038009405,
          10.78827097080648,
          12.672235956415534,
          12.354906066320837,
          11.01533998735249,
          11.443522060289979,
          14.741685008630157,
          11.658117058686912,
          10.316331987269223,
          9.451649035327137,
          13.675865950062871,
          15.42209298349917,
          11.535726021975279,
          13.756923959590495,
          12.937570922076702,
          13.056095922365785,
          15.210816985927522,
          12.485746992751956,
          14.199913945049047,
          12.129836017265916,
          11.61590707488358,
          10.816727997735143,
          10.91962808277458,
          12.319345027208328,
          9.665012010373175,
          9.986996999941766,
          11.298154015094042,
          10.222089942544699,
          10.408189031295478,
          11.295490898191929,
          13.408083003014326,
          14.124056906439364,
          14.029128011316061,
          13.70608201250434,
          12.166579952463508,
          16.18103194050491,
          13.180869980715215,
          12.109523988328874,
          11.639741016551852,
          11.009659967385232,
          11.715811095200479,
          10.702959960326552,
          11.541888932697475,
          11.005829088389874,
          11.698652058839798,
          10.004250914789736,
          10.54642500821501,
          12.014495907351375,
          13.250153977423906,
          11.272866046056151,
          11.198110063560307,
          17.547408933751285,
          23.110651061870158,
          16.990368021652102,
          13.139046961441636,
          11.862164014019072,
          11.646967963315547,
          11.882780003361404,
          12.522393022663891,
          12.87137100007385,
          14.241522992961109,
          11.543328990228474,
          10.900147026404738,
          11.468319920822978,
          10.763159021735191,
          12.069578981027007,
          14.460260979831219,
          11.80250896140933,
          12.318738969042897,
          13.00009002443403,
          10.927541996352375,
          11.12651196308434,
          11.001145001500845,
          10.167425032705069,
          13.267494039610028,
          11.53684698510915,
          11.68226997833699,
          11.733529041521251,
          11.920931050553918,
          13.476424966938794,
          10.949022020213306,
          12.770834029652178,
          9.21319902408868,
          9.88879706710577,
          10.175876901485026,
          11.022967053577304,
          12.823484023101628,
          11.709912098012865,
          11.693098931573331,
          14.372282079420984,
          16.55699999537319,
          13.239286025054753,
          12.23383005708456,
          15.286382054910064,
          11.016228003427386,
          13.817606028169394,
          12.057802989147604,
          10.537364985793829,
          10.62823599204421,
          10.29318303335458,
          9.817841928452253,
          10.8890519477427,
          11.139382026158273,
          10.782013065181673,
          10.82807092461735,
          11.4775380352512,
          10.567815974354744,
          14.113336917944252,
          13.772760983556509,
          14.189217006787658,
          12.677508988417685,
          11.899915989488363,
          12.075938051566482,
          16.345715965144336,
          15.844431007280946,
          12.609418015927076,
          12.133097974583507,
          11.286939028650522,
          11.028152075596154,
          11.845845961943269,
          10.33544703386724,
          10.919982916675508,
          11.269744019955397,
          9.653176995925605,
          10.229417006485164,
          11.631030938588083,
          13.50210199598223,
          15.944982995279133,
          12.847770005464554,
          16.88705093692988,
          12.164894957095385,
          13.406882993876934,
          17.282265005633235,
          13.184451963752508,
          12.167547014541924,
          11.937165050767362,
          11.377406888641417,
          13.89001403003931,
          10.551161016337574,
          10.102460975758731,
          11.651025037281215,
          11.116966954432428,
          9.302688064053655,
          9.452703990973532,
          10.518745984882116,
          13.78503197338432,
          16.79568295367062,
          13.256126083433628,
          13.160366099327803,
          12.967379996553063,
          16.50874689221382,
          12.456414988264441,
          12.808486935682595,
          11.723596951924264,
          11.147470911964774,
          11.978875030763447,
          11.413919972255826,
          12.759083998389542,
          10.859800968319178,
          12.891675112769008,
          13.61833093687892,
          11.103052063845098,
          14.840214978903532,
          11.269429000094533,
          13.686364982277155,
          19.52696603257209,
          20.54496295750141,
          14.092435012571514,
          15.584136941470206,
          12.940049986355007,
          12.41140894126147,
          16.787737025879323,
          12.064081965945661,
          13.257232960313559,
          12.246689992025495,
          10.848248028196394,
          13.549966039136052,
          9.773339959792793,
          12.36559497192502,
          11.29099098034203,
          13.456123997457325,
          11.776512023061514,
          15.412540989927948,
          11.445867014117539,
          11.934870039112866,
          12.12638895958662,
          11.892887996509671,
          12.676061945967376,
          12.315812986344099,
          11.278897989541292,
          13.420275994576514,
          14.933499973267317,
          14.236939023248851,
          12.808578903786838,
          13.727833982557058,
          10.386958019807935,
          11.99889904819429,
          11.53147907461971,
          15.167012927122414,
          13.018760946579278,
          12.385751935653389,
          13.835754012688994,
          15.066955937072635,
          15.100016025826335,
          12.435265933163464,
          14.888623030856252,
          10.99042606074363,
          12.8420100081712,
          10.932508972473443,
          11.506750015541911,
          11.277626967057586,
          12.136528035625815,
          13.381022959947586,
          11.435072054155171,
          13.29193206038326,
          11.224863003008068,
          10.442162049002945,
          12.759117060340941,
          17.046248074620962,
          12.595969019457698,
          12.89928110782057,
          12.358840089291334,
          15.904910978861153,
          17.37826899625361,
          13.042259961366653,
          12.398786027915776,
          11.578511912375689,
          13.713075080886483,
          10.355468024499714,
          9.985435055568814,
          10.690395953133702,
          9.746839990839362,
          11.309541994705796,
          10.77044999692589,
          11.29572105128318,
          11.425380012951791,
          12.094177072867751,
          14.485183986835182,
          15.293746022507548,
          14.103153953328729,
          13.869522954337299,
          12.643842957913876,
          15.108697931282222,
          13.66017700638622,
          13.128506019711494,
          11.826675035990775,
          10.968205984681845,
          10.469343978911638,
          11.854193988256156,
          10.624228976666927,
          12.828366016037762,
          11.535039055161178,
          11.950955027714372,
          12.35837209969759,
          11.793388053774834,
          12.08262296859175,
          13.540496001951396,
          14.3871009349823,
          15.14442393090576,
          14.411687036044896,
          15.282311011105776,
          21.238066954538226,
          13.724696007557213,
          12.011095997877419,
          11.68426196090877,
          11.759237037040293,
          14.596301014535129,
          14.271970023401082,
          15.464153955690563,
          12.256572023034096,
          11.980141047388315,
          20.96346695907414,
          13.837059028446674,
          11.399431969039142,
          11.845159926451743,
          11.523780995048583,
          12.430863920599222,
          13.726949924603105,
          23.002701927907765,
          22.93462201487273,
          21.750707062892616,
          22.427060990594327,
          14.946622075513005,
          17.52110500819981,
          19.613899989053607,
          20.219505997374654,
          17.257484956644475,
          14.116980019025505,
          13.847089954651892,
          15.62334003392607,
          14.694727957248688,
          14.928134973160923,
          16.313249012455344,
          19.371989998035133,
          15.048284083604813,
          9.043593890964985,
          9.394916938617826,
          9.781336993910372,
          10.092237032949924,
          12.869638972915709,
          11.319065932184458,
          15.185446944087744,
          11.459180037491024,
          14.567103935405612,
          16.192086972296238,
          12.87411991506815,
          10.290228994563222,
          11.034931056201458,
          10.941535932943225,
          10.369434021413326,
          11.122590047307312,
          11.699047987349331,
          16.29933703225106,
          11.644601006992161,
          12.34979392029345,
          13.610603986307979,
          14.393315999768674,
          12.46781600639224,
          14.910130994394422,
          10.508729028515518,
          14.656831976026297,
          11.477952008135617,
          11.433462030254304,
          12.295464985072613,
          11.371742002665997,
          12.14995898772031,
          11.965297046117485,
          11.559108039364219,
          10.310888988897204,
          10.572327999398112,
          12.64203095342964,
          11.367926956154406,
          10.433383053168654,
          10.298975044861436,
          15.443844953551888,
          14.600133989006281,
          14.511095941998065,
          16.858189017511904,
          12.630601064302027,
          13.504259055480361,
          17.374882008880377,
          14.013524982146919,
          12.616141932085156,
          11.716859065927565,
          11.387655977159739,
          12.351857963949442,
          10.859476984478533,
          9.63282398879528,
          10.772644891403615,
          9.61206795182079,
          10.911497054621577,
          11.889770976267755,
          12.453107978217304,
          10.250138933770359,
          10.900143999606371,
          13.854848919436336,
          14.242077013477683,
          17.379892989993095,
          12.87200499791652,
          11.824084911495447,
          14.865427976474166,
          13.489934033714235,
          13.71226494666189,
          13.619352015666664,
          12.065164977684617,
          12.45326898060739,
          10.506740072742105,
          10.529838968068361,
          11.900456971488893,
          10.91176993213594,
          10.397294070571661,
          10.337190004065633,
          11.10314205288887,
          16.384348971769214,
          18.386619980446994,
          15.507132047787309,
          13.556035002693534,
          14.361859066411853,
          14.92617605254054,
          13.277053949423134,
          12.876035063527524,
          13.457210967317224,
          11.869153939187527,
          11.354297050274909,
          13.684256933629513,
          20.299548050388694,
          24.623446981422603,
          9.121151058934629,
          10.454194038175046,
          17.173253931105137,
          18.79068894777447,
          17.97843398526311,
          18.5408330289647,
          12.82956195063889,
          12.198818963952363,
          12.06175796687603,
          13.733129017055035,
          12.047420023009181,
          13.66030192002654,
          12.972349999472499,
          12.880082940682769,
          13.761186972260475,
          11.734234052710235,
          14.18104104232043,
          14.888846897520125,
          13.19538801908493,
          12.49520992860198,
          12.890413985587656,
          12.823467026464641,
          13.888026005588472,
          13.32935004029423,
          11.662277043797076,
          13.332612928934395,
          12.608277960680425,
          11.570666101761162,
          11.805324000306427,
          11.514418991282582,
          11.587281012907624,
          13.176248990930617,
          11.620801058597863,
          13.359278091229498,
          14.318953966721892,
          14.300482929684222,
          13.850554940290749,
          11.789700016379356,
          12.2286609839648,
          11.783726047724485,
          10.650017065927386,
          12.818485964089632,
          14.188195113092661,
          12.310193968005478,
          12.702684965915978,
          13.464845949783921,
          11.21510996017605,
          14.068244956433773,
          12.987261987291276,
          10.850001010112464,
          12.647746945731342,
          13.615367002785206,
          13.29574000556022,
          14.487256994470954,
          11.588135035708547,
          14.258129056543112,
          12.647492927499115,
          15.86920500267297,
          12.32765696477145,
          12.01055501587689,
          12.397023034282029,
          12.279639020562172,
          12.203279067762196,
          13.317784992977977,
          11.708316975273192,
          10.800536023452878,
          11.807725997641683,
          10.556310066021979,
          12.452110997401178,
          11.409098049625754,
          13.110631029121578,
          11.742135975509882,
          12.028002995066345,
          11.272501084022224,
          15.20575291942805,
          12.320516048930585,
          13.852799078449607,
          13.102761004120111,
          15.29232901521027,
          14.387493953108788,
          15.278303995728493,
          14.308279030956328,
          13.755160965956748,
          14.246596023440361,
          10.547139099799097,
          11.320687015540898,
          11.431640014052391,
          10.326646035537124,
          9.809270966798067,
          13.179826084524393,
          12.46925804298371,
          10.275810025632381,
          11.564270942471921,
          11.351758963428438,
          15.503259957768023,
          13.623546925373375,
          12.297621928155422,
          23.360879044048488,
          13.744710013270378,
          12.99517706502229,
          12.268729042261839,
          12.564128963276744,
          12.922651949338615,
          11.631158995442092,
          10.491051012650132,
          12.220519944094121,
          11.839233920909464,
          10.505290934816003,
          11.462706024758518,
          11.53520296793431,
          10.255616973154247,
          12.08193798083812,
          14.058948028832674,
          14.363319030962884,
          13.05957103613764,
          13.422313961200416,
          14.449233887717128,
          12.977700913324952,
          14.263090095482767,
          11.303965002298355,
          10.476419935002923,
          12.01993995346129,
          11.033625924028456,
          10.056647937744856,
          12.013180064968765,
          12.281880946829915,
          10.847834986634552,
          13.06058804038912,
          14.12306900601834,
          11.962568038143218,
          12.108730967156589,
          10.76874800492078,
          10.178575059399009,
          9.688641992397606,
          9.451046935282648,
          10.58357604779303,
          17.024405067786574,
          24.05253704637289,
          16.12017210572958,
          13.832433032803237,
          13.341024983674288,
          14.40406497567892,
          12.151857023127377,
          13.54337902739644,
          14.395504025742412,
          12.189050088636577,
          13.01885989960283,
          12.513712979853153,
          13.89652700163424,
          12.748974026180804,
          11.800363077782094,
          14.24629392568022,
          13.230912969447672,
          12.81235704664141,
          13.916582916863263,
          13.258767081424594,
          14.67644702643156,
          12.237409013323486,
          14.430007082410157,
          11.193973943591118,
          11.789754033088684,
          12.86496699322015,
          12.292377068661153,
          12.362675974145532,
          12.731657014228404,
          11.829428025521338,
          12.583418982103467,
          14.18842701241374,
          13.416150002740324,
          13.865111977793276,
          11.628877953626215,
          11.28621504176408,
          13.11330497264862,
          11.212415061891079,
          12.07392499782145,
          13.632005080580711,
          14.70363698899746,
          15.188788995146751,
          13.278009952045977,
          12.239871080964804,
          11.797409038990736,
          13.335654977709055,
          14.536761096678674,
          12.386793969199061,
          13.045149971731007,
          12.37873500213027,
          13.715688022784889,
          13.607579981908202,
          12.51009397674352,
          11.9963469915092,
          11.733273975551128,
          11.116747977212071,
          10.555298998951912,
          10.721978032961488,
          11.983111035078764,
          14.440812054090202,
          11.525589972734451,
          10.684633045457304,
          11.92634494509548,
          13.052375987172127,
          11.365275015123188,
          11.931997025385499,
          12.867611949332058,
          11.621208977885544,
          11.776739032939076,
          13.017559889703989,
          14.250274049118161,
          16.91012002993375,
          14.209705987013876,
          13.115065987221897,
          12.859123991802335,
          14.418987091630697,
          13.987962040118873,
          12.99416203983128,
          12.335040955804288,
          11.336733005009592,
          12.124586035497487,
          10.92576899100095,
          13.37920711375773,
          11.226721922867,
          11.48058904800564,
          11.160982074216008,
          13.283387990668416,
          11.86948106624186,
          12.442756094969809,
          13.228280935436487,
          11.072532972320914,
          10.30672900378704,
          16.05951599776745,
          13.228193041868508,
          15.174151048995554,
          13.630850007757545,
          13.575420947745442,
          13.025772059336305,
          14.352157013490796,
          15.50127996597439,
          16.568191000260413,
          18.48393294494599,
          13.142012991011143,
          13.77157005481422,
          12.160375947132707,
          12.904912000522017,
          11.647928971797228,
          13.754694955423474,
          12.168604996986687,
          12.012860039249063,
          13.201007037423551,
          11.72388403210789,
          14.998003956861794,
          14.150422066450119,
          15.286635025404394,
          12.984955101273954,
          14.312273007817566,
          13.560016988776624,
          14.642665046267211,
          13.450413942337036,
          14.974156976677477,
          14.336423948407173,
          11.929656961001456,
          15.078251017257571,
          11.971215950325131,
          11.777603067457676,
          11.918624979443848,
          11.562188970856369,
          11.695838999003172,
          11.110065039247274,
          14.294645050540566,
          12.977396952919662,
          11.083074961788952,
          14.517012983560562,
          12.502956902608275,
          10.352674988098443,
          10.18343004398048,
          18.680108012631536,
          18.419235944747925,
          16.893560998141766,
          13.085281010717154,
          15.403234981931746,
          13.036821968853474,
          14.4450010266155,
          12.31847598683089,
          14.576000976376235,
          13.861840008758008,
          13.126085046678782,
          14.364720904268324,
          12.290980899706483,
          11.410769075155258,
          12.449449975974858,
          12.403975939378142,
          10.63122705090791,
          11.515104095451534,
          11.888649081811309,
          13.940740027464926,
          13.453410007059574,
          14.62535501923412,
          14.091930002905428,
          11.699472088366747,
          12.179511017166078,
          12.269182945601642,
          11.0182820353657,
          12.933738064020872,
          12.540904921479523,
          12.245488935150206,
          12.32421409804374,
          11.11015910282731,
          13.37806403171271,
          14.075031038373709,
          14.362003887072206,
          12.885459000244737,
          11.226658942177892,
          14.705984038300812,
          14.08872299361974,
          13.282274012453854,
          12.45980802923441,
          12.856710003688931,
          11.323180049657822,
          12.97356397844851,
          14.449225040152669,
          11.401943978853524,
          13.225889066234231,
          13.208021060563624,
          13.968345010653138,
          12.190693989396095,
          13.057790929451585,
          13.027299894019961,
          12.412789976224303,
          13.074746006168425,
          13.08162696659565,
          12.213866109959781,
          12.793790083378553,
          13.157836976461112,
          11.890087043866515,
          12.456970987841487,
          11.684156022965908,
          12.245272984728217,
          13.592800009064376,
          13.742313021793962,
          13.817453989759088,
          12.069209944456816,
          11.603538994677365,
          17.497097956947982,
          16.096725943498313,
          19.679859979078174,
          14.481361024081707,
          12.731900089420378,
          13.449623016640544,
          12.900724075734615,
          12.802247074432671,
          13.039045967161655,
          12.789667001925409,
          11.985251097939909,
          12.730923015624285,
          12.356771971099079,
          11.994880973361433,
          12.162946979515254,
          13.25817103497684,
          12.218035059049726,
          12.794345966540277,
          11.603075079619884,
          12.383107910864055,
          11.742949951440096,
          15.382847981527448,
          13.980812043882906,
          12.846854981034994,
          13.669267063960433,
          14.652638114057481,
          12.735645053908229,
          13.243678957223892,
          12.961165979504585,
          14.426509966142476,
          16.6744829621166
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 13112.698903074488,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/dense/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 132.093963,
        "first_ms": 15.146412,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10001.296509,
        "iterations": 760,
        "validations": "first,last",
        "samples_ms": [
          13.513112,
          16.550883,
          15.103827,
          13.432665,
          13.47868,
          13.64951,
          13.555455,
          13.034664,
          13.810747,
          12.989933,
          13.309895,
          12.092793,
          12.090237,
          12.590747,
          12.038745,
          14.326789,
          12.574148,
          11.037875,
          12.153795,
          12.030862,
          10.850848,
          12.921096,
          9.958886,
          12.591562,
          13.516906,
          11.977236,
          11.919034,
          12.864364,
          11.210388,
          11.15457,
          10.677732,
          12.085611,
          10.992162,
          11.783602,
          11.320072,
          11.014057,
          12.867143,
          13.241245,
          10.988359,
          14.991719,
          14.783468,
          13.867856,
          13.385249,
          13.709475,
          19.268263,
          15.051228,
          13.185573,
          12.371427,
          11.37534,
          10.853855,
          14.025584,
          13.926479,
          15.011091,
          13.351368,
          12.63639,
          12.626856,
          13.450068,
          13.228987,
          12.815224,
          13.95771,
          12.876198,
          14.906451,
          16.000719,
          16.998258,
          14.999672,
          18.230872,
          14.230297,
          13.970828,
          15.825389,
          13.426047,
          13.099179,
          12.325256,
          12.809951,
          12.103938,
          14.048853,
          13.57269,
          13.744307,
          13.800173,
          13.18694,
          13.212416,
          13.526702,
          15.006431,
          13.021243,
          13.949684,
          13.376368,
          12.78219,
          13.184746,
          13.630886,
          13.313557,
          14.444489,
          13.444379,
          13.275603,
          15.092275,
          17.413895,
          15.859651,
          15.328074,
          14.443242,
          15.403454,
          14.498883,
          16.428953,
          14.004789,
          15.093942,
          14.229883,
          13.704873,
          13.032121,
          13.63011,
          12.262339,
          15.047864,
          14.023123,
          13.46051,
          14.662459,
          11.353641,
          12.762387,
          15.137001,
          17.734499,
          11.756451,
          11.108131,
          11.985677,
          15.056563,
          12.752678,
          14.632344,
          12.743297,
          14.828416,
          14.065927,
          14.959379,
          14.010742,
          15.159528,
          14.011552,
          11.868008,
          13.00063,
          12.870361,
          12.627276,
          13.01235,
          12.06968,
          12.861543,
          13.062408,
          13.551616,
          12.706427,
          13.828701,
          12.723599,
          11.704203,
          14.399122,
          12.284259,
          11.323065,
          10.981796,
          25.3002,
          22.799392,
          15.443069,
          18.776994,
          17.789578,
          14.972579,
          15.017412,
          13.74395,
          13.014839,
          14.736092,
          13.26658,
          12.396165,
          12.592462,
          12.336145,
          11.979004,
          11.591607,
          13.178852,
          13.96697,
          12.987003,
          15.318476,
          16.116404,
          15.20667,
          15.630417,
          12.6633,
          11.992351,
          15.380512,
          13.770948,
          11.855141,
          16.022305,
          16.530238,
          16.486077,
          13.523185,
          13.378865,
          12.380207,
          13.552754,
          11.098956,
          11.359699,
          18.550599,
          12.450118,
          12.16691,
          11.556167,
          11.455761,
          13.598483,
          14.558686,
          14.292302,
          17.653464,
          15.33202,
          19.043735,
          16.21832,
          13.948514,
          12.799631,
          11.383723,
          11.720886,
          11.042127,
          10.711281,
          11.079448,
          11.230807,
          10.896948,
          12.115159,
          11.930304,
          10.484419,
          10.946564,
          11.541858,
          11.910575,
          11.147642,
          11.988047,
          11.023148,
          12.362541,
          11.103891,
          12.230888,
          11.192353,
          10.965823,
          11.218496,
          11.703015,
          11.276674,
          11.980355,
          11.661013,
          11.236208,
          10.04683,
          10.006344,
          10.045474,
          10.366015,
          10.061774,
          10.004598,
          10.002398,
          9.676084,
          9.971149,
          11.003544,
          11.512682,
          9.985704,
          9.635122,
          9.594594,
          9.869286,
          10.125281,
          9.547374,
          11.301693,
          10.19592,
          9.870645,
          9.804896,
          10.218892,
          10.213028,
          9.965889,
          9.833282,
          11.063465,
          8.925528,
          10.492607,
          9.959196,
          9.962203,
          10.696968,
          10.230175,
          10.34146,
          11.314934,
          9.978501,
          10.309582,
          9.767147,
          10.206516,
          9.902956,
          9.772468,
          10.064173,
          10.967976,
          10.175334,
          10.005864,
          9.411008,
          9.6979,
          10.310095,
          10.049817,
          13.500971,
          12.168887,
          11.447329,
          11.70037,
          11.428344,
          10.809216,
          11.512569,
          11.40144,
          13.535319,
          12.917153,
          14.070723,
          13.059112,
          14.163538,
          14.444699,
          13.971397,
          14.457985,
          13.166194,
          13.778276,
          13.021855,
          11.937577,
          12.440474,
          11.624677,
          11.657407,
          14.161555,
          11.458714,
          11.05706,
          10.489449,
          12.106245,
          11.718932,
          10.864002,
          12.018362,
          13.579848,
          12.478334,
          10.7486,
          11.656334,
          11.681531,
          11.526172,
          24.524054,
          17.000747,
          20.013743,
          15.054437,
          10.992828,
          9.694006,
          9.369257,
          8.903559,
          9.656356,
          11.075281,
          10.971101,
          11.240996,
          11.34996,
          11.443806,
          10.957682,
          11.264747,
          11.459502,
          10.809538,
          10.473061,
          10.835045,
          12.454122,
          11.137718,
          10.468276,
          10.38909,
          10.461832,
          11.160709,
          10.651705,
          11.140576,
          11.925793,
          11.939935,
          11.858293,
          12.183018,
          10.736762,
          12.196077,
          11.562829,
          15.315437,
          15.584269,
          11.456517,
          12.341623,
          10.659802,
          11.371346,
          11.848445,
          11.157105,
          11.67654,
          13.528015,
          13.666126,
          14.586402,
          11.17029,
          11.713122,
          11.971729,
          12.866795,
          12.254639,
          13.02764,
          12.053945,
          12.455156,
          12.630792,
          11.148935,
          12.03206,
          15.137057,
          13.049024,
          10.884638,
          13.093029,
          10.581451,
          12.739828,
          11.954818,
          11.216701,
          11.550855,
          10.934413,
          13.493185,
          11.099759,
          11.393349,
          11.413891,
          13.880999,
          11.348535,
          11.012561,
          11.304348,
          11.463224,
          10.333972,
          11.942353,
          11.819161,
          12.387643,
          11.683745,
          11.955581,
          11.18448,
          12.0433,
          11.345945,
          11.47508,
          10.937756,
          10.90254,
          11.648623,
          10.87735,
          11.62746,
          11.155725,
          10.925775,
          10.691225,
          10.923453,
          10.770209,
          11.587791,
          10.849892,
          14.06523,
          10.664213,
          11.469005,
          10.508252,
          10.114976,
          9.928353,
          11.364277,
          10.910942,
          10.82926,
          11.613221,
          11.581934,
          10.623069,
          11.644981,
          11.752993,
          11.60032,
          11.187514,
          11.80094,
          11.56482,
          11.860556,
          12.885254,
          13.509586,
          13.544602,
          13.120161,
          14.104494,
          17.869327,
          14.868245,
          13.986406,
          13.204102,
          16.841739,
          18.761783,
          14.221284,
          14.090451,
          16.866018,
          15.288148,
          16.877846,
          20.98045,
          15.297444,
          16.568533,
          17.027807,
          16.814086,
          15.712778,
          13.950659,
          14.556772,
          14.085533,
          13.953858,
          13.071255,
          15.897696,
          12.996726,
          12.913413,
          17.971745,
          13.951024,
          12.313188,
          14.343714,
          15.566169,
          29.924251,
          16.245861,
          15.995215,
          14.521306,
          14.191018,
          14.876034,
          17.062065,
          12.664998,
          12.167172,
          15.187182,
          15.619306,
          12.812347,
          13.763904,
          13.941532,
          11.716509,
          12.84399,
          12.952929,
          16.070802,
          12.325332,
          14.145711,
          11.887097,
          13.455498,
          15.756378,
          12.813647,
          13.096596,
          11.875631,
          12.916883,
          14.068496,
          13.327266,
          14.585801,
          12.248246,
          13.916571,
          12.882688,
          16.774194,
          15.242908,
          16.933434,
          13.051978,
          12.092789,
          13.640766,
          14.456397,
          15.799856,
          12.395658,
          13.765107,
          17.371452,
          18.63577,
          14.341347,
          11.676246,
          16.416952,
          14.838958,
          14.784931,
          14.464303,
          14.090893,
          15.748096,
          13.403683,
          13.838116,
          12.926518,
          13.256737,
          13.367609,
          13.578878,
          12.098754,
          13.403323,
          11.78864,
          12.536794,
          15.279127,
          14.584464,
          12.398081,
          10.847648,
          15.136585,
          15.160265,
          15.572877,
          19.622225,
          17.335248,
          13.433232,
          14.555687,
          14.880823,
          13.456051,
          13.69671,
          18.593749,
          13.790724,
          12.881565,
          14.178656,
          13.021513,
          13.326519,
          12.673481,
          13.371216,
          12.624217,
          12.435303,
          12.410543,
          12.371628,
          13.820923,
          12.641225,
          12.142082,
          11.945425,
          12.328553,
          11.558338,
          12.131257,
          10.156742,
          15.943871,
          17.95962,
          15.026682,
          18.324987,
          13.557387,
          14.130834,
          13.042901,
          16.906567,
          13.558715,
          15.451765,
          13.971307,
          12.924994,
          12.523888,
          12.518796,
          14.558024,
          13.305978,
          12.50358,
          12.692349,
          13.423616,
          12.606598,
          12.737697,
          12.408569,
          11.692431,
          11.354653,
          11.44974,
          10.909027,
          10.02801,
          10.690916,
          11.122763,
          10.993558,
          10.400488,
          11.565216,
          11.084108,
          10.331564,
          9.842752,
          10.254264,
          11.232616,
          11.29109,
          11.060067,
          10.965856,
          10.992328,
          10.943884,
          11.511618,
          10.799265,
          11.154542,
          10.004999,
          11.284593,
          11.916314,
          13.80022,
          13.171991,
          14.521659,
          13.519011,
          11.80222,
          15.58223,
          17.447801,
          17.474714,
          18.301676,
          17.023862,
          16.392404,
          17.796854,
          15.363902,
          14.83989,
          14.152925,
          14.642303,
          14.436806,
          12.733938,
          13.710574,
          13.165312,
          14.531642,
          13.142884,
          13.447238,
          13.883317,
          12.918775,
          12.809234,
          12.522362,
          15.673936,
          15.011333,
          12.992017,
          13.070701,
          18.092149,
          18.364824,
          17.469796,
          15.965647,
          13.999694,
          17.158617,
          14.044428,
          13.7749,
          14.070967,
          11.973412,
          14.394819,
          13.539938,
          14.142793,
          11.826479,
          16.977134,
          18.015799,
          16.138921,
          15.874665,
          14.068536,
          13.251703,
          15.85356,
          14.571178,
          14.059698,
          13.733362,
          14.665152,
          15.274886,
          13.09307,
          13.329728,
          14.183601,
          13.099596,
          11.768416,
          13.162227,
          13.397722,
          11.801141,
          12.753693,
          13.720971,
          12.864944,
          14.41193,
          13.069497,
          14.76488,
          12.118201,
          13.332596,
          14.673392,
          14.738779,
          13.100408,
          13.671679,
          14.478702,
          14.119304,
          16.301037,
          14.731113,
          16.18784,
          17.651158,
          17.483384,
          17.632705,
          16.680513,
          16.381396,
          17.783492,
          16.089477,
          14.943953,
          13.475621,
          14.49117,
          15.202318,
          14.033875,
          15.30786,
          15.556029,
          14.639736,
          19.473535,
          15.606307,
          12.56332,
          15.781165,
          14.117993,
          15.449713,
          16.292621,
          13.473707,
          16.729203,
          17.834003,
          17.076213,
          20.34971,
          15.612041,
          14.228727,
          12.680504,
          13.367662,
          12.289312,
          11.451677,
          12.285587,
          13.520138,
          13.738862,
          13.345651,
          11.582858,
          13.547932,
          14.167693,
          14.304289,
          14.381379,
          13.521154,
          12.234174,
          12.628027,
          11.617748,
          11.544724,
          12.76227,
          11.861973,
          13.230082,
          12.248093,
          11.440867,
          11.97096,
          12.270711,
          11.999671,
          11.43244,
          11.476144,
          11.66492,
          11.980991,
          12.006821,
          11.93538,
          12.461896,
          11.6849,
          11.590162,
          11.013299,
          11.360869,
          12.609898,
          11.718931,
          12.728698,
          11.72875,
          12.19283,
          11.253871
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10170.510948984884,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:std-scoped/sparse-uniform/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 63.987869,
        "first_ms": 10.812106,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10000.854955,
        "iterations": 701,
        "validations": "first,last",
        "samples_ms": [
          10.423293,
          10.013768,
          10.84756,
          11.817264,
          10.426673,
          9.828933,
          9.949133,
          10.458192,
          9.69398,
          11.693751,
          12.457808,
          12.101705,
          10.381368,
          12.280701,
          11.359908,
          11.405685,
          11.124435,
          14.125963,
          17.632313,
          18.117156,
          15.870957,
          18.607889,
          23.202985,
          21.945395,
          15.564141,
          18.748735,
          19.899627,
          14.761236,
          14.41607,
          18.609534,
          17.259511,
          19.211228,
          19.847687,
          15.023931,
          14.888995,
          20.332867,
          18.017117,
          21.0437,
          18.084676,
          13.494879,
          13.760131,
          14.440873,
          15.066204,
          15.819911,
          16.395141,
          20.154923,
          19.551728,
          11.034291,
          25.270345,
          26.215026,
          19.462542,
          14.642782,
          14.518678,
          14.17478,
          16.288417,
          15.083742,
          14.233327,
          13.681684,
          14.076579,
          15.662074,
          14.029334,
          13.978991,
          15.267759,
          13.519345,
          11.35002,
          14.329336,
          13.950767,
          19.545998,
          16.174552,
          14.44639,
          14.701268,
          21.075991,
          18.401084,
          21.19564,
          23.016113,
          17.3747,
          20.379552,
          17.447999,
          15.050339,
          15.383558,
          12.020572,
          15.897132,
          15.844163,
          14.2247,
          13.180869,
          17.019691,
          16.244494,
          16.714767,
          17.387121,
          15.657189,
          14.37464,
          13.751451,
          12.603409,
          14.04025,
          18.274915,
          12.799162,
          10.601211,
          10.648392,
          12.284907,
          14.70384,
          15.028634,
          16.594571,
          18.196346,
          16.583065,
          14.200179,
          14.179522,
          11.170636,
          12.971358,
          13.13158,
          11.498976,
          11.811348,
          13.476463,
          12.79265,
          14.920346,
          20.316165,
          16.857838,
          17.780763,
          16.309323,
          14.704451,
          13.870556,
          12.933082,
          12.628411,
          13.260023,
          13.978887,
          12.686028,
          18.444416,
          13.224664,
          8.685424,
          8.605817,
          9.302386,
          10.48873,
          27.886696,
          18.929271,
          14.21182,
          12.426822,
          11.6231,
          12.466461,
          13.148156,
          13.641629,
          15.363563,
          13.627088,
          13.094255,
          13.716372,
          16.179287,
          12.558066,
          15.761578,
          14.669614,
          12.540708,
          14.478089,
          14.106113,
          16.323772,
          14.298501,
          13.934245,
          12.337318,
          12.273731,
          11.629039,
          14.357035,
          14.617152,
          12.879503,
          17.339269,
          16.695464,
          13.661865,
          14.53194,
          11.908223,
          15.169959,
          14.046497,
          13.230796,
          14.016509,
          10.885409,
          10.543054,
          12.361437,
          13.499555,
          14.489573,
          16.130978,
          16.568116,
          17.153506,
          12.978819,
          14.047667,
          14.536547,
          13.100086,
          13.27204,
          13.703975,
          11.993416,
          12.406229,
          11.887744,
          12.838285,
          16.807385,
          20.336495,
          16.37957,
          16.647187,
          18.18218,
          13.196835,
          14.289405,
          11.372542,
          13.648671,
          11.05927,
          13.594648,
          12.629827,
          17.899344,
          16.723061,
          13.773305,
          14.561757,
          13.169125,
          16.985657,
          13.508243,
          12.832831,
          15.815137,
          13.027284,
          11.261792,
          11.206095,
          9.93891,
          10.975327,
          14.616882,
          14.005431,
          11.436492,
          10.764258,
          10.192724,
          11.214892,
          10.90004,
          10.71755,
          11.590277,
          11.988605,
          11.076159,
          11.875886,
          10.909565,
          10.368089,
          10.362669,
          9.592693,
          10.365738,
          10.435406,
          9.508991,
          10.200736,
          10.719262,
          9.749759,
          9.128392,
          9.305112,
          11.02155,
          11.157462,
          9.611357,
          18.650432,
          19.756445,
          17.900204,
          15.642601,
          14.144924,
          17.894958,
          18.224998,
          14.030039,
          12.942735,
          13.693017,
          16.881156,
          14.873103,
          15.891768,
          13.403762,
          12.86488,
          13.449851,
          13.559783,
          14.433016,
          16.531756,
          13.974973,
          11.378884,
          13.686802,
          13.260839,
          12.6134,
          15.036572,
          15.929271,
          15.552842,
          15.893924,
          12.988806,
          15.673677,
          14.453088,
          13.12914,
          12.99172,
          12.116315,
          13.956726,
          13.13034,
          13.370572,
          13.826604,
          12.306522,
          13.029375,
          11.989557,
          12.735692,
          13.243013,
          11.666151,
          11.643814,
          16.100238,
          13.357744,
          10.582336,
          11.371186,
          13.359624,
          13.948917,
          12.54183,
          13.997117,
          12.281509,
          12.770509,
          15.608379,
          17.471012,
          17.41528,
          14.892586,
          15.322458,
          15.399676,
          13.817369,
          13.461278,
          14.281705,
          9.939579,
          12.730505,
          12.720769,
          13.788938,
          17.893001,
          15.716719,
          16.092953,
          15.881898,
          15.749978,
          16.282784,
          16.306153,
          13.844238,
          13.92575,
          12.187132,
          17.239239,
          14.298332,
          14.208551,
          13.922448,
          10.644038,
          9.199434,
          8.961823,
          12.175898,
          19.932971,
          23.390001,
          12.0336,
          16.32115,
          14.339096,
          12.740937,
          14.422535,
          16.817157,
          13.111637,
          11.058393,
          10.806082,
          10.562121,
          12.373366,
          12.58478,
          13.249088,
          15.302817,
          15.451114,
          14.338923,
          12.774816,
          12.736785,
          14.215605,
          13.819463,
          17.445767,
          12.456374,
          12.704855,
          11.036734,
          11.747457,
          12.40979,
          14.79546,
          13.822135,
          15.250872,
          16.655857,
          13.626971,
          15.038715,
          15.07748,
          12.18365,
          12.963474,
          15.271942,
          12.995592,
          11.897659,
          12.38957,
          11.441554,
          13.434078,
          16.603161,
          14.289614,
          13.902649,
          12.008013,
          13.122092,
          15.328729,
          12.840582,
          13.541492,
          12.718001,
          12.970211,
          12.929338,
          13.096113,
          13.1248,
          11.494087,
          11.108524,
          11.048279,
          14.569368,
          16.484687,
          16.268141,
          15.712662,
          14.792193,
          14.898948,
          14.904935,
          13.35295,
          15.03511,
          12.924114,
          12.940787,
          12.556153,
          11.738985,
          12.371785,
          13.259377,
          16.4405,
          15.599803,
          18.089546,
          15.761498,
          15.83931,
          15.821811,
          14.995343,
          14.567352,
          13.042094,
          14.498413,
          13.084537,
          15.261027,
          15.22877,
          15.763524,
          21.614511,
          19.147875,
          16.847419,
          15.011328,
          12.75575,
          13.837993,
          15.804991,
          16.235181,
          13.975041,
          11.210918,
          14.592796,
          17.221045,
          14.647127,
          14.39497,
          12.836039,
          12.354175,
          11.899514,
          13.198438,
          14.113239,
          13.774742,
          14.546667,
          16.374667,
          11.745955,
          10.942204,
          11.648626,
          13.078299,
          13.005925,
          16.282006,
          13.498597,
          16.988296,
          16.984278,
          17.305845,
          13.330144,
          12.578041,
          11.024337,
          11.021546,
          14.220764,
          12.499853,
          12.318494,
          12.892505,
          12.682147,
          11.633819,
          14.856706,
          15.152194,
          18.833392,
          14.623995,
          14.837253,
          16.640481,
          19.218798,
          16.775236,
          16.279611,
          20.93734,
          18.022531,
          12.787165,
          17.106091,
          16.025519,
          15.155314,
          14.629602,
          18.480141,
          16.984382,
          13.764793,
          12.420803,
          14.571086,
          13.402467,
          13.809021,
          11.707393,
          11.758297,
          11.963056,
          15.850756,
          16.108609,
          14.982321,
          17.605458,
          17.582956,
          14.3019,
          13.234284,
          13.940891,
          13.084846,
          13.91219,
          13.40202,
          12.358174,
          15.689873,
          16.512747,
          22.3797,
          20.171687,
          15.914024,
          14.951801,
          11.867027,
          14.229445,
          14.628426,
          14.610311,
          13.202269,
          12.897571,
          12.478812,
          14.349652,
          12.875389,
          13.814302,
          14.443285,
          13.522264,
          12.78563,
          13.654024,
          21.57371,
          13.405268,
          15.098694,
          12.708551,
          14.067161,
          11.477027,
          14.81037,
          12.538377,
          11.636783,
          12.345497,
          12.159959,
          13.33816,
          13.579999,
          18.203547,
          16.873002,
          16.049709,
          10.152375,
          14.70844,
          12.510032,
          11.783922,
          11.809975,
          12.381522,
          12.676846,
          12.07808,
          10.414538,
          8.867729,
          10.364841,
          11.945967,
          11.341494,
          10.982339,
          12.673425,
          15.216979,
          13.509781,
          15.528265,
          15.654535,
          15.799124,
          14.732518,
          11.892453,
          11.812123,
          12.171661,
          10.054608,
          10.041538,
          11.695761,
          12.846102,
          15.03832,
          12.439869,
          15.744056,
          16.063875,
          17.576148,
          14.193391,
          14.186937,
          12.964643,
          14.370302,
          15.68778,
          16.602913,
          11.921613,
          10.757221,
          12.090134,
          12.66827,
          12.233864,
          12.100534,
          12.88274,
          13.566005,
          12.004906,
          12.968068,
          20.400475,
          17.030482,
          18.481575,
          15.038496,
          16.824404,
          15.799995,
          14.831246,
          12.231807,
          13.105659,
          12.574849,
          12.255891,
          14.988617,
          17.951223,
          18.144573,
          15.763738,
          10.676122,
          11.373151,
          19.601428,
          24.855696,
          16.79131,
          14.049123,
          13.684628,
          13.64799,
          15.341347,
          12.473144,
          13.574779,
          11.990263,
          12.052096,
          12.503083,
          17.850378,
          14.92932,
          16.091953,
          12.87433,
          12.956185,
          13.315248,
          14.645002,
          15.10931,
          17.836811,
          13.982155,
          13.278861,
          13.616422,
          13.208603,
          16.160458,
          16.45573,
          14.079604,
          13.760759,
          15.170569,
          13.985739,
          14.481607,
          14.398702,
          13.213009,
          12.925451,
          12.752469,
          15.007008,
          10.936457,
          12.493106,
          12.56521,
          13.017083,
          16.33549,
          16.678844,
          15.100298,
          14.26064,
          14.794376,
          15.135389,
          15.343747,
          13.278639,
          14.370178,
          12.665634,
          12.157003,
          13.70515,
          11.781766,
          14.390534,
          13.761599,
          15.623999,
          17.011457,
          15.345636,
          15.131931,
          15.836403,
          12.31991,
          14.363882,
          11.937288,
          14.085464,
          14.207691,
          13.880355,
          12.887354,
          12.704893,
          19.983205,
          18.911415,
          16.67036,
          15.434075,
          15.995946,
          15.354931,
          14.34981,
          12.962549,
          13.825997,
          13.479794,
          13.670431,
          15.488388,
          13.743768,
          22.095732,
          24.386444,
          15.544851,
          13.464298,
          16.876271,
          15.293409,
          16.370067,
          14.86312,
          13.452376,
          12.847306,
          13.109427,
          13.881215,
          14.341222,
          14.129888,
          13.544779,
          13.050376,
          13.733112,
          14.938719,
          14.206863,
          16.719265,
          13.482,
          14.276029,
          13.102385,
          14.657565
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10096.685349941254,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/sparse-uniform/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3390.8190809888765,
        "first_ms": 1050.9736980311573,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10310.233326046728,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          1054.258856922388,
          1062.1219830354676,
          1018.2570719625801,
          1030.6741429958493,
          1035.438827937469,
          1019.6774940704927,
          1009.1501580318436,
          1023.3397700358182,
          1018.6486709862947,
          1038.607815047726
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      },
      "process_wall_ms": 14938.47203196492,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/dense/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 141.475783,
        "first_ms": 16.259135,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.03608,
        "iterations": 819,
        "validations": "first,last",
        "samples_ms": [
          12.805952,
          11.553567,
          11.073733,
          11.382226,
          11.75618,
          11.456757,
          11.049302,
          11.282662,
          12.424869,
          11.479981,
          10.693093,
          11.543155,
          11.628278,
          14.827538,
          11.585608,
          11.169915,
          9.628226,
          15.40422,
          12.099251,
          14.739915,
          18.134325,
          14.315474,
          12.853904,
          14.833695,
          13.939972,
          12.232173,
          15.250416,
          12.817732,
          10.822473,
          10.972033,
          11.709697,
          11.377636,
          16.679044,
          11.257455,
          12.902984,
          13.285889,
          11.813489,
          10.969494,
          11.321003,
          12.139154,
          12.783074,
          11.40581,
          11.161156,
          10.374016,
          11.209005,
          12.733828,
          13.296395,
          12.641828,
          9.741065,
          14.323395,
          11.737179,
          10.88199,
          12.420383,
          11.729977,
          10.984163,
          11.230977,
          10.940952,
          11.967863,
          12.877819,
          12.984421,
          13.548654,
          13.593651,
          15.004419,
          12.423054,
          12.842487,
          12.450275,
          12.541135,
          12.899161,
          13.239087,
          12.277956,
          12.350629,
          12.676282,
          13.424243,
          12.290093,
          13.12877,
          13.181948,
          11.441928,
          12.882714,
          14.315192,
          13.036476,
          13.545529,
          13.802634,
          12.926827,
          13.884997,
          14.570352,
          12.532631,
          12.570285,
          11.75208,
          12.126507,
          12.796315,
          12.439759,
          12.700521,
          12.443633,
          13.468013,
          13.87224,
          12.273421,
          13.123919,
          13.678771,
          13.102552,
          11.390972,
          10.583342,
          11.124199,
          14.660435,
          13.098418,
          14.746288,
          10.365813,
          15.020265,
          12.367247,
          13.02257,
          12.603801,
          13.788599,
          14.421826,
          12.3713,
          14.437491,
          13.037712,
          12.254604,
          11.644514,
          11.122432,
          15.539669,
          12.436689,
          11.793366,
          11.658474,
          9.618193,
          11.193047,
          10.967714,
          11.146179,
          11.362408,
          13.001192,
          11.482046,
          11.59932,
          11.939262,
          14.387406,
          14.082387,
          12.524999,
          11.536347,
          13.770025,
          12.939589,
          11.662249,
          12.207635,
          14.224885,
          13.677969,
          13.395514,
          12.341629,
          12.333253,
          12.918265,
          11.361346,
          12.080567,
          12.917839,
          12.111873,
          11.780432,
          11.218001,
          11.615826,
          11.278364,
          12.141079,
          12.610704,
          11.877044,
          11.147624,
          12.854141,
          13.924228,
          11.0987,
          14.406698,
          13.005871,
          13.464843,
          13.441242,
          13.490969,
          12.281169,
          12.810118,
          13.552935,
          13.682399,
          13.042381,
          13.523534,
          12.398718,
          10.994962,
          13.783898,
          11.154306,
          10.852874,
          12.929644,
          10.254974,
          11.117087,
          14.69757,
          12.418264,
          11.60679,
          10.759493,
          11.46778,
          13.036626,
          11.989133,
          14.435136,
          10.805181,
          11.578806,
          10.853289,
          13.203893,
          12.10426,
          12.664252,
          12.981251,
          14.338197,
          20.600653,
          11.293114,
          11.502494,
          10.553976,
          13.890266,
          14.193399,
          10.918684,
          11.348542,
          11.917718,
          11.444084,
          11.709455,
          12.603991,
          11.279039,
          13.521135,
          13.066658,
          13.121271,
          11.476609,
          10.569909,
          11.198306,
          10.205969,
          11.523683,
          11.934491,
          13.064585,
          12.03094,
          11.12358,
          13.678183,
          12.471103,
          14.619333,
          10.886604,
          11.369521,
          10.737418,
          12.036158,
          12.088831,
          11.241901,
          12.682046,
          12.110524,
          11.269333,
          12.337339,
          11.268375,
          12.482545,
          11.574464,
          14.062754,
          11.842416,
          11.482119,
          11.826986,
          11.173013,
          11.422778,
          13.090212,
          10.694345,
          10.860435,
          12.948733,
          10.569726,
          11.577225,
          11.401674,
          12.766812,
          10.77728,
          10.539374,
          10.676667,
          13.758613,
          11.483426,
          13.031094,
          15.025227,
          10.451726,
          11.467718,
          12.999905,
          12.107809,
          11.94801,
          11.606584,
          11.566669,
          11.593045,
          11.479236,
          11.270334,
          10.65353,
          10.812223,
          11.967439,
          11.813482,
          11.944019,
          10.872971,
          13.151812,
          10.365972,
          10.323306,
          15.67641,
          11.863516,
          11.732589,
          11.73303,
          13.353953,
          13.224135,
          12.618704,
          12.870214,
          14.327596,
          12.429832,
          12.88531,
          13.890516,
          13.065274,
          10.945662,
          13.056039,
          11.072954,
          13.706078,
          12.631165,
          12.594696,
          10.379326,
          11.776958,
          11.568209,
          11.945178,
          11.449822,
          11.749536,
          11.48905,
          10.014422,
          11.025573,
          11.784752,
          11.735243,
          14.068618,
          12.690682,
          13.771298,
          13.76671,
          16.608332,
          19.397053,
          20.795834,
          13.046899,
          12.609474,
          11.678227,
          12.470688,
          12.686693,
          12.63796,
          10.893755,
          10.81523,
          11.344894,
          10.933442,
          11.63019,
          11.39945,
          12.03105,
          11.663743,
          11.941879,
          12.471095,
          14.145669,
          13.914693,
          13.624419,
          13.797794,
          13.001974,
          12.884727,
          14.485021,
          10.695506,
          12.978255,
          10.893489,
          12.202653,
          11.946083,
          10.914934,
          13.292903,
          11.672134,
          11.292788,
          11.41902,
          11.384193,
          11.763293,
          11.627325,
          11.886176,
          12.221088,
          13.634794,
          11.840909,
          11.523446,
          10.533735,
          16.605591,
          15.075403,
          14.065432,
          13.276046,
          13.597747,
          14.756882,
          13.21327,
          13.531957,
          11.023977,
          12.030659,
          10.319891,
          11.104463,
          11.420117,
          11.608414,
          13.540406,
          13.497256,
          12.223924,
          13.2841,
          11.702212,
          12.172378,
          13.625968,
          11.02375,
          12.258889,
          11.909477,
          10.666465,
          10.332636,
          10.663263,
          11.168301,
          11.421806,
          11.695261,
          14.828128,
          11.265519,
          12.23139,
          12.129102,
          11.710604,
          10.22384,
          12.481383,
          15.260671,
          11.651403,
          11.462172,
          12.057852,
          13.599099,
          11.354774,
          13.071905,
          12.241397,
          12.709115,
          12.814758,
          12.239745,
          11.824872,
          12.11477,
          12.974322,
          16.661675,
          13.184174,
          11.561485,
          11.85973,
          11.341694,
          10.651507,
          10.932683,
          14.116202,
          15.579026,
          14.867099,
          12.669719,
          15.69297,
          13.226359,
          12.740938,
          11.631802,
          15.844953,
          12.993295,
          11.01551,
          13.371207,
          11.739316,
          9.603228,
          13.643215,
          13.118904,
          11.630088,
          13.276229,
          10.908001,
          12.350624,
          10.832101,
          8.925685,
          12.669353,
          12.061053,
          11.875571,
          11.352577,
          11.292662,
          12.644001,
          13.518157,
          13.895401,
          13.962659,
          12.750389,
          10.893953,
          12.158492,
          12.33398,
          14.345523,
          12.060738,
          13.018321,
          12.927987,
          12.541965,
          11.742778,
          11.573807,
          11.440113,
          10.791706,
          10.952357,
          10.431402,
          9.998291,
          9.947838,
          11.170354,
          9.346163,
          9.476252,
          10.337351,
          10.022259,
          9.145214,
          10.67983,
          10.452463,
          10.104048,
          10.041978,
          9.590627,
          9.143865,
          9.803222,
          9.895192,
          9.432505,
          10.83583,
          10.457039,
          9.594133,
          9.973888,
          10.791886,
          9.53453,
          9.349778,
          10.439788,
          13.197433,
          12.704082,
          12.201368,
          10.965923,
          10.804557,
          11.483228,
          11.370949,
          13.872735,
          20.449412,
          15.000685,
          15.183247,
          12.690789,
          12.597094,
          16.063072,
          12.179611,
          15.17985,
          13.74726,
          12.783648,
          11.401313,
          12.045938,
          11.835723,
          11.849047,
          12.051878,
          11.428145,
          12.126002,
          11.950741,
          11.876818,
          10.80892,
          11.739839,
          10.781806,
          11.391376,
          11.555118,
          10.662753,
          11.999532,
          19.734479,
          13.034095,
          11.980617,
          10.773353,
          14.474297,
          11.227774,
          11.389507,
          9.470832,
          9.963667,
          11.354513,
          11.225693,
          11.522686,
          11.699992,
          12.078679,
          9.758811,
          10.319444,
          12.266212,
          9.707939,
          10.861292,
          10.955432,
          11.760672,
          11.09038,
          12.433844,
          9.831827,
          9.54125,
          10.008289,
          10.946462,
          10.117968,
          10.169552,
          10.002737,
          10.749536,
          9.689455,
          11.367242,
          9.814798,
          10.45439,
          10.705866,
          12.832391,
          12.886023,
          10.680926,
          10.071585,
          10.147923,
          9.906125,
          10.21492,
          9.97593,
          9.474027,
          10.314993,
          13.157466,
          12.786348,
          12.580207,
          12.614592,
          10.843784,
          12.696236,
          10.36205,
          11.708544,
          17.616816,
          12.414563,
          11.107691,
          11.560276,
          13.386645,
          12.212606,
          12.19899,
          11.928494,
          11.72038,
          11.620628,
          10.238881,
          9.131443,
          16.09324,
          13.869163,
          12.96784,
          14.325893,
          18.681878,
          13.062116,
          13.004238,
          10.9015,
          12.86406,
          13.178164,
          13.97395,
          12.558188,
          10.534359,
          12.787974,
          11.445574,
          11.12943,
          12.70615,
          13.256853,
          11.992224,
          10.891682,
          11.71272,
          11.045235,
          11.338609,
          12.528468,
          13.487895,
          11.073924,
          12.909275,
          10.274023,
          12.805556,
          12.935882,
          12.777495,
          12.024612,
          11.718352,
          11.527971,
          10.575485,
          11.639489,
          12.208415,
          13.745162,
          13.322641,
          13.348112,
          12.933434,
          13.888836,
          12.45327,
          13.924071,
          13.59221,
          14.787196,
          12.747664,
          12.783785,
          12.354756,
          12.825047,
          12.402871,
          13.308566,
          13.262798,
          13.433467,
          13.132515,
          12.659317,
          13.205449,
          13.71425,
          12.24563,
          15.032755,
          12.198564,
          12.709057,
          12.26295,
          10.845858,
          10.360949,
          11.123241,
          11.435487,
          14.271211,
          12.016991,
          13.745416,
          13.941134,
          13.258743,
          14.175095,
          12.853022,
          12.883056,
          11.102404,
          11.9864,
          15.02086,
          11.658123,
          9.949,
          12.212502,
          12.906454,
          11.086376,
          11.246016,
          9.546505,
          11.291249,
          11.611214,
          11.336844,
          10.618615,
          11.133632,
          12.180133,
          12.646454,
          11.552118,
          10.472257,
          10.533019,
          11.053685,
          10.953867,
          12.589441,
          12.852531,
          14.047907,
          12.289199,
          11.764572,
          13.928003,
          12.888201,
          11.50687,
          12.465978,
          13.55194,
          13.054016,
          11.714536,
          12.942577,
          11.44366,
          11.715388,
          11.34005,
          10.84022,
          10.789889,
          11.68408,
          11.115251,
          11.524162,
          10.16085,
          11.303668,
          11.491746,
          11.752249,
          11.320505,
          10.94899,
          9.861472,
          12.973056,
          10.305393,
          13.124765,
          11.85852,
          13.499229,
          14.691521,
          12.464364,
          16.654505,
          12.031153,
          12.223552,
          12.241862,
          13.523634,
          13.389927,
          11.510332,
          11.887755,
          11.646486,
          11.401979,
          11.299087,
          11.265917,
          11.483883,
          10.060791,
          10.57272,
          11.404619,
          11.399295,
          11.566966,
          11.555279,
          12.622108,
          13.924738,
          14.319593,
          17.32655,
          22.893939,
          13.887389,
          10.945814,
          13.140904,
          14.137254,
          14.017094,
          12.694658,
          11.969324,
          12.329412,
          10.534431,
          11.787283,
          11.638042,
          14.469143,
          10.168944,
          10.647859,
          10.012816,
          12.358998,
          13.890407,
          10.633389,
          10.383729,
          10.66441,
          11.020203,
          11.430282,
          14.58579,
          11.110845,
          10.606902,
          14.528613,
          13.076892,
          13.104689,
          18.418026,
          13.250412,
          13.128071,
          13.26636,
          13.89692,
          11.326019,
          11.749157,
          11.41368,
          11.446579,
          11.767611,
          12.792874,
          11.577298,
          11.446379,
          11.550123,
          13.477095,
          10.849012,
          11.321223,
          11.129561,
          11.212137,
          11.471995,
          11.409054,
          11.542564,
          12.071731,
          10.263781,
          12.588687,
          10.667683,
          11.417473,
          9.594384,
          11.944173,
          12.62207,
          11.294234,
          14.925636,
          13.032033,
          11.654515,
          9.663775,
          9.8655,
          12.089263,
          12.745654,
          11.193907,
          12.707247,
          12.666748,
          9.034806,
          13.81243,
          10.429333,
          10.314058,
          12.800258,
          11.737418,
          10.877258,
          10.469934,
          11.311777,
          10.963934
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135424,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10192.82411900349,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/dense/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4869.867292931303,
        "first_ms": 1777.609464013949,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10577.301277895458,
        "iterations": 6,
        "validation_scope": "first,last",
        "samples_ms": [
          1811.4395400043577,
          1756.075938930735,
          1762.6068328972906,
          1743.0481400806457,
          1755.8009299682453,
          1748.2793270610273
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        }
      },
      "process_wall_ms": 17305.15698401723,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/sparse-uniform/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 130.598899,
        "first_ms": 11.428853,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.070171,
        "iterations": 1099,
        "validations": "first,last",
        "samples_ms": [
          9.380799,
          11.102141,
          8.872651,
          8.971188,
          8.690719,
          9.308622,
          8.210028,
          9.206613,
          8.437859,
          8.483746,
          9.689788,
          9.220851,
          9.04562,
          9.405337,
          8.113224,
          9.307264,
          8.973072,
          8.865,
          9.249613,
          7.341348,
          7.526587,
          7.936502,
          7.999494,
          8.183183,
          7.271974,
          8.235808,
          6.455336,
          7.986531,
          7.252703,
          8.114302,
          7.743135,
          8.206614,
          7.754078,
          7.901803,
          8.509659,
          5.737144,
          7.950962,
          7.746834,
          8.021746,
          7.818094,
          8.355261,
          8.665561,
          7.740512,
          8.086558,
          7.288468,
          9.328667,
          10.267589,
          8.609577,
          7.879271,
          8.973634,
          8.06416,
          9.005779,
          8.165488,
          8.738684,
          8.638146,
          7.993067,
          8.758585,
          8.105842,
          8.205111,
          9.025754,
          7.73701,
          8.362601,
          7.938469,
          8.753274,
          8.802955,
          7.823627,
          7.873978,
          8.061259,
          8.079056,
          8.209523,
          7.041092,
          8.428198,
          7.623453,
          8.30603,
          7.443162,
          8.468655,
          8.558142,
          7.388047,
          8.630399,
          8.04096,
          8.214045,
          8.515262,
          7.912537,
          8.547431,
          7.96632,
          8.196222,
          8.552806,
          7.415307,
          8.578026,
          7.77759,
          9.405608,
          14.068026,
          10.720869,
          9.746609,
          9.520994,
          9.968925,
          9.934175,
          8.196701,
          8.754833,
          9.23323,
          8.657071,
          10.108829,
          9.708194,
          8.676822,
          9.175893,
          10.4423,
          8.786698,
          9.067364,
          8.996422,
          8.314051,
          8.148551,
          9.223008,
          8.330686,
          8.931259,
          9.746591,
          7.768902,
          9.10103,
          8.647855,
          8.355293,
          8.945357,
          9.300943,
          8.262569,
          8.935432,
          8.769107,
          8.708043,
          9.256726,
          8.11793,
          8.416194,
          8.885595,
          8.424055,
          8.817536,
          8.532111,
          8.846026,
          9.063182,
          9.09215,
          7.989004,
          8.144108,
          8.752729,
          8.000153,
          9.258463,
          8.697812,
          8.198124,
          9.177532,
          8.281416,
          9.058662,
          9.119074,
          7.974308,
          8.432733,
          8.531155,
          8.198883,
          8.799455,
          8.910716,
          8.309177,
          9.144965,
          8.237607,
          8.676514,
          8.909391,
          7.704123,
          8.692269,
          8.617673,
          8.107717,
          9.703428,
          8.408354,
          8.370742,
          9.292615,
          8.483517,
          8.747123,
          9.101343,
          8.244865,
          8.283627,
          9.55925,
          8.182946,
          8.539529,
          8.470941,
          8.082158,
          8.820803,
          8.598394,
          7.874826,
          9.207365,
          8.87616,
          8.941422,
          9.131331,
          8.05445,
          8.323886,
          8.90444,
          8.051374,
          8.76299,
          8.547982,
          7.557512,
          9.636166,
          8.371571,
          8.607728,
          9.188145,
          7.599507,
          8.816088,
          8.781577,
          7.993593,
          9.09766,
          8.695496,
          8.607406,
          8.943819,
          8.23122,
          8.517301,
          8.908327,
          9.296622,
          9.46383,
          9.667328,
          8.761072,
          8.856581,
          8.981395,
          8.348868,
          8.460539,
          8.724168,
          8.386692,
          8.503938,
          10.291294,
          9.952427,
          8.538144,
          9.457858,
          9.052268,
          8.320303,
          9.630203,
          9.862358,
          7.920196,
          9.860717,
          9.941222,
          9.152899,
          9.315981,
          8.963502,
          8.798366,
          7.440444,
          9.089145,
          8.187002,
          8.366017,
          8.607897,
          8.571455,
          8.754752,
          8.58343,
          8.293073,
          8.633694,
          8.151,
          8.817502,
          8.817401,
          7.964858,
          9.73291,
          8.741791,
          8.44886,
          9.070182,
          8.234117,
          8.443845,
          8.504223,
          7.828055,
          8.920079,
          9.011222,
          8.702189,
          8.615182,
          8.571365,
          8.521926,
          9.155946,
          8.363582,
          8.508644,
          8.439503,
          8.209474,
          9.171745,
          8.040212,
          8.383806,
          9.724311,
          8.80008,
          9.145566,
          8.685033,
          7.54111,
          9.017545,
          9.156931,
          8.194288,
          9.078821,
          8.142546,
          8.480559,
          9.385695,
          8.18289,
          8.767784,
          9.114881,
          7.955152,
          8.950703,
          9.568007,
          8.702582,
          9.449653,
          8.662526,
          7.577121,
          8.768815,
          8.40945,
          9.298938,
          9.906166,
          8.703468,
          8.215006,
          9.391325,
          8.629111,
          8.352971,
          9.089006,
          8.173368,
          8.933492,
          9.7217,
          8.242383,
          9.225264,
          10.114411,
          8.912797,
          8.585198,
          8.477724,
          8.34664,
          8.759818,
          7.841948,
          8.285043,
          8.665384,
          8.990396,
          9.456025,
          7.971388,
          8.370944,
          9.202584,
          8.469838,
          9.916376,
          9.235189,
          8.398809,
          8.316634,
          8.512775,
          8.785774,
          9.12055,
          7.969288,
          8.509695,
          9.690523,
          8.90273,
          8.545714,
          9.581116,
          9.074581,
          9.497975,
          10.000413,
          8.6182,
          8.721608,
          9.044766,
          8.134907,
          9.104036,
          9.059574,
          9.902989,
          9.551838,
          9.624658,
          7.926168,
          9.658262,
          8.569815,
          8.409284,
          8.834675,
          8.478678,
          9.797145,
          8.32253,
          8.92083,
          8.583102,
          8.438638,
          8.78235,
          9.014686,
          8.756886,
          8.798362,
          10.088387,
          8.001442,
          9.504725,
          8.813958,
          8.081056,
          9.540298,
          7.585071,
          9.719751,
          8.113852,
          9.874661,
          9.342273,
          8.232809,
          8.927895,
          8.151356,
          8.641813,
          8.293628,
          8.598868,
          8.652659,
          9.264044,
          8.949243,
          8.778326,
          8.606254,
          8.040103,
          9.170526,
          7.624388,
          8.763801,
          7.819505,
          9.502912,
          8.777154,
          8.798916,
          8.77222,
          8.284642,
          9.329066,
          8.552784,
          8.665556,
          8.317574,
          8.733175,
          8.341171,
          9.1222,
          8.438296,
          8.507586,
          9.462444,
          7.865005,
          9.515295,
          7.634732,
          9.312236,
          8.086348,
          8.467599,
          8.51602,
          8.183374,
          9.899062,
          8.386041,
          8.915157,
          8.442204,
          8.519697,
          9.806968,
          11.51871,
          10.361665,
          10.011589,
          11.103824,
          11.117294,
          11.251795,
          9.347507,
          8.213824,
          10.684443,
          8.07905,
          10.234398,
          12.436947,
          9.471655,
          10.809385,
          9.455713,
          9.643591,
          11.237187,
          10.030671,
          9.629339,
          9.864357,
          9.037601,
          10.166827,
          9.982351,
          8.704503,
          10.151174,
          10.541821,
          7.974467,
          12.760993,
          11.610141,
          9.239249,
          12.199418,
          10.993612,
          11.080398,
          9.822378,
          11.187303,
          9.873198,
          8.512612,
          10.402083,
          9.131461,
          9.087625,
          9.865773,
          7.796536,
          8.219699,
          8.734988,
          9.302973,
          7.1478,
          8.544168,
          8.461947,
          7.839406,
          10.471207,
          8.474437,
          8.754998,
          11.380444,
          8.388611,
          7.139842,
          10.397271,
          11.546952,
          9.625601,
          9.032903,
          9.781453,
          8.534174,
          9.59598,
          9.634333,
          7.337316,
          11.880404,
          9.323722,
          6.577771,
          9.186546,
          8.448464,
          7.971697,
          9.120173,
          7.581052,
          7.746875,
          8.431663,
          9.180447,
          8.115452,
          8.3224,
          7.964496,
          8.242355,
          9.074759,
          9.75131,
          8.995173,
          7.836291,
          10.331456,
          9.587826,
          7.744255,
          8.83425,
          8.744888,
          7.908952,
          8.967539,
          8.69995,
          10.316023,
          11.012144,
          9.024344,
          11.068707,
          8.713802,
          11.732,
          8.877539,
          11.16959,
          10.415383,
          9.931169,
          9.077873,
          10.088041,
          9.53055,
          10.3382,
          9.370898,
          8.79292,
          8.870364,
          8.20042,
          9.516972,
          8.359862,
          8.111689,
          7.723955,
          8.879352,
          7.18593,
          8.808141,
          8.217222,
          8.059119,
          8.878064,
          8.718807,
          8.528787,
          7.800866,
          8.359291,
          9.701544,
          10.33861,
          8.515392,
          9.118717,
          6.591627,
          7.965318,
          6.217932,
          7.605956,
          6.980959,
          7.26076,
          7.484599,
          7.835361,
          7.640065,
          7.499193,
          7.637725,
          6.878328,
          8.071576,
          6.785699,
          8.396101,
          6.835308,
          7.677098,
          7.282177,
          6.865565,
          7.347219,
          9.027313,
          8.060203,
          7.663307,
          7.276439,
          7.156961,
          7.823104,
          6.640805,
          7.578137,
          6.921235,
          7.147047,
          8.17788,
          6.351875,
          8.02014,
          7.145603,
          9.194572,
          9.377701,
          8.942721,
          9.041368,
          8.084149,
          8.218241,
          7.21932,
          7.007707,
          9.575316,
          7.168924,
          8.246748,
          7.213667,
          7.8837,
          7.65336,
          7.347483,
          8.83169,
          7.997231,
          7.063871,
          8.039102,
          7.146905,
          9.883756,
          8.884642,
          10.289146,
          9.76839,
          10.513207,
          8.554799,
          9.011477,
          8.847285,
          7.25403,
          7.712299,
          7.285191,
          9.792158,
          10.96251,
          8.823313,
          9.41997,
          9.501506,
          9.634796,
          7.627547,
          8.78886,
          8.237428,
          8.141879,
          7.969526,
          8.290572,
          7.337934,
          8.857802,
          8.223429,
          7.955165,
          8.170922,
          7.521104,
          8.512501,
          8.979271,
          7.759134,
          8.800966,
          7.777218,
          7.645769,
          7.7897,
          7.846466,
          8.401776,
          8.49959,
          6.752182,
          10.592881,
          9.780226,
          9.369697,
          9.543815,
          8.446791,
          7.687434,
          9.555228,
          8.727012,
          9.740734,
          8.002526,
          10.181335,
          10.02864,
          8.699634,
          9.836303,
          8.433385,
          9.029163,
          8.394484,
          9.592946,
          9.035767,
          8.124588,
          8.850518,
          8.424782,
          7.906823,
          10.789678,
          9.267691,
          8.068289,
          9.068132,
          9.38524,
          7.387394,
          8.843016,
          8.403402,
          7.944907,
          7.960405,
          8.186426,
          10.456774,
          9.069692,
          8.818098,
          7.221636,
          8.786591,
          8.005919,
          7.069969,
          7.877505,
          6.618313,
          7.134997,
          6.913693,
          7.116001,
          7.214703,
          11.7896,
          9.607422,
          12.715693,
          15.867322,
          10.311844,
          10.43855,
          9.165624,
          8.3897,
          8.225924,
          7.494683,
          9.028271,
          7.390974,
          7.900676,
          8.726255,
          8.989931,
          8.99055,
          8.277217,
          9.666508,
          7.751399,
          9.331828,
          10.99845,
          9.064905,
          9.365794,
          9.503109,
          11.235686,
          7.399254,
          8.941385,
          8.288073,
          8.187419,
          9.833429,
          8.397872,
          8.901502,
          8.840034,
          9.253019,
          8.950015,
          8.814241,
          9.455302,
          9.518603,
          10.710614,
          10.361413,
          10.923246,
          9.075926,
          10.149057,
          9.44192,
          9.322462,
          11.937073,
          10.031524,
          10.504913,
          10.001,
          8.954785,
          9.514784,
          10.029178,
          11.062163,
          8.577189,
          10.398228,
          11.121975,
          8.342038,
          10.340603,
          10.209416,
          9.926757,
          10.670244,
          11.11747,
          11.435741,
          11.88108,
          10.149373,
          8.864051,
          8.861444,
          10.518249,
          9.203343,
          10.378303,
          12.071365,
          12.129631,
          10.567889,
          12.561666,
          11.002767,
          10.277428,
          11.376285,
          12.927062,
          13.754764,
          12.885241,
          14.345147,
          11.491725,
          12.857765,
          12.739144,
          10.421764,
          10.267203,
          11.401812,
          10.518851,
          9.358918,
          10.644215,
          11.406602,
          10.828008,
          11.08456,
          9.389197,
          8.87862,
          9.694373,
          10.417416,
          11.569007,
          9.778127,
          10.253998,
          9.832874,
          11.00209,
          12.122548,
          12.872728,
          10.267378,
          13.365469,
          9.238691,
          8.9614,
          8.646294,
          7.737917,
          11.758454,
          11.849209,
          9.386642,
          11.592072,
          9.432955,
          9.948872,
          8.389481,
          8.540394,
          8.637311,
          7.968127,
          9.640653,
          9.100379,
          8.360847,
          8.451205,
          9.266691,
          7.662289,
          11.095022,
          9.987304,
          9.171691,
          9.080482,
          8.659696,
          7.86791,
          8.795297,
          7.840864,
          7.578567,
          8.601034,
          9.433684,
          9.735227,
          9.852803,
          7.800112,
          9.038942,
          7.846422,
          7.351217,
          8.221155,
          7.497325,
          8.949403,
          9.661368,
          7.158262,
          8.529072,
          8.156253,
          8.16908,
          8.356405,
          7.131085,
          8.445341,
          10.024646,
          12.718726,
          9.238284,
          9.760343,
          9.077972,
          9.149483,
          9.633131,
          9.569884,
          9.06146,
          9.260286,
          10.487747,
          9.204911,
          8.789793,
          11.12758,
          10.172714,
          9.897376,
          9.061159,
          9.996586,
          9.662627,
          10.703201,
          10.423355,
          9.416943,
          9.153347,
          12.395589,
          10.487871,
          9.469947,
          15.457163,
          12.194203,
          15.398312,
          12.019215,
          9.975085,
          11.930488,
          8.986036,
          12.991367,
          10.363948,
          9.57165,
          10.74657,
          7.195426,
          8.487264,
          8.819272,
          7.779767,
          8.899781,
          7.55779,
          9.205468,
          9.05876,
          10.406689,
          9.887149,
          10.071909,
          11.053088,
          12.910844,
          10.977357,
          9.181149,
          9.794987,
          9.437132,
          9.547533,
          9.482206,
          9.717793,
          10.839731,
          9.650265,
          9.39535,
          9.239815,
          10.167124,
          9.992525,
          9.77772,
          10.420507,
          9.253376,
          8.635573,
          9.38737,
          8.65942,
          10.349817,
          9.654422,
          9.065344,
          12.36801,
          11.891344,
          11.192777,
          8.992338,
          9.898758,
          13.066284,
          11.135782,
          10.784048,
          13.329005,
          9.19984,
          11.654026,
          10.816128,
          11.063794,
          12.349641,
          10.029849,
          11.537391,
          11.03444,
          10.915328,
          10.774095,
          10.382483,
          9.955573,
          12.923754,
          10.000115,
          9.96148,
          9.38595,
          8.660599,
          9.564983,
          9.733765,
          8.692974,
          9.380663,
          9.070418,
          7.707548,
          8.391079,
          9.42637,
          10.819618,
          12.205781,
          8.67771,
          9.36807,
          8.288421,
          10.903114,
          10.044282,
          10.853854,
          12.156105,
          19.048068,
          15.777731,
          15.504395,
          8.886666,
          10.497524,
          10.014829,
          12.130461,
          10.015111,
          9.980587,
          12.413256,
          11.371815,
          11.282583,
          11.580491,
          10.426388,
          11.446953,
          8.746557,
          11.579649,
          12.46516,
          11.112519,
          10.987257,
          10.914444,
          10.39653,
          9.645409,
          8.019348,
          10.536646,
          9.424173,
          9.050856,
          11.049731,
          9.705404,
          10.127906,
          9.24856,
          10.882987,
          9.298796,
          10.180102,
          9.730895,
          9.511143,
          8.759906,
          8.585221,
          9.633752,
          7.90572,
          8.499965,
          7.87402,
          9.303922,
          8.170691,
          9.021031,
          8.881574,
          9.944323,
          10.505031,
          10.566456,
          9.636077,
          8.433665,
          9.828274,
          10.003731,
          9.486041,
          9.663318,
          10.999101,
          7.557025,
          9.004635,
          10.817663,
          9.25788,
          10.67232,
          8.920228,
          8.15981,
          8.094131,
          8.388595,
          8.115915,
          9.462231,
          8.835212,
          10.021513,
          8.840114,
          9.687108,
          7.436566,
          8.941199,
          8.269766,
          7.783144,
          7.434595,
          7.570133,
          10.794612,
          10.97014,
          9.521798,
          7.714161,
          8.720173,
          8.031387,
          7.506149,
          9.392998,
          8.452893,
          9.533777,
          10.01979,
          7.924072,
          7.143539,
          7.329654,
          7.187082,
          7.262914,
          7.450374,
          7.658674,
          7.251633,
          8.409836,
          6.980463,
          7.428051,
          7.116331,
          7.333432,
          9.079778,
          6.720532,
          7.926167,
          6.493591,
          8.725055,
          10.732795,
          8.310169,
          8.232661,
          8.2974,
          8.314382,
          9.573723,
          8.354525,
          7.976483,
          8.721689,
          9.299148,
          7.489052,
          8.451966,
          8.854656,
          7.575703,
          9.326603,
          9.663028,
          8.017909,
          9.103531,
          8.424271,
          8.789214,
          8.430811,
          7.776783,
          8.536412,
          8.247219,
          8.388856,
          8.358233,
          8.560241,
          8.637118,
          9.585519,
          8.724867,
          10.293767,
          10.434429,
          8.13827,
          10.147782,
          10.98326,
          11.36314,
          10.139022,
          8.421409,
          10.245807,
          10.332192,
          8.371582,
          9.555492
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106384,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10167.552249971777,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/sparse-skew/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 123.634508,
        "first_ms": 12.471816,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10003.636697,
        "iterations": 950,
        "validations": "first,last",
        "samples_ms": [
          10.050184,
          8.978253,
          9.146787,
          9.212218,
          9.762798,
          9.672842,
          9.051115,
          9.76296,
          9.988768,
          9.663072,
          14.317119,
          12.914436,
          14.039046,
          11.261254,
          12.348314,
          10.920794,
          10.901305,
          11.867141,
          10.066259,
          12.164951,
          10.477164,
          10.061229,
          12.337991,
          9.760409,
          8.258679,
          9.923471,
          10.319535,
          9.842088,
          8.754301,
          9.675289,
          9.963685,
          9.09964,
          10.500633,
          11.045619,
          9.489234,
          8.682789,
          9.580559,
          11.605131,
          18.970841,
          17.465365,
          9.596609,
          12.768343,
          11.526212,
          10.026711,
          10.803458,
          9.571456,
          10.054225,
          10.213547,
          10.901871,
          11.143257,
          11.893628,
          8.008132,
          9.990773,
          9.131417,
          11.013173,
          9.045184,
          8.29249,
          9.498273,
          9.425203,
          9.560945,
          10.173663,
          11.915327,
          8.645355,
          9.013467,
          11.317737,
          11.066076,
          12.97495,
          8.36402,
          10.689146,
          10.087025,
          9.02824,
          9.086503,
          9.431147,
          10.152657,
          10.297004,
          10.901113,
          10.979102,
          11.096164,
          10.424708,
          10.164796,
          9.244929,
          9.489559,
          10.529118,
          8.539831,
          9.544422,
          10.137581,
          9.583689,
          9.69591,
          9.45879,
          9.124568,
          12.200617,
          10.651397,
          9.011258,
          11.488059,
          12.02188,
          10.713807,
          10.660332,
          10.891956,
          9.104921,
          10.679761,
          12.451094,
          10.025865,
          7.766209,
          9.44773,
          10.889034,
          11.239143,
          9.773596,
          9.102129,
          10.831907,
          11.359806,
          9.738865,
          9.905148,
          9.424115,
          9.00565,
          8.941067,
          9.641762,
          9.583778,
          9.467519,
          8.897819,
          9.48631,
          12.904423,
          11.273834,
          11.511614,
          11.650258,
          11.709011,
          12.294215,
          10.05602,
          11.489277,
          11.083332,
          11.60946,
          10.728425,
          8.374848,
          10.129483,
          10.167594,
          9.702462,
          9.366473,
          9.961702,
          9.408494,
          9.064921,
          9.136059,
          10.811385,
          9.89284,
          9.971801,
          9.393238,
          9.853369,
          9.661254,
          8.587422,
          12.812502,
          11.160409,
          12.230959,
          10.002764,
          12.448685,
          13.745531,
          10.915153,
          11.476321,
          12.69316,
          10.524624,
          9.589299,
          9.106723,
          9.988426,
          10.306006,
          8.426909,
          11.105446,
          9.639793,
          9.167088,
          9.03588,
          9.907233,
          9.516804,
          7.865148,
          9.073552,
          14.895154,
          12.107376,
          11.43731,
          10.179429,
          9.637907,
          11.239472,
          11.441591,
          12.408996,
          11.935039,
          12.273468,
          10.505858,
          8.841643,
          12.384777,
          11.342791,
          9.449254,
          10.033782,
          10.8838,
          9.498567,
          9.469594,
          10.162307,
          9.594782,
          9.204676,
          9.231784,
          9.61413,
          9.864426,
          9.788199,
          9.207787,
          9.027741,
          9.339386,
          11.69764,
          8.375373,
          9.918502,
          7.923896,
          8.546617,
          7.392954,
          7.607507,
          8.415004,
          6.869643,
          8.344729,
          8.548957,
          10.345418,
          18.932329,
          19.840239,
          12.16017,
          12.06321,
          10.470222,
          10.481331,
          9.553714,
          9.827696,
          10.11478,
          11.453101,
          10.124608,
          11.265086,
          10.732047,
          11.477584,
          9.372206,
          8.824338,
          9.28928,
          8.895104,
          7.91575,
          8.931534,
          10.211135,
          10.047634,
          9.175911,
          10.763254,
          11.120582,
          10.881046,
          12.161544,
          9.023096,
          9.553247,
          9.867341,
          9.69447,
          8.945167,
          9.368999,
          9.326434,
          10.039539,
          10.627903,
          9.562899,
          12.235188,
          12.80592,
          12.004589,
          9.345046,
          8.095449,
          9.307248,
          9.564983,
          9.219117,
          9.039505,
          10.026081,
          9.836876,
          9.30217,
          10.348794,
          10.397149,
          11.226322,
          10.386809,
          11.61092,
          11.879217,
          10.531617,
          11.789956,
          14.345051,
          11.446884,
          10.771041,
          10.479342,
          9.318658,
          9.16149,
          9.066464,
          9.485735,
          9.219878,
          9.514004,
          10.01858,
          10.671902,
          8.900652,
          8.995008,
          9.462649,
          9.345758,
          9.248691,
          9.351006,
          8.951072,
          10.31652,
          12.055331,
          10.596491,
          11.152813,
          11.250918,
          11.343472,
          10.868338,
          11.521791,
          11.9955,
          10.666381,
          9.374064,
          10.466967,
          8.653385,
          9.987002,
          9.807196,
          9.554924,
          9.211584,
          10.019923,
          9.911788,
          9.100488,
          8.794193,
          9.74642,
          9.036653,
          8.590354,
          10.315955,
          10.382864,
          9.933503,
          9.44555,
          12.630251,
          12.511821,
          12.009067,
          11.313553,
          10.941923,
          10.088182,
          10.52265,
          9.892495,
          15.823718,
          10.434278,
          10.078969,
          10.673283,
          9.086284,
          10.569716,
          10.145006,
          10.248591,
          10.072112,
          8.979552,
          9.250822,
          9.374,
          9.317233,
          9.084525,
          8.847724,
          9.372348,
          9.708456,
          8.823515,
          8.662461,
          9.717534,
          11.302949,
          11.011661,
          10.484033,
          11.075738,
          12.426589,
          12.904836,
          11.408864,
          11.592231,
          11.024893,
          10.718673,
          10.297699,
          10.135505,
          8.913066,
          9.529071,
          9.226197,
          9.246496,
          10.415004,
          9.444453,
          9.317732,
          10.177003,
          9.976419,
          9.310197,
          11.620094,
          10.940728,
          10.649385,
          13.783295,
          10.222834,
          10.348704,
          8.45146,
          9.551079,
          10.629908,
          10.19327,
          10.715314,
          11.111193,
          11.4832,
          9.739283,
          9.87016,
          11.166022,
          10.337252,
          10.949386,
          9.831012,
          12.401653,
          17.645993,
          16.606982,
          11.738391,
          13.728198,
          11.384359,
          10.79983,
          11.234253,
          10.536757,
          10.609592,
          9.798633,
          9.878047,
          11.163167,
          12.730533,
          10.695626,
          10.807962,
          10.818323,
          10.69759,
          12.657887,
          10.853967,
          11.715197,
          10.639311,
          11.121851,
          10.34635,
          10.574172,
          10.580486,
          8.93753,
          12.143317,
          8.778034,
          9.29453,
          11.204193,
          7.998863,
          10.56196,
          11.165484,
          12.026677,
          9.595987,
          9.708637,
          8.559444,
          9.279286,
          9.381012,
          9.336211,
          9.426371,
          10.182145,
          10.435085,
          10.423649,
          11.419808,
          11.123061,
          10.903332,
          8.131334,
          10.37029,
          10.680117,
          9.31404,
          8.40089,
          10.583093,
          9.592408,
          8.923627,
          9.708635,
          11.697508,
          10.269508,
          9.41642,
          10.88536,
          8.866059,
          8.53093,
          10.747782,
          10.442698,
          9.777089,
          9.739401,
          9.984525,
          10.490894,
          9.055294,
          11.87356,
          12.317367,
          13.211808,
          11.67677,
          10.643817,
          10.151105,
          13.019685,
          10.570066,
          10.031874,
          9.39217,
          10.000913,
          9.83309,
          9.528168,
          8.421965,
          8.48917,
          9.132686,
          8.880182,
          9.225998,
          10.417611,
          9.895799,
          9.202187,
          9.005378,
          9.154616,
          9.157572,
          9.655733,
          10.380761,
          9.691176,
          8.473065,
          9.406018,
          13.006602,
          12.236822,
          11.683057,
          12.570144,
          10.543937,
          12.566864,
          9.867134,
          11.496035,
          12.096114,
          11.880855,
          9.757092,
          10.068484,
          8.801049,
          10.123107,
          9.821486,
          10.533642,
          11.489526,
          11.25687,
          10.237976,
          9.742918,
          9.138993,
          11.07347,
          8.877986,
          10.516993,
          9.61866,
          9.471219,
          10.637924,
          11.811077,
          12.428238,
          10.448356,
          12.387384,
          13.87831,
          10.56447,
          10.278018,
          11.967874,
          11.228262,
          10.741788,
          10.56838,
          10.056389,
          8.746646,
          9.744613,
          9.894806,
          9.395067,
          8.342604,
          9.660356,
          9.471596,
          7.819093,
          9.324018,
          9.985112,
          8.502425,
          9.17026,
          9.528478,
          9.491019,
          8.835497,
          11.780869,
          11.172168,
          12.719584,
          11.080952,
          10.949389,
          9.125135,
          12.634281,
          11.096484,
          11.052238,
          11.324017,
          11.834294,
          10.997002,
          10.776985,
          10.387615,
          9.674801,
          9.221777,
          10.308526,
          9.847507,
          9.257713,
          11.475476,
          10.843662,
          9.804328,
          9.078556,
          10.118458,
          8.691631,
          10.379542,
          12.020847,
          9.486068,
          9.565133,
          8.186113,
          9.665895,
          17.541231,
          20.62713,
          10.33433,
          13.370721,
          9.714772,
          11.364214,
          9.29546,
          10.663483,
          8.922262,
          12.252437,
          9.123751,
          11.459999,
          11.380022,
          11.60114,
          11.793128,
          9.579131,
          8.784271,
          10.060213,
          9.345344,
          8.230126,
          9.881019,
          9.652579,
          10.871739,
          9.49553,
          11.62493,
          12.017528,
          11.855357,
          8.837549,
          8.862674,
          9.646541,
          9.848002,
          9.138594,
          9.448216,
          10.315156,
          11.739355,
          10.693406,
          9.675371,
          10.970493,
          10.606699,
          10.996212,
          9.638679,
          8.454127,
          9.540077,
          10.287834,
          10.208812,
          10.414384,
          10.274579,
          9.90841,
          10.609043,
          9.20873,
          11.803225,
          10.029354,
          10.339085,
          11.221748,
          10.379913,
          10.660373,
          11.374321,
          10.302639,
          10.863469,
          10.125707,
          11.06071,
          10.41555,
          10.422187,
          9.49539,
          9.96015,
          10.03049,
          10.775494,
          8.635669,
          12.711425,
          13.163332,
          12.080102,
          11.084575,
          9.885816,
          8.782654,
          9.520151,
          8.678624,
          10.176938,
          8.687762,
          9.304939,
          10.026341,
          10.53206,
          12.347258,
          9.648581,
          13.248711,
          13.225478,
          10.365653,
          9.536135,
          11.135314,
          11.462648,
          11.318903,
          10.538663,
          9.874545,
          9.000376,
          9.791224,
          10.185674,
          9.127022,
          8.908659,
          9.651863,
          11.656943,
          8.665021,
          8.314862,
          10.635311,
          8.894564,
          8.791287,
          9.498476,
          9.075285,
          8.196905,
          8.635059,
          7.825149,
          8.099371,
          8.41351,
          8.096294,
          7.663539,
          8.575121,
          7.835397,
          9.552669,
          8.538733,
          11.031524,
          8.737808,
          8.280416,
          9.941454,
          8.907914,
          10.321123,
          9.852739,
          8.568698,
          9.252518,
          12.531211,
          11.117829,
          9.334259,
          10.109246,
          10.064711,
          11.630656,
          10.885773,
          9.026603,
          10.331004,
          10.669007,
          12.240803,
          12.124393,
          11.058081,
          10.564618,
          12.245897,
          12.230995,
          11.883125,
          10.58499,
          11.431596,
          10.904038,
          12.929813,
          10.925971,
          11.181053,
          12.792631,
          11.149392,
          10.574306,
          9.998477,
          10.446803,
          10.889594,
          9.3412,
          10.713958,
          10.990621,
          11.169791,
          11.063731,
          9.450067,
          10.447871,
          10.910769,
          10.548613,
          14.050418,
          12.622557,
          12.09511,
          11.048203,
          12.717312,
          12.463145,
          12.406647,
          11.895268,
          12.490661,
          12.416879,
          11.492474,
          11.113219,
          11.929664,
          10.67559,
          11.104071,
          11.032946,
          11.36707,
          11.359504,
          10.823628,
          10.691311,
          10.571388,
          11.098077,
          9.652544,
          10.691696,
          11.143231,
          10.995148,
          9.634357,
          10.150391,
          12.322993,
          11.661305,
          11.782967,
          12.648344,
          8.728631,
          8.954181,
          9.389194,
          9.023547,
          12.547384,
          13.550736,
          16.145864,
          14.356808,
          14.620113,
          11.932601,
          14.202392,
          10.830677,
          10.164141,
          10.776033,
          10.888723,
          11.850182,
          10.500975,
          10.267799,
          10.655002,
          12.055681,
          11.542361,
          10.863338,
          12.410571,
          12.140461,
          10.571479,
          11.267848,
          10.763552,
          11.155465,
          9.93927,
          10.524201,
          10.70377,
          10.897501,
          10.364152,
          10.198266,
          10.773682,
          11.704001,
          10.869034,
          9.678199,
          12.477948,
          12.007615,
          10.201255,
          13.058408,
          11.70839,
          11.180293,
          10.676368,
          11.184559,
          9.971011,
          9.428481,
          10.566849,
          10.296531,
          10.848748,
          10.953433,
          11.041203,
          11.37427,
          9.020892,
          9.667404,
          12.885843,
          12.167814,
          12.475995,
          11.900611,
          11.346293,
          10.831084,
          10.734222,
          11.087366,
          12.357689,
          10.547639,
          9.976663,
          11.140204,
          10.376637,
          10.606116,
          10.342141,
          10.92833,
          12.232252,
          10.804378,
          11.925451,
          9.726336,
          11.521192,
          9.823436,
          11.534209,
          12.833029,
          10.321284,
          11.598741,
          10.775378,
          10.950866,
          10.594345,
          12.398911,
          13.001097,
          11.197227,
          10.879206,
          10.682562,
          11.169533,
          11.077218,
          10.564104,
          10.805141,
          10.482199,
          10.809505,
          11.100805,
          10.806669,
          9.363165,
          10.75431,
          11.3588,
          11.258148,
          10.694081,
          9.303061,
          10.933914,
          10.844996,
          10.631283,
          10.780264,
          10.211298,
          10.606934,
          10.660442,
          12.750663,
          10.590103,
          12.487501,
          9.752042,
          13.040148,
          11.248249,
          10.983226,
          11.440104,
          11.96859,
          12.00638,
          10.7311,
          11.460396,
          11.051755,
          11.924902,
          14.048827,
          16.360185,
          11.208255,
          12.593575,
          13.414755,
          10.867838,
          11.182731,
          10.312277,
          12.557102,
          9.986658,
          9.131021,
          9.729714,
          9.332286,
          11.390524,
          9.510727,
          8.610488,
          10.618075,
          11.602958,
          11.921133,
          10.316917,
          17.053637,
          11.982608,
          10.236576,
          11.827967,
          11.907237,
          9.822598,
          11.201196,
          8.929783,
          9.956756,
          9.912913,
          9.047666,
          10.311922,
          10.706903,
          16.018573,
          10.649475,
          10.572762,
          9.805965,
          9.997395,
          10.168791,
          10.516113,
          10.205593,
          9.15037,
          11.24827,
          8.595879,
          11.685732,
          12.55386,
          9.381678,
          10.65749,
          11.766784,
          9.125464,
          9.593549,
          10.723894,
          11.13784,
          11.412473,
          10.619855,
          10.683614,
          9.492688,
          9.606896,
          10.338937,
          10.230055,
          9.072283
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105692,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10160.836962983012,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/dense/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 165.129461,
        "first_ms": 13.222686,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.279141,
        "iterations": 824,
        "validations": "first,last",
        "samples_ms": [
          11.262345,
          11.9374,
          11.105542,
          10.017138,
          10.304339,
          13.122758,
          11.211287,
          10.246156,
          11.164161,
          12.715825,
          11.128912,
          12.8777,
          12.160603,
          14.265143,
          10.500597,
          11.059984,
          11.962491,
          10.673339,
          11.64235,
          10.899759,
          9.590174,
          11.337088,
          10.84285,
          12.391815,
          11.44933,
          13.191356,
          14.390242,
          11.613197,
          12.787597,
          13.664862,
          12.929296,
          14.949139,
          11.186715,
          10.558937,
          12.536973,
          10.719886,
          12.639127,
          11.051102,
          10.328636,
          10.151642,
          13.728429,
          11.848015,
          11.52641,
          10.633625,
          10.459973,
          11.251059,
          10.498895,
          11.680656,
          11.449446,
          10.795161,
          11.215665,
          12.326755,
          11.037367,
          10.826053,
          11.338962,
          10.978367,
          11.121418,
          14.374351,
          13.039606,
          14.198676,
          13.479927,
          14.324187,
          12.262472,
          12.9109,
          13.00582,
          12.886662,
          14.131984,
          13.178622,
          12.245227,
          12.040999,
          11.890717,
          11.018886,
          10.487114,
          12.799965,
          10.828751,
          11.129122,
          11.541488,
          10.357459,
          10.290411,
          11.49284,
          10.728684,
          11.931066,
          12.065343,
          10.601999,
          11.092611,
          10.814214,
          12.468459,
          15.858988,
          14.823232,
          14.431991,
          13.979379,
          13.59006,
          12.586263,
          15.575433,
          13.07243,
          10.974128,
          12.388168,
          11.365234,
          11.263777,
          11.470388,
          11.686654,
          12.759969,
          13.489834,
          11.751968,
          11.229181,
          10.163711,
          10.425601,
          11.609727,
          12.202306,
          10.959826,
          12.334399,
          12.735127,
          12.641455,
          13.384984,
          15.56948,
          13.895178,
          14.573711,
          14.509397,
          11.264864,
          13.11179,
          13.768658,
          14.475759,
          14.313966,
          12.030828,
          11.629844,
          12.392302,
          11.702916,
          11.768217,
          12.086134,
          12.914504,
          9.961395,
          11.433507,
          11.839706,
          11.74941,
          11.559182,
          11.679357,
          16.90856,
          16.30463,
          19.891095,
          17.064051,
          15.367874,
          16.104264,
          15.939944,
          12.329497,
          13.046754,
          12.7676,
          11.724641,
          12.461639,
          13.182106,
          12.945403,
          11.270258,
          10.537456,
          12.25891,
          13.534404,
          12.78325,
          13.870206,
          11.495381,
          11.575651,
          10.912772,
          11.530698,
          11.021061,
          11.839289,
          11.505402,
          13.407165,
          11.219303,
          12.885173,
          14.55618,
          15.394834,
          12.636107,
          11.65995,
          11.070748,
          11.263304,
          11.70179,
          10.92583,
          11.636083,
          13.270489,
          12.427642,
          12.474192,
          12.109476,
          12.448602,
          11.615531,
          10.87494,
          11.014343,
          11.296415,
          10.815335,
          11.21543,
          11.573893,
          10.910313,
          11.638408,
          12.990127,
          12.727375,
          11.835889,
          11.016198,
          13.456738,
          16.110602,
          13.568114,
          13.239663,
          12.655035,
          12.580478,
          13.402933,
          11.407036,
          10.771679,
          11.702948,
          9.657074,
          12.065783,
          10.136837,
          11.610721,
          10.646065,
          11.741735,
          12.942671,
          11.842864,
          11.3973,
          10.941661,
          9.790983,
          11.451751,
          11.436055,
          11.946768,
          11.930115,
          10.284988,
          11.044767,
          10.556331,
          11.965141,
          13.395387,
          15.663388,
          14.973728,
          13.198211,
          11.462637,
          9.946897,
          11.709721,
          10.049592,
          15.101083,
          14.261951,
          14.11605,
          11.046102,
          12.472464,
          11.166406,
          11.988475,
          12.149699,
          11.901593,
          11.877429,
          11.250379,
          10.657902,
          11.576277,
          10.860576,
          10.103322,
          11.281222,
          11.378943,
          10.437488,
          11.194212,
          10.687296,
          10.954189,
          11.82006,
          10.786296,
          14.044458,
          14.434805,
          13.067829,
          13.907499,
          12.496155,
          12.528535,
          13.64037,
          14.778512,
          13.497084,
          12.728532,
          12.638298,
          10.728884,
          11.303033,
          12.900054,
          11.061381,
          11.599754,
          11.927245,
          10.977849,
          11.470798,
          11.663963,
          12.135829,
          11.6159,
          10.414745,
          11.558954,
          11.515486,
          11.461118,
          16.040628,
          14.81311,
          15.835489,
          11.414487,
          12.641686,
          13.542771,
          12.863982,
          10.34963,
          12.774029,
          14.173,
          13.849104,
          12.068125,
          12.888353,
          11.929221,
          11.13722,
          11.776851,
          11.027941,
          11.93886,
          11.760852,
          11.617492,
          11.000455,
          11.209355,
          11.296319,
          10.61543,
          11.064818,
          11.363602,
          10.964629,
          9.564803,
          11.127822,
          13.984737,
          11.832957,
          12.926343,
          10.666504,
          10.912515,
          11.335743,
          11.32783,
          11.29713,
          11.871724,
          11.864917,
          12.725196,
          12.719266,
          12.102895,
          11.357879,
          10.651104,
          11.170761,
          11.608317,
          11.166034,
          11.680974,
          11.604458,
          10.655296,
          10.963714,
          10.782357,
          11.354348,
          11.192175,
          11.566996,
          11.665737,
          11.550365,
          12.726297,
          14.084793,
          12.864618,
          11.426093,
          11.909079,
          11.090527,
          12.043435,
          11.998987,
          13.248465,
          16.31631,
          19.132473,
          12.734606,
          14.295486,
          14.752953,
          16.894085,
          15.506695,
          12.682666,
          13.249955,
          13.362447,
          14.314072,
          15.13966,
          14.643691,
          15.850083,
          16.208473,
          14.262024,
          14.264315,
          12.849952,
          13.146702,
          13.344482,
          12.484663,
          12.493072,
          14.903701,
          15.115282,
          13.297613,
          15.145998,
          15.716043,
          15.108414,
          15.441366,
          12.083847,
          12.435235,
          13.032153,
          13.583076,
          12.049091,
          11.995748,
          12.401558,
          13.458229,
          14.229483,
          13.445152,
          13.793722,
          13.925203,
          12.258133,
          14.173943,
          14.891019,
          15.380255,
          13.031211,
          14.05855,
          12.463265,
          13.254607,
          13.345923,
          12.747629,
          12.968333,
          12.550943,
          13.325286,
          13.886664,
          14.042227,
          14.898312,
          16.083368,
          13.889472,
          14.854414,
          15.393991,
          13.259944,
          14.618594,
          12.265648,
          15.433824,
          14.147928,
          13.388152,
          13.061864,
          12.554461,
          13.207015,
          13.377353,
          13.065294,
          12.446406,
          12.017261,
          12.172634,
          12.66983,
          14.78425,
          13.143142,
          12.106989,
          12.591637,
          12.485624,
          12.426402,
          13.22227,
          12.878934,
          13.232573,
          13.567215,
          14.476623,
          14.041805,
          13.047554,
          13.295168,
          15.793886,
          13.809042,
          14.721798,
          14.252633,
          16.406652,
          15.159342,
          13.856035,
          13.141958,
          11.720841,
          11.037262,
          13.930213,
          11.521711,
          11.554687,
          11.530646,
          11.219042,
          11.254611,
          12.065541,
          11.807525,
          11.092084,
          10.244326,
          10.608306,
          10.860212,
          11.207004,
          11.270125,
          11.615092,
          10.601213,
          10.895335,
          10.939572,
          9.954575,
          11.526313,
          13.657029,
          13.377932,
          12.818517,
          11.670625,
          11.576273,
          11.724727,
          13.417992,
          12.364019,
          13.623985,
          12.26807,
          10.920287,
          12.600975,
          12.282982,
          11.281743,
          11.687256,
          11.857712,
          11.823452,
          10.691237,
          10.242209,
          11.749404,
          11.445863,
          11.448615,
          11.692339,
          9.891287,
          10.873438,
          11.430733,
          10.713043,
          11.394478,
          13.572602,
          11.882783,
          13.751064,
          13.313241,
          14.470327,
          12.134882,
          10.446177,
          14.120859,
          12.493711,
          13.143939,
          13.57261,
          11.747764,
          11.570123,
          10.031207,
          11.153324,
          11.637795,
          11.614074,
          11.825622,
          12.254896,
          12.315198,
          13.192514,
          11.640484,
          11.951499,
          10.221893,
          12.0697,
          12.752543,
          10.985928,
          10.692297,
          12.010563,
          8.138475,
          10.783896,
          10.742548,
          11.240451,
          9.663381,
          9.901647,
          12.035954,
          12.987213,
          13.837391,
          19.513134,
          14.224815,
          11.493691,
          22.933992,
          16.005678,
          14.743732,
          12.556257,
          12.438951,
          11.817406,
          10.689167,
          11.835469,
          11.510939,
          12.816892,
          11.574696,
          12.153681,
          12.547289,
          13.565823,
          10.315306,
          12.318827,
          11.537702,
          11.137644,
          11.41475,
          10.57005,
          11.985888,
          12.429281,
          10.752592,
          12.274075,
          12.581355,
          12.91199,
          12.126658,
          10.060458,
          10.760416,
          12.436288,
          11.224316,
          11.203412,
          11.553786,
          11.457376,
          10.394116,
          11.14697,
          13.65634,
          11.663547,
          13.568867,
          13.053346,
          11.077183,
          13.179699,
          10.280299,
          11.380209,
          11.513124,
          11.311346,
          12.132525,
          11.107711,
          10.654793,
          10.626147,
          9.589235,
          11.46825,
          12.180532,
          11.382198,
          12.351097,
          10.338329,
          12.704097,
          10.069788,
          13.065751,
          13.308729,
          13.181256,
          11.915672,
          15.115185,
          12.561801,
          14.996266,
          11.829966,
          11.375361,
          11.878491,
          10.137924,
          11.062818,
          11.967324,
          11.113854,
          11.147086,
          11.681836,
          10.785893,
          11.171422,
          10.692319,
          10.461841,
          10.499998,
          11.313201,
          12.555628,
          12.060549,
          10.974663,
          11.688268,
          10.587596,
          10.283869,
          10.231934,
          9.313417,
          9.683265,
          9.844364,
          10.776206,
          9.991606,
          10.051278,
          12.10516,
          11.808862,
          13.37547,
          12.396698,
          13.634065,
          13.675372,
          12.46235,
          10.211595,
          10.115728,
          12.624376,
          12.233525,
          14.64934,
          12.629364,
          13.257568,
          11.662528,
          11.402924,
          11.281896,
          10.781756,
          10.036195,
          10.46835,
          11.709016,
          12.396175,
          11.659174,
          10.741977,
          11.405489,
          11.032505,
          11.63068,
          10.576111,
          10.66572,
          10.777094,
          10.844375,
          10.534431,
          11.18902,
          11.62858,
          9.788509,
          10.320782,
          12.847919,
          11.289595,
          14.124953,
          13.698528,
          13.733977,
          13.29962,
          13.581942,
          12.535375,
          13.124979,
          12.657097,
          10.003653,
          11.420723,
          9.689586,
          10.362657,
          10.023343,
          9.332034,
          9.514855,
          9.204817,
          11.043083,
          10.100493,
          10.679412,
          10.059366,
          9.878581,
          10.402282,
          10.568304,
          12.017293,
          11.147159,
          11.47368,
          11.827362,
          11.246565,
          10.34543,
          11.463278,
          10.682854,
          11.953094,
          11.77754,
          10.7701,
          10.251434,
          11.072479,
          11.426141,
          13.077052,
          13.09044,
          12.444108,
          14.56429,
          14.210995,
          13.228078,
          15.75507,
          13.258796,
          14.317135,
          12.929151,
          11.666287,
          13.085665,
          11.418504,
          11.318897,
          9.693452,
          9.628855,
          9.433533,
          9.745237,
          9.533369,
          10.24741,
          10.321073,
          9.793276,
          8.618518,
          9.635103,
          9.961188,
          9.587464,
          11.135368,
          11.309947,
          11.03806,
          10.881707,
          11.079222,
          10.270829,
          10.892135,
          11.780216,
          11.387086,
          11.739982,
          10.90205,
          9.804108,
          10.728035,
          13.206163,
          10.994218,
          10.757567,
          10.246011,
          10.766302,
          10.050338,
          10.547395,
          10.341315,
          10.373277,
          10.170639,
          10.043594,
          9.865622,
          10.632114,
          10.995553,
          10.032587,
          10.913145,
          10.575934,
          11.022414,
          12.54511,
          12.350566,
          9.776981,
          10.721341,
          13.439508,
          18.651024,
          20.286083,
          12.050989,
          13.21621,
          14.568848,
          12.735472,
          12.560761,
          12.589105,
          12.490204,
          12.76345,
          13.052087,
          13.817069,
          13.321108,
          12.619921,
          11.196465,
          11.672281,
          11.099626,
          11.579424,
          11.937152,
          12.357615,
          13.370136,
          11.77855,
          12.035097,
          12.931073,
          14.523082,
          13.127802,
          11.810399,
          13.326234,
          10.336048,
          10.413766,
          11.297134,
          12.228961,
          11.970615,
          12.018068,
          11.240763,
          11.999845,
          10.742627,
          10.908641,
          12.675053,
          12.433942,
          13.682505,
          11.508393,
          9.6357,
          11.577955,
          11.462086,
          11.87313,
          12.418278,
          11.054793,
          9.972805,
          10.176966,
          11.214922,
          11.289669,
          11.033158,
          12.136487,
          11.854433,
          11.445409,
          11.768251,
          13.464077,
          12.180828,
          13.578402
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135928,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10212.351899011992,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/sparse-uniform/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3797.962595941499,
        "first_ms": 613.484643981792,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10572.367179091088,
        "iterations": 19,
        "validation_scope": "first,last",
        "samples_ms": [
          605.7119489414617,
          578.6468730075285,
          494.5784619776532,
          512.8209009999409,
          561.5116859553382,
          605.584015022032,
          500.8055280195549,
          543.030121945776,
          575.330862076953,
          561.2732210429385,
          624.3595560081303,
          545.3246260294691,
          510.8558760257438,
          507.540155085735,
          587.1848589740694,
          581.6653299843892,
          546.6583110392094,
          537.7462110482156,
          591.6267449501902
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15334.793637041003,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/sparse-skew/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2884.7538270056248,
        "first_ms": 839.667865075171,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10019.380367011763,
        "iterations": 466,
        "validation_scope": "first,last",
        "samples_ms": [
          18.17685307469219,
          18.53986398782581,
          18.982386915013194,
          23.198027978651226,
          23.326026974245906,
          22.676842054352164,
          22.89028000086546,
          21.96511102374643,
          20.789740956388414,
          21.329879062250257,
          19.117389107123017,
          17.6333449780941,
          18.225362990051508,
          18.45077599864453,
          23.49017292726785,
          27.66248001717031,
          23.070735973306,
          24.695904925465584,
          21.180889918468893,
          20.342965028248727,
          19.891649950295687,
          20.522917970083654,
          19.210599013604224,
          19.13397596217692,
          22.38192001823336,
          37.798325065523386,
          23.482379037886858,
          21.06719696894288,
          22.08339690696448,
          22.16386201325804,
          21.965630003251135,
          19.369291956536472,
          21.133819012902677,
          20.018378971144557,
          21.611319039948285,
          22.25773804821074,
          22.31558703351766,
          18.89190194196999,
          19.23643599729985,
          20.71238891221583,
          22.76401303242892,
          19.79508006479591,
          18.742209998890758,
          17.875836929306388,
          19.168155966326594,
          20.98495594691485,
          21.25609398353845,
          22.549421060830355,
          23.779485025443137,
          21.24153496697545,
          21.241297014057636,
          19.310744013637304,
          19.853857927955687,
          17.835579928942025,
          19.867683993652463,
          19.50557401869446,
          18.021655967459083,
          19.685924984514713,
          28.14120100811124,
          25.855342973954976,
          23.961885017342865,
          19.473641994409263,
          19.758866052143276,
          20.06383507978171,
          20.446478971280158,
          19.028014969080687,
          17.133828019723296,
          18.998475978150964,
          23.042213986627758,
          25.428872904740274,
          22.669266094453633,
          25.98011400550604,
          19.989010994322598,
          19.581625005230308,
          19.003247027285397,
          19.025605986826122,
          20.08206897880882,
          18.480942002497613,
          20.66759706940502,
          24.034930975176394,
          23.56526197399944,
          22.553624003194273,
          24.068307015113533,
          19.589154049754143,
          21.344469976611435,
          20.157936960458755,
          19.341140054166317,
          19.278059946373105,
          22.20500400289893,
          29.049791977740824,
          32.260832958854735,
          19.878406077623367,
          21.441692020744085,
          22.164516034536064,
          23.681470076553524,
          19.93202301673591,
          19.73219495266676,
          19.693518057465553,
          20.434356993064284,
          23.651433060877025,
          20.286808954551816,
          19.59802396595478,
          19.364953972399235,
          18.987483927048743,
          21.919516031630337,
          22.124047041870654,
          19.196921959519386,
          18.649001023732126,
          19.58794705569744,
          18.415287020616233,
          20.844451966695487,
          21.1933950195089,
          23.947871988639235,
          22.491817944683135,
          30.829741968773305,
          23.777328082360327,
          19.6789720794186,
          18.301795003935695,
          17.67093106172979,
          18.095748033374548,
          18.760493956506252,
          17.59914995636791,
          24.35702201910317,
          24.49384005740285,
          22.05455396324396,
          22.48624200001359,
          19.73863400053233,
          20.33913100603968,
          18.282857025042176,
          18.024660064838827,
          19.09093395806849,
          18.00290506798774,
          19.382874947041273,
          27.791275992058218,
          24.13014101330191,
          22.9983200551942,
          22.457699989899993,
          18.690634984523058,
          21.993317059241235,
          20.279124029912055,
          19.87065002322197,
          17.43772905319929,
          18.70866701938212,
          22.50454807654023,
          23.81111599970609,
          22.46116998139769,
          23.86959793511778,
          21.141545032151043,
          20.91507299337536,
          19.29988502524793,
          19.221946015022695,
          18.66079308092594,
          19.5988689083606,
          22.712789941579103,
          37.133289966732264,
          22.263275110162795,
          20.20045998506248,
          20.960130961611867,
          22.603988996706903,
          22.043514996767044,
          20.00971103552729,
          18.958813976496458,
          20.26667003519833,
          21.691666916012764,
          23.846876923926175,
          22.24664099048823,
          19.479667069390416,
          19.503110088407993,
          19.9773219646886,
          22.239184007048607,
          20.820179022848606,
          18.665404058992863,
          19.025955931283534,
          17.993440967984498,
          20.374796935357153,
          21.442095981910825,
          23.063511005602777,
          21.154714981094003,
          23.447583080269396,
          20.75596700888127,
          21.041227970272303,
          19.2330339923501,
          20.02958790399134,
          17.02408108394593,
          18.839058931916952,
          18.587413942441344,
          20.87348303757608,
          24.444743059575558,
          23.95290893036872,
          24.08112899865955,
          20.63301100861281,
          20.561213023029268,
          20.08573105558753,
          18.488872912712395,
          17.227525007911026,
          19.421509001404047,
          20.13202605303377,
          21.953635034151375,
          24.37643799930811,
          23.661882034502923,
          22.921380936168134,
          21.14112803246826,
          20.811932045035064,
          18.988133990205824,
          18.480761907994747,
          18.468167050741613,
          19.17719398625195,
          22.323000011965632,
          25.332975084893405,
          23.98248401004821,
          25.220745941624045,
          19.84102197457105,
          20.103649934753776,
          18.902317038737237,
          19.61795601528138,
          19.000309985131025,
          20.79280896577984,
          22.926021018065512,
          36.42861102707684,
          22.921236930415034,
          19.703138968907297,
          21.085849031805992,
          21.890828968025744,
          22.20943896099925,
          20.07254201453179,
          19.579523941501975,
          19.33303603436798,
          21.456949994899333,
          24.25077697262168,
          19.809685996733606,
          17.938429955393076,
          18.80180893931538,
          20.552885020151734,
          22.090974962338805,
          21.043598069809377,
          19.85280797816813,
          18.529350985772908,
          19.033471937291324,
          19.696490024216473,
          22.245657979510725,
          21.661514998413622,
          22.31722790747881,
          20.740078995004296,
          23.575197090394795,
          21.138921030797064,
          19.6658339118585,
          17.454495071433485,
          18.97384994663298,
          18.81769800093025,
          17.05705700442195,
          19.2539639538154,
          23.237741901539266,
          24.68923688866198,
          22.44918094947934,
          23.694740026257932,
          19.577063038013875,
          19.78014607448131,
          19.157462054863572,
          19.18615004979074,
          19.019454950466752,
          18.34770105779171,
          18.716381979174912,
          25.58231691364199,
          24.49304796755314,
          22.405597032047808,
          22.858422016724944,
          20.093178958632052,
          19.661516998894513,
          18.922041985206306,
          18.54332908987999,
          18.263995996676385,
          18.60029308591038,
          22.674449952319264,
          24.0223080618307,
          23.709926987066865,
          23.902855929918587,
          20.92264499515295,
          22.646843921393156,
          20.40701499208808,
          18.725809990428388,
          19.035660079680383,
          21.355462027713656,
          26.36907307896763,
          40.603538043797016,
          28.05101196281612,
          20.056815003044903,
          21.843004040420055,
          20.551006076857448,
          21.402561105787754,
          20.69518296048045,
          19.10652802325785,
          19.729465944692492,
          21.622032043524086,
          22.531273076310754,
          18.700107000768185,
          18.438235973007977,
          19.36990802641958,
          19.73574608564377,
          21.40976209193468,
          21.91744197625667,
          22.66613009851426,
          21.542176022194326,
          19.738776958547533,
          21.220293012447655,
          22.51515502575785,
          24.01723898947239,
          24.900221033021808,
          23.892366094514728,
          19.453018088825047,
          18.935999018140137,
          18.737912992946804,
          18.386672949418426,
          18.61218991689384,
          18.697140039876103,
          17.514958046376705,
          18.559644930064678,
          24.151333956979215,
          23.562385933473706,
          21.70696493703872,
          22.861295961774886,
          19.917275058105588,
          20.79443505499512,
          19.03122488874942,
          18.84285593405366,
          20.37308202125132,
          20.42116702068597,
          20.5160389887169,
          24.590631015598774,
          24.17286392301321,
          24.278008029796183,
          21.990288980305195,
          21.10800996888429,
          19.876492908224463,
          18.45766301266849,
          19.653827999718487,
          18.45942798536271,
          17.821575049310923,
          28.581951977685094,
          26.699961978010833,
          23.29783304594457,
          21.920298924669623,
          20.587690989486873,
          19.482810981571674,
          19.171507912687957,
          19.26796301268041,
          19.236822030507028,
          22.020574077032506,
          29.773930087685585,
          33.718191902153194,
          20.566122024320066,
          20.39206598419696,
          21.32420998532325,
          24.05800495762378,
          19.113602000288665,
          19.24689090810716,
          19.998094998300076,
          21.856535924598575,
          22.818046039901674,
          18.259954056702554,
          19.402098027057946,
          19.73169995471835,
          19.203805015422404,
          21.122890058904886,
          22.289411979727447,
          20.939226960763335,
          18.666894058696926,
          19.570984062738717,
          20.731383003294468,
          22.038800991140306,
          20.948651945218444,
          23.239384056068957,
          21.69562503695488,
          21.372442948631942,
          18.60843796748668,
          18.773258896544576,
          18.90309201553464,
          17.978074960410595,
          19.022959982976317,
          18.91184295527637,
          17.53911399282515,
          21.499957074411213,
          25.08087595924735,
          22.85373699851334,
          23.122834973037243,
          22.029440966434777,
          20.90632391627878,
          19.927338929846883,
          20.363118033856153,
          16.9691740302369,
          19.820096902549267,
          20.585337071679533,
          23.133976967073977,
          24.005459039472044,
          23.415457922965288,
          26.999808032996953,
          21.224068012088537,
          20.134874968789518,
          20.0084219686687,
          18.62297800835222,
          18.328795908018947,
          18.432749900966883,
          18.512440961785614,
          33.4544840734452,
          31.316361972130835,
          29.688879963941872,
          29.471251997165382,
          29.61885998956859,
          30.146781005896628,
          29.84167297836393,
          34.15523993317038,
          31.33609308861196,
          43.20918093435466,
          25.927684037014842,
          22.297756979241967,
          23.74580001924187,
          24.790848954580724,
          19.18027305509895,
          20.404242910444736,
          22.40290294867009,
          22.82929897774011,
          19.964755047112703,
          19.600817002356052,
          20.10959293693304,
          24.908569059334695,
          20.456922939047217,
          19.367826054804027,
          20.203661057166755,
          20.072499057278037,
          22.469170042313635,
          22.242192993871868,
          23.595185950398445,
          23.54555600322783,
          21.07815898489207,
          19.651998998597264,
          20.037763053551316,
          18.375248997472227,
          17.80439796857536,
          18.827398074790835,
          19.899112987332046,
          25.056688929907978,
          24.59462604019791,
          22.139440989121795,
          23.30060303211212,
          20.371841033920646,
          20.876490976661444,
          19.318086910061538,
          19.211997976526618,
          18.23082601185888,
          18.6015369836241,
          23.03172298707068,
          26.245779008604586,
          21.194519940763712,
          23.85535801295191,
          20.804634084925056,
          20.671000005677342,
          19.368411041796207,
          19.3618000485003,
          19.692954025231302,
          20.76460001990199,
          25.96633299253881,
          23.939033038914204,
          27.507890947163105,
          24.954515974968672,
          22.189976065419614,
          25.857240078039467,
          26.77894791122526
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 14216.040988918394,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/sparse-skew/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3450.169563991949,
        "first_ms": 1466.5925700683147,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10419.49615208432,
        "iterations": 8,
        "validation_scope": "first,last",
        "samples_ms": [
          1274.5661749504507,
          1369.5872689131647,
          1334.9564109230414,
          1307.0707039441913,
          1291.90421407111,
          1293.5788129689172,
          1276.0157829616219,
          1271.755304071121
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15668.289017979987,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/sparse-skew/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 134.521909,
        "first_ms": 20.691134,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.016588,
        "iterations": 462,
        "validations": "first,last",
        "samples_ms": [
          22.091196,
          22.778803,
          21.043338,
          20.497229,
          19.928828,
          22.055449,
          23.653939,
          20.366217,
          18.466371,
          19.723996,
          21.460651,
          24.234373,
          22.864241,
          21.687155,
          21.508226,
          19.504658,
          19.543716,
          18.594754,
          18.909325,
          17.805751,
          21.072955,
          26.853959,
          25.836081,
          24.356859,
          20.684378,
          20.089142,
          20.922509,
          18.766815,
          18.305876,
          18.222421,
          19.964213,
          26.252253,
          23.657388,
          23.457274,
          21.860052,
          20.436796,
          20.322907,
          19.382769,
          18.898974,
          19.821236,
          23.877109,
          25.42708,
          28.800407,
          23.501244,
          21.287876,
          20.525685,
          20.145826,
          19.261418,
          22.7773,
          38.234204,
          25.950066,
          21.204951,
          24.482946,
          22.851316,
          19.785823,
          19.635177,
          22.343862,
          24.358367,
          14.840011,
          15.294025,
          17.252997,
          20.681549,
          24.590107,
          19.231354,
          19.272481,
          19.845591,
          20.775359,
          22.524234,
          23.798123,
          22.470372,
          21.932544,
          19.713839,
          20.140646,
          18.826306,
          17.552079,
          18.954689,
          19.583641,
          22.420937,
          25.062638,
          24.368992,
          22.970351,
          19.393055,
          20.102514,
          19.448424,
          20.07391,
          18.728946,
          17.828612,
          26.66496,
          23.523439,
          31.057908,
          20.877086,
          24.361637,
          23.40996,
          24.28761,
          19.849392,
          20.300328,
          25.423255,
          23.863736,
          23.373408,
          22.391714,
          21.009213,
          19.182756,
          19.720958,
          19.089897,
          21.741389,
          40.359371,
          22.282738,
          21.244736,
          22.891363,
          24.005232,
          19.272792,
          19.375478,
          21.185593,
          22.705993,
          21.153142,
          18.560908,
          19.364096,
          20.424224,
          23.447113,
          19.840891,
          19.322234,
          18.682178,
          20.699632,
          21.457031,
          22.768689,
          22.921952,
          22.989194,
          20.724782,
          19.557794,
          19.249437,
          17.608069,
          19.019588,
          18.296186,
          17.380002,
          24.932248,
          28.311821,
          23.778968,
          22.038277,
          20.347768,
          20.610194,
          18.019954,
          18.440664,
          19.204681,
          20.434726,
          26.957558,
          24.211609,
          25.137539,
          20.036825,
          19.932327,
          19.288182,
          19.060676,
          18.438662,
          19.332303,
          22.994977,
          26.949432,
          22.176516,
          24.091223,
          20.165252,
          20.817798,
          20.071849,
          18.540545,
          22.992925,
          33.574959,
          29.465376,
          20.953326,
          23.05034,
          21.948036,
          21.359791,
          19.194149,
          20.618459,
          22.015322,
          22.487346,
          20.108922,
          19.274052,
          21.549631,
          21.790791,
          21.957143,
          18.167345,
          19.619306,
          19.92033,
          22.127062,
          20.396393,
          24.69333,
          22.52035,
          22.35308,
          20.499019,
          22.529234,
          23.423353,
          18.855649,
          18.307567,
          19.842832,
          20.839979,
          23.801103,
          25.170692,
          22.319129,
          22.490959,
          21.594245,
          19.687374,
          18.78906,
          18.868454,
          19.842722,
          23.730342,
          24.459036,
          23.804531,
          22.882964,
          21.379033,
          20.54642,
          19.352436,
          18.818758,
          18.376892,
          18.584011,
          27.069349,
          25.308792,
          23.908757,
          22.763951,
          21.09952,
          18.51528,
          19.48575,
          19.35917,
          25.341527,
          38.25881,
          24.266275,
          20.883278,
          23.417938,
          23.274884,
          19.553926,
          21.038837,
          24.339556,
          24.393702,
          20.419722,
          19.613139,
          21.601829,
          22.741585,
          21.330674,
          19.366492,
          20.867969,
          20.631509,
          22.227675,
          23.880783,
          22.763666,
          22.078187,
          20.108862,
          19.990698,
          18.19292,
          17.853847,
          18.764059,
          18.937476,
          24.09365,
          23.843007,
          21.660496,
          22.982239,
          20.491897,
          20.2728,
          19.300655,
          19.000689,
          18.474666,
          19.678329,
          25.081333,
          23.455311,
          23.459598,
          23.029621,
          20.489364,
          20.597147,
          19.361138,
          19.002737,
          19.531033,
          21.487827,
          25.791243,
          24.110704,
          24.525232,
          21.099222,
          20.325003,
          19.30122,
          20.608648,
          19.703765,
          30.919836,
          36.589721,
          23.397008,
          23.024092,
          23.212142,
          21.83478,
          19.196322,
          21.370009,
          23.164024,
          21.643896,
          19.966551,
          19.596529,
          20.747361,
          23.02503,
          20.736055,
          14.30536,
          20.327336,
          21.244028,
          20.818675,
          22.816021,
          22.617685,
          21.206254,
          21.133182,
          19.31751,
          19.573435,
          19.510387,
          18.458409,
          18.232324,
          18.828951,
          26.415826,
          23.562788,
          23.624219,
          20.838932,
          21.007894,
          21.554438,
          19.96643,
          19.011389,
          20.384544,
          23.104428,
          25.335068,
          23.90939,
          22.508408,
          21.016098,
          20.485506,
          20.075439,
          20.681672,
          18.611617,
          21.888311,
          26.397969,
          25.757953,
          28.643797,
          20.070599,
          20.538231,
          18.428702,
          16.935105,
          20.184454,
          42.825776,
          21.391923,
          17.658707,
          20.234817,
          23.229716,
          15.764619,
          14.609353,
          17.087322,
          19.683696,
          24.529904,
          19.163906,
          18.847347,
          20.316949,
          21.581978,
          22.207434,
          19.168208,
          19.77052,
          20.205936,
          21.302049,
          19.009918,
          22.453059,
          22.30394,
          21.128156,
          23.632489,
          21.011746,
          19.747241,
          19.132715,
          19.049721,
          18.564319,
          18.36449,
          22.471508,
          24.839951,
          24.716874,
          25.31652,
          20.090062,
          21.303013,
          19.139172,
          19.13057,
          18.554799,
          18.945678,
          25.041561,
          27.646157,
          23.597241,
          23.023283,
          21.066644,
          21.04182,
          19.551663,
          18.985115,
          18.700817,
          18.969758,
          26.540382,
          26.958929,
          24.039509,
          21.576838,
          20.965483,
          20.233993,
          19.61885,
          21.856987,
          31.463766,
          34.577018,
          22.904139,
          27.05359,
          23.669303,
          20.752627,
          19.814873,
          22.491612,
          22.793464,
          20.678883,
          19.416155,
          20.217153,
          22.508884,
          22.88956,
          19.514057,
          19.234265,
          18.784332,
          21.939877,
          22.082851,
          23.000656,
          22.390427,
          22.619185,
          20.892282,
          19.848616,
          20.114495,
          18.256415,
          18.576176,
          18.767344,
          23.466943,
          30.259797,
          27.554089,
          24.568666,
          20.22868,
          19.6568,
          19.005294,
          19.409235,
          18.929922,
          14.801881,
          29.214934,
          28.145403,
          28.019267,
          19.490216,
          18.073075,
          15.604702,
          16.307664,
          15.481328,
          15.993132,
          32.38119,
          25.300118,
          25.703034,
          19.130302,
          19.238111,
          16.112488,
          16.878952,
          21.820742,
          38.288517,
          24.888018,
          21.766058,
          23.732636,
          23.93533,
          19.725745,
          20.332592,
          21.456972,
          24.265268,
          20.503461,
          19.672655,
          20.538625,
          21.726853,
          23.770478,
          19.756551,
          19.542018,
          19.620272,
          22.413305
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105728,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10187.216916005127,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/dense/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 686.7217411054298,
        "first_ms": 16.66335598565638,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10007.018827018328,
        "iterations": 749,
        "validation_scope": "first,last",
        "samples_ms": [
          14.796536997891963,
          13.552836026065052,
          14.26454505417496,
          13.84217501617968,
          14.729814953170717,
          14.587181969545782,
          13.969136984087527,
          15.500606037676334,
          16.07543195132166,
          17.351350048556924,
          16.12634491175413,
          16.365504008717835,
          14.866222976706922,
          14.143225038424134,
          14.140882063657045,
          13.959789066575468,
          12.946559931151569,
          14.380160020664334,
          14.680454041808844,
          16.467300010845065,
          18.756231991574168,
          19.25567793659866,
          16.74568303860724,
          14.719423023052514,
          13.996970024891198,
          14.335232903249562,
          13.21829401422292,
          17.053488991223276,
          14.26287298090756,
          15.745052951388061,
          13.837986974976957,
          13.09473009314388,
          13.340928009711206,
          13.737822067923844,
          13.634350034408271,
          13.395794085226953,
          16.328140976838768,
          13.979197014123201,
          14.62818100117147,
          15.991189051419497,
          13.234730111435056,
          14.552531996741891,
          14.434466022066772,
          15.034745098091662,
          14.800417935475707,
          15.219299006275833,
          13.187567004933953,
          13.722189934924245,
          14.841730007901788,
          14.897417975589633,
          15.048065921291709,
          13.915711897425354,
          16.183055005967617,
          17.38720608409494,
          18.36407498922199,
          15.960220945999026,
          15.40851395111531,
          18.417176906950772,
          18.61730101518333,
          21.139352931641042,
          18.457861966453493,
          15.817384934052825,
          13.934534974396229,
          14.307990088127553,
          16.455425997264683,
          16.32366597186774,
          17.805153038352728,
          15.62127098441124,
          16.026449971832335,
          15.957645955495536,
          17.982040997594595,
          15.647631022147834,
          15.054424991831183,
          14.876946923322976,
          15.149942017160356,
          15.585043001919985,
          15.045912005007267,
          16.23904297593981,
          15.135864960029721,
          12.127754045650363,
          13.177960994653404,
          13.659351971000433,
          14.387301984243095,
          13.807764975354075,
          13.05677997879684,
          12.661079061217606,
          14.433494070544839,
          15.5006879940629,
          16.060553025454283,
          14.046128955669701,
          14.850714011117816,
          13.516827952116728,
          14.317000983282924,
          14.00307600852102,
          13.669262058101594,
          14.076638966798782,
          13.447143021039665,
          13.649270054884255,
          12.858915026299655,
          13.689274084754288,
          13.707040925510228,
          16.02214900776744,
          15.238207997754216,
          15.2400879887864,
          16.25482994131744,
          16.80498500354588,
          14.872935018502176,
          15.877592959441245,
          14.045480056665838,
          13.92686297185719,
          17.501748981885612,
          14.63174307718873,
          14.577205991372466,
          13.558581005781889,
          12.698306003585458,
          14.745256979949772,
          13.914416078478098,
          15.193417086265981,
          13.08428100310266,
          13.435648055747151,
          13.627497013658285,
          14.403281966224313,
          13.852492906153202,
          13.878701953217387,
          12.937472085468471,
          13.523090980015695,
          13.295692973770201,
          14.119382947683334,
          14.510573935694993,
          13.811308075673878,
          13.328654924407601,
          15.41085506323725,
          13.542921049520373,
          13.15429003443569,
          16.88819599803537,
          14.380221022292972,
          14.953723992221057,
          16.45683404058218,
          14.039759058505297,
          14.572690008208156,
          16.60864392761141,
          15.219626016914845,
          14.64432803913951,
          16.303954063914716,
          18.228078028187156,
          14.35661199502647,
          14.864317025057971,
          15.119062038138509,
          13.349701999686658,
          13.31407600082457,
          14.030957012437284,
          13.565573026426136,
          15.151572995819151,
          13.321791077032685,
          14.41292802337557,
          13.608233071863651,
          13.647885993123055,
          14.25923896022141,
          16.367854084819555,
          15.327368979342282,
          13.243022025562823,
          13.273486983962357,
          16.061397036537528,
          13.718925998546183,
          14.728324953466654,
          13.598754070699215,
          10.691595962271094,
          11.248780996538699,
          10.935786995105445,
          16.308096004649997,
          15.864189947023988,
          16.209698980674148,
          18.267187057062984,
          12.641716049984097,
          13.011196977458894,
          14.763431041501462,
          12.767174979671836,
          12.110511073842645,
          12.621753034181893,
          12.625542003661394,
          12.50001706648618,
          12.883421964943409,
          12.946777045726776,
          12.76355201844126,
          12.382109998725355,
          13.973638066090643,
          14.511232962831855,
          13.324316940270364,
          10.960866929963231,
          12.279366957955062,
          11.573278927244246,
          11.494542006403208,
          12.07023300230503,
          13.852483010850847,
          12.474907911382616,
          13.771593919955194,
          12.45999603997916,
          14.357303036376834,
          13.487327028997242,
          12.89372704923153,
          16.501151956617832,
          14.355274033732712,
          14.541595941409469,
          12.661600951105356,
          13.511833036318421,
          12.578962021507323,
          13.85853299871087,
          13.76286696176976,
          12.657854007557034,
          13.764624018222094,
          13.269435963593423,
          14.003013959154487,
          12.696680962108076,
          15.312612056732178,
          15.136471949517727,
          12.44260894600302,
          17.598299076780677,
          15.961705008521676,
          13.478684006258845,
          13.930861023254693,
          12.612051097676158,
          12.618707027286291,
          13.160905917175114,
          11.487670009955764,
          14.612542930990458,
          13.672934961505234,
          16.5438320254907,
          13.299616053700447,
          13.47837201319635,
          16.483882907778025,
          14.07340308651328,
          13.69798299856484,
          12.890049954876304,
          13.686543912626803,
          13.229064992628992,
          14.296686043962836,
          11.215119040571153,
          12.59460300207138,
          10.549043072387576,
          10.703266016207635,
          11.277894023805857,
          10.912768077105284,
          12.029866920784116,
          12.584238895215094,
          11.97727001272142,
          11.944688973017037,
          11.12183800432831,
          13.703098986297846,
          11.672355001792312,
          11.095430003479123,
          11.679098941385746,
          13.04799399804324,
          11.899529956281185,
          10.929372976534069,
          14.417315018363297,
          11.74636697396636,
          12.50848500058055,
          12.240539072081447,
          12.445340980775654,
          12.244742014445364,
          11.35144499130547,
          11.727484059520066,
          12.022801907733083,
          13.413337990641594,
          11.50960405357182,
          16.015280969440937,
          13.726331992074847,
          11.800513020716608,
          13.92370299436152,
          12.240821029990911,
          13.247933005914092,
          13.167544035241008,
          13.670925982296467,
          12.184268911369145,
          13.646755018271506,
          10.947601986117661,
          12.51872698776424,
          11.692258063703775,
          13.0382739007473,
          11.94016297813505,
          11.933251051232219,
          11.662973905913532,
          11.530722957104445,
          11.377529008314013,
          13.122416916303337,
          11.695146095007658,
          11.232343036681414,
          12.588265002705157,
          11.787866009399295,
          11.592521099373698,
          14.826086000539362,
          11.297094053588808,
          13.323626015335321,
          11.59191399347037,
          13.736731954850256,
          13.290458009578288,
          11.528130969963968,
          12.776553048752248,
          14.377617975696921,
          14.743249979801476,
          14.575908076949418,
          13.814215082675219,
          11.933712987229228,
          12.942583998665214,
          11.991037987172604,
          13.379452982917428,
          13.23999697342515,
          12.60862103663385,
          12.479463941417634,
          13.888628920540214,
          11.548581998795271,
          13.687397935427725,
          13.086029095575213,
          13.159941998310387,
          11.548424023203552,
          12.748125940561295,
          12.284396099857986,
          12.98088498879224,
          12.259404989890754,
          11.652308981865644,
          12.381326989270747,
          11.486811912618577,
          11.687532998621464,
          11.096143978647888,
          13.68487102445215,
          11.29399600904435,
          11.799496947787702,
          12.378605082631111,
          11.513000004924834,
          11.749925906769931,
          11.299439938738942,
          11.67509495280683,
          13.156977947801352,
          11.961836949922144,
          14.339572051540017,
          11.412550928071141,
          12.497322983108461,
          16.624410985969007,
          12.354720965959132,
          15.012343996204436,
          11.808808078058064,
          12.583232019096613,
          12.025291915051639,
          13.079570955596864,
          13.796870014630258,
          13.466945965774357,
          11.691835010424256,
          12.41662201937288,
          11.604515020735562,
          12.472426984459162,
          12.130309012718499,
          13.520268956199288,
          12.160641024820507,
          11.472883052192628,
          11.723731993697584,
          12.305543990805745,
          13.090303051285446,
          12.501869001425803,
          12.351083918474615,
          11.981301009654999,
          10.948813986033201,
          12.17639702372253,
          10.783493984490633,
          15.60959208291024,
          15.096422983333468,
          11.9277429766953,
          10.635170037858188,
          11.352212051860988,
          11.852581985294819,
          16.151638003066182,
          16.05744392145425,
          19.574929028749466,
          16.230976907536387,
          14.019196038134396,
          14.829334919340909,
          12.396813952364028,
          15.598902944475412,
          12.679507955908775,
          12.97127001453191,
          15.896301018074155,
          14.228773070499301,
          13.785509043373168,
          13.156528933905065,
          14.319474925287068,
          12.999430065974593,
          12.40785198751837,
          13.049363042227924,
          13.321865000762045,
          11.836581979878247,
          13.019046047702432,
          14.078436070121825,
          12.161104939877987,
          12.99108995590359,
          12.892069993540645,
          12.576951994560659,
          14.50771908275783,
          13.652036082930863,
          14.66677407734096,
          11.787079041823745,
          11.820776970125735,
          12.66540796495974,
          13.557496014982462,
          12.397789978422225,
          11.792346951551735,
          13.333372888155282,
          12.354727950878441,
          12.029120000079274,
          14.292505919001997,
          11.780726024881005,
          13.622196041978896,
          14.205104089342058,
          15.749720972962677,
          11.90855703316629,
          12.970358948223293,
          11.58782106358558,
          13.342175050638616,
          11.369287967681885,
          11.818596976809204,
          12.84415100235492,
          13.214080012403429,
          11.724865064024925,
          12.875934946350753,
          13.055433984845877,
          12.751520029269159,
          13.302454026415944,
          13.571223942562938,
          11.161235044710338,
          12.862789910286665,
          11.757729924283922,
          14.980386942625046,
          13.323737075552344,
          13.673853012733161,
          14.091589022427797,
          13.965925085358322,
          13.441179995425045,
          13.675212045200169,
          15.373670030385256,
          11.900221928954124,
          12.386645888909698,
          12.659998028539121,
          12.275396031327546,
          11.76591299008578,
          11.708647012710571,
          12.79220194555819,
          12.148826965130866,
          11.724122101441026,
          13.388382038101554,
          13.553188065998256,
          13.482712092809379,
          14.230269007384777,
          12.413638061843812,
          14.135636040009558,
          13.506439048796892,
          14.313507010228932,
          14.307084027677774,
          14.437880017794669,
          11.858566082082689,
          13.285252964124084,
          13.43783107586205,
          14.363272930495441,
          12.797283940017223,
          17.034406890161335,
          14.831142034381628,
          14.011043007485569,
          13.350342982448637,
          17.841275897808373,
          13.002324034459889,
          14.003894058987498,
          12.663398985750973,
          12.587391072884202,
          12.393631041049957,
          13.425461016595364,
          12.879683054052293,
          12.05153705086559,
          13.747935998253524,
          13.630792032927275,
          12.13790604379028,
          12.738725985400379,
          11.374608962796628,
          11.35381800122559,
          11.364561971276999,
          13.973672990687191,
          12.5780199887231,
          13.334612944163382,
          11.627392028458416,
          11.524307075887918,
          12.417512014508247,
          11.707897996529937,
          11.60830503795296,
          13.288496993482113,
          16.366358031518757,
          13.051530928350985,
          13.735758024267852,
          13.267213944345713,
          15.085344901308417,
          13.461968046613038,
          14.66414297465235,
          12.027353048324585,
          14.314768952317536,
          14.411244890652597,
          12.02667795587331,
          13.426915043964982,
          12.227052939124405,
          12.274835957214236,
          13.54396401438862,
          12.64057494699955,
          12.395548052154481,
          12.18386401887983,
          12.988877017050982,
          11.598729062825441,
          11.293748975731432,
          12.800356955267489,
          12.178946984931827,
          11.613912996836007,
          12.36405095551163,
          12.756731011904776,
          11.706046992912889,
          12.132558971643448,
          10.64674905501306,
          13.606876018457115,
          11.983804986812174,
          11.951650958508253,
          13.46058095805347,
          15.675375936552882,
          14.614047948271036,
          17.358976998366416,
          14.472950017079711,
          13.925126986578107,
          13.776574982330203,
          11.82033191435039,
          13.167954981327057,
          15.640776022337377,
          12.27461895905435,
          13.494940008968115,
          11.199637083336711,
          13.153997017070651,
          11.23792992439121,
          13.131393934600055,
          13.146204059012234,
          13.720380957238376,
          13.083901023492217,
          11.77403295878321,
          11.575400014407933,
          12.803012039512396,
          12.35350698698312,
          12.299934052862227,
          11.526976013556123,
          11.708823032677174,
          11.964447912760079,
          12.46940903365612,
          12.230235035531223,
          12.154686963185668,
          11.902546044439077,
          13.486631913110614,
          13.662131037563086,
          13.126977952197194,
          12.160200974904,
          10.483255027793348,
          10.49771998077631,
          10.794181958772242,
          10.821926989592612,
          13.684967067092657,
          14.227045932784677,
          16.020151902921498,
          17.776418942958117,
          15.968324965797365,
          17.075349926017225,
          16.410441021434963,
          13.40455305762589,
          13.963582925498486,
          13.173195999115705,
          14.830117928795516,
          11.174606974236667,
          12.828361010178924,
          12.322505936026573,
          14.31557396426797,
          14.452117960900068,
          13.37220601271838,
          13.926443993113935,
          12.073097052052617,
          12.03455706126988,
          12.971785967238247,
          12.344788061454892,
          11.957186041399837,
          13.164322008378804,
          11.887419037520885,
          11.248804978094995,
          12.064643087796867,
          13.361435965634882,
          12.920707929879427,
          13.62326997332275,
          12.6224709674716,
          14.988888055086136,
          11.819898965768516,
          11.76539994776249,
          14.121824991889298,
          12.737085111439228,
          12.026097974739969,
          11.681215022690594,
          11.05908292811364,
          11.63788407575339,
          14.192736009135842,
          16.85487199574709,
          15.194191946648061,
          14.58493690006435,
          12.94868707191199,
          15.958766103722155,
          15.11237199883908,
          11.868419009260833,
          12.807335006073117,
          12.872464023530483,
          11.580036953091621,
          11.985972989350557,
          12.214880902320147,
          11.773676960729063,
          11.469483026303351,
          12.836673995479941,
          10.934008983895183,
          12.30429601855576,
          12.032967060804367,
          13.853194890543818,
          12.744919979013503,
          12.213535024784505,
          11.865321081131697,
          11.27607503440231,
          13.00229993648827,
          15.62635600566864,
          13.363923993892968,
          12.343946960754693,
          13.089509913697839,
          13.459597015753388,
          14.42962302826345,
          15.469062956981361,
          14.358613989315927,
          13.092807028442621,
          12.87651399616152,
          11.918208911083639,
          12.34529900830239,
          13.68213095702231,
          12.925171991810203,
          12.42586993612349,
          11.692106956616044,
          11.789442040026188,
          10.928656905889511,
          11.490958975628018,
          11.060367920435965,
          11.335538001731038,
          12.034966028295457,
          11.107199941761792,
          11.308906017802656,
          11.576496995985508,
          12.524540070444345,
          11.430885992012918,
          12.01554189901799,
          11.024829000234604,
          13.590262038633227,
          13.328540953807533,
          14.256761991418898,
          14.814455062150955,
          13.536146027036011,
          13.149093021638691,
          13.6179180117324,
          15.663855010643601,
          11.381026939488947,
          12.840513023547828,
          13.21506593376398,
          13.550592004321516,
          12.11499294731766,
          12.696812977083027,
          12.723548919893801,
          11.862009996548295,
          13.76047800295055,
          12.633590027689934,
          11.749350000172853,
          11.971359024755657,
          12.129228096455336,
          11.770859942771494,
          11.333537986502051,
          12.455346994102001,
          12.634527985937893,
          13.501939945854247,
          11.681032017804682,
          11.345857987180352,
          11.14865008275956,
          12.783443089574575,
          13.620354002341628,
          11.400084011256695,
          11.619683937169611,
          11.590683017857373,
          11.796619975939393,
          11.040735989809036,
          11.577049968764186,
          10.868511046282947,
          15.98083705175668,
          13.658290030434728,
          11.98134501464665,
          13.265794957987964,
          12.856868910603225,
          13.746461947448552,
          13.451175997033715,
          13.48971901461482,
          12.849048944190145,
          12.541690026409924,
          11.886694002896547,
          14.24922898877412,
          14.655196107923985,
          15.222111949697137,
          11.599681922234595,
          12.2511190129444,
          13.156121945939958,
          11.660006013698876,
          13.438260997645557,
          12.211648980155587,
          12.32399302534759,
          12.242254102602601,
          13.9735919656232,
          12.225966900587082,
          11.739637004211545,
          12.04801897983998,
          13.219833024777472,
          11.894025024957955,
          11.383188073523343,
          12.001823051832616,
          11.338846990838647,
          13.154910993762314,
          11.726160068064928,
          15.425566933117807,
          15.408876934088767,
          14.487299951724708,
          13.684142963029444,
          11.52670499868691,
          13.910623965784907,
          14.356466010212898,
          13.43403896316886,
          14.979379950091243,
          13.635298935696483,
          12.829147977754474,
          12.554044951684773,
          12.390943942591548,
          13.674121932126582,
          10.973488097079098,
          13.792743091471493,
          11.293517891317606,
          12.642631074413657,
          14.296608045697212,
          11.822992004454136,
          12.612147023901343,
          11.041610967367887,
          12.09134398959577
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "NumPy dot; BLAS threads=1",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 10824.635323951952,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:std-scoped/dense/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 128.928186,
        "first_ms": 14.208237,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10007.802108,
        "iterations": 537,
        "validations": "first,last",
        "samples_ms": [
          13.689281,
          12.099555,
          13.445263,
          13.027409,
          13.078763,
          13.884662,
          15.89375,
          14.406663,
          11.490602,
          12.287239,
          16.868859,
          20.371493,
          17.369418,
          17.575203,
          21.66194,
          17.42596,
          16.305168,
          17.587059,
          14.834638,
          16.170923,
          16.876519,
          20.166835,
          21.838522,
          20.852646,
          19.851736,
          19.416115,
          15.566906,
          15.825104,
          15.593301,
          16.597147,
          17.489898,
          15.691598,
          16.232664,
          23.239333,
          21.569908,
          17.144987,
          20.013603,
          19.599082,
          14.226393,
          14.591608,
          16.657113,
          14.544916,
          16.841047,
          14.989015,
          15.085573,
          21.725736,
          18.377244,
          22.013344,
          19.425964,
          21.633923,
          18.979918,
          15.972529,
          14.232763,
          15.137222,
          17.135038,
          20.323022,
          17.200109,
          13.663649,
          12.442618,
          13.391248,
          31.194847,
          26.22101,
          14.518289,
          18.791162,
          20.905339,
          22.766805,
          21.42381,
          17.631608,
          14.66626,
          12.685939,
          14.504309,
          14.980021,
          16.700015,
          15.214916,
          13.816445,
          12.601732,
          13.075419,
          13.665745,
          17.559389,
          21.946331,
          16.946125,
          24.652612,
          14.297929,
          13.99151,
          13.256766,
          14.919946,
          15.580625,
          16.028377,
          16.713893,
          14.536619,
          16.400713,
          13.999273,
          15.616734,
          14.294098,
          12.40888,
          14.4218,
          15.968919,
          16.039811,
          14.443583,
          14.112902,
          12.601366,
          13.790386,
          16.236764,
          23.113595,
          21.079514,
          17.791938,
          20.872371,
          16.703618,
          21.009032,
          20.149804,
          16.687143,
          16.99546,
          19.767047,
          19.762498,
          17.670044,
          15.775006,
          17.517913,
          14.660893,
          17.165627,
          16.470305,
          14.688336,
          13.772901,
          13.983518,
          14.448013,
          13.355719,
          15.172909,
          16.130602,
          16.656254,
          22.561025,
          16.671081,
          16.704256,
          17.851327,
          21.245849,
          18.215231,
          17.034695,
          17.520265,
          17.728428,
          17.094816,
          16.404949,
          18.050531,
          29.059783,
          25.913759,
          17.272733,
          14.820313,
          18.910969,
          18.464583,
          20.830653,
          16.878304,
          20.43004,
          20.962086,
          19.998022,
          14.837288,
          17.412339,
          19.222488,
          21.192218,
          15.971594,
          17.325261,
          18.012233,
          18.668535,
          20.501242,
          20.177764,
          21.32157,
          18.313568,
          20.031258,
          18.120315,
          18.711883,
          18.620691,
          16.961592,
          15.498954,
          18.506627,
          19.394372,
          21.749029,
          20.408713,
          20.721368,
          19.336826,
          17.819402,
          20.439902,
          17.878383,
          19.352408,
          21.406055,
          22.892928,
          20.658504,
          19.430147,
          16.984417,
          18.434913,
          16.092795,
          18.979028,
          16.642761,
          24.446166,
          22.118055,
          21.841441,
          20.260794,
          17.14962,
          19.792797,
          19.084184,
          18.433825,
          21.003065,
          29.916546,
          25.819462,
          19.829751,
          19.893394,
          17.23609,
          19.522104,
          17.739791,
          17.719299,
          18.421906,
          22.056431,
          18.030922,
          19.423344,
          19.172179,
          21.46355,
          18.259433,
          18.723005,
          19.169826,
          20.693892,
          21.367903,
          20.137405,
          20.208147,
          18.3432,
          17.626673,
          16.066315,
          18.200569,
          17.301775,
          17.445408,
          18.642112,
          19.696931,
          21.936553,
          21.57696,
          21.193905,
          18.690794,
          18.874215,
          19.485111,
          16.858196,
          18.529347,
          22.627428,
          22.389599,
          22.672319,
          20.971664,
          18.753427,
          19.09874,
          17.468779,
          19.757154,
          18.36434,
          19.881295,
          21.456913,
          22.280159,
          21.146635,
          20.042888,
          18.296852,
          13.809975,
          14.952931,
          15.248858,
          21.87032,
          23.331919,
          28.608966,
          19.773416,
          23.919386,
          22.215545,
          14.711911,
          18.512837,
          16.665298,
          19.254241,
          20.183161,
          21.755821,
          15.349461,
          18.270911,
          19.566468,
          22.034611,
          20.574998,
          19.506313,
          19.673376,
          20.113682,
          20.431841,
          22.053281,
          21.091596,
          17.82461,
          16.778537,
          16.376591,
          18.641938,
          17.052553,
          17.918322,
          23.123183,
          20.484077,
          22.895796,
          18.209356,
          17.773156,
          17.593285,
          17.923339,
          17.912711,
          17.63568,
          21.357769,
          22.63691,
          17.881994,
          22.366082,
          18.762345,
          17.544704,
          18.17444,
          19.016933,
          19.102122,
          22.397566,
          21.937253,
          22.476987,
          20.901828,
          20.615494,
          19.205521,
          17.713006,
          18.977364,
          20.081718,
          16.049057,
          20.722919,
          31.400684,
          19.968193,
          16.76781,
          20.11472,
          24.887235,
          18.406083,
          18.622193,
          21.175747,
          20.022694,
          20.466808,
          17.415987,
          17.996667,
          19.218851,
          18.690071,
          17.803833,
          17.125481,
          19.297016,
          19.388162,
          20.215492,
          21.678647,
          19.282372,
          20.618514,
          18.177151,
          18.321703,
          17.090714,
          17.026406,
          16.100533,
          21.452378,
          19.704677,
          22.135777,
          18.327119,
          19.350818,
          18.796799,
          18.265938,
          18.559967,
          18.372779,
          19.585247,
          22.884671,
          20.238103,
          20.591005,
          20.709024,
          20.070998,
          16.171982,
          17.991364,
          16.173259,
          17.269018,
          19.050394,
          21.707364,
          22.020749,
          20.886755,
          20.095162,
          18.916368,
          20.256044,
          19.717309,
          18.602544,
          24.040034,
          22.064079,
          17.035454,
          27.609973,
          19.222386,
          24.220779,
          20.51302,
          18.992362,
          18.249666,
          19.716,
          19.921131,
          19.865126,
          18.019042,
          17.821978,
          17.952658,
          21.070153,
          19.361146,
          18.975831,
          18.087581,
          21.135586,
          23.131078,
          25.592235,
          22.807659,
          20.647675,
          20.673883,
          18.571492,
          18.160164,
          17.876703,
          16.202039,
          21.592762,
          20.669895,
          21.383192,
          22.639904,
          19.727869,
          16.961697,
          18.407587,
          17.537559,
          19.46794,
          23.77408,
          21.940551,
          23.046003,
          21.666773,
          19.67977,
          20.381557,
          17.446243,
          18.205246,
          19.807264,
          22.331556,
          20.942416,
          20.095286,
          19.351284,
          19.665572,
          17.366231,
          17.919195,
          17.974123,
          17.381141,
          21.867058,
          13.347377,
          14.907922,
          15.633482,
          14.251993,
          11.999248,
          12.97729,
          14.912943,
          15.239177,
          13.241202,
          12.483016,
          13.140034,
          12.812134,
          12.330956,
          13.395345,
          13.996496,
          13.517612,
          22.788116,
          27.286482,
          17.920214,
          17.296652,
          18.224268,
          20.547649,
          16.658105,
          17.291026,
          16.860217,
          17.746891,
          19.025966,
          15.906769,
          15.656183,
          17.306575,
          17.124494,
          19.319627,
          18.502063,
          15.367122,
          15.636374,
          16.259927,
          18.918853,
          17.287524,
          17.830173,
          19.144054,
          20.319366,
          18.869372,
          15.261001,
          16.469614,
          15.347982,
          16.138018,
          16.025476,
          15.265588,
          15.237043,
          19.803112,
          19.845119,
          18.749235,
          18.316118,
          19.11686,
          16.975907,
          16.328987,
          15.543883,
          16.198665,
          15.546647,
          21.17049,
          17.659267,
          21.738428,
          19.074675,
          18.134067,
          21.044693,
          18.895107,
          19.606274,
          19.148777,
          19.620736,
          19.165788,
          16.899756,
          23.156963,
          22.695674,
          22.071604,
          21.554222,
          20.256008,
          18.019359,
          18.702386,
          19.0725,
          20.259801,
          29.985595,
          27.224366,
          20.665111,
          21.317436,
          21.148786,
          19.392878,
          19.105307,
          16.461611,
          19.510318,
          19.071845,
          15.561629,
          17.62264,
          18.971162,
          20.610658,
          22.765133,
          18.398219,
          15.985057,
          20.583235,
          19.819903,
          19.867877,
          19.48888,
          19.844283,
          19.824199,
          18.106923,
          17.697549,
          17.504405,
          16.831266,
          17.026701,
          18.373726,
          23.599035,
          23.016799,
          23.079667,
          20.833783,
          16.825952,
          19.606972
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10173.941808054224,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/sparse-uniform/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 130.201361,
        "first_ms": 15.765049,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10003.839937,
        "iterations": 1014,
        "validations": "first,last",
        "samples_ms": [
          12.035966,
          9.200526,
          11.197026,
          10.917752,
          11.293536,
          10.739289,
          11.801139,
          12.458477,
          9.097931,
          10.107563,
          9.717074,
          10.137399,
          9.363839,
          9.024137,
          9.904398,
          9.453984,
          9.285588,
          9.180987,
          9.236394,
          8.941434,
          8.991556,
          9.428684,
          8.858097,
          11.350932,
          10.506312,
          9.052252,
          7.839252,
          10.322804,
          15.385878,
          13.861531,
          16.546006,
          9.63426,
          12.782744,
          10.44283,
          8.944063,
          8.693356,
          9.603097,
          9.265985,
          8.866737,
          9.335828,
          10.800735,
          10.024082,
          12.000595,
          9.690645,
          12.336113,
          10.890381,
          10.070842,
          8.719031,
          9.377999,
          9.33566,
          9.816162,
          8.155006,
          9.6882,
          8.338458,
          10.008467,
          10.730095,
          9.786329,
          11.013882,
          9.841546,
          9.219703,
          10.364124,
          8.995729,
          9.67844,
          9.200793,
          9.233921,
          8.930941,
          9.055011,
          7.412658,
          10.073071,
          9.812466,
          9.20736,
          11.275187,
          9.5977,
          13.088803,
          11.701195,
          14.549548,
          9.709221,
          10.7413,
          8.101665,
          9.703282,
          9.000919,
          8.860893,
          9.342691,
          12.318893,
          11.846969,
          10.466776,
          8.498328,
          10.171322,
          11.688259,
          8.99474,
          10.919075,
          12.894024,
          8.728952,
          10.321066,
          12.441116,
          10.589851,
          7.373848,
          10.113744,
          9.763297,
          10.276558,
          9.018264,
          8.778117,
          9.734262,
          7.599291,
          9.200231,
          10.050421,
          7.726217,
          9.207342,
          8.851255,
          8.732296,
          9.710254,
          9.758538,
          8.377165,
          8.744438,
          8.03288,
          9.340427,
          8.061077,
          7.765581,
          13.246869,
          11.060354,
          10.881573,
          12.079146,
          9.206401,
          11.67364,
          9.839964,
          10.329115,
          10.00521,
          10.72048,
          11.136213,
          10.260688,
          9.279051,
          10.84697,
          9.09548,
          9.501613,
          9.595064,
          9.434795,
          10.25443,
          8.329526,
          9.916998,
          7.751122,
          9.169572,
          9.372338,
          7.971893,
          10.397821,
          9.709525,
          8.191216,
          8.821396,
          11.323562,
          11.784889,
          12.639842,
          10.305709,
          13.051173,
          12.743462,
          11.138289,
          8.13083,
          10.049795,
          10.716871,
          12.264386,
          11.313552,
          10.664014,
          8.545296,
          9.367957,
          10.109765,
          9.170718,
          8.765577,
          10.208742,
          9.643084,
          9.077778,
          8.987015,
          10.599542,
          9.478355,
          9.019092,
          9.301961,
          9.198797,
          9.76401,
          13.652012,
          12.092535,
          11.20231,
          8.583761,
          10.284347,
          11.31121,
          12.345551,
          11.196481,
          10.868203,
          11.376906,
          13.344415,
          7.562499,
          9.895146,
          12.990349,
          7.800091,
          10.764283,
          8.961811,
          10.882,
          9.971788,
          9.901591,
          8.714165,
          9.431573,
          9.307001,
          8.616582,
          9.982293,
          10.12202,
          9.457466,
          8.291578,
          10.544707,
          8.202097,
          9.039045,
          11.000445,
          11.969977,
          8.748135,
          8.205941,
          9.00769,
          7.786748,
          8.257445,
          8.323844,
          8.91133,
          8.297509,
          7.626263,
          9.211111,
          8.256923,
          7.953025,
          8.910347,
          8.933064,
          8.353879,
          8.507193,
          9.557962,
          9.837003,
          10.074029,
          9.952744,
          8.623599,
          9.696571,
          7.206221,
          7.104045,
          7.489308,
          6.678545,
          7.568508,
          7.248651,
          6.910596,
          7.963757,
          6.270118,
          7.969761,
          6.808582,
          7.71521,
          8.34799,
          7.930319,
          7.637056,
          6.566167,
          7.803041,
          7.722769,
          7.671985,
          8.607071,
          6.641302,
          8.950466,
          7.807491,
          8.318845,
          8.312848,
          7.518779,
          12.182422,
          16.968253,
          10.833663,
          10.683818,
          15.53818,
          10.431913,
          10.886964,
          10.981151,
          8.223482,
          7.726142,
          8.303142,
          9.079115,
          12.190758,
          9.22006,
          8.196416,
          10.770517,
          11.919229,
          9.091098,
          11.074986,
          11.893578,
          13.022383,
          9.047487,
          9.899796,
          10.4305,
          9.079982,
          9.50295,
          9.790871,
          8.432223,
          10.143499,
          10.646007,
          8.922409,
          10.899329,
          8.167984,
          10.323753,
          10.324279,
          10.321999,
          10.29971,
          9.671553,
          10.977436,
          10.086093,
          7.533537,
          11.504888,
          8.890096,
          9.697081,
          10.688263,
          10.62054,
          8.660463,
          9.349994,
          11.383998,
          10.870422,
          9.50484,
          11.047352,
          9.233679,
          9.589154,
          9.394849,
          9.377893,
          8.754821,
          8.852337,
          9.765412,
          9.530144,
          9.354479,
          11.275205,
          7.571159,
          11.683015,
          10.747933,
          8.488877,
          10.26416,
          9.40903,
          11.671339,
          10.482297,
          11.68936,
          10.19802,
          8.412922,
          7.768562,
          7.867132,
          7.717042,
          7.966574,
          7.54731,
          8.538395,
          8.075148,
          7.007671,
          8.129842,
          7.716281,
          7.735559,
          9.60291,
          7.734902,
          7.283723,
          8.524871,
          9.212138,
          10.200521,
          7.199605,
          8.059812,
          7.897854,
          8.476328,
          8.135864,
          7.853167,
          7.348393,
          8.356875,
          8.440685,
          8.912124,
          7.635169,
          8.14791,
          9.343316,
          8.434933,
          9.633848,
          9.501118,
          7.964556,
          10.423425,
          9.136305,
          9.266055,
          9.723023,
          8.743586,
          9.074886,
          9.356409,
          11.01595,
          9.766541,
          8.690445,
          10.282139,
          8.77409,
          9.642386,
          10.295863,
          9.914355,
          10.925931,
          9.731974,
          10.340288,
          11.036052,
          9.378168,
          13.727,
          9.241341,
          8.603007,
          11.773881,
          9.461445,
          7.61622,
          8.252528,
          9.127943,
          8.146769,
          9.157872,
          8.386362,
          6.900237,
          8.298931,
          7.905791,
          7.18163,
          8.416605,
          8.581,
          8.879199,
          8.498089,
          7.832188,
          8.257566,
          8.678399,
          8.993087,
          8.877954,
          9.485763,
          9.610996,
          10.119614,
          11.08372,
          9.920596,
          8.712579,
          9.505412,
          9.564042,
          8.310031,
          9.378612,
          11.380326,
          9.677682,
          7.527723,
          10.832755,
          9.827767,
          9.244157,
          9.99597,
          9.508539,
          9.416887,
          11.047833,
          10.184814,
          9.428775,
          8.500313,
          9.802343,
          9.409735,
          10.572443,
          14.041456,
          13.67893,
          11.346799,
          10.900152,
          12.13019,
          9.889914,
          10.083516,
          10.170199,
          11.632836,
          11.166739,
          11.276185,
          11.188507,
          9.89897,
          9.577748,
          10.046003,
          9.897479,
          9.227554,
          10.176854,
          9.694811,
          9.535174,
          8.916586,
          9.46037,
          8.828895,
          9.865964,
          10.182534,
          9.514652,
          8.589797,
          9.475001,
          9.629645,
          8.984675,
          11.236142,
          10.719927,
          12.695316,
          12.134922,
          11.581543,
          11.59785,
          12.027852,
          9.486109,
          10.531767,
          11.132036,
          12.873468,
          12.49271,
          12.529364,
          10.460986,
          9.702252,
          10.676475,
          8.847427,
          10.629343,
          10.700463,
          9.942847,
          11.024145,
          9.959442,
          9.181121,
          9.532459,
          8.981632,
          12.265261,
          9.045125,
          9.588736,
          11.352626,
          9.06151,
          13.490486,
          8.596055,
          9.326907,
          8.223679,
          8.404505,
          11.94404,
          14.025978,
          9.023325,
          7.966399,
          7.967936,
          13.638955,
          11.146548,
          11.249082,
          18.941118,
          10.695004,
          9.220235,
          12.194767,
          10.080813,
          9.877559,
          9.958828,
          9.441165,
          8.324367,
          9.262788,
          8.969321,
          11.073763,
          9.606346,
          10.662021,
          9.703074,
          13.092472,
          10.856963,
          11.599248,
          8.95815,
          9.822362,
          9.59506,
          8.240133,
          10.249509,
          8.541465,
          9.033501,
          9.984985,
          8.798866,
          9.170884,
          9.514862,
          10.06254,
          11.673078,
          12.45129,
          12.094924,
          12.704209,
          8.487811,
          9.431894,
          10.125864,
          9.228154,
          8.935366,
          10.174491,
          9.476022,
          10.06664,
          9.382135,
          11.584037,
          10.671775,
          10.270293,
          9.399077,
          12.205709,
          8.866826,
          11.763783,
          9.908303,
          8.769714,
          9.733728,
          8.774141,
          7.875865,
          8.782037,
          8.247775,
          7.578006,
          8.227785,
          7.84203,
          7.64353,
          8.373757,
          7.654756,
          8.029429,
          8.88977,
          8.109263,
          7.964787,
          9.826441,
          8.903527,
          9.976383,
          9.128455,
          9.930036,
          10.920822,
          9.04276,
          10.526878,
          11.733911,
          9.999236,
          8.059858,
          11.12591,
          12.780252,
          11.217444,
          9.328465,
          10.946457,
          11.563073,
          11.02349,
          9.596657,
          12.40365,
          9.992534,
          11.785666,
          9.32715,
          9.578192,
          9.510549,
          9.857811,
          10.476561,
          10.418746,
          12.458778,
          9.341658,
          11.106475,
          10.140569,
          11.972748,
          9.056104,
          10.719046,
          10.204645,
          10.576991,
          9.440194,
          11.981054,
          8.446265,
          12.089286,
          10.346319,
          8.967663,
          9.972,
          10.653541,
          7.34971,
          10.704505,
          14.602988,
          12.042372,
          11.247984,
          10.471411,
          11.83136,
          11.333034,
          11.99528,
          12.775312,
          13.210014,
          12.934406,
          10.418836,
          9.594546,
          10.755643,
          11.24174,
          9.067328,
          11.004368,
          9.952278,
          10.677084,
          9.707598,
          9.817418,
          10.573605,
          11.217313,
          8.975031,
          9.564269,
          10.43802,
          9.220687,
          10.563896,
          9.885433,
          9.571636,
          10.228486,
          8.188936,
          9.336507,
          9.701931,
          8.571366,
          10.127536,
          8.912336,
          12.384236,
          12.36924,
          11.403437,
          10.548121,
          10.83564,
          8.964581,
          10.062233,
          10.3866,
          10.707057,
          11.461497,
          11.708102,
          9.579809,
          9.572851,
          9.641192,
          9.018639,
          9.049746,
          8.965701,
          8.950205,
          9.181954,
          8.609148,
          9.25725,
          8.070613,
          9.1559,
          9.801076,
          10.459179,
          10.521224,
          10.972662,
          9.439853,
          8.273119,
          9.298365,
          9.090433,
          8.906941,
          9.056555,
          9.185104,
          8.8124,
          13.16485,
          11.002154,
          11.794227,
          9.08714,
          9.287171,
          11.901054,
          9.97875,
          10.180914,
          10.098341,
          11.453902,
          11.041267,
          9.111656,
          10.343762,
          9.529662,
          10.603095,
          9.365032,
          9.408094,
          8.960192,
          9.906034,
          9.206107,
          8.787674,
          9.383197,
          7.92405,
          9.859391,
          10.959423,
          9.338654,
          9.500831,
          8.787945,
          8.684072,
          10.50906,
          11.653969,
          8.750119,
          8.371352,
          10.398566,
          11.504833,
          8.117745,
          17.439218,
          13.882059,
          11.97876,
          10.714298,
          12.122712,
          9.674821,
          9.177674,
          8.88215,
          10.125699,
          11.76536,
          10.028689,
          8.968176,
          10.734196,
          7.880035,
          11.653094,
          14.081911,
          11.254633,
          9.845112,
          8.956234,
          9.376939,
          8.431688,
          9.006285,
          9.475399,
          10.390187,
          10.12507,
          12.021867,
          8.176183,
          13.756939,
          10.030359,
          11.317499,
          8.513773,
          9.833977,
          9.585706,
          8.738711,
          8.21008,
          9.569121,
          8.612367,
          8.614542,
          9.480281,
          10.283513,
          10.265587,
          10.045072,
          10.508227,
          8.631045,
          11.641939,
          8.201001,
          9.018391,
          8.903288,
          8.757668,
          9.250454,
          9.049325,
          9.504611,
          9.215322,
          10.399057,
          8.845759,
          9.969573,
          10.303753,
          12.378855,
          10.287381,
          9.620686,
          10.170677,
          8.889662,
          11.410419,
          12.353854,
          9.280263,
          8.344631,
          12.943832,
          10.040587,
          9.158209,
          9.825024,
          11.540472,
          10.531029,
          8.298189,
          10.098793,
          8.331571,
          8.453574,
          9.699742,
          7.6018,
          9.30963,
          9.137697,
          11.71702,
          6.984739,
          9.519695,
          8.856266,
          8.943609,
          8.921359,
          9.092785,
          8.516607,
          10.200252,
          9.439189,
          8.84204,
          9.380162,
          7.926691,
          9.964902,
          8.543764,
          8.960507,
          8.227498,
          9.993736,
          9.007012,
          11.865843,
          11.096777,
          10.017401,
          12.718066,
          9.562179,
          10.26265,
          11.296239,
          8.984508,
          10.097142,
          12.42597,
          8.049024,
          8.672311,
          9.89144,
          12.022722,
          9.024075,
          9.592574,
          9.47936,
          9.567556,
          7.296877,
          8.997945,
          9.651377,
          9.07171,
          8.892419,
          9.3083,
          9.272098,
          8.298092,
          8.579112,
          8.905399,
          8.39941,
          9.188531,
          9.025416,
          9.08586,
          9.335513,
          8.777795,
          9.259994,
          7.834292,
          8.778061,
          8.703659,
          12.415828,
          9.731066,
          10.265131,
          13.498811,
          10.478583,
          9.106618,
          11.498821,
          9.585151,
          9.372257,
          7.817084,
          10.526225,
          11.796957,
          9.578665,
          10.154458,
          9.758235,
          9.998552,
          8.741213,
          8.910787,
          9.198255,
          11.089509,
          11.06236,
          9.937094,
          8.266021,
          8.904523,
          8.690708,
          8.772017,
          9.086681,
          10.527886,
          9.663848,
          8.722705,
          9.620046,
          9.828088,
          8.979307,
          10.224088,
          11.428141,
          10.381496,
          15.966246,
          11.537393,
          11.980517,
          10.472233,
          10.964177,
          10.122288,
          8.934156,
          10.472454,
          12.627044,
          10.690786,
          11.243912,
          10.802045,
          8.619717,
          9.151351,
          9.779803,
          9.597993,
          8.934866,
          9.319822,
          9.506618,
          8.257621,
          8.479209,
          9.442993,
          9.671275,
          8.136129,
          9.321853,
          11.158234,
          8.554678,
          8.03186,
          9.911283,
          12.008265,
          7.533915,
          9.039933,
          8.070893,
          9.680414,
          9.578947,
          10.47618,
          18.220593,
          15.737969,
          9.704657,
          12.330783,
          8.695459,
          9.161871,
          8.996022,
          8.049568,
          9.721847,
          8.048611,
          9.208203,
          9.284031,
          10.48207,
          10.232983,
          10.801039,
          8.977656,
          11.239453,
          9.501131,
          12.278099,
          7.829351,
          8.636451,
          9.882252,
          8.604069,
          9.768196,
          9.641768,
          8.286286,
          9.296206,
          8.66868,
          8.548884,
          9.546541,
          11.472982,
          11.145033,
          7.424657,
          10.435716,
          10.004395,
          9.99872,
          9.081242,
          8.444034,
          9.513869,
          9.789545,
          8.332679,
          8.547472,
          9.195699,
          8.609559,
          9.386268,
          8.883998,
          9.065835,
          8.213019,
          11.679452,
          12.256536,
          12.997464,
          10.019903,
          11.734562,
          9.885359,
          10.824694,
          10.932269,
          9.816402,
          9.530556,
          10.338104,
          12.952941,
          11.056641,
          10.429961,
          10.445634,
          12.119425,
          10.890079,
          9.281867,
          11.764712,
          10.151396,
          11.778094,
          12.104464,
          11.836434,
          11.151876,
          12.340826,
          10.561073,
          12.223589,
          10.302976,
          9.892155,
          11.726264
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105720,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10174.822465050966,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/sparse-skew/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 112.533655,
        "first_ms": 23.393399,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10011.101558,
        "iterations": 441,
        "validations": "first,last",
        "samples_ms": [
          23.537668,
          21.251415,
          20.888668,
          19.717192,
          19.318635,
          16.562835,
          16.383498,
          23.469249,
          27.09689,
          25.450218,
          22.85043,
          20.828764,
          21.540224,
          20.053131,
          20.092902,
          19.292293,
          16.035814,
          11.078221,
          16.589753,
          15.840745,
          16.28011,
          16.175864,
          11.203906,
          22.713239,
          23.944081,
          26.733748,
          28.498676,
          20.451009,
          20.970765,
          20.560772,
          19.963372,
          23.086908,
          37.336933,
          30.56701,
          21.726134,
          22.010638,
          22.597982,
          31.874459,
          21.519343,
          20.906308,
          23.336629,
          21.868152,
          20.346674,
          19.817058,
          20.260659,
          22.420469,
          22.354584,
          20.106628,
          20.589517,
          19.930835,
          21.745332,
          23.831838,
          23.180199,
          25.739304,
          20.244658,
          20.180583,
          20.344066,
          18.987263,
          18.865209,
          19.026521,
          18.435301,
          27.384215,
          23.831892,
          24.948096,
          21.474548,
          20.612039,
          20.978581,
          19.656639,
          19.303765,
          19.159208,
          22.007163,
          27.64051,
          25.134891,
          24.278081,
          22.319162,
          21.069077,
          19.822898,
          19.924907,
          19.344763,
          24.001769,
          27.633996,
          26.942938,
          23.38703,
          21.375193,
          21.052609,
          20.061443,
          21.499207,
          19.945571,
          27.190377,
          42.253288,
          22.858247,
          22.000154,
          24.689767,
          21.004922,
          20.372975,
          20.377545,
          23.063818,
          22.956202,
          20.567599,
          19.696297,
          20.478181,
          24.187226,
          23.522108,
          23.680175,
          22.74978,
          23.268999,
          25.035697,
          27.18074,
          25.268708,
          23.623682,
          21.386916,
          20.447499,
          19.441661,
          19.18412,
          20.648416,
          19.502634,
          23.190053,
          25.763864,
          25.803844,
          22.523092,
          21.16821,
          35.590191,
          22.397373,
          19.443203,
          17.23369,
          20.623157,
          27.584432,
          24.572514,
          24.008263,
          22.441899,
          20.94881,
          19.986881,
          19.681342,
          19.929799,
          19.047068,
          26.487434,
          26.812316,
          26.689895,
          21.819632,
          20.947395,
          20.58746,
          20.245678,
          22.081359,
          29.932641,
          38.04677,
          21.933438,
          23.750288,
          24.129378,
          19.989412,
          19.800513,
          21.214832,
          23.281897,
          22.05198,
          20.06116,
          20.464165,
          21.591568,
          21.995889,
          22.404013,
          22.087241,
          19.095445,
          21.549878,
          22.550211,
          23.519521,
          16.570356,
          19.589366,
          23.41449,
          22.732078,
          21.715448,
          20.788328,
          19.913504,
          19.311484,
          19.256009,
          19.468013,
          22.716105,
          26.043436,
          25.747584,
          23.876551,
          19.683879,
          18.365791,
          19.944178,
          19.134988,
          19.513316,
          19.925509,
          24.040314,
          25.74316,
          24.369943,
          24.38168,
          21.49702,
          20.330342,
          20.044497,
          20.465691,
          19.553637,
          23.185034,
          25.601332,
          24.246176,
          22.97992,
          21.302518,
          21.235464,
          20.382939,
          19.529858,
          22.906933,
          34.303848,
          31.286585,
          29.955228,
          27.14219,
          27.248558,
          22.640713,
          26.360535,
          30.936815,
          25.312264,
          24.308347,
          23.668511,
          25.555883,
          18.148493,
          27.811134,
          28.151808,
          27.906528,
          23.344294,
          20.567363,
          19.49349,
          19.119892,
          29.465463,
          27.43351,
          23.938047,
          21.761872,
          20.308788,
          19.574011,
          30.123886,
          26.94454,
          24.444278,
          21.691652,
          20.8177,
          22.139174,
          28.313653,
          28.780086,
          22.855264,
          21.504045,
          15.430906,
          26.332405,
          40.128068,
          15.075203,
          24.911136,
          25.464067,
          14.194185,
          25.492657,
          19.682795,
          20.168106,
          22.130973,
          25.882499,
          20.571019,
          22.661034,
          23.369946,
          27.130556,
          24.181451,
          24.741704,
          15.605998,
          19.276429,
          20.229511,
          31.420619,
          28.338018,
          22.64716,
          20.640615,
          20.016837,
          21.932618,
          28.580182,
          27.267912,
          23.531988,
          23.200756,
          20.641459,
          14.341157,
          30.228793,
          28.495401,
          14.831425,
          15.317159,
          15.442293,
          15.958769,
          17.556566,
          15.263719,
          17.144396,
          15.172611,
          15.651075,
          15.556916,
          16.089593,
          16.158101,
          17.626058,
          21.282244,
          19.766634,
          19.735252,
          24.24436,
          40.993141,
          24.687206,
          22.665834,
          24.168344,
          22.930895,
          20.690752,
          21.146196,
          21.971636,
          24.470629,
          19.372473,
          20.104828,
          20.717357,
          21.943475,
          28.857508,
          19.711535,
          20.179146,
          19.965748,
          21.558177,
          23.481506,
          22.862022,
          23.434902,
          23.467693,
          20.775369,
          20.787364,
          19.821094,
          19.081725,
          19.337629,
          19.530283,
          24.224197,
          25.949616,
          24.576942,
          26.236916,
          20.009329,
          21.182077,
          19.560402,
          19.474407,
          19.3818,
          20.38519,
          23.284384,
          25.645764,
          25.74279,
          23.900742,
          20.621631,
          21.059497,
          19.950944,
          19.899573,
          19.147409,
          25.356352,
          25.589695,
          24.806742,
          25.156232,
          21.69469,
          20.428701,
          20.818205,
          19.970967,
          28.428931,
          35.744701,
          31.454507,
          22.018278,
          24.054483,
          15.866384,
          15.977946,
          15.160371,
          16.912812,
          27.447625,
          20.218365,
          20.303006,
          22.665596,
          23.363266,
          21.720457,
          19.372394,
          21.167249,
          21.677137,
          24.130178,
          19.838796,
          15.165673,
          20.23273,
          21.320125,
          23.298814,
          24.779485,
          23.354906,
          23.233214,
          21.212635,
          19.850577,
          19.407613,
          19.164997,
          19.360917,
          19.880533,
          25.16508,
          25.065152,
          25.174826,
          24.039165,
          22.056387,
          21.346051,
          19.51421,
          19.869118,
          19.374872,
          23.064144,
          26.908411,
          24.049585,
          24.307777,
          22.180918,
          21.968902,
          20.429101,
          19.748545,
          22.190241,
          21.407813,
          26.894831,
          24.168179,
          26.266449,
          21.203841,
          20.944132,
          20.593403,
          21.916966,
          24.609058,
          36.387737,
          34.503702,
          22.539815,
          25.107068,
          25.921773,
          23.245936,
          22.389877,
          27.050573,
          30.126842,
          27.285133,
          23.05047,
          25.460902,
          27.139142,
          27.675534,
          25.254626,
          21.925014,
          24.514468,
          27.745391,
          30.497426,
          29.992374,
          28.901826,
          25.525749,
          26.195902,
          24.148569,
          24.64354,
          24.14922,
          21.986336,
          30.761513,
          31.438113,
          33.050831,
          26.097927,
          25.321428,
          26.612513,
          24.51624,
          24.452708,
          24.459708,
          28.983678
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105792,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10178.268066956662,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/dense/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4368.080795975402,
        "first_ms": 898.5513690859079,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10762.190217035823,
        "iterations": 14,
        "validation_scope": "first,last",
        "samples_ms": [
          754.7382789198309,
          752.6254520053044,
          752.2357369307429,
          766.9263279531151,
          721.7490579932928,
          798.0229029199108,
          730.4235569899902,
          733.5000380408019,
          837.7294690581039,
          763.8355570379645,
          848.0495539261028,
          757.0975340204313,
          782.4646829394624,
          762.679073959589
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 16265.93065308407,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/sparse-uniform/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 115.047373,
        "first_ms": 12.999793,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10000.697218,
        "iterations": 1018,
        "validations": "first,last",
        "samples_ms": [
          10.543183,
          10.346322,
          8.482209,
          9.5752,
          9.695797,
          13.970817,
          11.016973,
          15.92309,
          9.096454,
          9.012172,
          11.009259,
          9.283296,
          8.628482,
          9.021084,
          10.205869,
          8.595084,
          13.536632,
          11.99603,
          14.740738,
          11.047717,
          12.034399,
          10.08142,
          9.712343,
          11.151404,
          11.933398,
          11.390998,
          9.744304,
          8.823116,
          8.980056,
          9.058834,
          7.814806,
          9.18758,
          7.324325,
          8.502263,
          9.166589,
          9.95539,
          9.979486,
          10.063922,
          9.964296,
          8.884993,
          8.654977,
          12.4063,
          9.112731,
          8.553732,
          9.112323,
          9.498849,
          8.963939,
          10.909118,
          10.595486,
          9.374352,
          10.305364,
          7.778535,
          9.831168,
          14.196924,
          9.905624,
          20.209722,
          12.675569,
          8.669274,
          10.791812,
          10.633736,
          9.370661,
          10.044858,
          8.554973,
          9.724488,
          9.344371,
          9.47094,
          9.124599,
          10.036086,
          11.121143,
          10.510825,
          10.437898,
          10.624095,
          9.420074,
          8.846845,
          8.377992,
          8.952952,
          9.21801,
          8.090733,
          9.652845,
          8.8136,
          9.79109,
          8.866464,
          8.409189,
          8.562552,
          7.832471,
          7.429232,
          9.505356,
          9.63231,
          10.432156,
          11.756633,
          15.064342,
          12.917064,
          10.278469,
          8.881445,
          8.764334,
          9.229019,
          7.847257,
          9.121863,
          8.848663,
          8.399346,
          8.680049,
          8.87054,
          10.983119,
          10.972605,
          10.163049,
          10.393349,
          11.094797,
          9.125447,
          10.32471,
          9.341341,
          8.100818,
          8.517169,
          9.076824,
          8.999166,
          13.102059,
          11.771955,
          10.917173,
          9.251501,
          11.470732,
          10.340262,
          12.141958,
          11.415363,
          11.521259,
          12.014984,
          11.048602,
          11.999203,
          9.757526,
          8.951001,
          10.22876,
          10.199775,
          9.551347,
          8.516615,
          8.14181,
          7.768443,
          7.665705,
          7.874834,
          7.976901,
          7.836856,
          8.447141,
          8.935021,
          9.115881,
          9.339348,
          9.513997,
          9.208681,
          8.922115,
          9.614811,
          9.602318,
          9.265278,
          10.595059,
          9.91806,
          9.536515,
          10.748048,
          11.770091,
          15.199528,
          11.85144,
          15.21825,
          10.646751,
          11.007236,
          13.034497,
          8.739214,
          11.251064,
          10.940956,
          10.029738,
          10.01796,
          8.950129,
          10.081625,
          9.879357,
          10.592826,
          10.424316,
          10.480889,
          10.077392,
          9.652563,
          9.854226,
          10.751259,
          11.215174,
          9.061617,
          8.914423,
          9.429916,
          11.902336,
          11.645655,
          14.107791,
          10.385735,
          10.762068,
          13.386526,
          10.243703,
          9.425571,
          11.782096,
          13.128579,
          11.745656,
          11.563158,
          8.643638,
          9.876555,
          9.365548,
          8.81902,
          9.840917,
          9.950528,
          9.009961,
          8.08945,
          10.893798,
          9.328299,
          8.706275,
          9.120811,
          14.924632,
          9.205774,
          8.724894,
          8.964284,
          10.950708,
          12.245246,
          12.917172,
          12.085714,
          10.721266,
          10.08088,
          14.206562,
          10.322528,
          11.435647,
          11.100039,
          11.433645,
          11.521257,
          11.795469,
          10.186728,
          14.02602,
          9.942732,
          8.989131,
          9.253336,
          10.301324,
          9.608688,
          8.912509,
          9.935118,
          10.352058,
          11.89122,
          8.96615,
          9.99731,
          10.330389,
          14.700343,
          15.783064,
          16.217431,
          10.798145,
          12.940008,
          10.055764,
          9.090197,
          9.725772,
          10.143969,
          8.978206,
          9.313955,
          11.006279,
          10.734112,
          10.996895,
          9.853475,
          12.078672,
          9.292906,
          12.686951,
          9.037872,
          7.940743,
          9.068197,
          9.021423,
          9.107535,
          8.882249,
          9.520171,
          10.655279,
          6.784636,
          12.102732,
          11.333027,
          11.734059,
          10.23421,
          9.6664,
          9.034127,
          10.567529,
          10.791918,
          9.471323,
          9.249761,
          9.967878,
          9.766518,
          11.241978,
          9.843182,
          11.029617,
          12.298939,
          12.122936,
          8.794158,
          10.74131,
          9.291011,
          8.680984,
          9.079562,
          9.086985,
          7.342906,
          9.236181,
          8.821357,
          12.634836,
          8.903098,
          9.330765,
          10.376462,
          7.718864,
          9.609718,
          8.814276,
          11.121554,
          9.970337,
          10.631168,
          10.348462,
          10.047488,
          10.267457,
          11.160721,
          11.055417,
          9.385103,
          10.15222,
          10.938671,
          9.316713,
          7.82362,
          8.566325,
          9.243081,
          8.317607,
          7.838193,
          8.662135,
          8.171105,
          8.669949,
          9.15791,
          8.293527,
          8.225723,
          8.671989,
          8.495717,
          8.289304,
          8.958163,
          8.257562,
          9.379046,
          11.493286,
          10.492508,
          9.6405,
          10.514172,
          9.582032,
          13.064924,
          8.655561,
          8.693475,
          10.6353,
          10.689343,
          10.038997,
          12.967875,
          10.946631,
          9.242256,
          8.474881,
          8.489536,
          9.947879,
          9.466239,
          8.628572,
          8.660768,
          6.73738,
          8.838714,
          8.666903,
          7.92165,
          9.437481,
          8.727478,
          8.414682,
          8.851312,
          9.881636,
          8.891123,
          7.835758,
          12.586626,
          9.412261,
          10.426199,
          8.151116,
          10.528443,
          10.690052,
          10.429871,
          8.871302,
          14.158663,
          11.677341,
          9.635072,
          10.01828,
          8.667898,
          10.425379,
          9.454855,
          8.006631,
          8.90882,
          8.985161,
          9.174239,
          8.782937,
          9.677045,
          9.823218,
          9.61497,
          8.301683,
          8.313918,
          8.816734,
          8.704071,
          8.937589,
          8.847405,
          9.376882,
          9.37461,
          8.762103,
          12.17842,
          10.407508,
          11.226807,
          10.975652,
          9.634223,
          11.619806,
          12.396247,
          10.114352,
          10.404844,
          9.973846,
          9.545514,
          9.387361,
          7.259559,
          9.468926,
          9.528171,
          7.971452,
          9.329968,
          8.970261,
          8.262176,
          9.306472,
          9.099922,
          8.469729,
          9.425506,
          9.219245,
          8.643517,
          7.592405,
          8.415728,
          10.783089,
          10.884901,
          7.78261,
          8.741277,
          9.187045,
          12.051742,
          11.370825,
          16.049262,
          15.313379,
          7.525717,
          10.782036,
          10.96176,
          8.728758,
          9.484624,
          9.977074,
          9.025565,
          8.473665,
          8.873994,
          12.877404,
          10.377973,
          9.375479,
          8.240415,
          10.882683,
          9.364532,
          8.636776,
          8.905405,
          9.316598,
          7.313283,
          9.345061,
          10.095607,
          9.217308,
          9.603588,
          10.391329,
          8.428616,
          10.32896,
          6.942094,
          16.055287,
          16.370518,
          9.888354,
          9.327227,
          8.581876,
          8.986714,
          8.692662,
          8.128624,
          8.964006,
          9.94643,
          8.800885,
          9.09717,
          9.37409,
          10.333514,
          9.535306,
          8.439815,
          8.898605,
          8.295741,
          9.410598,
          8.752777,
          7.366879,
          9.725444,
          10.138533,
          9.297524,
          8.689825,
          9.965478,
          10.885205,
          9.151023,
          9.888188,
          10.045181,
          9.472879,
          7.556115,
          9.933174,
          11.386671,
          10.155449,
          11.206424,
          12.24995,
          9.021161,
          10.059345,
          11.02659,
          9.741965,
          10.340188,
          10.159854,
          8.801657,
          8.755295,
          13.316607,
          9.765896,
          9.32158,
          8.116804,
          8.759512,
          7.676536,
          12.185896,
          9.289777,
          8.626917,
          8.75983,
          8.867118,
          9.296671,
          7.855559,
          9.70212,
          13.461023,
          10.992059,
          11.027876,
          8.982394,
          11.174336,
          11.121877,
          9.778433,
          9.395897,
          9.932788,
          15.635831,
          8.942715,
          16.965473,
          13.073294,
          9.488346,
          8.525974,
          9.455705,
          8.672675,
          7.162744,
          8.680498,
          8.334668,
          7.944267,
          8.821792,
          8.427754,
          7.503944,
          8.848368,
          7.630885,
          8.863427,
          8.677643,
          7.695596,
          11.49959,
          10.720876,
          10.460741,
          9.106006,
          9.796107,
          9.79557,
          10.4823,
          9.296596,
          8.20863,
          10.479053,
          11.960104,
          9.73538,
          8.612273,
          9.31341,
          8.534053,
          8.73776,
          9.29926,
          8.647904,
          7.52652,
          9.038753,
          8.025368,
          8.510127,
          8.464422,
          7.444449,
          8.710147,
          9.753278,
          8.031706,
          8.457244,
          8.752953,
          7.753306,
          8.136285,
          9.974828,
          11.081256,
          10.392022,
          10.43899,
          10.113521,
          10.67719,
          11.268336,
          14.1616,
          10.477236,
          9.751015,
          9.615636,
          10.34414,
          8.650345,
          10.118007,
          8.745633,
          10.055042,
          11.069276,
          10.104529,
          6.990659,
          11.940114,
          9.918415,
          10.107954,
          14.54397,
          9.949137,
          13.58728,
          10.47021,
          9.39765,
          10.188089,
          9.498553,
          8.712712,
          9.594161,
          11.118394,
          9.206398,
          9.91206,
          13.82879,
          16.809592,
          16.23714,
          12.935439,
          10.958799,
          10.968585,
          10.945733,
          10.140427,
          8.055653,
          9.187951,
          10.946336,
          9.756048,
          9.901397,
          9.930667,
          9.182683,
          10.213671,
          7.766008,
          8.54646,
          9.043731,
          8.422858,
          9.454283,
          9.098898,
          7.653503,
          9.355809,
          11.492295,
          10.144585,
          9.805701,
          11.250823,
          9.662999,
          8.994784,
          9.002994,
          8.940983,
          8.26669,
          8.888163,
          10.144483,
          9.027747,
          8.401072,
          9.399426,
          10.091114,
          12.6676,
          11.884248,
          7.527817,
          9.274431,
          8.514174,
          9.062213,
          8.870304,
          8.048348,
          9.614628,
          9.38327,
          8.625791,
          9.521628,
          8.83733,
          9.999433,
          9.830865,
          7.629417,
          9.015882,
          9.609768,
          12.905079,
          10.073887,
          9.985125,
          9.591127,
          9.344557,
          9.240738,
          8.374199,
          10.42037,
          9.27222,
          8.827115,
          9.809394,
          9.095076,
          7.865641,
          8.076771,
          9.04288,
          9.178099,
          8.530651,
          9.367735,
          7.734232,
          9.063982,
          8.447628,
          11.842032,
          8.898402,
          8.728978,
          8.795604,
          9.107782,
          9.311989,
          10.124995,
          11.190693,
          11.093979,
          10.734607,
          8.869221,
          10.970847,
          11.510965,
          10.252597,
          9.83762,
          11.506432,
          12.206359,
          8.824901,
          9.791797,
          11.950943,
          11.096643,
          8.731403,
          10.497627,
          8.938751,
          8.529909,
          8.050612,
          7.962158,
          8.717668,
          7.727169,
          8.86064,
          9.918292,
          7.782913,
          12.249984,
          13.054173,
          16.364185,
          12.516426,
          14.079538,
          11.42153,
          11.498106,
          9.796246,
          10.570046,
          8.692696,
          10.505199,
          12.101361,
          11.384464,
          11.447369,
          9.072195,
          9.45353,
          9.759282,
          7.817105,
          10.025413,
          9.149763,
          8.312544,
          9.08924,
          9.224665,
          9.647699,
          10.75908,
          8.332567,
          9.093661,
          8.957962,
          9.826457,
          8.546088,
          9.488682,
          8.601385,
          11.528114,
          10.254208,
          11.626145,
          10.249934,
          10.702991,
          10.127452,
          9.225363,
          9.834445,
          9.848727,
          9.955196,
          10.100468,
          10.140623,
          10.747069,
          9.546492,
          9.406687,
          8.969493,
          9.651306,
          8.500058,
          8.022031,
          8.84486,
          9.233948,
          9.895383,
          9.586296,
          8.516345,
          9.071444,
          9.081836,
          8.809302,
          11.789028,
          8.777377,
          12.494231,
          9.111024,
          8.763758,
          9.113255,
          9.775099,
          9.013042,
          8.707938,
          8.944954,
          8.924585,
          10.149839,
          10.259251,
          7.351503,
          8.831445,
          6.919003,
          8.214487,
          8.085577,
          8.032025,
          7.556108,
          7.068404,
          7.794863,
          8.013301,
          7.038977,
          7.83719,
          7.345239,
          7.295342,
          6.713607,
          7.144795,
          9.700593,
          7.299184,
          7.207195,
          7.613636,
          6.84813,
          8.371419,
          7.513008,
          8.21204,
          8.486128,
          7.781117,
          7.75096,
          8.461381,
          7.531727,
          8.501314,
          8.029582,
          6.526973,
          7.483043,
          6.75287,
          8.220629,
          7.368354,
          6.503277,
          9.005382,
          7.329899,
          9.982483,
          7.86836,
          7.303067,
          10.809977,
          7.064066,
          7.432966,
          6.959833,
          7.060126,
          10.594627,
          7.775607,
          8.502644,
          9.874792,
          9.070764,
          7.767706,
          7.363572,
          6.221322,
          8.610797,
          8.022019,
          7.891551,
          8.254578,
          14.928406,
          12.880705,
          9.715746,
          10.701124,
          10.689968,
          10.927858,
          11.392995,
          10.452165,
          11.956031,
          10.742994,
          11.064414,
          10.694552,
          10.918779,
          10.253688,
          8.553109,
          8.97136,
          8.557868,
          11.433156,
          9.353351,
          9.180941,
          11.494903,
          12.31354,
          11.418502,
          8.304547,
          10.544798,
          9.350161,
          9.21838,
          8.966136,
          8.989318,
          9.75583,
          8.353913,
          9.574063,
          10.247293,
          8.374172,
          10.393189,
          10.054604,
          9.467392,
          10.705832,
          12.189311,
          8.279564,
          10.631347,
          10.430645,
          8.99728,
          10.342584,
          10.301481,
          9.954008,
          12.859681,
          14.934004,
          11.090274,
          12.122545,
          11.489344,
          10.310152,
          12.044727,
          9.884082,
          10.289336,
          11.477537,
          11.225584,
          9.040697,
          11.080922,
          11.86467,
          10.058643,
          9.716311,
          8.542495,
          9.665333,
          8.637636,
          9.317699,
          9.709236,
          9.613666,
          9.01796,
          9.320746,
          9.371095,
          14.934408,
          11.205215,
          9.097705,
          8.729551,
          8.007995,
          9.450441,
          9.717836,
          8.929037,
          12.124074,
          12.267903,
          11.516684,
          10.310778,
          12.103308,
          11.834616,
          10.15917,
          8.907999,
          10.337156,
          10.464805,
          10.369511,
          9.665938,
          9.8449,
          11.273115,
          7.721724,
          9.465799,
          9.476982,
          8.187168,
          8.705435,
          9.993464,
          8.181465,
          8.979278,
          9.774067,
          9.056756,
          8.744895,
          9.403456,
          9.253233,
          10.792126,
          10.187758,
          9.286907,
          8.44062,
          8.871493,
          12.580159,
          10.666911,
          11.572399,
          10.44552,
          12.23618,
          13.353734,
          10.705208,
          11.671437,
          10.00488,
          11.107041,
          8.908612,
          10.088425,
          9.877351,
          8.628662,
          9.532633,
          9.865623,
          10.00002,
          9.258184,
          9.259221,
          10.462808,
          9.530174,
          8.199628,
          8.773195,
          9.47099,
          10.098693,
          7.917416,
          9.985797,
          9.298677,
          7.820332,
          11.638891,
          10.292758,
          11.879126,
          10.842369,
          9.190502,
          11.317553,
          11.776504,
          9.957966,
          9.973043,
          10.002804,
          12.486631,
          9.697181,
          9.894572,
          10.929924,
          10.411384,
          9.037206,
          8.629808,
          9.615987,
          9.088348,
          8.317299,
          9.88181,
          10.57852,
          8.70167,
          9.336914,
          9.063076,
          11.362435,
          9.596931,
          8.149991,
          11.47332,
          13.22881,
          9.266703,
          7.934957,
          10.005266,
          7.756805,
          7.976739,
          8.594589
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10152.955972007476,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/dense/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4222.316883038729,
        "first_ms": 505.95009699463844,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10023.550397949293,
        "iterations": 33,
        "validation_scope": "first,last",
        "samples_ms": [
          316.19990908075124,
          312.3919969657436,
          269.99019098002464,
          299.25907705910504,
          357.6648149173707,
          351.55742696952075,
          315.4537280788645,
          317.2101899981499,
          364.680596976541,
          312.314381939359,
          286.17134608794004,
          279.93877010885626,
          311.12299498636276,
          276.269425987266,
          253.92767100129277,
          264.8535609478131,
          265.73891297448426,
          288.52173895575106,
          310.3981700260192,
          264.0359520446509,
          283.9273029239848,
          292.20281902235,
          320.8865229971707,
          311.5230839466676,
          325.7494509452954,
          334.70325998496264,
          329.59888596087694,
          323.80670798011124,
          286.2738479161635,
          297.58403403684497,
          298.0041579576209,
          289.8453549714759,
          311.58142699860036
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15013.895302079618,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/sparse-skew/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 121.374127,
        "first_ms": 28.28555,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10024.142513,
        "iterations": 636,
        "validations": "first,last",
        "samples_ms": [
          17.809734,
          15.528156,
          17.798369,
          23.095214,
          12.668309,
          14.491733,
          16.853488,
          16.083201,
          20.550855,
          14.260682,
          14.136331,
          12.37335,
          12.241128,
          14.031275,
          20.152314,
          12.477399,
          11.93504,
          11.8652,
          12.754907,
          18.382922,
          17.448775,
          15.657394,
          17.398122,
          18.449106,
          17.061926,
          16.447213,
          13.279233,
          12.824366,
          12.065719,
          11.634067,
          13.292908,
          11.430637,
          11.73991,
          11.944229,
          18.264615,
          20.080943,
          20.979577,
          20.157942,
          14.32377,
          13.31712,
          13.444268,
          12.333297,
          11.802506,
          12.64176,
          12.717807,
          12.099818,
          11.763135,
          20.927746,
          17.787072,
          20.701003,
          20.842491,
          14.718871,
          13.067314,
          13.107378,
          12.478017,
          15.125391,
          13.867801,
          15.024366,
          18.558831,
          18.391362,
          20.711179,
          17.958546,
          16.887034,
          14.809597,
          14.493202,
          13.368521,
          14.961682,
          16.306535,
          18.141276,
          24.941619,
          25.976557,
          14.837096,
          13.134543,
          13.668734,
          16.124493,
          19.916541,
          11.978594,
          12.458808,
          13.061598,
          16.547263,
          19.018139,
          17.004852,
          15.092759,
          14.372293,
          15.400423,
          16.334805,
          17.89552,
          14.996042,
          11.602855,
          12.682371,
          11.791192,
          14.16463,
          15.916369,
          16.073441,
          17.522038,
          16.639477,
          15.660583,
          14.505818,
          14.606868,
          13.825511,
          13.539695,
          13.052179,
          13.7141,
          12.476471,
          13.016251,
          17.540292,
          16.981205,
          16.461113,
          18.089878,
          19.162674,
          16.39647,
          13.989237,
          13.743517,
          13.260726,
          12.902644,
          13.316872,
          12.415329,
          11.771593,
          24.355896,
          23.100543,
          21.59288,
          15.282269,
          13.980257,
          14.089352,
          12.422985,
          11.968729,
          13.318536,
          12.630996,
          12.313004,
          14.02405,
          22.759846,
          19.692988,
          22.792673,
          14.2957,
          15.610942,
          17.117193,
          14.819285,
          14.466101,
          19.221184,
          22.336043,
          25.037629,
          18.892899,
          20.046268,
          15.636281,
          18.210535,
          17.06565,
          22.678722,
          16.672099,
          18.214449,
          18.814633,
          15.898413,
          15.927623,
          14.120704,
          13.999031,
          14.01186,
          16.539186,
          17.594962,
          13.746909,
          12.148957,
          15.65802,
          15.678268,
          17.149584,
          17.459876,
          17.119625,
          15.577812,
          20.215217,
          15.241143,
          15.578111,
          17.321467,
          13.132996,
          12.978285,
          12.630344,
          13.402684,
          18.436918,
          15.602527,
          16.996429,
          18.175614,
          19.544983,
          22.117833,
          18.49552,
          18.508091,
          15.146421,
          18.954732,
          14.545872,
          19.125912,
          25.117469,
          25.002565,
          19.844835,
          14.335826,
          13.281957,
          13.645237,
          12.244253,
          11.436988,
          12.717639,
          13.293795,
          13.117015,
          13.698123,
          22.449324,
          19.770774,
          19.725655,
          16.052706,
          13.266048,
          13.082348,
          11.669261,
          13.691559,
          13.978961,
          15.384609,
          16.063376,
          28.537634,
          21.041293,
          16.864913,
          14.880812,
          18.61725,
          16.957826,
          14.081135,
          14.547982,
          14.6859,
          16.396193,
          18.818532,
          14.877817,
          14.917931,
          13.828668,
          17.160324,
          15.288711,
          15.831551,
          16.90025,
          14.647928,
          16.295232,
          18.534286,
          18.293166,
          19.805878,
          19.100048,
          18.310295,
          16.624571,
          16.555466,
          17.644623,
          19.152342,
          13.142812,
          17.395025,
          15.332779,
          12.424758,
          23.366829,
          24.864633,
          17.508802,
          16.669271,
          14.766329,
          14.357826,
          12.999176,
          12.212793,
          12.506891,
          14.240139,
          14.500009,
          15.114934,
          19.090878,
          16.628632,
          19.537224,
          24.266148,
          14.555373,
          13.879009,
          12.615317,
          12.912524,
          15.963481,
          13.406086,
          18.161258,
          16.924317,
          19.538553,
          15.872437,
          18.795854,
          15.336698,
          14.641887,
          13.757104,
          15.307687,
          15.486112,
          14.52658,
          20.75693,
          14.653891,
          11.530128,
          11.976495,
          19.113988,
          29.155602,
          18.521962,
          13.678872,
          13.845162,
          18.282317,
          16.367359,
          13.999985,
          12.165385,
          12.245914,
          12.781483,
          15.168321,
          17.843909,
          16.452776,
          12.312391,
          12.200006,
          11.622794,
          12.593877,
          14.499918,
          17.866425,
          14.08551,
          12.748042,
          12.178412,
          12.225538,
          13.142424,
          14.935566,
          16.407347,
          17.807791,
          18.737505,
          14.969457,
          15.17923,
          15.527164,
          13.070204,
          12.734306,
          11.534394,
          11.786652,
          12.582062,
          11.572433,
          11.757494,
          12.735969,
          17.570631,
          18.796256,
          18.791348,
          19.27556,
          15.379412,
          13.61277,
          14.92571,
          13.077627,
          12.304626,
          12.673078,
          12.579123,
          11.78655,
          11.307739,
          21.532773,
          18.957206,
          19.571027,
          16.493841,
          16.672247,
          15.976118,
          14.276455,
          14.637217,
          13.500402,
          14.098087,
          19.352127,
          18.105982,
          16.160217,
          21.247365,
          14.825724,
          12.753759,
          13.368842,
          11.772762,
          13.614801,
          12.950754,
          13.89459,
          13.936618,
          21.270815,
          23.047883,
          10.735078,
          15.507142,
          13.005558,
          14.283073,
          19.012876,
          16.554996,
          14.487297,
          12.461213,
          13.10091,
          13.838931,
          15.676864,
          14.432769,
          13.200202,
          13.572373,
          12.796758,
          12.76261,
          13.019606,
          16.937766,
          13.604537,
          12.677508,
          11.586482,
          11.32123,
          12.146837,
          12.221943,
          12.880217,
          15.168675,
          13.288379,
          19.125361,
          15.317586,
          13.349935,
          18.340623,
          14.473487,
          13.815009,
          14.50251,
          14.32816,
          14.625833,
          15.224089,
          14.268315,
          20.552563,
          21.778424,
          17.145912,
          20.05345,
          15.650213,
          13.721081,
          14.287737,
          12.356992,
          11.66131,
          15.585708,
          14.019121,
          15.322223,
          20.705914,
          23.417505,
          21.31638,
          21.214853,
          17.882494,
          20.588582,
          16.788465,
          16.389768,
          14.083883,
          12.849658,
          22.0313,
          22.890018,
          21.059428,
          15.85356,
          14.145713,
          12.812595,
          12.596332,
          12.80788,
          12.699294,
          12.835055,
          16.024549,
          22.553832,
          24.972314,
          14.859965,
          13.548255,
          13.417473,
          19.779821,
          17.221118,
          12.541461,
          12.701141,
          12.851067,
          13.444469,
          18.372767,
          16.564228,
          12.693083,
          12.290055,
          11.301469,
          12.228069,
          14.992615,
          17.654433,
          14.269902,
          12.159652,
          12.157808,
          11.897495,
          12.903302,
          15.292127,
          18.295077,
          13.57423,
          15.426785,
          19.381361,
          18.529208,
          13.723933,
          14.56092,
          13.280737,
          11.910948,
          11.633463,
          12.968385,
          13.112367,
          13.283805,
          17.441894,
          18.938532,
          15.722655,
          16.387315,
          17.336372,
          13.038078,
          14.214128,
          13.866824,
          16.183352,
          15.152767,
          13.588953,
          18.346424,
          18.802437,
          15.440533,
          18.194975,
          17.950945,
          14.883629,
          15.267368,
          13.142963,
          11.95164,
          12.811559,
          12.434325,
          11.87432,
          11.628365,
          19.508102,
          21.136917,
          15.987545,
          23.539629,
          14.407681,
          13.878712,
          12.858997,
          12.814892,
          12.635919,
          13.387409,
          15.310021,
          20.317394,
          26.632848,
          16.126828,
          13.009191,
          14.456108,
          15.245401,
          20.601317,
          13.842143,
          13.819785,
          13.578415,
          14.57767,
          17.433399,
          17.002633,
          13.577339,
          13.372023,
          13.484798,
          14.891792,
          18.118386,
          15.355861,
          12.753633,
          11.945893,
          12.464419,
          14.590001,
          19.275207,
          17.336715,
          21.921022,
          19.319262,
          14.046863,
          13.070805,
          12.470468,
          11.687623,
          11.931308,
          14.332275,
          15.014905,
          18.826391,
          17.009555,
          19.470404,
          16.145275,
          19.783517,
          14.052479,
          14.072278,
          14.324045,
          14.621527,
          14.424626,
          14.118034,
          19.799574,
          23.664788,
          21.419435,
          15.429704,
          14.934758,
          15.157064,
          14.462715,
          13.789544,
          14.79373,
          14.12704,
          19.335505,
          20.39475,
          17.702706,
          19.56087,
          15.130025,
          16.99237,
          15.562264,
          15.319506,
          14.124209,
          13.881825,
          18.931903,
          28.567573,
          26.549638,
          12.947586,
          12.842104,
          12.864652,
          17.009431,
          17.58605,
          13.664589,
          14.256855,
          15.650127,
          16.452057,
          20.083134,
          14.680618,
          14.401604,
          13.870849,
          15.994799,
          17.332509,
          15.985587,
          13.701866,
          15.596546,
          15.548204,
          16.724324,
          19.6812,
          18.724749,
          18.309459,
          17.125549,
          15.432064,
          15.940702,
          13.020266,
          12.148974,
          11.85501,
          12.623383,
          12.950776,
          11.550683,
          16.158107,
          14.301146,
          19.845317,
          22.814585,
          14.475737,
          12.837694,
          13.565539,
          12.167948,
          11.749989,
          13.512773,
          11.640713,
          12.62302,
          18.744917,
          17.648094,
          16.196497,
          17.579006,
          16.735449,
          14.472485,
          14.684308,
          14.984637,
          15.485189,
          13.297339,
          13.094547,
          17.185164,
          20.677181,
          22.24399,
          19.963685,
          17.08717,
          16.175975,
          15.216415,
          15.10894,
          13.852114,
          14.74096,
          14.09688,
          15.246416,
          21.497348,
          25.736582
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10199.654674972408,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/sparse-skew/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2702.2643570089713,
        "first_ms": 22.96336297877133,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10007.365136989392,
        "iterations": 424,
        "validation_scope": "first,last",
        "samples_ms": [
          27.142273960635066,
          18.33989704027772,
          16.795906936749816,
          14.832841930910945,
          20.41016099974513,
          14.213870046660304,
          15.643385937437415,
          28.170269913971424,
          26.973610976710916,
          22.58665207773447,
          22.75544300209731,
          14.826819999143481,
          13.848513015545905,
          14.940171968191862,
          28.2303859712556,
          27.235226007178426,
          25.42478300165385,
          18.059086985886097,
          21.036279969848692,
          22.571195964701474,
          40.92445899732411,
          23.22769199963659,
          16.86880795750767,
          18.21091305464506,
          25.77617799397558,
          22.18754100613296,
          19.160589901730418,
          24.508839938789606,
          20.27929900214076,
          18.148333067074418,
          25.65583202522248,
          22.622230928391218,
          15.856930986046791,
          20.68144001532346,
          22.612186963669956,
          24.45356291718781,
          21.861204993911088,
          21.218504989519715,
          13.143243035301566,
          14.81722597964108,
          20.57222998701036,
          31.929634045809507,
          25.552624952979386,
          18.106010043993592,
          22.01542304828763,
          21.191399078816175,
          20.922856056131423,
          29.187938082031906,
          27.85201498772949,
          18.308136030100286,
          22.599029005505145,
          20.611017011106014,
          23.48325401544571,
          30.726571916602552,
          26.105126016773283,
          23.72583607211709,
          14.873933978378773,
          16.143772983923554,
          17.249315977096558,
          32.548360992223024,
          26.801570085808635,
          16.065009986050427,
          18.272291054017842,
          21.51838701684028,
          14.641665969975293,
          13.026831089518964,
          25.506760110147297,
          23.692594026215374,
          21.176207927055657,
          14.24950803630054,
          23.868082091212273,
          17.105193925090134,
          15.562292071990669,
          13.45195306930691,
          23.782625095918775,
          23.30975409131497,
          26.82939695660025,
          25.600599008612335,
          22.02585490886122,
          13.318087090738118,
          15.072316979058087,
          13.065563049167395,
          22.566859959624708,
          30.23371798917651,
          25.995780946686864,
          20.567185943946242,
          15.796642983332276,
          13.857888989150524,
          16.5274899918586,
          13.330918038263917,
          26.025054045021534,
          28.833946911618114,
          27.5376639328897,
          22.401053924113512,
          21.24434197321534,
          23.652454954572022,
          30.089050065726042,
          26.539794984273612,
          19.029862014576793,
          23.989055072888732,
          21.86966605950147,
          24.222868960350752,
          41.404591989703476,
          25.94905102159828,
          20.57132194750011,
          15.1947500417009,
          22.977281012572348,
          21.130115957930684,
          16.87962596770376,
          14.034057036042213,
          21.622820058837533,
          18.735540099442005,
          26.107944082468748,
          22.518828976899385,
          20.380734000355005,
          26.973381056450307,
          20.406620926223695,
          20.943692070432007,
          21.223964053206146,
          21.20125398505479,
          14.487175969406962,
          14.393227989785373,
          14.03344003483653,
          25.261549977585673,
          22.58945000357926,
          28.497926075942814,
          22.20478607341647,
          13.500827015377581,
          21.11820294521749,
          22.242327104322612,
          30.281721032224596,
          23.497859947383404,
          23.20451696868986,
          21.295937011018395,
          16.078902990557253,
          14.01280693244189,
          14.595124055631459,
          33.852018998004496,
          29.870430007576942,
          18.856924027204514,
          16.22017496265471,
          16.536063980311155,
          24.315848015248775,
          34.14568898733705,
          22.28190703317523,
          19.553352030925453,
          24.20423796866089,
          19.5829690201208,
          14.8167620645836,
          14.845469035208225,
          24.164800997823477,
          25.27889097109437,
          22.43766305036843,
          19.475396955385804,
          19.952578004449606,
          20.958165056072176,
          23.14268797636032,
          19.34700191486627,
          28.430960956029594,
          21.78685402031988,
          22.65833003912121,
          23.196383961476386,
          16.246744082309306,
          13.917982927523553,
          12.967712944373488,
          31.447067973203957,
          22.738659055903554,
          21.312493947334588,
          24.754154961556196,
          29.54816201236099,
          13.654574984684587,
          15.631440095603466,
          28.21235707961023,
          23.54616904631257,
          22.30397693347186,
          16.792963026091456,
          22.05072098877281,
          17.912606010213494,
          14.937038999050856,
          29.098341008648276,
          30.205349903553724,
          19.202791969291866,
          23.004470975138247,
          22.520623984746635,
          20.221199956722558,
          45.17792398110032,
          24.623351986519992,
          24.75027902983129,
          22.06870203372091,
          17.37229898571968,
          26.092892047017813,
          13.877190998755395,
          21.790069993585348,
          26.654402958229184,
          17.38992298487574,
          13.202297035604715,
          20.729998010210693,
          14.654825907200575,
          20.235658041201532,
          25.01663099974394,
          26.26980096101761,
          17.562815104611218,
          20.912223029881716,
          21.323599037714303,
          22.58134796284139,
          27.11551100946963,
          28.045539977028966,
          29.380009975284338,
          23.117734002880752,
          15.557712991721928,
          14.434127020649612,
          17.4710649298504,
          29.2224760632962,
          40.63986905384809,
          32.23060700111091,
          24.04241997282952,
          25.278315064497292,
          19.593257922679186,
          27.964391047134995,
          41.54858202673495,
          32.565135043114424,
          21.48972498252988,
          19.63974500540644,
          21.216902998276055,
          26.05445997323841,
          39.953268016688526,
          23.351863026618958,
          26.104099000804126,
          29.763245955109596,
          18.821596982888877,
          17.423447920009494,
          25.775196962058544,
          28.817067970521748,
          22.84844999667257,
          23.557489039376378,
          28.50851498078555,
          23.85307103395462,
          22.945091011933982,
          23.19252595771104,
          22.956594941206276,
          28.19976396858692,
          27.377767954021692,
          26.60359302535653,
          25.260455906391144,
          22.416180931031704,
          22.80737494584173,
          22.826744941994548,
          41.421847068704665,
          31.758181983605027,
          25.207369006238878,
          20.568778039887547,
          18.409000942483544,
          23.135027033276856,
          23.63668300677091,
          37.63498493935913,
          33.219606964848936,
          21.42725302837789,
          23.54129101149738,
          24.195019039325416,
          21.972998045384884,
          31.11971204634756,
          32.65184897463769,
          26.551009039394557,
          24.112086044624448,
          22.947630961425602,
          22.903317934833467,
          29.873208957724273,
          36.30272904410958,
          23.93200295045972,
          27.536056004464626,
          17.28917204309255,
          16.365499002858996,
          22.324703983031213,
          24.326822021976113,
          19.136623945087194,
          19.694025977514684,
          25.189211941324174,
          34.68481299933046,
          33.42451306525618,
          26.527074980549514,
          31.107073067687452,
          31.05629305355251,
          42.84966900013387,
          39.10021099727601,
          33.646397991105914,
          28.595237992703915,
          23.95444200374186,
          21.834871033206582,
          23.227302939631045,
          39.4441980170086,
          27.75040501728654,
          29.76211695931852,
          22.248456021770835,
          21.06007991824299,
          24.47316306643188,
          20.191823015920818,
          24.425075040198863,
          39.77901698090136,
          38.0291270557791,
          28.456559986807406,
          22.0629790564999,
          25.009714998304844,
          24.991768063046038,
          20.085958996787667,
          30.60176898725331,
          32.520469976589084,
          30.38721694611013,
          22.02526805922389,
          20.103967981413007,
          23.434040951542556,
          38.47530507482588,
          48.916137078776956,
          32.324740081094205,
          28.859226033091545,
          30.26023495476693,
          32.497212989255786,
          20.554909016937017,
          24.05399503186345,
          34.80822907295078,
          26.792899006977677,
          23.874334059655666,
          21.041112951934338,
          35.615333006717265,
          33.29783899243921,
          23.77436403185129,
          26.228911941871047,
          28.445508098229766,
          28.183426009491086,
          39.621825912036,
          25.65164305269718,
          22.07276609260589,
          20.68637206684798,
          13.384857098571956,
          19.695751019753516,
          32.13614004198462,
          27.280975016765296,
          31.28468105569482,
          24.946436984464526,
          68.82632407359779,
          53.17240802105516,
          41.53046093415469,
          28.35370902903378,
          26.77098091226071,
          29.446014086715877,
          47.09588410332799,
          27.10614795796573,
          19.70947498921305,
          20.07376402616501,
          20.906943012960255,
          15.249760937877,
          26.224211906082928,
          14.12477798294276,
          20.808961940929294,
          17.162080039270222,
          24.647988961078227,
          13.986633974127471,
          13.564380933530629,
          13.461110997013748,
          25.586033007130027,
          26.44152194261551,
          20.59506403747946,
          23.657085956074297,
          20.57872898876667,
          13.980619027279317,
          19.560629036277533,
          21.347332978621125,
          27.841905946843326,
          26.281220954842865,
          21.684273961000144,
          21.56335802283138,
          13.677417999133468,
          16.552451997995377,
          23.369889007881284,
          28.04376697167754,
          26.228645932860672,
          17.557443934492767,
          22.380274953320622,
          13.66416597738862,
          15.734825050458312,
          15.214023063890636,
          26.334811002016068,
          26.942312018945813,
          25.913457036949694,
          17.873457982204854,
          21.83989598415792,
          23.244242067448795,
          35.259634954854846,
          48.670849995687604,
          23.069403949193656,
          14.64631105773151,
          19.957142998464406,
          26.60405298229307,
          22.1981150098145,
          25.005363044328988,
          16.62362099159509,
          12.714944081380963,
          22.073014988563955,
          16.15410705562681,
          19.22601996921003,
          26.64760302286595,
          23.630580981262028,
          16.274734982289374,
          16.049180063419044,
          13.391974032856524,
          12.97708391211927,
          19.441899028606713,
          26.98129799682647,
          27.74749498348683,
          25.18136997241527,
          22.646509925834835,
          21.696568001061678,
          19.98729701153934,
          21.745780017226934,
          33.57717604376376,
          31.357403961010277,
          22.821588907390833,
          21.36397990398109,
          20.392025006003678,
          13.803145964629948,
          29.303082963451743,
          30.702064046636224,
          19.671023008413613,
          21.42446907237172,
          21.94434800185263
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 13023.380502942018,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/sparse-uniform/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2657.790479948744,
        "first_ms": 878.0002070125192,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.177782960236,
        "iterations": 958,
        "validation_scope": "first,last",
        "samples_ms": [
          14.49099404271692,
          10.755272000096738,
          11.702612973749638,
          12.766688945703208,
          13.216089108027518,
          21.212595980614424,
          13.9903329545632,
          12.023631017655134,
          10.602744994685054,
          11.211571982130408,
          11.217694962397218,
          11.719677015207708,
          11.559191043488681,
          10.523500037379563,
          12.867045006714761,
          12.357815983705223,
          10.060113039799035,
          9.831261006183922,
          12.453565956093371,
          10.117279016412795,
          9.786291979253292,
          11.108417995274067,
          12.224439997226,
          11.552306008525193,
          11.454715975560248,
          13.120829011313617,
          10.489612934179604,
          9.59220400545746,
          9.166784002445638,
          11.937157018110156,
          21.765050012618303,
          15.245631919242442,
          12.732809060253203,
          11.723540956154466,
          11.477114050649107,
          10.29621995985508,
          7.892742985859513,
          9.742593974806368,
          10.351635981351137,
          10.463564074598253,
          9.396307053975761,
          11.645129998214543,
          8.961014915257692,
          11.635209899395704,
          11.332898982800543,
          8.50078696385026,
          10.282695991918445,
          14.345832983963192,
          11.99373695999384,
          13.064889935776591,
          10.215061949566007,
          11.834023986011744,
          12.966990005224943,
          9.358822950161994,
          10.418393998406827,
          10.535869048908353,
          10.21082594525069,
          10.520310024730861,
          9.969347971491516,
          8.744959952309728,
          9.724039933644235,
          10.02060598693788,
          8.824085001833737,
          8.872654056176543,
          11.355053051374853,
          9.772990015335381,
          7.396797998808324,
          9.813345037400723,
          10.004733107052743,
          8.60631198156625,
          10.059144929982722,
          11.067452025599778,
          14.602313982322812,
          12.310545076616108,
          9.866226930171251,
          11.772155063226819,
          9.719282039441168,
          9.467968018725514,
          9.028607979416847,
          9.761604014784098,
          11.88147603534162,
          13.903658953495324,
          12.332356069236994,
          11.604422004893422,
          10.452359914779663,
          11.064854101277888,
          11.234099976718426,
          11.081091943196952,
          11.098537012003362,
          9.707854012958705,
          8.619297994300723,
          9.985832963138819,
          9.56809299532324,
          9.727168013341725,
          9.642577962949872,
          10.780924931168556,
          9.744546958245337,
          10.935856029391289,
          10.373796918429434,
          10.277585941366851,
          8.855564054101706,
          14.8539220681414,
          12.681763037107885,
          12.945042923092842,
          13.795951032079756,
          10.807076003402472,
          12.559361057356,
          11.304100044071674,
          12.32262805569917,
          12.796766008250415,
          10.296019027009606,
          11.363720055669546,
          11.651918990537524,
          11.357145034708083,
          9.994752006605268,
          9.40290605649352,
          9.082194999791682,
          9.534195996820927,
          9.426115080714226,
          9.606139035895467,
          9.530875948257744,
          9.599228971637785,
          9.852028102613986,
          10.174285969696939,
          13.799981097690761,
          13.80717905703932,
          12.627696036361158,
          12.364886002615094,
          11.214416939765215,
          11.548275011591613,
          11.977287009358406,
          11.793495970778167,
          11.00214698817581,
          8.674644981510937,
          10.009730933234096,
          9.572662995196879,
          11.391620035283267,
          11.372414068318903,
          10.103104053996503,
          8.904790040105581,
          11.466626077890396,
          10.670228977687657,
          10.882125003263354,
          9.784207097254694,
          11.316730058752,
          10.007814969867468,
          12.568144011311233,
          9.226044989190996,
          9.291165973991156,
          11.487287003546953,
          10.801339987665415,
          14.82204394415021,
          19.93520511314273,
          10.684584034606814,
          8.613197947852314,
          8.664585999213159,
          11.5947260055691,
          10.93311293516308,
          10.568312020041049,
          11.29565795417875,
          19.274306017905474,
          10.483276098966599,
          11.769925011321902,
          12.314149993471801,
          10.553920990787446,
          13.449715101160109,
          11.544913984835148,
          10.691283037886024,
          9.858213015832007,
          8.7756720604375,
          9.0964239789173,
          8.993331925012171,
          10.467236046679318,
          9.965069009922445,
          9.999800007790327,
          12.06954603549093,
          11.953835026361048,
          11.61382906138897,
          12.389131938107312,
          10.877802968025208,
          10.430056951008737,
          9.032086003571749,
          10.632710065692663,
          10.513711022213101,
          10.459548910148442,
          11.805300018750131,
          11.106864083558321,
          11.610809015110135,
          13.94945802167058,
          11.080967960879207,
          10.542224976234138,
          9.77265799883753,
          8.51407297886908,
          10.595047031529248,
          10.601532063446939,
          11.04532997123897,
          11.0262930393219,
          11.688151978887618,
          9.84185398556292,
          11.909564025700092,
          10.827302001416683,
          11.59998495131731,
          12.573888059705496,
          12.076799990609288,
          8.901093970052898,
          14.320838963612914,
          10.00944001134485,
          11.340262019075453,
          10.257076937705278,
          11.697522015310824,
          10.676451958715916,
          9.909871965646744,
          10.181450983509421,
          9.0504219988361,
          12.459518969990313,
          9.992962935939431,
          9.045596001669765,
          9.869629982858896,
          9.725137962959707,
          9.681266034021974,
          9.226259076967835,
          8.831714978441596,
          9.596832911483943,
          9.574729017913342,
          10.047735995613039,
          11.013134033419192,
          9.795416961424053,
          8.696272037923336,
          11.770711047574878,
          11.574152973480523,
          11.234411969780922,
          11.791403056122363,
          11.704240925610065,
          11.878435034304857,
          11.418379028327763,
          11.969443992711604,
          9.309891960583627,
          11.24959799926728,
          11.525431997142732,
          8.876716950908303,
          10.146350017748773,
          9.694423992186785,
          8.484680904075503,
          10.093134013004601,
          10.602856986224651,
          10.41808701120317,
          10.92438492923975,
          9.145615971647203,
          10.02362696453929,
          10.4571069823578,
          9.488234063610435,
          9.688620106317103,
          10.427933069877326,
          9.725327021442354,
          8.936794009059668,
          9.737469023093581,
          12.012417078949511,
          11.991273961029947,
          11.498944950290024,
          13.951013912446797,
          15.15123003628105,
          14.120748033747077,
          11.685438104905188,
          12.183137005195022,
          10.381856001913548,
          9.937723050825298,
          11.398882023058832,
          9.101978968828917,
          10.37544896826148,
          9.919069008901715,
          10.956100071780384,
          9.922724915668368,
          9.495920035988092,
          10.511226952075958,
          8.858929970301688,
          10.36741305142641,
          9.778520092368126,
          9.582028957083821,
          9.998142952099442,
          8.758991956710815,
          9.065759018994868,
          13.763430994004011,
          12.791626970283687,
          11.549276998266578,
          12.290340033359826,
          13.283114996738732,
          9.147683042101562,
          10.410827002488077,
          13.107978971675038,
          12.207522988319397,
          11.883761966601014,
          11.126371915452182,
          10.428178939037025,
          9.882665937766433,
          11.92516798619181,
          10.235312045551836,
          9.458648972213268,
          10.684747016057372,
          11.405066004954278,
          10.476893046870828,
          7.8956830548122525,
          9.272240102291107,
          9.977443027310073,
          11.567150941118598,
          11.544949025847018,
          10.9159080311656,
          9.16403706651181,
          7.806533947587013,
          8.15790705382824,
          9.13495197892189,
          12.400672072544694,
          10.586024960502982,
          7.021780009381473,
          8.791540982201695,
          8.685454027727246,
          7.500848034396768,
          8.576944004744291,
          8.941182983107865,
          7.674869033508003,
          8.131998940370977,
          8.765463018789887,
          8.308407966978848,
          7.707600016146898,
          8.665406028740108,
          8.351719938218594,
          8.622625027783215,
          8.270276943221688,
          8.493094937875867,
          8.262087008915842,
          9.783639921806753,
          14.988265931606293,
          14.779558987356722,
          13.74727999791503,
          13.07932601775974,
          11.368514969944954,
          12.077347957529128,
          10.472087073139846,
          10.019909008406103,
          12.196945026516914,
          9.514853009022772,
          11.776330997236073,
          10.550939943641424,
          12.85514491610229,
          10.012696031481028,
          10.39776997640729,
          9.656953974626958,
          10.378009057603776,
          10.901979985646904,
          10.1151829585433,
          10.673993034288287,
          11.432230938225985,
          11.971928062848747,
          12.182911043055356,
          10.114197968505323,
          11.198168969713151,
          10.309314937330782,
          10.321720968931913,
          11.402703006751835,
          10.85835206322372,
          13.635493931360543,
          12.160101905465126,
          12.527532991953194,
          12.38900306634605,
          9.617867995984852,
          9.75428195670247,
          10.057725012302399,
          9.593801922164857,
          9.364761994220316,
          9.39439598005265,
          10.459462995640934,
          10.124517022632062,
          11.409266968257725,
          11.272835079580545,
          7.7631850726902485,
          11.027488042600453,
          9.099488030187786,
          12.718513957224786,
          13.1837670924142,
          11.506695998832583,
          11.543810949660838,
          10.397753911092877,
          13.975188951008022,
          11.239579995162785,
          9.953244007192552,
          9.969517006538808,
          9.439112967811525,
          10.597454034723341,
          10.739329038187861,
          9.836799930781126,
          11.061216937378049,
          11.825907975435257,
          8.927599061280489,
          11.565514956600964,
          11.833883007057011,
          10.81272296141833,
          9.84757300466299,
          8.82246799301356,
          9.749632910825312,
          9.999123984016478,
          13.23304302059114,
          13.239272986538708,
          13.673297013156116,
          11.984838056378067,
          11.79250399582088,
          11.717448011040688,
          12.672448996454477,
          12.417000951245427,
          10.15244796872139,
          9.957857080735266,
          9.147798991762102,
          9.178781067021191,
          9.659282979555428,
          8.905967930331826,
          9.170296951197088,
          9.300914010964334,
          10.686113964766264,
          9.923732024617493,
          11.523238033987582,
          11.031675967387855,
          9.5420639263466,
          8.843568968586624,
          9.356525959447026,
          8.712922921404243,
          8.92517901957035,
          8.930610958486795,
          9.857508004643023,
          12.004241929389536,
          10.702266008593142,
          13.60973296687007,
          12.081863009370863,
          12.265093042515218,
          10.884796967729926,
          14.544359990395606,
          13.094924972392619,
          11.45986607298255,
          12.351915007457137,
          13.127048965543509,
          10.404343018308282,
          10.704849963076413,
          9.800861007533967,
          12.334014056250453,
          10.571875027380884,
          9.504709974862635,
          10.1690290030092,
          10.119467042386532,
          9.155223029665649,
          10.856893029995263,
          11.376763926818967,
          9.748846059665084,
          9.388539008796215,
          9.929292020387948,
          9.857041062787175,
          9.837322984822094,
          9.368559927679598,
          9.534234995953739,
          12.563648982904851,
          13.210878008976579,
          12.501575984060764,
          10.106361005455256,
          8.828279096633196,
          10.061609093099833,
          9.396611014381051,
          13.402212061919272,
          11.995926033705473,
          10.898326057940722,
          12.658811057917774,
          11.221189983189106,
          11.433499050326645,
          12.276639929041266,
          11.119781993329525,
          10.445734020322561,
          9.292550035752356,
          10.297297034412622,
          9.671487961895764,
          9.274130105040967,
          8.921460015699267,
          9.24589205533266,
          9.940390009433031,
          9.355089045129716,
          8.778924937359989,
          9.740859968587756,
          12.029318953864276,
          9.770430042408407,
          9.765506023541093,
          8.48786998540163,
          8.11412394978106,
          8.200821001082659,
          7.151467027142644,
          8.36395495571196,
          8.333973004482687,
          8.144125924445689,
          8.162384969182312,
          8.349878014996648,
          8.495748043060303,
          8.643190027214587,
          8.435791009105742,
          9.639760944992304,
          8.772638975642622,
          7.309651933610439,
          8.346793008968234,
          7.967309909872711,
          7.930635940283537,
          8.225293946452439,
          6.977883982472122,
          8.300322922877967,
          8.403957937844098,
          7.712443941272795,
          8.37022508494556,
          7.95043190009892,
          7.568259024992585,
          7.705575088039041,
          8.395469980314374,
          6.523475982248783,
          8.593332022428513,
          8.141472004354,
          7.3320199735462666,
          7.812964962795377,
          9.494161000475287,
          20.21424798294902,
          13.110792962834239,
          12.49172689858824,
          9.802414919249713,
          9.360260097309947,
          10.156371048651636,
          9.5861810259521,
          9.144403040409088,
          14.128620969131589,
          9.46413492783904,
          11.147925048135221,
          10.085067944601178,
          10.153561015613377,
          9.437319007702172,
          8.613570942543447,
          8.556297048926353,
          12.101378059014678,
          10.170683963224292,
          7.931654923595488,
          10.577174019999802,
          10.079642990604043,
          10.202040080912411,
          10.999073972925544,
          12.340795947238803,
          8.67250596638769,
          9.143451927229762,
          9.937211056239903,
          8.121885941363871,
          8.604182046838105,
          9.668539045378566,
          8.762930985540152,
          9.332495974376798,
          10.839159018360078,
          10.28336794115603,
          12.396048987284303,
          11.68431993573904,
          8.930382085964084,
          8.883873000741005,
          9.449996054172516,
          9.254635078832507,
          8.967214031144977,
          10.119223035871983,
          9.331611916422844,
          9.14910004939884,
          9.891271009109914,
          10.566674056462944,
          11.016626027412713,
          11.970452964305878,
          11.529813054949045,
          8.802335010841489,
          10.47670899424702,
          12.031989987008274,
          11.110072024166584,
          12.23074400331825,
          10.972110088914633,
          14.22919100150466,
          11.448794975876808,
          10.72716899216175,
          9.914159076288342,
          9.898182936012745,
          9.617506992071867,
          10.023977025412023,
          10.098514962010086,
          10.973891010507941,
          9.159801993519068,
          9.87160298973322,
          9.086542995646596,
          8.544296026229858,
          10.513740940950811,
          9.030927903950214,
          9.914229973219335,
          9.576166979968548,
          10.437656077556312,
          10.23589598480612,
          11.969906045123935,
          11.528662987984717,
          11.547047994099557,
          13.089458923786879,
          11.014137067832053,
          11.860347003675997,
          10.478366049937904,
          10.694680968299508,
          8.523750002495944,
          10.456817923113704,
          10.301686939783394,
          10.88242104742676,
          9.530815994367003,
          11.305773979984224,
          8.738133939914405,
          8.252649917267263,
          10.91774005908519,
          9.524540975689888,
          8.667332003824413,
          9.229035931639373,
          9.123891009949148,
          9.415053995326161,
          9.252764051780105,
          10.01122104935348,
          8.782892022281885,
          8.613002020865679,
          9.571125963702798,
          9.589495020918548,
          11.590851005166769,
          10.866677039302886,
          11.512880912050605,
          12.043321039527655,
          12.234512949362397,
          11.968737933784723,
          10.366200003772974,
          12.20240001566708,
          11.619634926319122,
          8.900366025045514,
          11.505512986332178,
          9.327596984803677,
          10.226118029095232,
          10.65167598426342,
          9.723427938297391,
          9.305252926424146,
          10.263976990245283,
          10.046598967164755,
          8.57562106102705,
          9.207022958435118,
          10.484711034223437,
          14.095354010351002,
          10.115873999893665,
          12.274287990294397,
          11.863102088682353,
          12.28502206504345,
          12.39850395359099,
          12.201808043755591,
          11.515021091327071,
          11.382899014279246,
          11.942884069867432,
          11.685949983075261,
          12.128186994232237,
          9.707778925076127,
          10.197568917647004,
          9.590071975253522,
          10.694153024815023,
          9.685440105386078,
          10.725741973146796,
          9.216899052262306,
          9.108430007472634,
          11.513108969666064,
          10.418728925287724,
          9.418789995834231,
          7.953602937050164,
          8.761936915107071,
          11.635384056717157,
          11.563240899704397,
          11.098269023932517,
          9.502577944658697,
          8.385022985748947,
          8.862067013978958,
          7.676020031794906,
          9.90449299570173,
          8.089869981631637,
          8.484859019517899,
          8.843378978781402,
          9.236723999492824,
          8.220514981076121,
          9.41588100977242,
          8.60465900041163,
          9.113308973610401,
          8.149326080456376,
          7.999792927876115,
          7.4566679541021585,
          7.917670998722315,
          7.559677003882825,
          7.672940962947905,
          9.88867599517107,
          18.4538810281083,
          15.767773962579668,
          10.43910498265177,
          11.470839031971991,
          9.333741967566311,
          10.108203976415098,
          10.232005966827273,
          9.807518101297319,
          9.558029007166624,
          9.516427060589194,
          11.380003998056054,
          8.687780005857348,
          10.39339997805655,
          12.042559101246297,
          12.652881094254553,
          9.20849503017962,
          9.066759026609361,
          9.880012948997319,
          9.178652078844607,
          8.765583042986691,
          9.109769016504288,
          9.082845994271338,
          9.327742038294673,
          10.30251500196755,
          9.53614094760269,
          11.396851972676814,
          10.683237109333277,
          8.976079989224672,
          10.466926032677293,
          8.972606039606035,
          9.785159025341272,
          8.889654069207609,
          10.585982003249228,
          9.54766699578613,
          9.387684054672718,
          9.521367028355598,
          9.36108489986509,
          8.152298047207296,
          8.541482035070658,
          9.669141960330307,
          9.171409998089075,
          9.627994964830577,
          11.15647004917264,
          11.634179973043501,
          11.274282005615532,
          8.796950103715062,
          9.758352069184184,
          9.634573012590408,
          8.130467962473631,
          8.32178199198097,
          9.223753935657442,
          9.141840040683746,
          9.137516026385128,
          9.849464055150747,
          9.328924003057182,
          9.498054045252502,
          8.561705937609076,
          8.952105999924242,
          11.717107961885631,
          9.734997060149908,
          12.208231957629323,
          9.324803948402405,
          11.161186033859849,
          11.771474033594131,
          11.021207086741924,
          13.108826940879226,
          8.947917958721519,
          9.883731021545827,
          13.276337995193899,
          10.344056063331664,
          10.622944915667176,
          10.298717999830842,
          9.661191958002746,
          9.496727026998997,
          10.055272956378758,
          9.930902975611389,
          8.425962994806468,
          9.75233200006187,
          10.503475088626146,
          9.988946025259793,
          8.25633795466274,
          9.673112072050571,
          9.939895942807198,
          8.258669986389577,
          9.110499988310039,
          12.65038107521832,
          9.98609303496778,
          11.160008027218282,
          11.978531954810023,
          11.225859052501619,
          8.301123976707458,
          9.837030083872378,
          11.090796091593802,
          10.685257031582296,
          12.117015896365047,
          11.558399070054293,
          9.54641995485872,
          10.852595907635987,
          11.40121091157198,
          11.964360950514674,
          10.013115010224283,
          8.628292009234428,
          10.143827996216714,
          9.812060045078397,
          10.493756039068103,
          10.509982006624341,
          9.141791961155832,
          9.003772982396185,
          10.468650027178228,
          9.853239986114204,
          11.21212006546557,
          11.567612993530929,
          12.477851007133722,
          13.078724965453148,
          13.533825054764748,
          10.544640012085438,
          12.12472899351269,
          11.751686921343207,
          8.6479049641639,
          10.584163013845682,
          10.226862970739603,
          10.405841981992126,
          11.630189954303205,
          10.527739999815822,
          9.202533052302897,
          9.268688037991524,
          9.482124936766922,
          9.905725019052625,
          9.325132006779313,
          9.8491869866848,
          8.93943605478853,
          9.66718711424619,
          10.2261210558936,
          13.124597957357764,
          12.58043700363487,
          10.707824025303125,
          11.439137975685298,
          11.670284089632332,
          11.266938992775977,
          12.577223009429872,
          11.22921402566135,
          10.804841993376613,
          10.323691996745765,
          9.642953984439373,
          10.00586908776313,
          9.998515015468001,
          10.818121954798698,
          9.583048056811094,
          8.807199075818062,
          9.85840696375817,
          9.958064067177474,
          8.907453971914947,
          9.32253198698163,
          9.43115504924208,
          9.760882938280702,
          13.310236972756684,
          10.759845026768744,
          9.848445071838796,
          7.550118025392294,
          7.780664949677885,
          6.691194954328239,
          8.423096965998411,
          8.136527030728757,
          7.578584016300738,
          8.18876491393894,
          8.004955016076565,
          8.59516195487231,
          8.458444965071976,
          9.129407000727952,
          8.098750957287848,
          9.938008966855705,
          8.763835998252034,
          8.150744950398803,
          8.270452031865716,
          7.892883033491671,
          7.521384046413004,
          7.9477219842374325,
          8.059522951953113,
          7.798600010573864,
          8.240507915616035,
          9.05100698582828,
          10.036822059191763,
          9.02315799612552,
          12.904510949738324,
          19.246285082772374,
          15.500548062846065,
          13.121901080012321,
          8.811587933450937,
          10.572723927907646,
          9.758310043253005,
          9.795467951335013,
          9.62409796193242,
          9.918353985995054,
          11.67015393730253,
          12.24577403627336,
          12.62112206313759,
          11.27658097539097,
          11.524547939188778,
          8.876336039975286,
          10.765771032311022,
          10.458955075591803,
          9.528208058327436,
          9.079121984541416,
          9.946627076715231,
          10.478048003278673,
          10.78356895595789,
          12.05090805888176,
          11.666498961858451,
          13.248650007881224,
          10.451007983647287,
          9.047845029272139,
          10.214269976131618,
          8.603097987361252,
          7.972610997967422,
          8.698352961800992,
          9.273745934478939,
          9.165695053525269,
          9.950203006155789,
          11.699352995492518,
          9.531173971481621,
          10.720941005274653,
          10.994562995620072,
          10.300218942575157,
          12.483563041314483,
          9.727885015308857,
          9.316858020611107,
          9.973585954867303,
          8.501750999130309,
          7.6284249080345035,
          8.584261988289654,
          8.824982913210988,
          11.301877093501389,
          10.299199027940631,
          9.135836968198419,
          10.397534933872521,
          10.460259043611586,
          10.803209035657346,
          10.469233966432512,
          8.377474965527654,
          11.1179439118132,
          12.523245997726917,
          8.652226999402046,
          11.02634402923286,
          12.989428010769188,
          11.209593969397247,
          12.005332973785698,
          11.354214046150446,
          11.00175897590816,
          9.698005043901503,
          9.132463950663805,
          9.31857991963625,
          9.931958047673106,
          8.874549996107817,
          9.458919987082481,
          9.697974077425897,
          9.700429043732584,
          8.368360111489892,
          9.540681028738618,
          10.116899968124926,
          8.009402081370354,
          9.722442016936839,
          10.583805968053639,
          11.042174999602139,
          9.271304006688297,
          10.898220003582537,
          11.612748028710485,
          12.273428961634636,
          11.495682992972434,
          12.868068995885551
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 14070.521900895983,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/sparse-uniform/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 122.76129,
        "first_ms": 10.725383,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10004.284726,
        "iterations": 835,
        "validations": "first,last",
        "samples_ms": [
          10.622726,
          10.866353,
          11.028668,
          9.582471,
          8.989454,
          11.035582,
          11.202307,
          10.726188,
          10.375441,
          7.941228,
          11.505911,
          12.079372,
          14.04758,
          12.079936,
          13.440788,
          10.798781,
          14.701941,
          12.365682,
          12.060481,
          9.451103,
          9.882659,
          11.492342,
          11.885678,
          12.087592,
          12.274263,
          12.781819,
          11.215229,
          11.218387,
          9.791206,
          12.945044,
          11.967848,
          9.095089,
          13.394025,
          12.547749,
          11.004337,
          12.270657,
          11.934372,
          11.905662,
          11.971168,
          10.053288,
          10.568552,
          10.969502,
          11.51473,
          12.148078,
          10.770599,
          10.696268,
          12.462049,
          12.01569,
          11.240515,
          17.384167,
          14.484586,
          14.001709,
          14.017516,
          11.996941,
          12.893113,
          12.198217,
          13.228037,
          11.405142,
          11.80798,
          13.179997,
          10.353102,
          11.515697,
          12.172732,
          9.670159,
          13.194846,
          9.339575,
          14.973751,
          17.375553,
          13.658991,
          13.599295,
          12.314318,
          12.836884,
          15.548024,
          13.5437,
          12.623952,
          11.501803,
          11.356369,
          10.229404,
          11.166975,
          9.813071,
          10.250742,
          11.057167,
          10.810647,
          13.675656,
          10.546718,
          10.370969,
          9.075981,
          9.295307,
          9.480056,
          8.767586,
          9.063432,
          9.395857,
          9.768138,
          9.684638,
          9.815899,
          10.726278,
          11.614336,
          21.907654,
          14.64372,
          8.08422,
          13.60712,
          11.899229,
          12.463816,
          13.444158,
          12.071046,
          13.585814,
          13.676483,
          10.674929,
          11.411497,
          11.889836,
          11.655535,
          12.129908,
          11.344543,
          13.398872,
          11.468584,
          11.770514,
          11.333412,
          11.632116,
          11.856075,
          11.094288,
          10.927526,
          12.85493,
          13.734134,
          9.821328,
          11.545606,
          10.255217,
          13.224052,
          13.46528,
          12.067094,
          12.196714,
          12.039816,
          13.051309,
          14.401832,
          11.286017,
          11.321532,
          12.200403,
          11.034179,
          13.522426,
          12.368136,
          11.305213,
          10.363423,
          10.450237,
          11.027579,
          11.40833,
          11.365391,
          9.938954,
          10.243147,
          11.164346,
          9.709914,
          11.793153,
          12.107627,
          13.100654,
          12.960046,
          11.849871,
          11.850272,
          12.629341,
          12.757408,
          11.445771,
          12.24306,
          10.336851,
          11.63981,
          10.811426,
          11.45484,
          9.869624,
          10.541883,
          10.898821,
          10.084141,
          10.2766,
          9.797648,
          8.496555,
          13.935928,
          12.621285,
          12.902882,
          11.201784,
          12.597657,
          14.564198,
          12.858846,
          11.233805,
          12.047615,
          11.62054,
          10.815634,
          11.777355,
          11.269881,
          11.338564,
          12.538026,
          10.563581,
          10.948739,
          12.389424,
          14.234755,
          12.366367,
          14.071704,
          13.014481,
          12.498703,
          12.357667,
          12.459295,
          12.902704,
          11.646788,
          11.996131,
          8.972447,
          11.356277,
          11.677098,
          10.493893,
          11.309169,
          10.31292,
          14.077138,
          11.565866,
          13.556108,
          16.884655,
          22.063523,
          11.983767,
          12.515916,
          14.169888,
          14.679811,
          10.833686,
          12.368956,
          11.904296,
          11.191485,
          11.187165,
          11.622012,
          10.43521,
          10.188801,
          11.678923,
          14.011464,
          9.799574,
          13.972911,
          12.18296,
          10.976384,
          11.214253,
          11.218202,
          9.480351,
          11.318106,
          11.411414,
          12.1847,
          11.399061,
          13.662752,
          12.544054,
          11.767615,
          9.285027,
          10.065088,
          9.610613,
          9.644649,
          12.671891,
          12.753728,
          12.972608,
          12.527519,
          12.553734,
          12.801565,
          10.656017,
          11.849503,
          12.303176,
          11.981606,
          10.576889,
          10.798068,
          10.146952,
          11.206891,
          10.370235,
          10.821083,
          11.081986,
          11.103599,
          11.905672,
          10.378883,
          13.140915,
          12.642641,
          14.086526,
          13.308219,
          13.309753,
          15.266521,
          13.056294,
          12.033284,
          12.15023,
          10.777641,
          10.891282,
          12.828861,
          10.66443,
          10.712657,
          13.084732,
          14.355568,
          12.663277,
          14.317692,
          16.468383,
          15.628077,
          15.258852,
          13.618411,
          14.420788,
          13.457283,
          12.374859,
          13.156629,
          12.532497,
          12.04159,
          12.339246,
          13.510434,
          10.508188,
          9.938918,
          11.171892,
          12.265473,
          14.17483,
          14.310042,
          11.6956,
          13.780191,
          11.575708,
          14.557636,
          13.686236,
          13.345731,
          11.474875,
          12.993429,
          11.063097,
          10.85413,
          10.7597,
          11.97539,
          9.906185,
          12.360215,
          12.190908,
          11.170643,
          17.042874,
          18.127624,
          17.761911,
          13.621719,
          12.389408,
          10.904205,
          10.767352,
          10.472462,
          14.015036,
          14.460751,
          12.397902,
          11.563519,
          10.189831,
          11.557287,
          10.709839,
          13.33655,
          12.949135,
          11.409947,
          14.691312,
          11.914088,
          9.958079,
          11.866348,
          11.85384,
          12.871494,
          10.781747,
          14.418155,
          13.268824,
          11.76478,
          11.694946,
          11.581302,
          11.521228,
          11.389017,
          12.774332,
          13.521193,
          10.185085,
          13.180212,
          12.619592,
          13.57422,
          11.236178,
          14.210045,
          12.814519,
          10.535682,
          11.7129,
          11.68921,
          11.576148,
          10.22505,
          11.519225,
          9.139346,
          11.478975,
          10.419896,
          9.896696,
          11.183653,
          10.257445,
          13.950388,
          13.538911,
          12.54168,
          11.453543,
          13.450332,
          11.279557,
          11.908926,
          14.119256,
          12.476877,
          11.317346,
          11.796667,
          11.318273,
          11.020495,
          9.752266,
          9.662617,
          11.675545,
          10.964729,
          10.233362,
          9.348675,
          10.944376,
          16.258793,
          13.723889,
          14.946254,
          14.100695,
          13.512353,
          13.278301,
          13.191824,
          12.212945,
          11.700505,
          12.066224,
          10.645047,
          11.588792,
          11.560424,
          9.949333,
          12.885373,
          10.259849,
          9.47071,
          15.23383,
          12.772603,
          14.171772,
          13.820087,
          13.664901,
          12.774944,
          12.378754,
          11.089235,
          10.594791,
          10.305471,
          12.286119,
          10.49885,
          10.615997,
          10.025907,
          12.080034,
          10.135393,
          10.409269,
          14.018113,
          11.58534,
          14.800841,
          16.354374,
          19.812981,
          11.838882,
          12.38098,
          13.716787,
          13.528505,
          9.921091,
          11.805763,
          13.693453,
          11.509901,
          11.658057,
          11.497429,
          11.695965,
          13.172719,
          12.433344,
          11.162124,
          9.87494,
          11.542854,
          13.442884,
          13.109739,
          11.396411,
          10.330959,
          14.048591,
          12.008543,
          13.408161,
          13.463752,
          12.588595,
          10.863269,
          10.530205,
          10.109217,
          9.387358,
          9.935021,
          9.685123,
          11.42007,
          13.971428,
          15.733645,
          13.895418,
          13.897553,
          13.971407,
          11.353887,
          10.224117,
          12.027469,
          10.983146,
          9.602291,
          10.915949,
          12.979735,
          13.464363,
          13.362478,
          13.618146,
          13.368322,
          14.938055,
          12.558716,
          11.988918,
          11.302163,
          10.93804,
          14.052201,
          12.075632,
          14.349189,
          14.251461,
          13.702968,
          12.469575,
          11.28013,
          12.004544,
          11.772312,
          11.511052,
          10.2171,
          10.154053,
          9.490252,
          8.53075,
          14.421938,
          20.920366,
          16.85856,
          13.563815,
          11.918851,
          12.661396,
          13.459816,
          10.163804,
          14.036725,
          12.16495,
          11.928344,
          11.30926,
          10.141526,
          10.312912,
          10.579753,
          12.318696,
          12.476855,
          14.284196,
          10.351287,
          11.466526,
          11.12908,
          10.060679,
          9.581221,
          10.629623,
          12.723186,
          11.607024,
          14.237555,
          11.753824,
          10.313778,
          11.114023,
          10.497052,
          12.876633,
          13.246595,
          12.831856,
          11.585301,
          13.989949,
          11.410224,
          12.518557,
          11.058759,
          12.81139,
          13.268513,
          13.438003,
          11.886989,
          11.382455,
          10.493432,
          12.328615,
          10.67266,
          12.005725,
          15.750847,
          13.803804,
          11.009472,
          10.880827,
          11.298677,
          10.751142,
          9.347708,
          9.969016,
          9.500741,
          11.479923,
          10.1426,
          13.435907,
          12.51958,
          12.903157,
          12.036326,
          11.438188,
          11.48828,
          11.429671,
          12.962334,
          12.461472,
          13.948607,
          11.646642,
          14.273283,
          12.268547,
          13.126127,
          14.809955,
          14.022874,
          14.560782,
          11.375738,
          11.64206,
          11.859124,
          13.011999,
          13.137479,
          13.582036,
          13.412903,
          10.410757,
          11.423725,
          11.907195,
          10.985796,
          11.063797,
          9.971932,
          13.477968,
          13.515657,
          12.100108,
          11.724745,
          11.003174,
          12.559557,
          12.198452,
          11.448372,
          13.343576,
          14.125006,
          11.490493,
          12.658771,
          13.24712,
          13.082299,
          14.159994,
          13.696586,
          11.233903,
          11.30028,
          10.412314,
          11.534927,
          13.375635,
          11.773544,
          13.954173,
          11.122455,
          11.619019,
          11.297472,
          11.786544,
          11.935843,
          11.693691,
          13.071328,
          12.533434,
          12.142594,
          11.687028,
          12.000656,
          9.693193,
          12.409724,
          12.978727,
          11.436697,
          14.290121,
          12.347184,
          15.062864,
          13.408243,
          13.013076,
          13.401129,
          12.030235,
          11.844673,
          11.634101,
          9.532768,
          10.139613,
          10.120733,
          11.238356,
          10.459306,
          13.937745,
          15.010924,
          11.494869,
          9.541795,
          9.563118,
          12.134209,
          11.634282,
          13.691815,
          11.116061,
          12.037368,
          14.353537,
          12.906155,
          10.477877,
          12.471111,
          11.87443,
          12.210514,
          12.12729,
          11.812089,
          11.918058,
          14.04033,
          12.167645,
          11.113903,
          11.132338,
          10.449127,
          12.670524,
          11.236125,
          12.037014,
          12.057783,
          10.074503,
          12.484133,
          10.522495,
          10.182757,
          11.661177,
          12.674612,
          11.887996,
          12.116965,
          12.129496,
          11.2805,
          9.715776,
          9.711184,
          11.176348,
          12.489451,
          9.824885,
          10.026724,
          12.351319,
          14.386134,
          10.144467,
          11.274404,
          9.462415,
          9.436763,
          9.505443,
          10.99499,
          10.953839,
          9.885201,
          12.54338,
          11.673551,
          14.254362,
          11.071995,
          11.378557,
          9.761603,
          12.781899,
          12.62346,
          12.362412,
          11.172597,
          11.307727,
          11.354639,
          12.191695,
          12.088291,
          11.552537,
          11.932257,
          11.310712,
          12.636515,
          10.965808,
          9.619745,
          11.210165,
          10.908145,
          11.643445,
          12.608563,
          12.282909,
          13.393453,
          12.527042,
          9.434171,
          10.047728,
          9.509482,
          11.934369,
          9.835353,
          12.477717,
          9.925613,
          11.825312,
          11.675146,
          13.718108,
          12.82254,
          13.24022,
          11.562921,
          12.544205,
          11.914481,
          10.550438,
          13.301987,
          10.359919,
          13.414677,
          10.888355,
          12.222689,
          10.987195,
          12.708345,
          12.679744,
          12.929093,
          11.87862,
          10.801752,
          10.145198,
          10.857994,
          10.443796,
          10.4897,
          11.375454,
          11.877372,
          15.724546,
          13.233052,
          10.17718,
          11.797861,
          9.92959,
          8.62424,
          10.475687,
          11.494005,
          11.295773,
          11.746054,
          13.178765,
          12.214542,
          11.972961,
          12.644009,
          10.550057,
          11.514679,
          12.467277,
          13.937729,
          13.585332,
          10.34587,
          9.798678,
          9.709552,
          10.530944,
          10.952202,
          11.264557,
          11.947582,
          12.095828,
          14.042987,
          11.127726,
          11.517715,
          9.641434,
          9.40084,
          9.65792,
          12.406082,
          11.263985,
          12.53466,
          11.919466,
          11.862057,
          13.493672,
          10.592048,
          10.729358,
          10.98829,
          11.42917,
          9.403638,
          12.123398,
          12.351098,
          13.678261,
          13.954099,
          12.05225,
          10.995987,
          9.652339,
          12.474533,
          12.769794,
          10.446825,
          13.914992,
          12.877307,
          11.73001,
          11.145014,
          12.477688,
          11.549962,
          13.099306,
          12.05222,
          11.997054,
          14.164826,
          12.077244,
          15.231819,
          11.867255,
          11.463957,
          13.281033,
          15.950663,
          16.596906,
          12.28194,
          11.934909,
          11.498555,
          10.729004,
          9.957169,
          9.382837,
          11.187419,
          12.809229,
          12.288237,
          12.890919,
          14.200232,
          11.824737,
          11.624002,
          11.54544,
          12.906092,
          10.567601,
          12.992692
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105952,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10157.978530041873,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/sparse-uniform/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3493.6434399569407,
        "first_ms": 392.750644008629,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10115.217552985996,
        "iterations": 52,
        "validation_scope": "first,last",
        "samples_ms": [
          164.93932297453284,
          179.6256179222837,
          188.45437304116786,
          186.37398106511682,
          196.50319695938379,
          180.99343602079898,
          196.45408692304045,
          203.66088103037328,
          190.90171705465764,
          196.2456899927929,
          205.37525892723352,
          176.68774793855846,
          192.1946050133556,
          203.63521098624915,
          200.6464370060712,
          195.2529069967568,
          181.95422901771963,
          189.57428308203816,
          194.30132897105068,
          205.06768801715225,
          189.92618599440902,
          199.2316759424284,
          192.3670950345695,
          188.48746293224394,
          191.45676400512457,
          187.67216801643372,
          190.09261403698474,
          188.88492102269083,
          200.2504060510546,
          209.74078390281647,
          189.60277002770454,
          206.9288840284571,
          188.30409192014486,
          185.65680691972375,
          186.20839400682598,
          205.81613504327834,
          181.34296603966504,
          202.20658998005092,
          197.34137097839266,
          212.49789802823216,
          194.16738103609532,
          177.10839107166976,
          209.1939290985465,
          210.7890360057354,
          189.09674393944442,
          215.25008999742568,
          205.97016590181738,
          194.27048799116164,
          214.7441089618951,
          180.85031094960868,
          193.71096102986485,
          206.99391001835465
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 14380.405778996646,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/dense/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 137.168822,
        "first_ms": 12.69566,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10008.512241,
        "iterations": 682,
        "validations": "first,last",
        "samples_ms": [
          14.845256,
          14.184646,
          15.006076,
          13.600624,
          12.64113,
          12.182367,
          13.199035,
          12.474394,
          13.368829,
          14.325172,
          14.148793,
          14.33179,
          12.066273,
          13.223358,
          12.185115,
          13.106279,
          14.723991,
          14.747947,
          17.55401,
          15.488844,
          15.524164,
          11.933717,
          11.648742,
          11.81162,
          13.55222,
          14.995793,
          14.338669,
          13.689754,
          15.363891,
          12.980945,
          13.975695,
          14.009452,
          16.572995,
          16.564666,
          13.833571,
          14.56045,
          15.28652,
          14.900128,
          15.960054,
          15.859412,
          16.628455,
          13.359842,
          12.352702,
          13.533963,
          15.054772,
          17.461812,
          17.085962,
          16.321048,
          13.956062,
          13.850543,
          13.034181,
          13.838594,
          15.351872,
          15.279427,
          17.656145,
          14.613297,
          14.187584,
          13.456812,
          14.416942,
          14.189415,
          19.218786,
          13.716964,
          14.375424,
          12.273244,
          12.994121,
          12.522207,
          15.841941,
          14.44954,
          17.920424,
          13.185363,
          12.935005,
          14.665287,
          13.937031,
          14.279483,
          15.248799,
          20.253707,
          14.967241,
          12.889595,
          13.635953,
          13.13947,
          15.153876,
          14.345035,
          14.282213,
          16.043982,
          16.53123,
          14.954062,
          17.856575,
          30.388062,
          13.82666,
          21.449087,
          13.327467,
          17.284424,
          14.092449,
          14.945463,
          12.829336,
          12.910512,
          12.301372,
          14.35691,
          13.845473,
          14.024322,
          11.37592,
          13.362861,
          14.494997,
          14.398776,
          14.955393,
          14.323139,
          13.505658,
          13.810353,
          13.103471,
          13.51121,
          10.823863,
          15.37945,
          15.558233,
          15.765608,
          15.561069,
          17.981093,
          17.206649,
          15.394226,
          15.98645,
          13.702829,
          12.905834,
          13.089286,
          14.314302,
          15.733604,
          19.054829,
          13.468251,
          14.350145,
          12.431887,
          12.986446,
          12.977478,
          15.654528,
          14.108609,
          14.856213,
          14.408412,
          12.581093,
          13.147496,
          12.990294,
          13.564437,
          12.710313,
          13.953654,
          15.109271,
          16.119432,
          13.941366,
          13.878977,
          14.087626,
          15.583417,
          13.481622,
          13.703326,
          14.870299,
          12.760523,
          14.051682,
          13.611566,
          14.24758,
          14.149544,
          17.473258,
          16.865121,
          15.726409,
          11.86963,
          13.664475,
          14.70501,
          13.968879,
          13.060402,
          15.708374,
          14.231525,
          12.618297,
          12.516544,
          13.146327,
          12.723149,
          13.358285,
          15.82708,
          19.332661,
          14.354294,
          13.371886,
          14.858379,
          16.419206,
          14.219212,
          17.54985,
          14.803917,
          13.884147,
          14.043553,
          13.156684,
          14.860308,
          16.039993,
          15.840599,
          13.733736,
          12.483565,
          13.034886,
          16.034212,
          16.70882,
          17.889116,
          16.094431,
          14.317645,
          13.581818,
          11.927496,
          13.978772,
          14.620348,
          16.253636,
          14.968827,
          14.781271,
          17.764524,
          15.896185,
          14.193543,
          14.001872,
          15.818904,
          16.674728,
          13.181461,
          12.637709,
          12.676648,
          14.60509,
          15.295234,
          17.264316,
          14.223577,
          14.220907,
          14.00667,
          13.737508,
          14.439778,
          15.414004,
          11.813974,
          14.305498,
          18.527606,
          13.848796,
          12.442025,
          13.563629,
          12.747043,
          12.923049,
          13.626591,
          14.805601,
          14.385998,
          14.878533,
          13.96751,
          13.494349,
          16.007873,
          15.0332,
          17.687149,
          14.506652,
          12.917369,
          14.033501,
          12.857759,
          15.148375,
          16.54143,
          13.491024,
          15.919755,
          12.551549,
          12.633764,
          12.881856,
          12.183288,
          14.500361,
          13.576971,
          16.643257,
          17.901718,
          15.340189,
          13.404966,
          13.341333,
          12.38406,
          12.737808,
          12.891426,
          15.721858,
          13.592714,
          14.069878,
          16.516291,
          13.316454,
          13.675401,
          13.807314,
          14.532883,
          16.615997,
          15.999046,
          14.002191,
          12.844138,
          15.783535,
          13.655035,
          15.182129,
          13.798443,
          15.716367,
          15.087078,
          12.43199,
          12.874199,
          12.312836,
          13.018585,
          14.137897,
          14.91055,
          17.838388,
          14.605464,
          14.820067,
          13.483139,
          14.613413,
          15.393162,
          17.326003,
          14.139466,
          17.253687,
          15.319182,
          14.663854,
          15.330133,
          17.220106,
          17.655395,
          14.41019,
          13.866859,
          12.98364,
          13.067872,
          14.005195,
          13.773544,
          17.157297,
          12.906273,
          13.406909,
          12.59787,
          13.569751,
          12.285243,
          15.734454,
          14.177685,
          14.485553,
          15.705748,
          13.922254,
          13.005958,
          13.476548,
          13.911023,
          16.259362,
          14.259748,
          14.630959,
          15.338447,
          13.941492,
          15.950667,
          15.392572,
          15.185535,
          14.13191,
          17.455863,
          12.989558,
          14.289656,
          12.793265,
          13.484406,
          15.38623,
          13.855478,
          14.32435,
          15.662975,
          14.628266,
          15.804841,
          14.948195,
          15.304567,
          13.864616,
          16.002266,
          16.433074,
          13.025836,
          14.142707,
          12.323091,
          13.482937,
          12.81719,
          15.866819,
          15.225371,
          14.827974,
          14.786718,
          15.517897,
          14.365483,
          15.138238,
          15.833532,
          14.770714,
          15.521174,
          12.172462,
          13.099505,
          14.058309,
          14.436061,
          15.479764,
          16.06673,
          14.991012,
          16.153189,
          12.402994,
          12.940245,
          13.169919,
          15.540518,
          14.451042,
          15.407603,
          13.635088,
          13.997064,
          12.645876,
          12.88756,
          15.476334,
          16.339124,
          14.171949,
          15.69456,
          17.246029,
          14.018688,
          14.912362,
          15.899613,
          15.38184,
          16.933938,
          16.597789,
          13.293524,
          15.897016,
          16.674883,
          17.622864,
          16.611938,
          14.629285,
          18.077615,
          15.855066,
          15.207248,
          14.58133,
          13.623123,
          13.753117,
          14.582819,
          15.970749,
          16.166807,
          17.076916,
          16.042665,
          14.061421,
          13.492923,
          13.513778,
          13.820565,
          16.576348,
          18.055061,
          17.75054,
          13.041211,
          16.133105,
          14.583352,
          13.099903,
          17.753092,
          13.847489,
          16.925799,
          12.493738,
          13.44259,
          12.7066,
          17.070173,
          15.42019,
          14.867374,
          16.704238,
          14.726742,
          14.965387,
          13.696833,
          15.54288,
          15.237495,
          14.149604,
          16.302355,
          15.900276,
          16.126763,
          13.399601,
          14.396842,
          13.797364,
          12.491108,
          14.511574,
          14.735739,
          16.714077,
          14.790579,
          13.332946,
          13.935078,
          15.929998,
          16.015538,
          15.014717,
          14.121766,
          12.517903,
          12.83472,
          13.174555,
          12.95641,
          14.878325,
          15.449725,
          15.319869,
          15.331122,
          14.161119,
          11.849241,
          13.260383,
          14.210359,
          17.146219,
          14.872287,
          16.922505,
          19.037729,
          13.526644,
          16.141182,
          14.264506,
          19.590085,
          15.552341,
          18.668256,
          16.31499,
          13.417995,
          15.607976,
          14.808718,
          19.963599,
          13.857397,
          14.480688,
          13.282684,
          15.070614,
          18.382242,
          14.798405,
          17.932688,
          13.987619,
          12.775192,
          11.802884,
          14.115501,
          14.339062,
          13.85475,
          14.682353,
          16.004683,
          16.179785,
          14.167676,
          12.854124,
          13.077853,
          18.183202,
          25.459803,
          16.472896,
          18.170392,
          17.923074,
          19.541577,
          16.319018,
          14.855489,
          15.930422,
          13.196525,
          12.707917,
          12.773418,
          12.959675,
          12.720591,
          13.967299,
          16.074512,
          16.176343,
          14.215255,
          14.155571,
          12.459357,
          14.180195,
          13.209942,
          14.379588,
          13.764892,
          13.54015,
          16.106389,
          14.434418,
          12.469405,
          14.121166,
          13.796716,
          14.250766,
          14.311322,
          14.734658,
          15.704763,
          14.410484,
          15.267339,
          13.621318,
          16.124938,
          17.039562,
          14.694392,
          14.038055,
          12.368335,
          12.994806,
          12.900863,
          12.107776,
          12.980094,
          12.782195,
          14.197976,
          17.25623,
          13.356563,
          14.295304,
          13.177307,
          14.630645,
          15.983756,
          17.125194,
          15.962756,
          13.166633,
          13.043247,
          12.344642,
          13.270532,
          12.619947,
          14.847884,
          12.220793,
          18.644143,
          17.008141,
          13.998313,
          15.13369,
          15.769671,
          13.57036,
          13.837692,
          14.958417,
          14.976444,
          14.515315,
          14.727564,
          13.921599,
          12.925671,
          17.042462,
          15.811305,
          13.038121,
          12.942245,
          12.554851,
          13.057197,
          12.94331,
          13.852925,
          15.343265,
          15.885614,
          14.296127,
          12.730966,
          12.335596,
          13.145262,
          12.99325,
          16.648723,
          15.344468,
          13.214797,
          15.605032,
          13.774415,
          13.551311,
          13.086138,
          14.775025,
          17.61642,
          20.562212,
          14.599972,
          14.603915,
          14.976925,
          14.157997,
          14.320494,
          15.457148,
          19.999565,
          14.129085,
          14.903601,
          14.830426,
          15.331906,
          14.362406,
          13.084014,
          18.205858,
          14.985985,
          15.358771,
          13.506326,
          12.324085,
          13.782518,
          12.33501,
          13.834514,
          12.819037,
          17.088846,
          15.849801,
          14.650525,
          13.405892,
          13.257988,
          14.91541,
          15.881654,
          18.305393,
          13.108334,
          13.35089,
          13.085474,
          13.064463,
          15.23513,
          13.472011,
          16.954211,
          13.542824,
          15.155981,
          13.253293,
          12.397438,
          13.843355,
          13.725609,
          14.398542,
          15.192317,
          12.863792,
          13.171013,
          13.129808,
          12.725663,
          13.023652,
          13.701231,
          14.652874,
          14.842251,
          14.78651,
          16.745803,
          13.806727,
          17.128294,
          17.670064,
          17.533394,
          16.765271,
          16.899627,
          16.182722,
          13.737866,
          17.056417,
          16.529233,
          15.84714,
          12.814181,
          14.769513,
          14.328108,
          14.362993,
          16.411536,
          16.558939,
          14.511466,
          15.646102,
          13.162562,
          14.488185,
          14.95817,
          14.158329,
          18.237262,
          14.074045,
          15.143345,
          13.261185,
          12.727158,
          23.934469,
          13.134892,
          15.78328,
          18.728411,
          12.469674,
          13.6558,
          12.633286,
          14.06685
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135580,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10186.979508958757,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/sparse-skew/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "timing",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3519.7072349255905,
        "first_ms": 1023.3178319176659,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10114.273343002424,
        "iterations": 11,
        "validation_scope": "first,last",
        "samples_ms": [
          834.831201005727,
          858.2347279880196,
          869.5885100169107,
          889.327225042507,
          939.5217590499669,
          866.1349409958348,
          953.469694009982,
          1035.3852659463882,
          985.5686830123886,
          957.8787559876218,
          924.2835689801723
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15007.248747977428,
      "sampled_peak_tree_pss_bytes": null,
      "max_observed_processes": null,
      "pss_samples": null,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/sparse-skew/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 127.00142,
        "first_ms": 27.766918,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10007.670022,
        "iterations": 469,
        "validations": "first,last",
        "samples_ms": [
          25.73926,
          27.071819,
          21.908173,
          28.732103,
          24.1873,
          24.377081,
          28.772561,
          28.782729,
          25.466569,
          23.859009,
          29.010567,
          22.049458,
          25.409733,
          25.706969,
          22.845358,
          30.408767,
          24.813425,
          28.7425,
          23.761016,
          31.703593,
          29.298618,
          28.718811,
          17.291752,
          13.035372,
          15.846859,
          20.106622,
          25.154476,
          18.109679,
          25.983041,
          28.872657,
          17.993402,
          20.55606,
          31.113653,
          25.635951,
          22.831272,
          28.283428,
          20.801233,
          21.767292,
          26.99933,
          31.418923,
          34.753506,
          25.201588,
          21.009554,
          31.328194,
          19.011988,
          21.108621,
          27.143592,
          18.748448,
          20.245758,
          24.132212,
          24.916288,
          27.488556,
          24.684531,
          22.862387,
          26.528952,
          22.750545,
          22.40317,
          31.871707,
          20.474265,
          22.518918,
          29.933227,
          26.285922,
          27.329549,
          22.231642,
          26.240634,
          25.232243,
          22.333463,
          28.522602,
          22.842623,
          23.921142,
          27.727322,
          25.851951,
          29.955781,
          25.571958,
          22.948582,
          30.694943,
          25.980793,
          23.96154,
          28.155473,
          22.596751,
          23.543287,
          29.377843,
          25.626942,
          26.407769,
          21.330204,
          24.681384,
          25.591927,
          21.374341,
          23.809655,
          24.736969,
          20.867451,
          23.832618,
          26.487648,
          25.694646,
          27.645001,
          25.918756,
          24.79391,
          27.031603,
          19.557674,
          22.274808,
          19.635489,
          21.983423,
          20.402896,
          19.031039,
          16.664629,
          17.394667,
          18.314397,
          16.9349,
          17.74084,
          17.400841,
          25.018112,
          21.523772,
          22.907478,
          22.612096,
          24.865383,
          16.140925,
          16.279253,
          9.61151,
          10.185122,
          15.359519,
          10.136339,
          9.26558,
          10.388643,
          12.71196,
          14.366629,
          9.691609,
          10.787762,
          14.195045,
          10.593941,
          8.801974,
          18.440409,
          11.942737,
          10.574364,
          9.520664,
          9.408424,
          9.209639,
          14.844498,
          10.365544,
          11.825833,
          10.933893,
          12.967843,
          11.780164,
          15.086722,
          16.638977,
          13.735882,
          15.88456,
          15.017855,
          9.070004,
          11.507629,
          9.845604,
          8.614552,
          9.39457,
          8.874934,
          12.750944,
          8.731531,
          10.684273,
          14.537,
          13.840301,
          8.828093,
          14.170758,
          14.527567,
          19.03334,
          17.165424,
          18.729304,
          19.216,
          22.169316,
          21.898605,
          18.07731,
          19.447281,
          16.210607,
          16.640953,
          20.821505,
          17.97309,
          18.419544,
          19.9668,
          20.231541,
          22.389955,
          22.309428,
          18.95655,
          18.687132,
          16.788782,
          18.372673,
          16.902954,
          23.921584,
          31.460575,
          21.678097,
          19.282863,
          22.042801,
          19.514051,
          16.929059,
          23.44646,
          23.254583,
          23.926732,
          21.774199,
          19.892383,
          19.430595,
          18.841529,
          18.039702,
          26.590659,
          25.273577,
          26.538636,
          21.281856,
          21.031664,
          26.351617,
          43.294146,
          23.464398,
          20.069193,
          24.680687,
          19.071235,
          21.183423,
          22.366734,
          20.186994,
          18.181639,
          18.097766,
          21.743961,
          21.046597,
          17.032157,
          19.380285,
          19.37217,
          22.750508,
          22.378263,
          21.49273,
          18.738212,
          18.895111,
          22.909957,
          25.09219,
          27.520197,
          31.358372,
          26.228726,
          26.529548,
          21.248305,
          20.968697,
          25.088985,
          31.070595,
          28.249784,
          26.169195,
          25.82675,
          20.219137,
          18.676418,
          21.888008,
          25.039005,
          22.389771,
          22.688397,
          20.164091,
          19.365485,
          18.216329,
          25.097647,
          33.966071,
          19.812926,
          21.573206,
          22.961038,
          17.323833,
          20.081663,
          22.56209,
          18.001495,
          18.611145,
          23.540158,
          23.661383,
          17.628597,
          18.601062,
          19.012318,
          23.024867,
          24.401956,
          25.54523,
          19.377604,
          20.024186,
          17.757088,
          20.085575,
          22.65103,
          28.273852,
          24.765575,
          21.6207,
          20.669062,
          18.584708,
          15.487428,
          14.416349,
          24.443074,
          23.736612,
          26.263867,
          20.72865,
          18.630989,
          18.494401,
          17.226073,
          23.716279,
          23.709966,
          23.19019,
          21.040211,
          20.105104,
          18.066256,
          20.925082,
          27.343508,
          29.196283,
          20.054929,
          21.5028,
          20.931824,
          18.818617,
          20.521176,
          22.718624,
          18.060855,
          19.459043,
          28.379851,
          22.773076,
          18.071431,
          17.618145,
          20.511855,
          21.538159,
          23.527606,
          21.180106,
          19.808507,
          18.557529,
          18.243045,
          17.831826,
          19.390678,
          21.744378,
          25.704135,
          24.248507,
          19.06275,
          19.89128,
          18.491151,
          18.414191,
          23.350918,
          24.916677,
          24.98906,
          21.622806,
          20.771431,
          21.553962,
          20.860736,
          27.451768,
          24.083782,
          29.27378,
          24.838374,
          21.317675,
          23.242549,
          30.30907,
          28.796839,
          20.803033,
          22.249142,
          23.092498,
          19.214015,
          22.102501,
          22.634815,
          19.445108,
          20.210392,
          22.924801,
          17.946371,
          18.359219,
          21.488013,
          29.091189,
          26.047293,
          26.139154,
          19.935422,
          19.293796,
          16.875608,
          17.901621,
          19.530495,
          20.321596,
          22.353349,
          22.440411,
          19.230971,
          19.133557,
          18.306325,
          18.145645,
          20.424196,
          22.64773,
          23.942826,
          21.702366,
          19.752891,
          16.992594,
          18.936649,
          19.129756,
          27.324361,
          27.496754,
          25.793375,
          19.191941,
          19.451504,
          22.196889,
          28.021563,
          29.717852,
          21.796534,
          21.736632,
          20.008582,
          19.17446,
          25.303836,
          20.246908,
          19.114216,
          20.860698,
          23.995429,
          19.266604,
          18.980753,
          20.787429,
          23.086981,
          23.626515,
          22.574896,
          19.833965,
          19.496454,
          17.092394,
          18.027653,
          21.522479,
          24.08997,
          22.472716,
          20.672661,
          21.060246,
          18.34839,
          18.693926,
          17.148387,
          26.22229,
          25.645961,
          22.185963,
          20.037679,
          17.161943,
          18.492001,
          17.015012,
          26.222037,
          22.325793,
          22.883367,
          19.792008,
          18.843323,
          19.373218,
          22.060209,
          35.796923,
          24.508819,
          22.161491,
          23.861951,
          21.712779,
          21.855557,
          24.001528,
          18.825361,
          19.782183,
          21.964367,
          22.396743,
          16.737142,
          18.302545,
          20.228795,
          22.730428,
          20.865677,
          21.430664,
          17.9451,
          18.473268,
          16.796799,
          18.349066,
          19.105405,
          23.285992,
          22.095104,
          22.373547,
          19.501061,
          17.375904,
          17.873327,
          18.004433,
          25.106518,
          25.331742,
          22.551069,
          22.026977,
          19.640666,
          20.718589,
          18.107571,
          28.276898,
          23.078617,
          21.784554,
          21.9815,
          18.617786,
          17.485559,
          27.832475,
          35.288225,
          18.798838,
          21.876331,
          21.476857,
          18.529293,
          23.768333,
          23.993529
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105656,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10284.588489099406,
      "sampled_peak_tree_pss_bytes": 104801280,
      "max_observed_processes": 1,
      "pss_samples": 540,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:std-scoped/sparse-uniform/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 102.141564,
        "first_ms": 15.84355,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10012.797002,
        "iterations": 669,
        "validations": "first,last",
        "samples_ms": [
          15.170916,
          17.230897,
          14.507428,
          14.932188,
          13.20017,
          11.972305,
          12.677405,
          10.486804,
          13.027656,
          12.020164,
          13.326589,
          12.161289,
          12.632276,
          18.965404,
          14.316994,
          16.373343,
          11.209052,
          18.325317,
          15.106193,
          13.252459,
          11.871122,
          9.66678,
          14.16279,
          13.149624,
          11.901843,
          13.330285,
          13.251839,
          9.184283,
          15.01081,
          18.085296,
          16.235655,
          17.6809,
          15.755351,
          17.942559,
          12.453236,
          15.74832,
          12.578667,
          14.213766,
          14.886939,
          10.303905,
          13.343792,
          15.434245,
          26.123894,
          17.896612,
          18.862632,
          16.565426,
          13.551896,
          19.783901,
          16.816322,
          15.264674,
          12.36112,
          17.178719,
          14.72209,
          18.375706,
          17.693866,
          20.009942,
          11.44952,
          13.629232,
          14.984888,
          16.566459,
          12.892491,
          14.108005,
          12.018019,
          13.417172,
          14.586247,
          11.071509,
          15.23326,
          15.398327,
          17.528462,
          18.733284,
          12.413031,
          18.384999,
          14.976936,
          10.546858,
          16.492463,
          11.508518,
          14.263401,
          13.807061,
          13.860322,
          13.145757,
          11.573374,
          15.095354,
          18.288133,
          18.90805,
          15.229064,
          15.030318,
          18.709104,
          12.779498,
          13.083906,
          12.267461,
          13.952236,
          17.900037,
          14.506785,
          11.446328,
          21.664225,
          20.705206,
          17.312048,
          17.508865,
          14.529358,
          17.191227,
          13.824718,
          14.26976,
          9.290479,
          12.486539,
          11.117855,
          13.604838,
          11.778567,
          12.473333,
          20.342356,
          13.210783,
          19.52325,
          16.224661,
          18.491439,
          12.465619,
          15.430459,
          17.08296,
          13.326428,
          16.541901,
          21.511961,
          11.663984,
          26.889374,
          19.178794,
          19.82924,
          11.78112,
          11.608518,
          18.24077,
          18.839516,
          14.505394,
          15.541957,
          11.180346,
          15.276624,
          16.510167,
          14.650679,
          15.506694,
          11.291663,
          13.658788,
          11.380479,
          11.56889,
          15.98706,
          16.664187,
          14.575967,
          12.999055,
          12.25285,
          14.206428,
          11.705417,
          17.857788,
          16.272959,
          11.278464,
          14.902485,
          19.409706,
          14.927106,
          18.866979,
          16.805875,
          11.738006,
          14.232773,
          11.2875,
          15.226492,
          15.187105,
          11.512487,
          12.542779,
          16.657508,
          24.822175,
          12.593944,
          21.346342,
          14.33719,
          15.3935,
          19.09011,
          16.434144,
          11.844909,
          14.542313,
          9.882288,
          14.398266,
          17.398837,
          19.941524,
          17.065387,
          17.805221,
          19.278076,
          12.359987,
          13.913634,
          15.847765,
          12.818099,
          16.72365,
          16.082317,
          11.056456,
          25.345825,
          14.259437,
          17.588904,
          12.640192,
          20.0031,
          12.338999,
          15.918126,
          13.493636,
          15.459224,
          16.315785,
          11.323344,
          13.624612,
          15.840172,
          16.860394,
          23.946066,
          17.784761,
          9.70441,
          16.863183,
          13.914466,
          15.741575,
          14.162961,
          14.850509,
          22.143807,
          19.856187,
          17.951481,
          17.051766,
          16.790216,
          12.645196,
          17.840184,
          15.178949,
          12.271584,
          14.104164,
          11.346114,
          14.122803,
          13.162101,
          11.46126,
          15.608544,
          18.035339,
          11.902411,
          16.591742,
          14.752617,
          15.15996,
          10.653152,
          14.108969,
          9.828516,
          14.139798,
          13.90454,
          11.698676,
          19.429329,
          13.80309,
          15.675869,
          14.423158,
          17.979758,
          15.080509,
          13.121051,
          11.088178,
          14.379574,
          12.943747,
          12.027215,
          17.036871,
          11.821753,
          18.341843,
          13.36853,
          22.065039,
          14.65309,
          20.731647,
          14.098187,
          19.192956,
          12.135506,
          15.766338,
          11.740534,
          15.370635,
          16.992917,
          10.953038,
          15.552035,
          15.260593,
          20.406307,
          14.641247,
          20.268438,
          14.00677,
          14.919332,
          12.637866,
          16.535058,
          10.753986,
          15.674505,
          16.449564,
          11.249455,
          12.966463,
          18.097371,
          17.916003,
          13.052504,
          20.261411,
          19.072107,
          14.859607,
          15.719816,
          11.908761,
          14.5297,
          11.010369,
          14.118362,
          13.611361,
          12.513976,
          22.255186,
          12.805302,
          13.5994,
          12.924766,
          9.733091,
          37.599096,
          19.935891,
          10.430018,
          17.634678,
          12.046796,
          23.382258,
          13.081491,
          23.533547,
          15.851393,
          11.247278,
          13.873193,
          11.30232,
          13.632123,
          16.320444,
          14.509759,
          10.184567,
          14.354389,
          10.152389,
          15.037858,
          11.156304,
          18.761872,
          12.623048,
          17.250603,
          11.043123,
          16.684303,
          12.046889,
          14.155099,
          13.674511,
          15.986837,
          17.061394,
          17.938526,
          12.095901,
          16.090537,
          11.388363,
          13.604235,
          11.727637,
          11.351448,
          14.518967,
          13.750062,
          13.032972,
          10.899324,
          14.663566,
          11.567262,
          19.056282,
          14.704315,
          17.01906,
          14.879817,
          15.208059,
          15.569278,
          16.315615,
          14.900182,
          11.567414,
          13.69332,
          13.401138,
          10.529525,
          11.160814,
          16.663622,
          15.328598,
          17.730436,
          12.742833,
          21.14749,
          13.585001,
          14.626847,
          13.235874,
          15.687808,
          11.557763,
          14.960658,
          17.246424,
          11.538099,
          37.818648,
          17.11905,
          19.671011,
          13.64405,
          15.685923,
          17.915627,
          13.616194,
          15.186006,
          12.418176,
          14.29315,
          17.270036,
          11.805827,
          29.197452,
          17.627722,
          14.366189,
          23.187328,
          12.261711,
          17.165786,
          20.076292,
          12.339443,
          10.649457,
          15.219631,
          9.769178,
          19.13912,
          13.955283,
          15.955485,
          11.545506,
          14.165983,
          16.42452,
          14.073018,
          14.636485,
          13.640394,
          17.779807,
          10.529781,
          9.601556,
          11.540357,
          10.973051,
          12.296492,
          15.18504,
          16.466165,
          20.328723,
          12.340096,
          17.901591,
          18.376463,
          12.928999,
          12.125821,
          14.578545,
          11.435475,
          15.970758,
          10.902034,
          13.872036,
          13.496418,
          12.725535,
          14.243362,
          16.930378,
          14.451924,
          19.33249,
          13.122242,
          17.92587,
          17.487568,
          11.140196,
          14.790704,
          10.46592,
          13.404461,
          10.919312,
          14.424048,
          13.32865,
          13.440487,
          21.791832,
          16.021809,
          16.948017,
          15.400108,
          19.008366,
          12.622946,
          15.628545,
          14.555438,
          12.707335,
          10.59086,
          10.783254,
          13.823319,
          10.9188,
          21.396301,
          13.566339,
          20.897162,
          13.201495,
          19.342298,
          13.872422,
          14.390314,
          21.735402,
          11.813455,
          14.10961,
          14.77956,
          14.885427,
          14.731476,
          18.533221,
          26.347959,
          16.475892,
          17.624675,
          10.721363,
          15.516108,
          17.212734,
          17.741805,
          13.408756,
          14.145243,
          10.914573,
          13.542855,
          11.456811,
          16.125465,
          14.065214,
          17.206371,
          11.584632,
          13.245078,
          11.594513,
          14.711425,
          12.733905,
          12.666734,
          16.757382,
          10.25614,
          13.583938,
          11.109041,
          11.243365,
          14.446312,
          12.847535,
          13.892381,
          11.933297,
          18.073093,
          12.703368,
          17.562448,
          16.38454,
          12.670672,
          11.835549,
          13.708645,
          14.380892,
          10.723179,
          15.992488,
          11.679342,
          15.217198,
          11.115467,
          17.274019,
          17.392464,
          13.426114,
          19.063424,
          15.193987,
          15.495134,
          11.017953,
          15.93549,
          11.053273,
          14.242428,
          11.158262,
          14.697252,
          11.766974,
          13.973709,
          11.994985,
          19.687833,
          24.465649,
          22.755445,
          11.927558,
          19.087995,
          17.958744,
          13.785989,
          10.500915,
          14.179803,
          8.91211,
          15.968912,
          9.844516,
          15.536063,
          9.931862,
          18.691565,
          16.23255,
          20.905461,
          11.296926,
          19.987933,
          12.361197,
          16.995236,
          11.587508,
          14.330407,
          11.230645,
          14.070288,
          10.867526,
          15.869487,
          16.005919,
          19.744459,
          25.463121,
          13.947752,
          16.17643,
          16.451594,
          13.288801,
          18.387287,
          12.868739,
          16.12999,
          15.865666,
          12.721477,
          24.136339,
          12.581364,
          14.838514,
          11.36922,
          13.320647,
          11.485928,
          15.197058,
          14.236021,
          13.839303,
          10.212313,
          14.334021,
          10.372148,
          13.963245,
          10.327839,
          19.154279,
          11.12286,
          18.752902,
          16.396366,
          12.658304,
          19.280698,
          16.961553,
          13.049045,
          13.221323,
          10.273798,
          14.917956,
          10.923989,
          14.734577,
          10.56478,
          10.806386,
          15.840874,
          14.780467,
          16.849854,
          11.775353,
          21.531906,
          12.285349,
          15.170431,
          11.40473,
          14.765018,
          11.046171,
          14.291067,
          12.046436,
          13.691884,
          11.203559,
          11.184214,
          16.354938,
          16.606943,
          18.38803,
          14.155694,
          18.435539,
          12.707156,
          14.259489,
          14.616736,
          11.342813,
          15.505669,
          15.900906,
          10.943438,
          14.736562,
          13.706784,
          21.504993,
          19.062959,
          18.503614,
          20.380685,
          17.373091,
          16.520532,
          11.321687,
          15.788051,
          11.327238,
          14.881545,
          11.036416,
          18.438693,
          11.108464,
          24.886038,
          21.083995,
          18.396836,
          11.653172,
          15.37621,
          12.126154,
          17.337476,
          14.207428,
          16.736469,
          12.204054,
          13.94768,
          10.939398,
          16.667083,
          21.484492,
          11.151706,
          11.866653,
          17.263078,
          12.997965,
          12.910047,
          14.417492,
          19.902329,
          14.811612,
          13.687089,
          13.545442,
          10.779266,
          15.004614,
          18.376687,
          9.968822,
          18.52661,
          13.501883,
          20.635671,
          17.552752,
          17.468369,
          14.113793,
          12.606314,
          11.478163,
          16.384067,
          14.112682,
          11.096056,
          14.93514,
          12.543702,
          21.991558,
          14.69032,
          21.257789,
          12.452042,
          15.343601,
          17.975994
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10273.458179901354,
      "sampled_peak_tree_pss_bytes": 104856576,
      "max_observed_processes": 1,
      "pss_samples": 398,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/dense/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 164.580346,
        "first_ms": 31.002157,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.677309,
        "iterations": 686,
        "validations": "first,last",
        "samples_ms": [
          14.283514,
          16.514397,
          12.409541,
          14.441487,
          14.773129,
          11.343393,
          14.814551,
          14.649026,
          14.083308,
          16.602681,
          12.813202,
          13.424519,
          13.573887,
          13.612594,
          14.281046,
          15.472425,
          15.375537,
          14.644326,
          13.753204,
          12.975731,
          11.810753,
          14.937956,
          11.686529,
          12.447771,
          12.315473,
          12.106756,
          12.124992,
          15.077541,
          14.501427,
          16.371516,
          18.760424,
          19.046888,
          14.26497,
          16.850041,
          14.639575,
          14.274558,
          13.610974,
          14.958008,
          12.132449,
          15.805925,
          16.775986,
          13.631111,
          15.315992,
          16.664927,
          15.041934,
          15.738474,
          13.68334,
          14.866981,
          14.482076,
          14.607563,
          13.071714,
          15.750701,
          16.095105,
          12.978453,
          13.78134,
          17.342913,
          20.314507,
          16.235673,
          16.381908,
          15.092268,
          16.517897,
          14.820817,
          15.185925,
          14.390611,
          14.548813,
          14.85666,
          14.430485,
          16.446405,
          16.228053,
          15.496363,
          16.202531,
          18.884983,
          18.307646,
          21.072816,
          16.917677,
          17.990499,
          15.802627,
          14.232142,
          13.926038,
          14.23455,
          13.501776,
          13.533475,
          13.561971,
          12.147283,
          14.264218,
          14.225294,
          14.776525,
          18.239492,
          14.58089,
          18.765816,
          14.447174,
          13.821522,
          12.062446,
          12.061342,
          18.587135,
          16.571813,
          16.874334,
          13.621734,
          14.048339,
          14.095032,
          14.857659,
          14.737588,
          13.928776,
          14.834691,
          15.068688,
          13.939257,
          15.162442,
          18.809572,
          14.016019,
          15.414104,
          14.988418,
          13.927331,
          15.934664,
          14.450597,
          15.342029,
          14.221635,
          14.015667,
          15.334631,
          15.004816,
          13.656646,
          15.075768,
          15.552528,
          13.113195,
          13.89331,
          12.327283,
          13.641094,
          12.529355,
          13.169774,
          13.727948,
          24.418487,
          18.356376,
          16.613824,
          13.698386,
          13.525997,
          14.329999,
          17.240801,
          16.549672,
          14.17109,
          14.934611,
          15.237131,
          15.903476,
          14.13764,
          14.678602,
          14.457473,
          14.839963,
          14.973977,
          15.601414,
          14.304167,
          16.016319,
          14.284032,
          15.821487,
          14.65238,
          13.909527,
          14.318671,
          14.635187,
          14.80304,
          16.280011,
          15.039785,
          15.976533,
          18.893223,
          19.620763,
          14.639921,
          17.277806,
          15.695192,
          15.704933,
          13.687477,
          13.676621,
          13.086894,
          13.919018,
          12.828178,
          12.192894,
          13.373427,
          14.13514,
          14.698896,
          16.328159,
          13.441972,
          15.448205,
          15.73976,
          16.53025,
          17.892421,
          14.289812,
          15.368334,
          17.390875,
          12.556256,
          16.762652,
          14.959238,
          13.142364,
          12.531054,
          13.204656,
          12.248396,
          14.328813,
          12.929802,
          13.422909,
          13.088019,
          14.858326,
          11.386031,
          13.482566,
          12.704008,
          10.661629,
          18.765773,
          15.921716,
          15.045459,
          17.624193,
          14.136958,
          14.121047,
          13.084308,
          17.734041,
          15.238609,
          15.384472,
          14.229973,
          13.802442,
          15.190432,
          15.303513,
          13.928249,
          14.007136,
          13.682797,
          17.711726,
          13.52134,
          18.321467,
          16.558825,
          18.328177,
          21.867558,
          19.994862,
          16.75643,
          15.323869,
          14.429606,
          15.511915,
          12.918369,
          12.773571,
          13.082406,
          12.102254,
          13.835056,
          17.762865,
          16.163827,
          16.670246,
          15.168387,
          13.586036,
          14.723205,
          18.255129,
          17.156704,
          12.913626,
          15.897601,
          16.53403,
          15.981782,
          14.83726,
          13.273165,
          14.834492,
          17.031872,
          14.454943,
          11.066166,
          12.69577,
          12.726072,
          12.688713,
          11.500813,
          10.350369,
          11.181724,
          10.053585,
          11.555239,
          12.421658,
          11.148692,
          11.42185,
          10.369304,
          11.645199,
          10.960321,
          11.352841,
          12.467473,
          12.465954,
          14.135239,
          35.08467,
          15.866527,
          15.944364,
          14.686147,
          13.496807,
          18.074055,
          18.515083,
          15.449101,
          15.933463,
          13.929985,
          13.975744,
          12.913099,
          11.865031,
          12.281873,
          13.492732,
          14.353307,
          13.08367,
          13.126403,
          14.926757,
          16.032941,
          16.730757,
          12.068419,
          12.507134,
          12.776497,
          12.324905,
          13.134511,
          15.112389,
          15.909739,
          15.166535,
          16.031226,
          13.293503,
          13.012083,
          14.65336,
          11.789391,
          13.420509,
          12.085363,
          12.286001,
          15.445325,
          13.238917,
          14.139744,
          15.298455,
          10.570724,
          13.982858,
          15.89543,
          13.057517,
          15.122857,
          12.842941,
          15.910895,
          11.687245,
          13.159074,
          11.440885,
          11.011699,
          11.438926,
          10.563671,
          11.768279,
          12.807617,
          11.352155,
          10.473845,
          9.245965,
          16.37167,
          13.909405,
          17.563063,
          11.946322,
          11.017488,
          10.904053,
          10.694145,
          10.731366,
          13.574728,
          12.770208,
          11.51228,
          13.47981,
          13.829282,
          11.406714,
          13.382426,
          11.590821,
          12.387533,
          12.890851,
          16.185214,
          18.028076,
          14.694472,
          15.240937,
          13.984398,
          13.749767,
          16.340655,
          15.2762,
          13.761618,
          13.724119,
          22.709277,
          12.908574,
          11.730572,
          11.586372,
          12.599908,
          13.728672,
          14.120773,
          15.423954,
          12.499778,
          11.534774,
          15.405213,
          18.215214,
          11.949178,
          16.225629,
          15.078582,
          14.051694,
          16.80889,
          10.745762,
          16.431442,
          17.104205,
          15.669861,
          15.832839,
          15.064701,
          13.41981,
          14.294764,
          12.993744,
          14.314084,
          12.855063,
          12.814579,
          15.084723,
          13.591813,
          17.669763,
          16.309766,
          22.255162,
          13.838239,
          18.236937,
          12.990494,
          12.602888,
          14.294307,
          14.364151,
          14.454351,
          13.878456,
          17.767048,
          13.429355,
          12.483654,
          14.50638,
          12.61896,
          11.597657,
          13.617609,
          17.079427,
          12.983953,
          11.869413,
          10.746819,
          20.512193,
          17.201704,
          21.589877,
          16.381233,
          19.912537,
          13.000629,
          13.292173,
          13.237716,
          12.618608,
          15.369709,
          13.648457,
          14.728606,
          15.208873,
          13.38651,
          14.30478,
          12.321065,
          14.670906,
          13.133141,
          15.457242,
          15.41508,
          14.425209,
          15.000905,
          13.100056,
          13.029415,
          15.682677,
          16.365821,
          13.615116,
          13.068954,
          14.164679,
          18.462386,
          11.346465,
          14.233911,
          13.278436,
          12.482328,
          14.061369,
          13.565078,
          12.311388,
          10.765707,
          11.115701,
          11.249473,
          13.475709,
          11.969166,
          13.993835,
          15.503151,
          15.222036,
          13.504793,
          16.442973,
          14.205057,
          15.858625,
          15.716669,
          16.16369,
          14.14576,
          12.554378,
          12.504449,
          12.405567,
          15.003585,
          12.909051,
          14.336753,
          13.881006,
          12.603096,
          12.964371,
          16.555178,
          16.077973,
          16.20401,
          17.047385,
          17.327352,
          15.007899,
          18.923115,
          16.998226,
          15.374171,
          13.338157,
          14.388961,
          16.162208,
          14.370479,
          14.261571,
          16.067514,
          13.948429,
          14.008223,
          18.291212,
          16.876713,
          17.750991,
          15.44119,
          11.570135,
          12.938964,
          13.789837,
          14.392145,
          14.019212,
          14.456711,
          13.490962,
          14.480542,
          18.367075,
          19.303036,
          13.843944,
          18.25804,
          18.689749,
          21.28031,
          25.580946,
          21.942781,
          17.315804,
          15.290324,
          13.37695,
          18.133264,
          15.646414,
          15.447119,
          15.348632,
          13.611251,
          13.626051,
          12.338945,
          12.875142,
          12.361431,
          11.736837,
          13.812571,
          12.277933,
          12.596507,
          12.020891,
          12.992618,
          13.954308,
          12.629367,
          14.891386,
          9.993402,
          11.191664,
          14.826194,
          16.325271,
          27.150281,
          14.150198,
          15.160753,
          17.67312,
          15.827165,
          18.583703,
          17.653697,
          16.991711,
          16.4088,
          13.639027,
          16.010102,
          15.153606,
          15.864474,
          17.143813,
          13.242034,
          14.065994,
          12.582934,
          14.766185,
          13.723262,
          14.176566,
          13.716661,
          14.809458,
          14.179337,
          13.237746,
          12.058019,
          11.98696,
          11.711776,
          13.286609,
          12.630968,
          13.781706,
          12.396124,
          11.062195,
          16.030714,
          12.625763,
          17.801057,
          15.618266,
          14.452307,
          12.374592,
          14.96756,
          14.96167,
          14.752557,
          13.921373,
          12.467747,
          13.345372,
          13.182239,
          13.097599,
          12.239896,
          11.66396,
          11.930383,
          13.116251,
          11.889756,
          13.675334,
          15.481453,
          18.058131,
          16.711865,
          16.508682,
          14.76711,
          16.541915,
          16.157043,
          13.535683,
          13.155386,
          12.864803,
          12.892842,
          11.926836,
          13.308883,
          12.505562,
          12.942549,
          13.471539,
          14.666702,
          13.903016,
          12.783247,
          13.588714,
          17.203069,
          16.648315,
          17.651339,
          15.883799,
          15.76726,
          17.893969,
          16.072014,
          15.084289,
          12.842314,
          14.671264,
          13.826521,
          14.578711,
          12.439191,
          12.211014,
          14.096557,
          12.938864,
          14.272486,
          12.985051,
          17.441601,
          16.241291,
          11.200562,
          15.299612,
          15.638162,
          14.901012,
          16.363447,
          17.261834,
          16.726477,
          13.332314,
          15.27122,
          14.243556,
          12.943023,
          14.482489,
          14.042815,
          12.101387,
          14.501789,
          15.896601,
          13.317349,
          13.027134,
          12.760119,
          11.333117,
          15.946186,
          24.509053,
          14.914563,
          15.037849,
          15.322826,
          15.801097,
          15.406885,
          18.45683,
          15.883598,
          12.628783,
          14.334221,
          13.544266,
          14.154254,
          14.001156,
          13.536843,
          14.370633,
          18.279658,
          13.465863,
          13.42999,
          12.10925,
          13.742674,
          14.665192,
          13.981143,
          15.557247,
          14.325116,
          15.064582,
          12.465244,
          14.041493,
          12.691891,
          12.605495,
          13.808294,
          11.831967,
          14.542295,
          12.909714,
          15.203712,
          14.659238,
          17.303662,
          17.988323,
          15.903624,
          14.654874,
          16.918499,
          12.805925,
          14.629911
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135344,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10328.292807913385,
      "sampled_peak_tree_pss_bytes": 135267328,
      "max_observed_processes": 1,
      "pss_samples": 349,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/sparse-uniform/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3056.067895027809,
        "first_ms": 13.169924961403012,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10006.91898399964,
        "iterations": 758,
        "validation_scope": "first,last",
        "samples_ms": [
          18.16055306699127,
          13.477401924319565,
          16.428839997388422,
          13.962646014988422,
          10.885609895922244,
          12.635434977710247,
          13.150322018191218,
          14.30040504783392,
          12.105164001695812,
          11.680186027660966,
          11.03383197914809,
          11.466274969279766,
          12.0757200056687,
          11.184182949364185,
          10.105216992087662,
          13.947226922027767,
          10.459006065502763,
          13.410878018476069,
          10.383694083429873,
          15.86053695064038,
          13.416280038654804,
          14.739603968337178,
          17.414296977221966,
          11.782836983911693,
          19.11874406505376,
          17.082230071537197,
          10.560533963143826,
          13.656095950864255,
          14.216357958503067,
          12.842337018810213,
          10.342348949052393,
          10.427415021695197,
          11.191999074071646,
          11.171236983500421,
          11.334693059325218,
          11.480271932668984,
          12.646578019484878,
          15.645933919586241,
          15.125385951250792,
          13.894474948756397,
          14.040083042345941,
          16.557128983549774,
          17.631002003327012,
          16.38813898898661,
          14.213541988283396,
          11.468396987766027,
          12.460425961762667,
          12.01148598920554,
          10.939561994746327,
          14.546287944540381,
          13.922875979915261,
          10.987828020006418,
          11.53781299944967,
          12.541975942440331,
          16.314610023982823,
          17.569708987139165,
          13.148560072295368,
          14.566664933227003,
          13.832269003614783,
          15.162465977482498,
          13.804999995045364,
          13.230346026830375,
          11.924726073630154,
          10.829532984644175,
          11.92020799499005,
          11.32773794233799,
          10.747931082732975,
          15.600322978571057,
          12.408152921125293,
          11.261255014687777,
          16.979589010588825,
          12.387458002194762,
          10.179292992688715,
          18.5785029316321,
          15.937978983856738,
          18.47544696647674,
          14.795665047131479,
          14.881387003697455,
          11.206101044081151,
          14.84817499294877,
          14.914234983734787,
          13.973900000564754,
          11.522126966156065,
          13.987623970024288,
          10.076347040012479,
          12.186852982267737,
          14.48453904595226,
          11.103912023827434,
          11.256051016971469,
          12.078964966349304,
          11.9959149742499,
          16.550768981687725,
          9.95355099439621,
          10.65890397876501,
          10.49400691408664,
          9.348549996502697,
          12.367428978905082,
          10.830027051270008,
          12.74211099371314,
          11.754171107895672,
          12.205632054246962,
          11.514383018948138,
          10.16583398450166,
          13.717166031710804,
          10.948232025839388,
          12.545599951408803,
          11.087849969044328,
          16.089000971987844,
          13.014776981435716,
          14.405057998374104,
          11.456186999566853,
          14.283140073530376,
          14.012528932653368,
          14.630620018579066,
          15.144626959227026,
          14.034684980288148,
          15.627695946022868,
          12.88518204819411,
          10.636128950864077,
          12.95260398183018,
          12.87776103708893,
          12.067332048900425,
          11.340936995111406,
          11.593042057938874,
          12.359522981569171,
          11.244250927120447,
          10.697697987779975,
          12.82302406616509,
          23.74411595519632,
          19.431696040555835,
          13.789875083602965,
          14.043617993593216,
          15.031898976303637,
          14.828591956757009,
          12.021761969663203,
          11.28778699785471,
          12.482360005378723,
          13.821713044308126,
          11.373719084076583,
          11.680713039822876,
          11.617781012319028,
          10.471962974406779,
          11.894602910615504,
          11.186640011146665,
          14.805648010224104,
          14.66843404341489,
          13.117195921950042,
          13.388836989179254,
          13.338863966055214,
          12.253677006810904,
          17.548060044646263,
          13.48914799746126,
          12.078600004315376,
          12.988122995011508,
          14.024474075995386,
          10.4936589486897,
          11.639495030976832,
          10.320210014469922,
          11.386651080101728,
          10.995295946486294,
          11.65092398878187,
          12.964366003870964,
          14.679812011308968,
          14.652151032350957,
          14.34010500088334,
          15.761875081807375,
          16.109660966321826,
          14.00112290866673,
          16.27195009496063,
          15.004365937784314,
          13.94746103323996,
          11.524677975103259,
          12.54749996587634,
          10.8577850041911,
          13.23406700976193,
          10.58689400088042,
          18.520802026614547,
          10.876900982111692,
          11.064804042689502,
          14.47141997050494,
          23.07489502709359,
          19.990624045021832,
          11.43622410017997,
          12.178429984487593,
          12.953639961779118,
          12.175714946351945,
          16.515824012458324,
          15.307883964851499,
          13.98308202624321,
          11.113599059171975,
          11.582272010855377,
          11.227071983739734,
          12.007482000626624,
          11.577724013477564,
          12.792223016731441,
          15.903005027212203,
          12.658386956900358,
          11.099969036877155,
          11.898378026671708,
          14.198772027157247,
          10.67809306550771,
          10.605676914565265,
          10.809761006385088,
          18.644841038621962,
          12.461120961233974,
          15.318821999244392,
          11.952311964705586,
          12.301909038797021,
          10.949427960440516,
          10.663612047210336,
          11.651073000393808,
          11.494289967231452,
          15.319593017920852,
          12.72308302577585,
          13.356392970308661,
          12.714564916677773,
          17.20121898688376,
          12.634629965759814,
          15.02964599058032,
          15.595591044984758,
          12.304060976020992,
          10.589650948531926,
          12.567806988954544,
          11.133352993056178,
          12.528536026366055,
          11.426627053879201,
          12.276688008569181,
          11.249645031057298,
          12.105944100767374,
          9.66414506547153,
          15.38950391113758,
          13.371954089961946,
          16.010335995815694,
          16.795206000097096,
          12.762617086991668,
          14.060408109799027,
          12.22270296420902,
          12.031866936013103,
          14.194399933330715,
          10.473005939275026,
          12.676331913098693,
          11.048193089663982,
          14.524945057928562,
          11.918955016881227,
          12.287128949537873,
          12.382098007947206,
          12.095979996956885,
          12.823433033190668,
          15.820681932382286,
          13.5332599747926,
          18.629862926900387,
          13.248848030343652,
          13.387028011493385,
          13.323891907930374,
          12.01066595967859,
          13.601709972135723,
          10.987437912262976,
          15.045312000438571,
          11.429228004999459,
          14.056706917472184,
          10.362279950641096,
          13.428464066237211,
          14.317359076812863,
          11.593745090067387,
          16.396173974499106,
          15.64025494735688,
          14.674042933620512,
          14.363470021635294,
          13.230219017714262,
          15.711853047832847,
          16.5998509619385,
          11.40672608744353,
          12.903033988550305,
          11.319292010739446,
          11.155157932080328,
          11.087859980762005,
          11.642690980806947,
          12.996918987482786,
          11.263065040111542,
          13.36026901844889,
          13.906836975365877,
          13.674931018613279,
          14.924859977327287,
          14.602222945541143,
          25.69161297287792,
          13.512694975361228,
          13.213330996222794,
          12.061401037499309,
          18.05208099540323,
          12.945551075972617,
          13.47395102493465,
          14.53512697480619,
          10.776086011901498,
          12.613828992471099,
          11.823326000012457,
          11.453139944933355,
          13.268993934616446,
          12.394364108331501,
          15.086952014826238,
          12.986395042389631,
          9.895671042613685,
          13.564776978455484,
          12.095061945728958,
          10.73580898810178,
          15.333401039242744,
          13.077098992653191,
          12.10869406349957,
          17.82374898903072,
          13.868518988601863,
          11.87495409976691,
          11.736682034097612,
          12.150431983172894,
          11.74145599361509,
          13.768387027084827,
          12.269438011571765,
          12.335577979683876,
          11.528821079991758,
          14.172281953506172,
          17.692032968625426,
          14.574637985788286,
          15.835961094126105,
          11.376427952200174,
          11.575722019188106,
          12.017222004942596,
          10.786817991174757,
          12.153082992881536,
          11.768872034735978,
          13.491531019099057,
          13.008476002141833,
          15.258626081049442,
          11.261687963269651,
          12.234558002091944,
          17.06309407018125,
          14.725049957633018,
          16.24542404897511,
          14.15385794825852,
          16.068869968876243,
          14.519915101118386,
          11.733953026123345,
          14.436549041420221,
          13.873890973627567,
          11.224237969145179,
          10.923410998657346,
          12.613450991921127,
          11.707060970366001,
          10.878367931582034,
          13.107736012898386,
          12.15437799692154,
          15.461492934264243,
          15.52347606047988,
          12.385652982629836,
          16.00213802885264,
          16.456100973300636,
          14.993319986388087,
          16.664515947923064,
          11.827746988274157,
          13.416804024018347,
          11.367181898094714,
          14.097824925556779,
          15.013067051768303,
          13.540015905164182,
          14.23012895975262,
          12.989285052753985,
          11.167737888172269,
          16.917048022150993,
          14.078460051678121,
          14.920449000783265,
          17.413333989679813,
          15.987423015758395,
          13.916718075051904,
          15.401166980154812,
          13.207860058173537,
          15.037348959594965,
          11.98728906456381,
          10.442207916639745,
          11.80927804671228,
          11.861788923852146,
          15.176428016275167,
          14.780708006583154,
          14.932575984857976,
          9.85612696968019,
          17.75267207995057,
          24.85288493335247,
          17.322711064480245,
          14.794756076298654,
          15.188615070655942,
          12.900250032544136,
          13.005880988202989,
          16.426109010353684,
          14.261881005950272,
          10.164520936086774,
          13.828076072968543,
          11.782117071561515,
          13.095472007989883,
          12.204003985971212,
          12.890876969322562,
          13.625690015032887,
          17.22593605518341,
          11.384716024622321,
          10.67280606366694,
          11.785316979512572,
          11.572690913453698,
          11.939488002099097,
          10.423926054500043,
          13.678089017048478,
          14.97121003922075,
          14.306362951174378,
          11.639834032393992,
          11.176194995641708,
          10.36520500201732,
          11.683470918796957,
          11.66353200096637,
          11.930958018638194,
          13.720747083425522,
          11.473446968011558,
          12.332609039731324,
          13.017308083362877,
          13.119900948368013,
          18.18903593812138,
          11.222791043110192,
          13.405879959464073,
          15.30914194881916,
          12.012563063763082,
          10.839496972039342,
          12.425365974195302,
          12.68420193810016,
          13.211246929131448,
          14.715014025568962,
          13.897815020754933,
          10.30901400372386,
          12.983713997527957,
          11.424727970734239,
          14.598142937757075,
          14.513607020489872,
          14.478710014373064,
          16.057002008892596,
          14.337457017973065,
          18.23783398140222,
          11.176598025485873,
          12.471052934415638,
          10.761269950307906,
          13.608051929622889,
          14.76730895228684,
          12.5235749874264,
          11.240412946790457,
          10.987011948600411,
          13.028951012529433,
          13.064860017038882,
          11.569213005714118,
          11.762719019316137,
          15.886151930317283,
          17.784944968298078,
          13.46204208675772,
          17.377642914652824,
          12.158124009147286,
          18.03331298287958,
          15.487545053474605,
          10.870235040783882,
          13.12648004386574,
          12.60218396782875,
          12.769408989697695,
          11.379137984476984,
          12.236934038810432,
          11.044576996937394,
          12.007105979137123,
          10.314462007954717,
          14.955321094021201,
          16.093389014713466,
          14.346953015774488,
          16.362715046852827,
          14.212060021236539,
          15.805633971467614,
          13.43954005278647,
          12.989833950996399,
          11.567443027161062,
          13.565522036515176,
          10.67072304431349,
          12.58600305300206,
          10.832202970050275,
          15.039274003356695,
          13.386767008341849,
          14.58823902066797,
          11.52260391972959,
          15.927789965644479,
          24.402657989412546,
          15.645082923583686,
          15.98919602110982,
          12.94865901581943,
          12.766289990395308,
          15.691158012486994,
          13.04498896934092,
          14.266459038481116,
          12.721376959234476,
          11.315139941871166,
          11.850112932734191,
          11.213338933885098,
          11.684397934004664,
          10.329310898669064,
          10.484275058843195,
          12.45737902354449,
          14.412077027373016,
          14.748063054867089,
          10.160351055674255,
          12.68896705005318,
          11.957945069298148,
          15.116869006305933,
          11.207442032173276,
          16.779801924712956,
          12.669358984567225,
          13.709766906686127,
          10.701298015192151,
          12.61329697445035,
          10.347631061449647,
          13.695124071091413,
          11.317017953842878,
          13.45471094828099,
          11.053628055378795,
          14.890547026880085,
          10.588030912913382,
          17.156101064756513,
          12.81722099520266,
          14.506804058328271,
          13.342352001927793,
          13.958044000901282,
          12.286406010389328,
          13.288756948895752,
          11.188723961822689,
          11.707281926646829,
          11.88710005953908,
          11.775279068388045,
          10.775982984341681,
          12.080739950761199,
          10.357707040384412,
          12.81356904655695,
          12.39974400959909,
          14.649145072326064,
          13.322098995558918,
          19.56515305209905,
          15.91806800570339,
          14.08435998018831,
          13.190153054893017,
          12.944085989147425,
          13.588821981102228,
          15.0967079680413,
          11.600731988437474,
          11.546066030859947,
          11.038394994102418,
          9.758018073625863,
          12.35157495830208,
          10.444982908666134,
          13.06465594097972,
          14.988970942795277,
          13.56661505997181,
          15.281707048416138,
          13.913495000451803,
          15.891985967755318,
          15.210303012281656,
          12.629524106159806,
          14.292231062427163,
          10.880136978812516,
          13.155682012438774,
          13.813686091452837,
          12.109408969990909,
          10.967495036311448,
          12.52226298674941,
          10.612845071591437,
          15.38185402750969,
          10.603433009237051,
          15.66012401599437,
          16.29193895496428,
          14.007623889483511,
          14.242472010664642,
          14.1802909784019,
          14.549204031936824,
          14.313737978227437,
          12.591439997777343,
          14.229428954422474,
          12.657569022849202,
          11.703347088769078,
          12.561677955091,
          11.952920001931489,
          13.089359970763326,
          11.092721950262785,
          17.687576008029282,
          11.68914104346186,
          10.965588968247175,
          8.757393923588097,
          8.82881402503699,
          8.258710033260286,
          10.087538044899702,
          9.446704061701894,
          8.595511899329722,
          9.676247020252049,
          9.805824956856668,
          12.048408039845526,
          12.699881917797029,
          11.640592943876982,
          16.521136974915862,
          21.295448066666722,
          12.169728055596352,
          9.86186193767935,
          10.600722045637667,
          10.42211300227791,
          8.966630091890693,
          9.962384938262403,
          8.725204039365053,
          10.033968952484429,
          11.014914023689926,
          9.113079053349793,
          8.93051503226161,
          11.314845993183553,
          9.94919694494456,
          9.944400982931256,
          13.096848968416452,
          9.087378974072635,
          9.759442997165024,
          9.15081100538373,
          9.195193997584283,
          10.812003049068153,
          9.972068015486002,
          11.841917992569506,
          13.311879010871053,
          11.595240095630288,
          11.793362093158066,
          13.009304995648563,
          11.921921977773309,
          12.944513000547886,
          10.668756091035903,
          10.912199039012194,
          13.944884994998574,
          11.607869062572718,
          10.611021076329052,
          13.692540931515396,
          13.361515011638403,
          9.513527038507164,
          9.62494604755193,
          12.38275202922523,
          14.14482097607106,
          16.477901954203844,
          11.47797703742981,
          12.525020982138813,
          9.935705922544003,
          8.968226960860193,
          11.509629082866013,
          13.734705047681928,
          13.903287937864661,
          12.80595501884818,
          14.585406053811312,
          13.391443062573671,
          14.668387011624873,
          12.810676940716803,
          11.75710593815893,
          10.428400011733174,
          12.600456015206873,
          10.654067038558424,
          12.807148043066263,
          14.213664107955992,
          15.314651071093976,
          11.338192969560623,
          12.170396046712995,
          9.608190041035414,
          10.660990956239402,
          10.89626201428473,
          12.86344404798001,
          14.342085923999548,
          18.031724961474538,
          14.96557192876935,
          11.250603944063187,
          13.73160700313747,
          10.962649947032332,
          11.034268070943654,
          10.852460050955415,
          11.449334095232189,
          12.144063017331064,
          13.625061954371631,
          12.6546670217067,
          16.4904969278723,
          12.784676044248044,
          12.98447500448674,
          13.870836002752185,
          17.894460004754364,
          16.95971400476992,
          11.778904940001667,
          11.613893904723227,
          12.592562939971685,
          11.950751999393106,
          11.032581911422312,
          9.362548007629812,
          10.784382000565529,
          11.480446089990437,
          9.791268035769463,
          12.730974005535245,
          10.848884005099535,
          11.242109001614153,
          15.203500050120056,
          13.870132039301097,
          13.833724078722298,
          13.239279040135443,
          15.248152078129351,
          13.47507897298783,
          14.17625998146832,
          10.750161949545145,
          14.439721941016614,
          12.887064018286765,
          12.907395954243839,
          11.732759070582688,
          11.779810069128871,
          12.750616064295173,
          13.366152998059988,
          13.443153933621943,
          11.171968071721494,
          11.731495033018291,
          13.373350026085973,
          15.244074049405754,
          15.43891301844269,
          19.574632053263485,
          12.989398906938732,
          12.89514300879091,
          13.255918049253523,
          15.727658988907933,
          14.942115056328475,
          16.89421501941979,
          17.112052999436855,
          14.230194967240095,
          15.074623050168157,
          13.056289055384696,
          15.549468924291432,
          19.441706012003124,
          17.564036999829113,
          14.538064016960561,
          16.469505964778364,
          20.18994197715074,
          17.619268037378788,
          20.34651697613299,
          19.709401996806264,
          16.34443295188248,
          16.74108800943941,
          13.115935027599335,
          16.472632065415382,
          12.477688025683165,
          13.895755051635206,
          10.814495966769755,
          12.334555969573557,
          13.514962047338486,
          15.496050007641315,
          23.42000894714147,
          15.625413972884417,
          12.259421986527741,
          13.17203207872808,
          13.073452981188893,
          15.490538091398776,
          13.258438091725111,
          16.020549926906824,
          13.040293008089066,
          12.432971969246864,
          15.7522929366678,
          12.190270004794002,
          11.628634994849563
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 13491.582710994408,
      "sampled_peak_tree_pss_bytes": 261602304,
      "max_observed_processes": 1,
      "pss_samples": 642,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/sparse-uniform/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3402.104496024549,
        "first_ms": 820.0661150040105,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10424.96374703478,
        "iterations": 16,
        "validation_scope": "first,last",
        "samples_ms": [
          639.0140340663493,
          645.8777830703184,
          598.9348319126293,
          615.3566129505634,
          645.9398670122027,
          647.0865859882906,
          755.2877779817209,
          743.5367170255631,
          703.95658002235,
          641.9588149292395,
          560.3733529569581,
          674.841227941215,
          627.1280590444803,
          594.1512070130557,
          716.8211759999394,
          614.5461880369112
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15062.221264000982,
      "sampled_peak_tree_pss_bytes": 546920448,
      "max_observed_processes": 18,
      "pss_samples": 472,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/dense/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 4249.620001995936,
        "first_ms": 541.4571249857545,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10285.147247952409,
        "iterations": 32,
        "validation_scope": "first,last",
        "samples_ms": [
          321.19668705854565,
          315.402475069277,
          298.60302701126784,
          301.6484109684825,
          316.9389530085027,
          307.49019992072135,
          314.4345289329067,
          319.2751700989902,
          299.33054198045284,
          320.5847779754549,
          344.3438149988651,
          318.35937092546374,
          313.3735719602555,
          343.1020639836788,
          341.36206505354494,
          332.8542730305344,
          308.98273491766304,
          310.1213580230251,
          312.954522902146,
          315.3255170909688,
          306.792767951265,
          309.91837999317795,
          357.23185003735125,
          314.6079039433971,
          343.570937984623,
          329.15306999348104,
          338.58342410530895,
          309.27647300995886,
          339.12627899553627,
          320.9551500622183,
          327.37439195625484,
          332.72173698060215
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15439.874471048824,
      "sampled_peak_tree_pss_bytes": 315546624,
      "max_observed_processes": 18,
      "pss_samples": 377,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/sparse-uniform/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 110.250611,
        "first_ms": 12.550502,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10004.864583,
        "iterations": 843,
        "validations": "first,last",
        "samples_ms": [
          9.770585,
          9.822207,
          15.523539,
          16.417578,
          11.274751,
          17.184585,
          14.546442,
          15.926752,
          13.185909,
          10.412315,
          13.337625,
          9.92295,
          13.186346,
          11.944808,
          11.934591,
          9.079706,
          21.95572,
          14.243169,
          12.721638,
          14.044413,
          17.972453,
          21.946575,
          14.146785,
          13.043835,
          13.127045,
          10.197029,
          8.605438,
          11.148464,
          12.286215,
          9.699804,
          10.903255,
          9.419149,
          13.538327,
          9.103905,
          9.28013,
          9.627628,
          10.92639,
          9.978646,
          7.953127,
          13.407828,
          13.693954,
          16.091457,
          15.993104,
          12.919945,
          15.008668,
          10.082539,
          9.338496,
          16.610246,
          15.946659,
          15.990494,
          18.967037,
          9.862594,
          19.148693,
          15.967091,
          14.994962,
          9.059872,
          9.240371,
          15.841686,
          11.958638,
          9.946413,
          15.193035,
          10.889748,
          15.909901,
          11.104311,
          14.080391,
          11.247196,
          11.58381,
          8.199214,
          10.799557,
          15.976855,
          11.004455,
          9.345178,
          7.171842,
          9.466022,
          8.913403,
          11.753368,
          8.769753,
          10.630237,
          8.909772,
          12.460809,
          14.315397,
          15.556099,
          8.715027,
          15.022771,
          23.114391,
          14.855945,
          17.860976,
          14.232669,
          17.135139,
          14.805493,
          8.972539,
          17.967718,
          15.008099,
          8.036775,
          11.438183,
          9.847077,
          8.302471,
          11.468176,
          9.308251,
          8.740329,
          9.690283,
          11.656744,
          12.426459,
          14.095979,
          12.011532,
          11.061434,
          16.976356,
          11.932628,
          13.013015,
          10.14796,
          10.919569,
          8.478797,
          10.043183,
          9.938702,
          9.448036,
          14.899329,
          10.950795,
          9.995388,
          9.003524,
          10.999404,
          9.999389,
          9.993181,
          10.996236,
          11.001475,
          14.001671,
          14.007196,
          12.994069,
          17.001179,
          11.993508,
          13.004381,
          13.945559,
          12.474571,
          14.251761,
          9.358638,
          10.051282,
          10.395811,
          9.631992,
          10.13584,
          10.95509,
          11.616373,
          10.341253,
          9.258209,
          13.587968,
          12.424796,
          10.306591,
          18.042048,
          18.391984,
          13.976547,
          15.423911,
          15.545739,
          12.935818,
          11.030545,
          10.151805,
          11.037784,
          10.673228,
          10.157308,
          10.133357,
          10.955712,
          14.027011,
          10.891521,
          11.047194,
          12.919899,
          15.896013,
          11.096383,
          8.952278,
          10.09,
          13.607985,
          9.338081,
          12.499239,
          8.502943,
          10.086885,
          11.161017,
          12.689812,
          11.085437,
          10.637135,
          10.354767,
          15.03722,
          10.158677,
          9.81699,
          9.949532,
          11.011366,
          11.15182,
          9.385247,
          11.461041,
          12.33941,
          10.701084,
          10.632458,
          8.411065,
          11.029544,
          9.92656,
          8.200844,
          10.819391,
          11.497568,
          19.034822,
          11.401645,
          13.138235,
          8.886431,
          11.962508,
          12.083882,
          9.975479,
          9.502486,
          12.767191,
          12.261654,
          8.443465,
          11.246787,
          11.612543,
          12.265742,
          13.995778,
          10.54796,
          8.319943,
          9.911789,
          11.40167,
          9.812726,
          9.131696,
          9.724913,
          10.990547,
          9.040567,
          10.136028,
          8.868505,
          9.984821,
          10.641349,
          11.319087,
          13.622251,
          11.393729,
          10.770482,
          10.284125,
          11.983137,
          14.078232,
          14.244652,
          21.617837,
          16.783845,
          14.482968,
          11.348662,
          10.770495,
          9.641797,
          13.014605,
          14.972093,
          13.076379,
          9.890049,
          10.275988,
          13.742019,
          12.075588,
          14.950942,
          10.423481,
          9.368994,
          13.057224,
          26.984701,
          19.995269,
          12.987845,
          19.077061,
          15.942237,
          12.539418,
          9.705787,
          10.845568,
          14.045132,
          11.025564,
          10.033388,
          9.027329,
          9.591211,
          9.308362,
          9.773773,
          9.193174,
          9.962043,
          10.101878,
          9.981128,
          10.89102,
          8.541527,
          9.53868,
          9.958937,
          13.046308,
          12.225724,
          11.032454,
          12.786197,
          11.92441,
          10.463251,
          10.515176,
          12.047855,
          13.848087,
          10.53751,
          9.693264,
          9.854702,
          11.029232,
          9.738661,
          9.561162,
          11.676576,
          8.912278,
          9.629738,
          10.646593,
          9.765767,
          9.995334,
          10.330119,
          10.782287,
          13.045692,
          10.867888,
          9.028059,
          10.016733,
          16.276628,
          13.696536,
          13.966831,
          12.451409,
          16.550173,
          19.060136,
          14.077529,
          14.94657,
          11.008378,
          15.198067,
          9.701709,
          10.118097,
          10.1871,
          12.516995,
          12.224081,
          12.891088,
          14.071552,
          16.14549,
          11.781201,
          11.104739,
          11.92722,
          10.417639,
          12.401905,
          17.212641,
          12.906248,
          11.131314,
          9.088001,
          13.567247,
          14.321196,
          11.551188,
          11.541364,
          10.164482,
          13.690121,
          10.235473,
          8.770851,
          13.182757,
          13.917133,
          11.712964,
          12.21506,
          12.002986,
          15.207299,
          14.492568,
          15.662865,
          17.444574,
          16.219459,
          9.935641,
          15.39205,
          13.772003,
          14.79305,
          12.288296,
          9.948183,
          14.819837,
          14.955685,
          12.017266,
          12.021652,
          10.9559,
          11.342863,
          14.684589,
          10.809334,
          11.173879,
          10.017752,
          9.409556,
          11.549614,
          9.583763,
          11.347836,
          9.071229,
          9.033776,
          10.021172,
          10.004409,
          10.847173,
          13.274891,
          11.842673,
          11.13138,
          11.985929,
          16.048941,
          11.942148,
          10.058138,
          8.781578,
          13.054745,
          12.273598,
          13.778827,
          11.823884,
          13.254883,
          10.883662,
          11.972432,
          11.096302,
          14.87238,
          11.974271,
          9.134816,
          9.222385,
          11.804262,
          16.324638,
          11.519192,
          13.173456,
          14.257147,
          17.55632,
          14.240192,
          13.789042,
          18.369507,
          17.939249,
          14.907196,
          14.817956,
          12.902357,
          12.15308,
          13.865764,
          11.934329,
          11.800943,
          11.755831,
          13.540145,
          13.970679,
          17.994066,
          13.058084,
          9.657959,
          14.842753,
          10.531489,
          16.023152,
          13.35888,
          13.55245,
          13.001712,
          14.403265,
          13.538041,
          12.20464,
          12.678525,
          12.303919,
          15.873357,
          12.985235,
          11.908745,
          13.978627,
          12.973522,
          12.815669,
          15.769533,
          13.486763,
          13.044593,
          12.167272,
          13.07128,
          12.951301,
          12.77618,
          11.072588,
          11.851358,
          22.989044,
          17.98926,
          55.973566,
          13.142478,
          15.466006,
          12.53266,
          15.634861,
          9.989418,
          16.3232,
          12.241476,
          19.922393,
          16.861945,
          12.981513,
          11.382105,
          13.687318,
          16.002286,
          13.626079,
          13.403873,
          11.795819,
          16.157493,
          11.898381,
          11.059897,
          11.940823,
          9.949733,
          11.243648,
          9.955025,
          10.124173,
          10.758917,
          12.021868,
          11.956611,
          9.666405,
          17.37734,
          14.258669,
          10.704278,
          8.845933,
          10.17894,
          9.929084,
          9.49282,
          9.553728,
          13.22346,
          21.845498,
          8.170651,
          11.968192,
          10.682631,
          12.898114,
          10.100663,
          7.740089,
          8.518879,
          8.935319,
          8.048864,
          7.802623,
          8.474225,
          8.582252,
          10.106798,
          9.932308,
          7.757022,
          9.237948,
          9.938201,
          8.951559,
          7.881857,
          8.378381,
          9.577594,
          8.865111,
          7.356481,
          10.680775,
          7.527519,
          7.815409,
          8.905618,
          7.677585,
          8.424937,
          11.050595,
          7.950844,
          7.943361,
          10.54546,
          6.946131,
          12.254334,
          7.458994,
          11.560603,
          11.244406,
          11.162679,
          8.482203,
          8.647897,
          10.550425,
          9.12141,
          9.465581,
          9.5185,
          11.001317,
          11.190496,
          8.057446,
          14.968172,
          8.90136,
          13.195498,
          13.84308,
          11.003649,
          7.838899,
          15.895723,
          13.339649,
          11.974974,
          12.817163,
          10.144698,
          10.84683,
          10.904236,
          13.283565,
          8.96976,
          9.044319,
          10.491298,
          9.27316,
          9.322129,
          10.444614,
          11.324253,
          10.551127,
          8.361684,
          9.001254,
          12.266093,
          13.076298,
          10.694671,
          10.773793,
          10.24059,
          11.089868,
          12.461068,
          11.195026,
          10.642682,
          13.117749,
          11.606526,
          13.945217,
          10.966998,
          8.954145,
          9.609602,
          11.376006,
          11.495084,
          12.317893,
          11.158099,
          9.52014,
          9.246808,
          9.653056,
          10.679239,
          9.257246,
          9.691026,
          11.065022,
          9.918322,
          10.033787,
          9.876778,
          9.55789,
          15.14271,
          15.548247,
          11.643275,
          14.361309,
          11.367432,
          11.174443,
          16.746963,
          17.19594,
          14.316307,
          13.069653,
          10.943182,
          10.876189,
          14.710039,
          9.663108,
          9.744117,
          8.814579,
          10.157062,
          11.690562,
          9.021566,
          9.331921,
          9.794526,
          12.070682,
          12.079125,
          15.048964,
          12.04999,
          13.930848,
          11.303659,
          14.612986,
          12.550098,
          11.418999,
          13.626278,
          10.342211,
          10.173549,
          10.295946,
          9.223439,
          10.36147,
          10.84262,
          8.868123,
          11.302167,
          10.573129,
          9.727547,
          10.611166,
          9.665142,
          10.224086,
          13.37683,
          11.813706,
          9.289687,
          8.81613,
          8.778279,
          7.379809,
          8.387113,
          8.554067,
          7.347548,
          9.454884,
          9.02724,
          9.042263,
          8.80856,
          8.804679,
          9.040838,
          9.28406,
          8.720865,
          7.432362,
          8.829252,
          22.676706,
          14.931706,
          20.697051,
          14.385135,
          9.423291,
          11.0806,
          10.335871,
          10.516052,
          9.986122,
          19.298548,
          11.794449,
          11.716356,
          10.104314,
          9.109515,
          9.847414,
          11.125487,
          12.978081,
          11.419031,
          8.531516,
          12.420599,
          11.609481,
          10.325338,
          10.931422,
          10.205082,
          11.481546,
          10.15498,
          9.781925,
          9.239513,
          8.541501,
          13.738264,
          9.598481,
          11.371396,
          11.069622,
          8.781632,
          12.435544,
          13.818508,
          11.346981,
          10.045499,
          10.176682,
          10.056987,
          8.947035,
          15.233742,
          8.929386,
          13.812894,
          9.320333,
          17.141323,
          14.206954,
          13.011095,
          11.364287,
          12.78955,
          12.723811,
          12.44292,
          15.039234,
          10.88081,
          11.183864,
          9.842104,
          9.479495,
          9.533926,
          9.098787,
          9.877955,
          9.699446,
          10.37075,
          10.941746,
          9.052292,
          10.114231,
          8.80677,
          9.778646,
          9.733209,
          9.194422,
          9.312196,
          11.031727,
          10.788067,
          12.155311,
          18.130798,
          10.00603,
          15.235769,
          10.891616,
          14.23191,
          13.64367,
          12.58712,
          11.464477,
          11.396248,
          11.41366,
          10.706738,
          9.43625,
          9.989709,
          9.774089,
          9.096499,
          9.017381,
          9.176983,
          9.851705,
          10.23088,
          11.810354,
          10.927703,
          9.850316,
          10.262704,
          10.67141,
          12.417539,
          13.476488,
          12.437567,
          13.447389,
          14.619822,
          12.040018,
          12.725911,
          12.101438,
          11.964036,
          12.268009,
          12.729926,
          11.925613,
          11.033721,
          10.006991,
          9.566933,
          9.465402,
          9.972392,
          9.641143,
          15.211788,
          21.029289,
          14.845614,
          15.231193,
          13.876046,
          12.458099,
          12.037282,
          12.625295,
          13.753992,
          13.812829,
          11.915669,
          10.671576,
          12.35094,
          15.717269,
          14.747722,
          10.102175,
          9.297239,
          9.699086,
          9.400354,
          13.220539,
          11.490271,
          9.846374,
          14.263098,
          11.752827,
          9.039615,
          11.292791,
          18.786745,
          28.874083,
          18.538647,
          13.663539,
          10.874752,
          12.806048,
          9.397989,
          9.735759,
          15.887035,
          12.846251,
          9.624678,
          10.674735,
          10.999996,
          10.843295,
          9.358888,
          11.661202,
          10.2346,
          9.986341,
          9.73248,
          16.440974,
          10.64079,
          14.060341,
          12.112197,
          12.201635,
          9.839406,
          9.874095,
          14.395105,
          11.25703,
          10.287999,
          14.021894,
          11.399109,
          8.67285,
          12.846721,
          16.567964,
          15.860663,
          11.563647,
          10.204016,
          8.953644,
          8.87622,
          9.936199,
          9.802897,
          10.185154,
          13.172318,
          10.852468,
          13.023381,
          12.906715,
          12.153298,
          10.15588,
          10.144389,
          10.15977,
          10.476842,
          11.151753,
          19.876307,
          9.722955,
          10.765386,
          10.44208,
          10.060807,
          10.289702,
          8.030073,
          10.636437,
          10.333664
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10253.760722000152,
      "sampled_peak_tree_pss_bytes": 105101312,
      "max_observed_processes": 1,
      "pss_samples": 414,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/dense/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 371.521539054811,
        "first_ms": 16.171375988051295,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10009.31966106873,
        "iterations": 747,
        "validation_scope": "first,last",
        "samples_ms": [
          13.116054004058242,
          11.99831604026258,
          12.456152937375009,
          13.176053995266557,
          14.458695077337325,
          14.073247904889286,
          12.383477063849568,
          14.803330996073782,
          16.221338068135083,
          13.711811043322086,
          12.46141700539738,
          12.775629991665483,
          11.89012499526143,
          12.474893941543996,
          13.144438969902694,
          14.087171060964465,
          12.65900896396488,
          13.168390025384724,
          14.888086006976664,
          14.540332020260394,
          13.423620024695992,
          13.436892069876194,
          13.976665097288787,
          13.832136057317257,
          11.50593999773264,
          14.312593033537269,
          16.92913705483079,
          14.95094201527536,
          13.950723921880126,
          16.696132952347398,
          12.882287963293493,
          12.677428079769015,
          13.732046936638653,
          12.947601964697242,
          13.87537200935185,
          12.49633205588907,
          12.334619998000562,
          11.028178967535496,
          13.969287974759936,
          15.107403043657541,
          14.957937994040549,
          11.806164984591305,
          11.729242047294974,
          12.88539101369679,
          13.801997993141413,
          13.764758012257516,
          12.898400076664984,
          13.17778101656586,
          14.873627107590437,
          13.424992910586298,
          13.959420030005276,
          14.001743053086102,
          14.931120094843209,
          14.111557975411415,
          15.614244970493019,
          13.315555057488382,
          11.719816946424544,
          14.765197993256152,
          12.551855994388461,
          12.209436041302979,
          13.473104918375611,
          13.191143050789833,
          11.508045019581914,
          12.112500029616058,
          12.46465090662241,
          12.457943987101316,
          12.90228997822851,
          12.108030961826444,
          11.955852969549596,
          11.493280064314604,
          12.519621988758445,
          12.682202970609069,
          12.32191699091345,
          12.382210930809379,
          12.39095302298665,
          11.553689953871071,
          13.687509926967323,
          13.099584029987454,
          11.375293950550258,
          11.444146977737546,
          14.613065985031426,
          11.11561490688473,
          15.350200003013015,
          14.208810986019671,
          14.860581024549901,
          13.502969988621771,
          13.311584014445543,
          14.138606959022582,
          15.031054965220392,
          15.525676077231765,
          17.52485299948603,
          12.182774022221565,
          12.696583988144994,
          12.403966044075787,
          11.538963997736573,
          12.716696946881711,
          11.804091976955533,
          13.918395969085395,
          11.696957983076572,
          13.806309085339308,
          13.99679493624717,
          12.691783020272851,
          14.523138990625739,
          13.42051406390965,
          14.248135965317488,
          13.279674923978746,
          13.39868491049856,
          12.868122081272304,
          11.18517096620053,
          11.666142963804305,
          12.190363020636141,
          12.482911930419505,
          11.705665965564549,
          12.448280001990497,
          15.192297054454684,
          13.580499915406108,
          13.529651914723217,
          13.731696992181242,
          15.190190984867513,
          11.951649910770357,
          15.865789027884603,
          13.525214977562428,
          13.46841303166002,
          13.462056056596339,
          14.629179029725492,
          14.814536087214947,
          12.488584965467453,
          14.458188088610768,
          12.798025971278548,
          12.112708063796163,
          14.250840991735458,
          11.53160398826003,
          12.277364963665605,
          12.053871992975473,
          12.32673495542258,
          13.348669977858663,
          11.303323903121054,
          12.830741936340928,
          11.5663189208135,
          14.658453059382737,
          12.4970170436427,
          11.835903045721352,
          14.928340911865234,
          13.745393953286111,
          12.752823997288942,
          10.661986074410379,
          11.541579966433346,
          15.741419978439808,
          15.229534008540213,
          15.64730703830719,
          15.394004061818123,
          12.025078991428018,
          13.70647200383246,
          11.47074403706938,
          10.191807057708502,
          12.227454921230674,
          11.950245941989124,
          11.082721059210598,
          14.056918094865978,
          16.11303398385644,
          13.485801056958735,
          12.481032055802643,
          12.932383920997381,
          14.32862994261086,
          12.304674019105732,
          15.266812057234347,
          13.21423496119678,
          16.030363040044904,
          13.773316983133554,
          16.40709105413407,
          13.348244014196098,
          13.12670495826751,
          13.115638052113354,
          12.345736962743104,
          15.51976497285068,
          15.839237021282315,
          17.121489043347538,
          13.952534995041788,
          13.587652938440442,
          14.842265984043479,
          16.160401050001383,
          15.359223005361855,
          23.425347986631095,
          14.907839940860868,
          15.702435048297048,
          16.0209140740335,
          15.709425904788077,
          12.121472042053938,
          13.538285973481834,
          12.872054008767009,
          12.848141952417791,
          14.632676029577851,
          17.389051034115255,
          12.290747021324933,
          13.529520947486162,
          13.552478048950434,
          12.252573971636593,
          13.255411991849542,
          11.634847964160144,
          14.320838963612914,
          11.924032005481422,
          11.371757020242512,
          13.44184996560216,
          13.997973059304059,
          14.353506965562701,
          15.503039001487195,
          12.949077994562685,
          11.555804056115448,
          14.780823956243694,
          16.33596105966717,
          13.376596034504473,
          13.69994506239891,
          16.881274990737438,
          13.247731956653297,
          14.566062018275261,
          13.923631981015205,
          12.81676790677011,
          13.373860972933471,
          11.48328895214945,
          13.595156953670084,
          12.55726593080908,
          12.027596007101238,
          12.428366113454103,
          15.388783067464828,
          11.65335695259273,
          11.641534976661205,
          11.90956390928477,
          11.765605071559548,
          13.495419058017433,
          13.22287693619728,
          12.730518006719649,
          15.29751205816865,
          11.0243558883667,
          12.548879953101277,
          15.159804024733603,
          13.496586005203426,
          17.433053930290043,
          13.910166104324162,
          13.619815930724144,
          14.731839997693896,
          14.50362999457866,
          12.935652979649603,
          14.026621938683093,
          12.699235929176211,
          13.68288102094084,
          13.38208606466651,
          12.963514076545835,
          11.193286045454443,
          12.031647027470171,
          13.350195018574595,
          17.058962024748325,
          12.343484093435109,
          11.212880024686456,
          11.937297997064888,
          14.33131704106927,
          11.685636010952294,
          13.250780990347266,
          12.865675962530077,
          12.264690943993628,
          12.471274938434362,
          16.510113957338035,
          13.156151049770415,
          11.770555982366204,
          12.743913917802274,
          11.593641946092248,
          14.993060962297022,
          13.23877100367099,
          16.0979829961434,
          15.354429022409022,
          13.696975074708462,
          16.759468941017985,
          14.015844091773033,
          15.293134958483279,
          14.984793961048126,
          13.988988939672709,
          14.040546026080847,
          12.22080399747938,
          12.81712600030005,
          12.461886974051595,
          14.253819012083113,
          12.852685991674662,
          13.753189006820321,
          12.423200998455286,
          12.87129195407033,
          13.450602069497108,
          12.55525799933821,
          11.87018898781389,
          12.03481899574399,
          12.42836902383715,
          11.302459985017776,
          12.68755889032036,
          11.720317997969687,
          12.105586938560009,
          17.747901030816138,
          13.087542029097676,
          15.027409070171416,
          11.77439303137362,
          14.325467986054718,
          17.239462002180517,
          13.08294606860727,
          13.866121997125447,
          13.785620918497443,
          16.800481011159718,
          16.671117045916617,
          14.64057294651866,
          12.992353993467987,
          13.153654988855124,
          13.106763013638556,
          12.78209500014782,
          12.85655505489558,
          12.455959105864167,
          12.311273021623492,
          13.027160079218447,
          12.945316964760423,
          12.542666983790696,
          13.474566978402436,
          13.885791995562613,
          12.019054964184761,
          12.755086994729936,
          16.0460650222376,
          11.850244947709143,
          13.816833030432463,
          14.289001002907753,
          16.182831022888422,
          21.959702018648386,
          23.651952971704304,
          19.211455946788192,
          16.41393406316638,
          13.441946939565241,
          12.75091094430536,
          17.118357005529106,
          14.524502912536263,
          14.799667987972498,
          15.641747042536736,
          13.864294975064695,
          14.512834954075515,
          12.6085210358724,
          12.953480007126927,
          13.88925698120147,
          11.82469807099551,
          13.212324935011566,
          13.045825995504856,
          12.405861052684486,
          12.834657914936543,
          12.97394500579685,
          15.183820971287787,
          13.690809020772576,
          13.390818960033357,
          13.865798944607377,
          11.96698797866702,
          12.25736306514591,
          12.270016013644636,
          13.541738968342543,
          13.202731031924486,
          11.575003969483078,
          12.56169204134494,
          11.045085033401847,
          12.280088965781033,
          12.523330980911851,
          15.202562091872096,
          12.49566301703453,
          12.93326704762876,
          14.055047067813575,
          12.53272604662925,
          13.20143707562238,
          11.687342077493668,
          14.393994002602994,
          13.771114987321198,
          12.616315041668713,
          12.722239014692605,
          11.688922066241503,
          12.112273019738495,
          15.432085026986897,
          11.665003024972975,
          12.810103013180196,
          13.025701977312565,
          11.368211940862238,
          16.416302998550236,
          14.78221791330725,
          12.87788397166878,
          17.304155975580215,
          12.358015985228121,
          13.87516304384917,
          18.331779981963336,
          12.990442919544876,
          11.767933028750122,
          10.945333051495254,
          13.09318805579096,
          12.15903798583895,
          11.505134985782206,
          14.276634086854756,
          13.311377028003335,
          12.23635405767709,
          11.323189013637602,
          16.33004704490304,
          11.643087025731802,
          11.777097941376269,
          11.9398960378021,
          11.533667100593448,
          11.827744077891111,
          11.150231002829969,
          13.236392056569457,
          13.000644976273179,
          16.072424012236297,
          11.460097972303629,
          17.39808905404061,
          15.179642010480165,
          17.59580196812749,
          14.648381969891489,
          13.91292701009661,
          15.541087952442467,
          15.156192006543279,
          13.528883107937872,
          12.889496982097626,
          13.507270021364093,
          13.216265011578798,
          12.019928079098463,
          13.829607982188463,
          11.856646044179797,
          13.492477010004222,
          15.098134987056255,
          11.82230794802308,
          11.753236991353333,
          11.594698065891862,
          12.925848946906626,
          12.572587002068758,
          12.529131956398487,
          13.57864704914391,
          11.610610992647707,
          14.349973993375897,
          12.15331198181957,
          13.506450923159719,
          15.42038400657475,
          12.010888895019889,
          17.4275659956038,
          13.097229064442217,
          14.548577019013464,
          11.812522076070309,
          14.015642926096916,
          13.07524205185473,
          18.206702079623938,
          13.011066010221839,
          14.597454923205078,
          12.841068091802299,
          11.971900006756186,
          12.503803009167314,
          12.25748797878623,
          11.474650003947318,
          11.993923923000693,
          11.870092013850808,
          12.131412979215384,
          13.957085087895393,
          13.989678001962602,
          12.015020940452814,
          11.533463024534285,
          13.379084994085133,
          12.952729943208396,
          12.17738096602261,
          12.975804042071104,
          12.241516960784793,
          11.322304955683649,
          10.279238922521472,
          12.882748036645353,
          16.189604997634888,
          11.437103967182338,
          14.437544043175876,
          15.961781027726829,
          12.098379083909094,
          14.332073973491788,
          17.700679949484766,
          11.91812101751566,
          16.453220043331385,
          13.535078032873571,
          10.726950014941394,
          15.394279034808278,
          14.099732041358948,
          12.452958966605365,
          12.516473070718348,
          13.141102972440422,
          12.108381022699177,
          14.15149902459234,
          12.396079022437334,
          12.121674022637308,
          13.358260970562696,
          13.034748961217701,
          13.071459019556642,
          15.080761979334056,
          11.460417998023331,
          11.923108017072082,
          10.522598982788622,
          13.009969028644264,
          13.829782023094594,
          13.790678000077605,
          12.373609002679586,
          10.869913036003709,
          10.730301029980183,
          16.805119928903878,
          13.801055029034615,
          18.530253088101745,
          16.88787795137614,
          12.076161918230355,
          15.876491088420153,
          11.557015008293092,
          11.92990702111274,
          11.855031014420092,
          13.852689997293055,
          12.684069923125207,
          12.5920349964872,
          13.412522035650909,
          13.741308939643204,
          12.286214041523635,
          12.739025987684727,
          13.777548098005354,
          12.663549976423383,
          13.896340038627386,
          12.36352906562388,
          12.892097933217883,
          13.062039040960371,
          13.335698051378131,
          11.766386916860938,
          12.752310023643076,
          11.457919026724994,
          12.980872998014092,
          13.950039050541818,
          11.329362052492797,
          13.956506038084626,
          14.778514043428004,
          16.533721005544066,
          15.026606968604028,
          12.149733025580645,
          13.256235979497433,
          14.215784962289035,
          12.747097993269563,
          11.61727902945131,
          10.75194904115051,
          12.578031979501247,
          15.030415961518884,
          14.446418965235353,
          16.29152102395892,
          15.250411932356656,
          14.753366936929524,
          12.490020017139614,
          13.746210024692118,
          11.616016970947385,
          12.72306707687676,
          13.070054003037512,
          12.353245983831584,
          12.713837902992964,
          12.959940009750426,
          12.770063942298293,
          11.58312102779746,
          10.662305052392185,
          12.3518769396469,
          11.650131898932159,
          13.832492986693978,
          14.53366398345679,
          11.617240961641073,
          13.255669036880136,
          15.305262058973312,
          11.705558048561215,
          12.483672937378287,
          11.013689916580915,
          17.66447105910629,
          14.512296067550778,
          12.789577012881637,
          12.311776983551681,
          13.869171030819416,
          13.262131018564105,
          12.983932974748313,
          11.685302946716547,
          12.204568018205464,
          10.98813395947218,
          10.961902095004916,
          14.455866999924183,
          11.765537085011601,
          12.994505930691957,
          11.50402904022485,
          12.175571988336742,
          11.382042081095278,
          10.98623697180301,
          10.77600393909961,
          12.150620925240219,
          15.258712926879525,
          12.745258049108088,
          14.088794006966054,
          11.383153963834047,
          13.396100024692714,
          12.041167938150465,
          14.28059907630086,
          16.165862092748284,
          13.216905994340777,
          13.796309009194374,
          16.38217701110989,
          14.981872052885592,
          13.625005958601832,
          14.175208983942866,
          13.825864065438509,
          13.477940927259624,
          13.70229001622647,
          14.686787966638803,
          12.532911030575633,
          11.613314971327782,
          12.996266013942659,
          12.896702974103391,
          16.046139993704855,
          12.327129021286964,
          15.139803057536483,
          13.075959985144436,
          12.921881047077477,
          11.865230044350028,
          15.792203950695693,
          11.63499301765114,
          13.155455002561212,
          14.248531078919768,
          14.243733021430671,
          11.222979985177517,
          17.397520947270095,
          12.081847991794348,
          17.07350998185575,
          14.124121982604265,
          15.657335054129362,
          13.86012404691428,
          13.935397961176932,
          13.172506005503237,
          14.186369022354484,
          14.796135015785694,
          12.420154991559684,
          13.766922987997532,
          13.566123903729022,
          13.599061989225447,
          13.860843027941883,
          13.820015941746533,
          12.280825059860945,
          12.0841299649328,
          12.057287036441267,
          12.666973983868957,
          12.184515013359487,
          12.862912029959261,
          11.691352003253996,
          13.644089922308922,
          14.760521007701755,
          13.188597979024053,
          15.733988955616951,
          11.534273973666131,
          13.227646006271243,
          15.165321994572878,
          10.889726923778653,
          13.655607937835157,
          14.11614497192204,
          13.76134599559009,
          14.749541995115578,
          13.601143960841,
          14.478621073067188,
          14.531342079862952,
          12.80656992457807,
          13.250521966256201,
          13.130452018231153,
          14.08841006923467,
          11.579861980862916,
          12.090761098079383,
          11.073922971263528,
          10.692112031392753,
          13.16684891935438,
          12.200642959214747,
          11.26932690385729,
          11.712427018210292,
          13.1066880421713,
          11.34006294887513,
          14.263679040595889,
          12.330736964941025,
          13.100059004500508,
          14.372679055668414,
          13.218536972999573,
          12.178724980913103,
          11.045073973946273,
          16.6404249612242,
          11.616287985816598,
          12.415910023264587,
          11.681942967697978,
          10.607013944536448,
          11.333278962410986,
          20.028199069201946,
          17.569460906088352,
          15.705532976426184,
          14.89275402855128,
          14.647873933427036,
          13.802031986415386,
          12.329115066677332,
          13.04876699578017,
          12.544758035801351,
          14.354423037730157,
          11.606266954913735,
          14.574854983948171,
          10.871857986785471,
          15.555015066638589,
          14.544241013936698,
          14.318941975943744,
          11.730719008482993,
          11.65629702154547,
          13.792780926451087,
          12.37597898580134,
          11.076902970671654,
          11.985046905465424,
          14.670531963929534,
          12.371569988317788,
          15.05654095672071,
          14.190947986207902,
          13.909532921388745,
          16.30823698360473,
          12.695899931713939,
          12.678844970650971,
          15.847455011680722,
          12.971863965503871,
          11.189914075657725,
          12.890197103843093,
          11.310811969451606,
          11.98641606606543,
          14.229187974706292,
          13.519422966055572,
          14.092833967879415,
          13.548096059821546,
          13.411901076324284,
          15.967202023603022,
          11.52166398242116,
          12.572241015732288,
          11.680137016810477,
          12.24480103701353,
          11.427824036218226,
          12.626367039047182,
          10.857490939088166,
          12.291874969378114,
          14.511540997773409,
          11.385117075406015,
          13.487963005900383,
          15.319654019549489,
          13.898650999180973,
          14.13956901524216,
          11.860969010740519,
          13.093619025312364,
          13.8536780141294,
          14.647417003288865,
          13.767441036179662,
          13.16421595402062,
          12.504388927482069,
          13.612773036584258,
          12.677048915065825,
          13.866249937564135
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "NumPy dot; BLAS threads=1",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 10593.711755936965,
      "sampled_peak_tree_pss_bytes": 159955968,
      "max_observed_processes": 1,
      "pss_samples": 543,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/sparse-skew/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3435.3677049512044,
        "first_ms": 1177.027210011147,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10868.081898079254,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          979.1180309839547,
          1108.4950619842857,
          1157.404255005531,
          1037.7174349268898,
          1184.962845989503,
          1171.579018002376,
          1157.5275369687006,
          1010.4336370714009,
          1020.1667909277603,
          1040.6009670114145
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      },
      "process_wall_ms": 15788.50397199858,
      "sampled_peak_tree_pss_bytes": 116630528,
      "max_observed_processes": 1,
      "pss_samples": 896,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/sparse-skew/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 130.492507,
        "first_ms": 23.457406,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10003.473295,
        "iterations": 853,
        "validations": "first,last",
        "samples_ms": [
          12.754596,
          16.196483,
          10.551168,
          12.945012,
          10.05561,
          14.964375,
          8.986974,
          11.155106,
          15.881057,
          12.932718,
          12.274875,
          10.046725,
          36.622288,
          15.521983,
          12.533812,
          8.580459,
          10.640587,
          12.032571,
          13.78398,
          13.058839,
          15.413466,
          12.984391,
          21.477451,
          11.903317,
          16.092086,
          11.248064,
          13.407397,
          12.566236,
          12.778892,
          13.012953,
          16.053342,
          9.969862,
          10.576934,
          17.424952,
          13.099817,
          11.881738,
          12.90757,
          13.09661,
          11.91928,
          12.212766,
          15.865578,
          15.040833,
          11.508327,
          13.452288,
          14.024032,
          12.038896,
          11.951496,
          13.14021,
          11.800072,
          13.997086,
          14.102838,
          13.997999,
          14.954158,
          14.049364,
          12.957006,
          10.729132,
          9.688216,
          10.599318,
          10.780982,
          10.631707,
          14.58386,
          11.123322,
          10.224718,
          9.053483,
          10.005727,
          12.502876,
          13.040257,
          12.055986,
          14.008394,
          14.028432,
          18.076264,
          12.85653,
          11.929209,
          11.036929,
          13.014214,
          14.115434,
          11.268979,
          10.803737,
          13.728753,
          14.092658,
          16.00618,
          18.310315,
          14.756787,
          17.913623,
          15.211944,
          13.770321,
          15.044403,
          12.499796,
          11.515676,
          15.908358,
          14.508794,
          13.127683,
          13.413604,
          12.724018,
          12.42029,
          16.541926,
          15.482633,
          14.306269,
          14.656994,
          14.037785,
          16.855442,
          14.221395,
          13.798553,
          12.91787,
          16.132144,
          13.684777,
          15.296561,
          16.037215,
          13.078525,
          12.798233,
          16.083108,
          13.922258,
          13.80966,
          16.488149,
          12.480379,
          12.330287,
          14.777322,
          14.05067,
          12.945658,
          13.187455,
          13.569359,
          14.274272,
          13.131249,
          14.87026,
          12.986291,
          13.137053,
          13.979803,
          17.98703,
          19.08022,
          15.893027,
          12.717673,
          12.498198,
          14.841503,
          17.943273,
          15.380633,
          12.729916,
          16.951618,
          14.108301,
          12.820588,
          11.564849,
          20.224023,
          11.176312,
          15.058606,
          13.100324,
          12.510898,
          10.594331,
          14.210663,
          13.109242,
          12.802651,
          12.764573,
          10.832931,
          9.934005,
          14.227942,
          14.629344,
          13.275974,
          9.537677,
          13.410523,
          9.371532,
          8.633258,
          8.958537,
          10.224849,
          8.809166,
          11.162368,
          10.896909,
          14.11883,
          10.523252,
          7.973978,
          8.524084,
          9.747034,
          9.343233,
          11.285796,
          11.605607,
          10.010994,
          8.699292,
          11.160938,
          10.668878,
          9.111302,
          11.711288,
          8.309089,
          10.110339,
          10.348324,
          10.764613,
          9.356954,
          9.264063,
          9.488166,
          9.862431,
          17.999224,
          11.208169,
          14.705245,
          16.279754,
          20.242035,
          16.533024,
          15.614917,
          13.301536,
          11.380255,
          12.63809,
          11.185357,
          12.390624,
          12.378451,
          11.053159,
          9.044925,
          14.524281,
          14.47347,
          16.137256,
          16.016143,
          18.747381,
          14.066108,
          12.095188,
          11.046015,
          11.329178,
          8.645168,
          12.648764,
          8.762579,
          9.53443,
          8.819533,
          8.836113,
          9.264166,
          11.008385,
          10.997111,
          10.079151,
          9.354177,
          10.95303,
          11.658813,
          10.948361,
          10.871412,
          8.197777,
          10.687758,
          12.341147,
          9.909869,
          11.072301,
          11.5348,
          8.996423,
          9.896582,
          7.715409,
          8.257954,
          8.081469,
          7.51802,
          8.877073,
          12.721096,
          9.479108,
          12.163781,
          12.673191,
          18.209013,
          10.5143,
          11.28595,
          11.006311,
          11.03718,
          9.986935,
          10.400066,
          10.676351,
          10.29919,
          11.508166,
          13.123913,
          12.933858,
          10.127184,
          9.977829,
          14.446036,
          10.520146,
          12.041101,
          10.073947,
          11.270843,
          11.621492,
          12.818266,
          13.109625,
          10.393857,
          9.366136,
          10.11533,
          11.046734,
          11.115636,
          11.882629,
          12.670791,
          11.525551,
          11.893085,
          12.717071,
          9.636867,
          10.758051,
          9.176214,
          9.739223,
          9.796155,
          10.179471,
          13.122684,
          11.751444,
          11.669378,
          9.01749,
          11.527074,
          11.77452,
          11.327925,
          11.146048,
          10.25046,
          12.562655,
          15.795505,
          11.044546,
          9.156663,
          9.873937,
          11.985441,
          10.821064,
          8.800305,
          10.149025,
          12.285484,
          9.231561,
          9.605535,
          17.046137,
          13.36235,
          10.763221,
          8.823031,
          10.186252,
          13.836494,
          15.055489,
          12.927819,
          12.136711,
          11.905434,
          11.015522,
          11.965182,
          8.623077,
          9.396298,
          11.380518,
          11.627919,
          14.899068,
          9.020721,
          9.831926,
          9.831811,
          11.450072,
          9.644325,
          9.249138,
          9.810009,
          11.257108,
          11.060028,
          9.734332,
          8.623665,
          9.538783,
          9.671702,
          9.849377,
          12.255263,
          10.843895,
          13.241114,
          14.22888,
          12.91276,
          10.49129,
          12.601573,
          13.29971,
          10.607456,
          9.768883,
          11.338016,
          8.880124,
          8.356146,
          11.07382,
          9.726441,
          9.196315,
          10.34622,
          9.315596,
          10.006759,
          9.301671,
          8.735654,
          11.902893,
          10.00508,
          7.104835,
          10.931721,
          13.01618,
          16.114708,
          12.953985,
          12.538222,
          9.653478,
          9.721922,
          10.779018,
          10.264208,
          17.897029,
          14.349938,
          11.404396,
          11.266289,
          8.257135,
          10.888775,
          14.868668,
          9.930025,
          12.089056,
          10.299546,
          8.779519,
          9.823814,
          11.107114,
          10.243656,
          13.099196,
          9.626424,
          12.062213,
          12.371782,
          19.248857,
          18.049986,
          10.171479,
          10.196484,
          12.086723,
          9.606745,
          9.067491,
          12.099885,
          10.438788,
          10.550447,
          11.05141,
          8.939009,
          12.209758,
          8.853562,
          13.721148,
          11.543732,
          12.661321,
          11.982228,
          12.121928,
          11.013517,
          11.038832,
          7.884222,
          10.124856,
          10.861298,
          12.97708,
          15.00405,
          15.197401,
          11.41021,
          10.13649,
          9.892942,
          10.552218,
          9.925888,
          10.923569,
          10.509405,
          12.725117,
          12.832924,
          11.541247,
          11.370323,
          12.997428,
          9.034511,
          9.935936,
          11.057481,
          10.013587,
          11.88383,
          10.354903,
          9.650757,
          10.088038,
          11.249683,
          11.833198,
          11.671541,
          13.703384,
          8.597405,
          12.802225,
          12.094377,
          18.06976,
          10.695272,
          12.510319,
          12.80026,
          15.011938,
          11.940208,
          11.06885,
          9.96323,
          10.381148,
          9.118826,
          12.490041,
          10.950955,
          10.838208,
          9.969888,
          8.5436,
          9.407058,
          10.530629,
          10.716146,
          9.062393,
          12.388336,
          12.474935,
          9.013283,
          11.007076,
          10.984836,
          10.989224,
          9.147563,
          13.96553,
          11.928343,
          7.73837,
          9.316492,
          11.935233,
          15.080972,
          12.646149,
          9.311343,
          13.994003,
          10.336933,
          9.255419,
          11.421316,
          10.963408,
          10.541885,
          10.26542,
          9.836877,
          9.50869,
          9.941445,
          10.630279,
          12.281114,
          10.057548,
          10.010823,
          8.738151,
          15.200688,
          11.999611,
          13.186039,
          11.843932,
          13.26357,
          9.485213,
          11.394928,
          9.165128,
          9.643503,
          9.775127,
          8.507038,
          8.693701,
          9.628565,
          10.452986,
          12.59839,
          12.425481,
          10.353823,
          10.717258,
          9.899308,
          11.978243,
          9.811489,
          10.947447,
          10.250082,
          10.625045,
          10.224496,
          10.13742,
          9.584072,
          13.329147,
          10.100863,
          9.945791,
          10.970363,
          10.05971,
          19.033093,
          12.881426,
          14.042508,
          11.005464,
          13.217227,
          11.823573,
          13.999177,
          13.0953,
          11.882553,
          12.90071,
          14.15916,
          11.855528,
          11.189302,
          14.892093,
          9.468999,
          10.480065,
          9.944782,
          10.336547,
          9.798029,
          14.146431,
          9.519916,
          10.340863,
          11.925817,
          12.357591,
          10.607925,
          22.192571,
          20.374582,
          14.470535,
          11.366924,
          13.46498,
          11.135679,
          10.322847,
          9.985142,
          11.663998,
          12.039901,
          11.058342,
          12.158059,
          11.832119,
          14.342478,
          9.415438,
          16.109975,
          10.109679,
          11.415424,
          10.534056,
          10.013532,
          10.932473,
          10.167493,
          12.617273,
          14.443759,
          10.722631,
          10.176745,
          10.003961,
          12.978245,
          11.109066,
          9.95955,
          8.398545,
          11.91301,
          11.528923,
          15.136348,
          13.040288,
          12.41158,
          10.428382,
          15.440192,
          10.593662,
          13.993882,
          7.965273,
          9.988732,
          10.70751,
          10.173725,
          9.359157,
          9.805097,
          9.529264,
          10.147429,
          13.289698,
          11.844941,
          12.27565,
          13.130937,
          13.723874,
          18.015551,
          11.085837,
          8.910517,
          12.373958,
          12.539574,
          10.158886,
          11.930288,
          12.631156,
          9.450987,
          11.089317,
          8.855911,
          9.53016,
          10.57892,
          10.510647,
          9.953879,
          9.679821,
          9.859449,
          9.45307,
          11.3045,
          10.145574,
          9.954124,
          9.898535,
          10.400971,
          10.670894,
          10.093659,
          13.856773,
          14.060482,
          12.261711,
          10.918547,
          9.962409,
          8.990869,
          13.495944,
          9.448935,
          11.245318,
          9.76132,
          11.037887,
          10.525952,
          11.462946,
          12.952776,
          9.978211,
          10.363167,
          10.594048,
          10.835882,
          9.182728,
          9.474971,
          12.073017,
          10.179539,
          10.302168,
          10.777668,
          10.267836,
          12.60534,
          9.471429,
          10.919337,
          10.891261,
          11.074113,
          11.652122,
          10.342315,
          12.9598,
          12.44041,
          12.594664,
          12.092259,
          11.862903,
          12.397465,
          11.636711,
          12.046063,
          14.504476,
          13.498273,
          14.445807,
          10.998131,
          14.215885,
          14.366939,
          11.01741,
          14.122762,
          12.306315,
          12.470487,
          11.017939,
          13.907238,
          11.055743,
          12.173418,
          11.197422,
          10.362406,
          10.362706,
          9.139778,
          11.325201,
          9.350701,
          10.209855,
          11.185362,
          9.727127,
          12.163884,
          10.078518,
          10.585383,
          13.186985,
          10.87286,
          15.583975,
          12.030108,
          12.507195,
          12.829485,
          12.084153,
          13.815431,
          10.136184,
          9.213424,
          11.921971,
          11.313399,
          10.582942,
          11.14525,
          9.647411,
          13.612044,
          11.600413,
          10.110698,
          8.361108,
          12.534379,
          10.389634,
          8.709628,
          10.771271,
          9.338956,
          10.251913,
          11.648498,
          11.915787,
          8.496328,
          9.354918,
          9.254961,
          8.859472,
          8.187478,
          7.90238,
          15.969425,
          18.916249,
          15.229441,
          11.958933,
          11.864998,
          13.130574,
          11.794232,
          9.228174,
          9.740134,
          13.615041,
          11.518945,
          12.015344,
          12.717558,
          12.903413,
          11.139249,
          8.850545,
          14.150415,
          9.133367,
          13.075211,
          11.04982,
          11.984892,
          10.380136,
          12.378089,
          10.257255,
          10.338783,
          10.939605,
          10.481428,
          11.103444,
          10.953701,
          12.19483,
          12.433894,
          11.545901,
          14.218233,
          12.732403,
          10.967548,
          9.265105,
          9.92033,
          10.889721,
          11.944562,
          10.121107,
          10.89349,
          11.952083,
          9.365687,
          15.276636,
          11.50688,
          9.942998,
          9.976447,
          14.038934,
          16.02161,
          12.919185,
          13.977269,
          14.061284,
          16.072786,
          9.954005,
          9.986715,
          10.046877,
          8.948671,
          9.947735,
          11.072499,
          9.844974,
          9.646674,
          9.797713,
          8.688711,
          9.917907,
          10.325014,
          10.632982,
          8.984942,
          10.114609,
          9.491534,
          16.143281,
          11.602652,
          13.771062,
          14.221211,
          14.726381,
          11.319307,
          11.133354,
          16.488957,
          10.354028,
          9.076443,
          11.516605,
          9.894958,
          10.902652,
          10.14566,
          9.234983,
          10.921987,
          8.888753,
          9.233846,
          11.013085,
          10.790693,
          7.699391,
          9.493928,
          14.880372,
          10.967322,
          10.155447,
          10.153806,
          9.91358,
          9.668116,
          9.915495,
          16.188924,
          16.541214,
          13.511362,
          12.662847,
          10.371139,
          14.140856,
          13.787291,
          11.598218,
          10.043765,
          10.271852,
          11.052949,
          11.035251,
          10.756501,
          9.693398,
          9.32601,
          13.599343,
          10.664996,
          10.955048,
          9.013341,
          9.34885,
          9.641622,
          11.844285,
          10.131021,
          9.003755,
          10.130266,
          14.835911,
          12.940931,
          11.196214,
          9.931705,
          11.926698,
          10.051351,
          13.242297,
          10.487101,
          10.245908,
          9.960653
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105664,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10295.392567990348,
      "sampled_peak_tree_pss_bytes": 104813568,
      "max_observed_processes": 1,
      "pss_samples": 328,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/dense/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 129.995281,
        "first_ms": 16.733311,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10012.835841,
        "iterations": 715,
        "validations": "first,last",
        "samples_ms": [
          13.618088,
          13.145271,
          13.035318,
          16.5234,
          14.417523,
          12.071566,
          14.219252,
          19.858669,
          12.220654,
          16.529315,
          14.147301,
          16.303595,
          13.925751,
          12.823778,
          11.38012,
          11.300721,
          12.075,
          11.411118,
          13.476292,
          15.302461,
          12.195433,
          11.380856,
          12.839603,
          11.77203,
          14.994971,
          11.972413,
          12.291298,
          14.55301,
          15.115302,
          18.012953,
          19.075974,
          13.521079,
          12.580705,
          16.837918,
          18.830181,
          12.975601,
          14.990344,
          12.443432,
          12.172888,
          14.479134,
          13.297178,
          14.555802,
          12.339965,
          12.723248,
          14.659104,
          12.611122,
          12.509606,
          13.263415,
          16.000346,
          14.204583,
          14.837391,
          13.700541,
          16.424003,
          13.689532,
          14.377252,
          12.673338,
          15.379062,
          13.134203,
          14.005517,
          11.825136,
          13.163897,
          13.446216,
          15.051433,
          13.23501,
          15.787557,
          14.102273,
          12.873843,
          12.493136,
          12.666327,
          11.881172,
          17.035296,
          15.248596,
          17.474089,
          14.437559,
          12.8477,
          16.010231,
          16.800425,
          12.603828,
          13.769033,
          12.370754,
          11.497807,
          13.281686,
          12.639243,
          12.721963,
          11.461098,
          12.887293,
          14.896374,
          12.992574,
          13.524758,
          15.313493,
          13.44845,
          14.979444,
          21.411163,
          21.431869,
          13.689482,
          16.281724,
          13.014203,
          11.932632,
          12.197612,
          10.701266,
          13.149356,
          12.931204,
          15.936854,
          14.01299,
          13.479468,
          11.64655,
          15.85713,
          13.034779,
          13.926682,
          11.06979,
          12.633806,
          16.498231,
          14.271676,
          13.602044,
          13.966895,
          15.077954,
          15.442276,
          12.764852,
          14.097117,
          12.211779,
          11.895993,
          13.871256,
          14.992977,
          14.135445,
          15.731876,
          14.919823,
          17.992015,
          17.8884,
          14.573159,
          12.497328,
          12.370714,
          13.017202,
          12.374461,
          18.337282,
          13.459569,
          11.362602,
          14.10369,
          14.83893,
          13.067199,
          15.064319,
          11.55382,
          13.387243,
          16.218969,
          13.128224,
          18.141267,
          13.868833,
          12.780994,
          13.216326,
          11.324216,
          11.209328,
          12.496091,
          12.733299,
          12.523589,
          12.296697,
          12.165681,
          12.001059,
          11.86907,
          13.601957,
          11.598202,
          11.792066,
          12.578575,
          10.950494,
          10.93775,
          14.608416,
          13.099354,
          19.873902,
          12.860871,
          14.255402,
          12.793523,
          12.759454,
          13.660232,
          15.624872,
          14.942508,
          13.573488,
          12.53324,
          13.062882,
          13.97839,
          14.034183,
          13.365264,
          15.411134,
          12.447864,
          13.542398,
          14.241849,
          12.496389,
          11.44081,
          11.957117,
          15.585998,
          16.208185,
          18.166304,
          20.011824,
          13.247665,
          14.812761,
          15.305171,
          13.656485,
          14.935379,
          14.064716,
          14.934902,
          18.850688,
          20.170834,
          14.121004,
          14.04722,
          15.233501,
          12.549167,
          12.845731,
          11.54626,
          12.745556,
          12.690425,
          14.238319,
          15.752019,
          14.242603,
          16.876472,
          15.092554,
          13.418711,
          15.636125,
          14.242967,
          11.755666,
          13.99224,
          13.893611,
          13.789683,
          13.637018,
          14.252323,
          12.039291,
          12.711598,
          11.648187,
          13.22668,
          10.961483,
          11.492634,
          12.479019,
          11.78843,
          15.800071,
          12.29434,
          13.563255,
          11.244836,
          9.877085,
          10.523452,
          10.779806,
          10.917093,
          13.084802,
          12.13711,
          14.310904,
          12.457847,
          14.771474,
          12.054047,
          12.440267,
          11.624573,
          11.508834,
          12.28247,
          12.216346,
          13.307565,
          13.676133,
          25.962028,
          17.662172,
          17.461844,
          17.05909,
          14.79826,
          13.925364,
          12.0365,
          13.246562,
          14.942202,
          14.166016,
          14.390545,
          14.468084,
          11.977899,
          12.005494,
          14.718222,
          11.380524,
          11.854434,
          15.079706,
          12.39082,
          12.707533,
          14.131219,
          13.469992,
          13.286111,
          15.030055,
          11.937326,
          12.401958,
          13.841824,
          11.200824,
          12.726125,
          13.940188,
          13.930368,
          14.927207,
          12.904901,
          13.079398,
          15.720488,
          12.182418,
          13.348692,
          12.316315,
          11.924331,
          9.455141,
          10.079582,
          11.128447,
          10.788021,
          10.971717,
          10.155977,
          10.472161,
          11.129252,
          9.651692,
          10.030972,
          10.760353,
          10.874377,
          11.691853,
          9.327428,
          9.629213,
          11.229007,
          10.666642,
          11.289191,
          9.963781,
          14.171767,
          10.94663,
          12.16835,
          10.083712,
          13.46451,
          14.353144,
          10.355515,
          10.687442,
          11.076956,
          10.836455,
          14.78946,
          9.786544,
          10.446933,
          11.004325,
          10.039083,
          10.335647,
          10.723724,
          10.173036,
          11.14856,
          10.1724,
          10.45643,
          16.144334,
          13.825471,
          13.16648,
          17.029651,
          13.565428,
          12.335014,
          14.275756,
          12.576653,
          14.000525,
          15.292467,
          12.721176,
          14.046874,
          12.016542,
          16.857743,
          14.086597,
          15.127355,
          12.066052,
          13.790894,
          12.266496,
          13.008775,
          11.935099,
          13.697995,
          12.143845,
          12.483833,
          14.575044,
          12.767343,
          15.116965,
          12.931197,
          13.26331,
          14.947311,
          12.970497,
          15.98846,
          16.553439,
          15.969755,
          15.53667,
          12.097776,
          13.696367,
          16.037322,
          15.042815,
          14.061888,
          13.000075,
          13.306451,
          13.931596,
          12.853796,
          12.821827,
          13.111804,
          11.98581,
          12.858115,
          12.248181,
          12.17919,
          11.85044,
          12.926103,
          13.863294,
          12.048878,
          13.010724,
          10.736775,
          16.408891,
          11.57746,
          18.153257,
          15.115668,
          17.748192,
          16.176566,
          15.439166,
          16.677206,
          14.58727,
          13.865792,
          14.391265,
          11.005748,
          13.244606,
          13.605643,
          13.506661,
          12.673257,
          11.252227,
          13.77297,
          14.450306,
          12.530539,
          13.906102,
          15.929807,
          16.595579,
          19.573209,
          12.799048,
          13.925883,
          13.140423,
          18.284485,
          16.296589,
          15.80659,
          13.513254,
          13.280094,
          13.206767,
          11.683223,
          13.409534,
          13.525836,
          12.101822,
          12.954837,
          14.083632,
          13.920786,
          15.418482,
          14.991981,
          12.381455,
          11.256165,
          11.026566,
          9.53786,
          10.738914,
          10.854057,
          14.641776,
          25.199403,
          21.945547,
          17.106369,
          16.393666,
          14.464646,
          12.347868,
          14.59972,
          16.112478,
          15.935649,
          17.339859,
          14.007332,
          13.58735,
          13.374471,
          12.691086,
          13.167916,
          12.135814,
          11.598765,
          13.835281,
          13.256289,
          15.576244,
          16.534395,
          13.827413,
          13.113887,
          13.088869,
          11.900649,
          12.781582,
          13.222666,
          14.34727,
          12.668254,
          13.177636,
          12.763686,
          13.37196,
          13.899715,
          15.657015,
          13.088693,
          13.930242,
          11.045338,
          13.055425,
          11.836123,
          13.500663,
          13.643245,
          13.397573,
          13.806412,
          15.591762,
          12.517871,
          16.420849,
          12.12271,
          14.261095,
          13.915606,
          12.850136,
          15.004863,
          17.38228,
          15.030318,
          13.602447,
          12.081518,
          15.474087,
          12.947919,
          13.078106,
          11.839568,
          12.984876,
          11.601553,
          12.349999,
          12.924501,
          13.576101,
          12.736727,
          13.562596,
          17.961329,
          16.457305,
          17.090309,
          14.345186,
          16.657356,
          15.409133,
          15.554071,
          16.508969,
          13.993518,
          13.043024,
          13.446876,
          14.577357,
          14.876074,
          13.022723,
          13.010897,
          13.197966,
          12.53787,
          12.218583,
          11.897332,
          13.029901,
          15.047508,
          15.944544,
          16.929214,
          14.442796,
          17.688485,
          15.070191,
          16.78112,
          16.066748,
          14.752186,
          18.544754,
          12.756293,
          12.884431,
          12.619289,
          13.412847,
          11.025142,
          13.570337,
          12.299143,
          12.915014,
          13.232647,
          13.958086,
          16.195762,
          16.543565,
          13.580349,
          16.075275,
          15.667048,
          11.713267,
          15.336931,
          18.213873,
          17.780253,
          14.809804,
          12.462279,
          11.863923,
          12.807199,
          11.931892,
          12.92307,
          14.220021,
          13.058731,
          13.77243,
          11.927872,
          13.063952,
          12.139328,
          14.056373,
          16.470788,
          10.523157,
          11.797703,
          11.370503,
          13.93343,
          19.12605,
          23.120331,
          17.503981,
          18.156539,
          14.144106,
          14.017864,
          12.734198,
          13.913805,
          14.582713,
          16.416905,
          14.711209,
          15.134845,
          15.34015,
          14.677933,
          15.556142,
          13.006463,
          15.64434,
          15.823311,
          15.273377,
          13.966282,
          15.407429,
          15.159779,
          14.546323,
          18.919648,
          15.885272,
          16.285241,
          16.703351,
          15.234855,
          13.892409,
          15.561028,
          14.381046,
          16.045915,
          14.827952,
          17.111846,
          13.336883,
          14.813788,
          12.776619,
          15.706378,
          15.626767,
          14.381143,
          14.270641,
          15.022146,
          14.180959,
          14.782692,
          14.536556,
          14.45303,
          14.072801,
          17.005299,
          14.24252,
          14.002582,
          14.721411,
          14.381617,
          16.781204,
          18.738834,
          14.579963,
          16.715423,
          16.316889,
          15.598269,
          16.19661,
          15.652772,
          15.357752,
          14.755098,
          13.825724,
          16.090329,
          16.011006,
          15.870052,
          16.110952,
          15.002259,
          14.433669,
          15.207816,
          14.359771,
          14.955412,
          13.498651,
          15.303611,
          15.322757,
          16.296378,
          14.931748,
          17.697423,
          16.949803,
          16.23365,
          13.969515,
          17.102439,
          15.755107,
          17.771138,
          16.365115,
          14.870679,
          13.479234,
          14.559223,
          12.10881,
          13.716515,
          16.026474,
          17.048564,
          14.424955,
          15.632244,
          14.275949,
          15.16613,
          13.362036,
          14.888102,
          13.72988,
          14.754094,
          13.978782,
          15.98759,
          13.733421,
          14.591833,
          15.455251,
          19.344667,
          17.590683,
          15.41537,
          17.198427,
          17.360049,
          15.858869,
          15.315843,
          15.945531,
          14.75178,
          14.761332,
          15.204182,
          16.351298,
          14.268414,
          12.85351,
          14.177961,
          13.4006,
          16.427659,
          13.837528,
          13.954656,
          13.155862,
          15.251174,
          13.870123,
          14.654549,
          12.935264,
          14.14327,
          14.797881,
          14.232239,
          14.319582,
          16.689714,
          16.153667,
          18.931439,
          15.145268,
          16.87488,
          17.801039,
          15.356128,
          14.452454,
          14.455746,
          15.133556,
          14.543602,
          13.67173,
          13.894745,
          13.720806,
          13.755535
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10296.85345501639,
      "sampled_peak_tree_pss_bytes": 135374848,
      "max_observed_processes": 1,
      "pss_samples": 359,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/dense/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 4362.988454988226,
        "first_ms": 982.1881420211866,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10805.624981992878,
        "iterations": 13,
        "validation_scope": "first,last",
        "samples_ms": [
          791.6029300540686,
          825.3787999274209,
          805.1219820044935,
          780.5562829598784,
          881.2660090625286,
          710.3655670071021,
          843.7508069910109,
          810.7494149589911,
          854.8819998977706,
          853.4944279817864,
          886.3078620051965,
          852.2163679590449,
          909.8447499563918
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 16498.82479000371,
      "sampled_peak_tree_pss_bytes": 720908288,
      "max_observed_processes": 18,
      "pss_samples": 526,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/sparse-skew/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 117.46686,
        "first_ms": 13.384936,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.069586,
        "iterations": 936,
        "validations": "first,last",
        "samples_ms": [
          10.554268,
          12.508848,
          12.910512,
          10.975764,
          10.48191,
          11.773479,
          10.906067,
          11.093004,
          11.747005,
          11.418719,
          9.634234,
          11.255731,
          11.389415,
          10.967696,
          11.389845,
          10.827781,
          11.136975,
          12.385885,
          11.143687,
          14.144196,
          12.3554,
          10.005236,
          8.256345,
          8.810104,
          10.060164,
          9.871568,
          10.08938,
          7.458251,
          8.70747,
          9.049757,
          8.080797,
          8.347012,
          9.071736,
          9.666454,
          9.727911,
          11.729237,
          11.219304,
          15.822105,
          17.958724,
          11.998056,
          12.24189,
          10.167216,
          10.912926,
          10.595474,
          10.288243,
          9.816194,
          9.306192,
          10.691178,
          12.945031,
          12.964968,
          11.29096,
          11.944914,
          12.278811,
          11.506853,
          11.302103,
          9.838545,
          9.4904,
          9.188017,
          9.33997,
          9.825527,
          10.606791,
          10.880924,
          10.685178,
          9.706833,
          12.722756,
          13.017037,
          11.955281,
          8.55538,
          8.578246,
          10.013287,
          10.024617,
          9.283764,
          13.680811,
          11.418991,
          9.170405,
          9.193065,
          9.316655,
          8.435041,
          10.808318,
          12.726051,
          10.030022,
          12.070399,
          9.454334,
          12.669138,
          12.542906,
          8.848619,
          10.185474,
          10.814437,
          9.297127,
          8.42663,
          9.336087,
          10.564338,
          10.853712,
          10.207756,
          8.578622,
          10.947044,
          9.586324,
          8.144332,
          12.669558,
          9.240951,
          11.860474,
          8.237355,
          9.171205,
          11.686296,
          13.842834,
          10.700999,
          9.388271,
          11.943639,
          13.447558,
          10.050616,
          10.837648,
          14.788806,
          11.865608,
          9.196468,
          12.026686,
          9.720433,
          10.040969,
          10.588733,
          10.389178,
          11.256383,
          9.24073,
          8.838003,
          9.194566,
          9.140167,
          9.784078,
          10.201615,
          10.116523,
          10.065506,
          9.538252,
          9.577952,
          9.751529,
          8.588419,
          9.886749,
          11.69964,
          10.199936,
          12.13063,
          8.826223,
          12.408235,
          11.403546,
          12.533924,
          13.807719,
          13.691166,
          10.069268,
          11.127861,
          12.642773,
          13.286975,
          14.463156,
          11.50489,
          11.161383,
          11.937937,
          9.676363,
          8.449015,
          9.352271,
          10.345924,
          9.119685,
          9.143688,
          9.423807,
          9.630082,
          10.581492,
          9.059544,
          9.859934,
          9.458753,
          9.065625,
          9.221166,
          8.455812,
          12.453243,
          11.985471,
          12.578028,
          11.049799,
          10.768792,
          9.197755,
          14.654872,
          10.000256,
          12.261645,
          11.107244,
          10.284837,
          10.776602,
          10.419361,
          9.212982,
          11.041759,
          11.287628,
          8.915551,
          9.980785,
          8.807111,
          9.523302,
          9.658605,
          9.546252,
          10.788279,
          9.715773,
          8.913427,
          9.786539,
          9.373183,
          8.628963,
          8.423095,
          13.386065,
          11.416947,
          12.539079,
          10.562597,
          10.892113,
          9.955047,
          14.146508,
          9.287637,
          10.197791,
          11.249236,
          10.660345,
          11.597907,
          10.817546,
          10.227785,
          12.994892,
          10.671837,
          9.29197,
          9.758391,
          10.217504,
          11.18972,
          10.907561,
          10.308316,
          10.418522,
          10.163981,
          10.079036,
          10.850257,
          9.978353,
          9.371427,
          9.682706,
          9.639437,
          10.370702,
          13.786824,
          9.4151,
          9.704411,
          11.259657,
          11.934785,
          18.847677,
          15.448525,
          12.989927,
          12.008094,
          12.280282,
          9.701923,
          10.132422,
          9.490757,
          10.008606,
          10.63481,
          9.340916,
          10.305236,
          10.239426,
          11.119966,
          10.90325,
          9.332138,
          12.711567,
          12.988729,
          11.904187,
          9.848503,
          9.914721,
          10.287559,
          10.047025,
          10.146138,
          9.002724,
          10.22523,
          9.651043,
          10.382292,
          12.368941,
          11.736172,
          12.235377,
          11.613243,
          12.112503,
          9.558325,
          9.413237,
          9.13162,
          8.795436,
          9.616988,
          9.905883,
          9.273886,
          9.83368,
          10.325906,
          9.987122,
          10.098428,
          10.587444,
          9.939482,
          9.505165,
          9.487515,
          11.817694,
          11.755913,
          10.888737,
          12.206292,
          9.237576,
          9.403768,
          9.851058,
          11.066683,
          10.146275,
          10.398444,
          8.553422,
          9.398372,
          9.193477,
          11.441658,
          9.778364,
          9.489011,
          10.369017,
          9.407939,
          11.540569,
          10.199952,
          9.30227,
          11.132747,
          9.076702,
          11.270148,
          8.808396,
          10.694887,
          12.907969,
          11.206828,
          10.580823,
          12.386924,
          13.873806,
          10.339332,
          10.650383,
          12.815667,
          10.807822,
          10.510211,
          11.852372,
          9.291177,
          10.144405,
          10.291126,
          8.631377,
          10.648663,
          9.963293,
          9.993247,
          9.635165,
          8.787872,
          10.014074,
          9.890136,
          9.990415,
          8.205812,
          8.541728,
          8.723087,
          8.359766,
          8.388717,
          9.534533,
          8.253029,
          9.759993,
          9.955193,
          9.615809,
          10.543169,
          10.86097,
          9.750783,
          11.332584,
          10.219146,
          12.187244,
          14.006758,
          12.524264,
          14.043039,
          9.207411,
          8.529317,
          9.743647,
          8.65805,
          10.161183,
          13.033022,
          12.16341,
          11.134527,
          10.327871,
          10.795733,
          9.865656,
          11.788052,
          11.853994,
          10.781146,
          10.591512,
          9.378851,
          10.307845,
          9.563102,
          10.690554,
          11.443327,
          9.435377,
          9.290371,
          10.409343,
          8.964726,
          9.397731,
          8.623297,
          8.655401,
          11.439312,
          13.273639,
          13.709786,
          13.054604,
          10.40157,
          12.951228,
          10.938114,
          12.373784,
          13.04638,
          11.210439,
          9.703548,
          10.843183,
          8.185921,
          9.192948,
          8.797166,
          11.091451,
          9.348136,
          10.575044,
          11.14857,
          9.497512,
          9.900103,
          9.845903,
          9.372151,
          9.448365,
          8.302468,
          9.447842,
          9.409999,
          9.40612,
          10.551129,
          9.383669,
          9.260084,
          7.938346,
          9.809644,
          9.897617,
          8.629269,
          12.208425,
          11.868711,
          11.935169,
          12.948719,
          11.359382,
          12.374464,
          11.053804,
          11.934323,
          9.893494,
          8.117539,
          11.578397,
          9.66249,
          10.432463,
          12.206197,
          9.386263,
          11.054621,
          11.054873,
          9.874448,
          10.393791,
          9.335575,
          9.831862,
          10.009202,
          10.320984,
          11.075116,
          9.720251,
          11.031297,
          10.327648,
          10.368109,
          9.779872,
          8.55599,
          9.850986,
          12.947874,
          9.177786,
          10.561402,
          9.007672,
          9.235285,
          8.503594,
          9.666896,
          9.78705,
          8.622736,
          8.184962,
          9.992605,
          8.933023,
          10.798556,
          8.070433,
          12.803719,
          15.926317,
          22.055485,
          10.992815,
          15.499655,
          14.786159,
          10.399285,
          9.870423,
          9.323247,
          10.367541,
          9.906952,
          10.11978,
          12.270163,
          15.18529,
          12.323204,
          11.225169,
          9.328269,
          8.510792,
          8.705613,
          10.099174,
          10.008187,
          9.904137,
          11.159132,
          10.237462,
          9.768724,
          11.217141,
          12.558893,
          9.923775,
          11.217988,
          11.931769,
          10.729603,
          9.992043,
          8.86988,
          10.81906,
          11.524963,
          9.236255,
          9.30136,
          9.594386,
          10.109841,
          7.976826,
          9.97085,
          9.212046,
          9.336577,
          11.355513,
          10.271939,
          11.791322,
          8.886751,
          12.441666,
          11.281053,
          9.053872,
          9.144064,
          10.212106,
          10.548146,
          9.160972,
          8.646533,
          10.637901,
          10.302882,
          9.680103,
          11.725611,
          9.33197,
          12.01846,
          11.20015,
          7.928799,
          10.628958,
          13.089793,
          11.244961,
          13.020687,
          9.553985,
          7.752216,
          10.297294,
          9.747632,
          12.272194,
          10.243916,
          7.882586,
          11.993978,
          8.801276,
          9.054774,
          10.353774,
          9.473423,
          8.197162,
          9.891077,
          10.631856,
          10.816686,
          9.318601,
          9.679271,
          8.651672,
          10.104594,
          10.1307,
          8.164626,
          9.646898,
          10.498194,
          9.464188,
          10.992497,
          10.005695,
          7.65486,
          10.421509,
          12.507301,
          11.000806,
          13.437262,
          9.568554,
          11.385376,
          9.915239,
          9.387641,
          8.78497,
          8.94506,
          8.947059,
          8.12612,
          8.926602,
          10.623368,
          12.145042,
          10.708501,
          9.603922,
          10.967527,
          10.939095,
          9.191692,
          13.170031,
          12.647194,
          17.473246,
          21.657816,
          12.83959,
          12.056937,
          11.575867,
          10.46497,
          9.710259,
          11.465394,
          12.40796,
          11.333225,
          11.00637,
          10.179969,
          11.890263,
          13.863519,
          13.764567,
          12.422557,
          10.413859,
          9.574687,
          9.882388,
          10.346147,
          10.205228,
          9.086803,
          8.455525,
          9.43547,
          8.751574,
          8.785008,
          10.238518,
          8.804185,
          12.20336,
          10.327964,
          13.137381,
          14.123826,
          14.735011,
          11.772239,
          13.656687,
          9.091991,
          8.97068,
          11.759318,
          12.640337,
          8.841836,
          13.184826,
          13.554379,
          12.219116,
          9.797929,
          9.925783,
          11.494295,
          10.467917,
          10.84554,
          11.831332,
          10.174217,
          8.219228,
          9.717402,
          9.632965,
          8.521804,
          9.626967,
          9.269761,
          7.847447,
          10.088732,
          8.977233,
          9.589977,
          9.238769,
          11.429668,
          11.485344,
          12.261979,
          11.494263,
          9.951534,
          10.196828,
          12.532535,
          10.90711,
          10.690128,
          14.621462,
          13.356895,
          10.481848,
          11.074164,
          9.838746,
          10.883826,
          9.109214,
          9.994076,
          10.906241,
          11.429625,
          10.182099,
          9.899274,
          9.68495,
          9.543053,
          10.020698,
          10.229839,
          9.158356,
          9.164394,
          11.102141,
          15.715089,
          11.136383,
          9.166909,
          8.796775,
          7.739944,
          9.249517,
          14.859383,
          15.82771,
          18.407177,
          13.044988,
          10.941233,
          12.210308,
          10.593523,
          8.98411,
          11.266534,
          10.881536,
          9.85707,
          11.615616,
          9.582015,
          9.297758,
          12.860058,
          9.918749,
          12.707293,
          10.739736,
          7.224385,
          10.954277,
          9.493624,
          8.887031,
          10.250339,
          9.759459,
          11.581839,
          11.235322,
          12.420548,
          12.295419,
          11.438959,
          8.665013,
          9.312124,
          9.918767,
          8.640132,
          9.326512,
          9.062537,
          10.892125,
          10.097612,
          8.885957,
          8.380923,
          10.722256,
          9.270064,
          11.600382,
          10.95512,
          10.948953,
          9.080814,
          10.33531,
          9.420089,
          9.895807,
          12.466001,
          11.36832,
          11.025447,
          10.690836,
          10.249279,
          10.179956,
          11.180356,
          10.157115,
          11.209859,
          10.069237,
          7.893029,
          9.213404,
          10.017062,
          10.737722,
          8.694916,
          11.795274,
          10.667657,
          10.811651,
          12.448942,
          13.548239,
          11.504517,
          13.799439,
          16.896735,
          11.886767,
          14.396724,
          10.727564,
          10.819694,
          11.443701,
          11.70755,
          11.989341,
          12.125956,
          11.185604,
          10.489955,
          10.416252,
          10.866279,
          10.795656,
          10.83907,
          10.982833,
          10.263225,
          11.102088,
          11.762501,
          11.333465,
          13.331999,
          9.262214,
          10.178666,
          12.893569,
          12.945116,
          10.661151,
          10.115266,
          11.074441,
          12.187819,
          12.906044,
          13.639772,
          15.091304,
          13.286058,
          10.5152,
          8.18198,
          11.240312,
          9.261386,
          12.848613,
          10.462406,
          11.570179,
          12.180756,
          11.203286,
          9.644737,
          8.854194,
          8.895988,
          9.706523,
          11.399122,
          10.960417,
          10.07888,
          9.140272,
          10.320239,
          9.379556,
          9.060895,
          9.692037,
          10.378283,
          10.01193,
          9.234794,
          9.736354,
          10.386555,
          9.344055,
          9.192386,
          10.067326,
          10.863055,
          13.303523,
          13.316945,
          12.205411,
          11.853593,
          11.211556,
          12.78707,
          11.813276,
          12.670949,
          13.593507,
          11.691385,
          9.606864,
          12.189414,
          10.939585,
          11.012255,
          11.188866,
          9.847247,
          11.083746,
          8.763106,
          9.045657,
          10.34575,
          10.432471,
          10.282232,
          11.382191,
          9.699832,
          9.867163,
          10.994857,
          9.735483,
          11.382709,
          11.886177,
          14.206623,
          14.054723,
          10.919427,
          10.138031,
          9.872163,
          12.787032,
          11.367453,
          12.116246,
          11.239957,
          12.478689,
          11.967056,
          12.201521,
          10.499943,
          11.258858,
          10.442939,
          11.679441,
          10.115504,
          9.321903,
          10.527588,
          9.183345,
          10.269207,
          11.087519,
          10.59049,
          9.958822,
          9.875105,
          10.898654,
          12.925433,
          10.295782,
          9.057465,
          10.563959,
          12.400245,
          12.339109,
          21.437745,
          13.978298,
          14.44517,
          9.737158,
          10.158174,
          10.594364,
          11.053937,
          11.203936,
          10.715171,
          11.160606,
          8.887692,
          13.938897,
          13.087741,
          10.607043,
          11.597249,
          11.087407,
          10.10142,
          10.268075,
          9.42275,
          9.826575,
          10.020329,
          9.260121,
          10.015605,
          10.598817,
          10.966141,
          11.195948,
          10.178028,
          10.750927,
          12.178226,
          12.831238,
          9.976344,
          10.381971,
          10.661352,
          9.300069,
          9.604698,
          10.004135,
          10.091683,
          11.023435,
          10.139656,
          11.755936,
          8.361473,
          11.017479,
          9.653651,
          11.736465,
          13.532098,
          8.55594,
          10.636008,
          9.821128,
          9.753333,
          9.295409,
          10.696208,
          11.15368,
          10.158941,
          9.973408,
          10.072325,
          11.370906,
          10.69927,
          12.074413,
          11.61971,
          10.804458,
          11.027628,
          13.641489,
          11.101456,
          12.048499,
          13.622052,
          11.845616,
          13.539267,
          13.172949,
          9.244993,
          7.756073,
          9.091473,
          11.60215,
          10.189689,
          8.755168,
          8.33125,
          10.671798,
          9.514269
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106340,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10259.56955703441,
      "sampled_peak_tree_pss_bytes": 105874432,
      "max_observed_processes": 1,
      "pss_samples": 391,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/sparse-uniform/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 135.97526,
        "first_ms": 13.483445,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.422222,
        "iterations": 954,
        "validations": "first,last",
        "samples_ms": [
          12.984508,
          11.469641,
          11.992515,
          12.512703,
          9.076356,
          10.55798,
          8.789257,
          9.955449,
          10.247604,
          8.828752,
          11.986388,
          9.980547,
          11.787985,
          7.524435,
          10.097075,
          9.602046,
          10.524252,
          8.505686,
          9.503946,
          8.741082,
          10.77266,
          9.989617,
          9.769066,
          8.689657,
          10.512952,
          11.418187,
          9.489627,
          8.157687,
          11.208923,
          12.40114,
          14.767954,
          10.551212,
          12.174203,
          16.778765,
          10.523133,
          7.457971,
          13.029273,
          13.511225,
          9.510963,
          11.250862,
          10.461025,
          10.264727,
          10.21376,
          13.803439,
          13.043782,
          11.796057,
          14.061697,
          10.573114,
          9.543066,
          9.998152,
          10.029846,
          8.940776,
          9.037759,
          9.48964,
          9.480659,
          10.017881,
          12.896081,
          10.08378,
          16.969795,
          11.150733,
          11.798295,
          9.002167,
          12.020588,
          10.033083,
          9.130249,
          9.956008,
          10.953487,
          12.054921,
          9.934013,
          13.266009,
          10.384093,
          17.199888,
          10.040352,
          9.722996,
          11.262798,
          9.429868,
          9.577764,
          9.041068,
          10.057708,
          9.901742,
          11.849191,
          10.170123,
          11.106837,
          10.591496,
          10.944833,
          11.785492,
          7.776688,
          10.759108,
          12.059306,
          10.76063,
          11.371198,
          12.928328,
          9.916749,
          13.944865,
          11.470474,
          9.188188,
          9.791307,
          11.028487,
          9.529206,
          10.184774,
          8.816129,
          8.239944,
          11.886923,
          9.592762,
          9.336999,
          10.147612,
          10.416461,
          9.430936,
          10.01125,
          9.497866,
          9.517063,
          10.988957,
          9.958157,
          10.004129,
          9.567069,
          9.60395,
          10.833973,
          8.797059,
          11.258483,
          12.564434,
          12.412698,
          11.826478,
          10.989289,
          9.612862,
          9.473088,
          12.737555,
          11.809034,
          10.819169,
          14.37911,
          12.953579,
          11.585939,
          11.740958,
          11.053365,
          11.039157,
          10.218372,
          9.482975,
          9.976562,
          11.664884,
          9.647198,
          10.999457,
          8.515873,
          9.463098,
          13.342162,
          8.822565,
          8.396854,
          10.446132,
          8.909467,
          8.071963,
          9.910435,
          11.025307,
          10.868702,
          8.704151,
          15.936534,
          13.546525,
          16.090429,
          13.669553,
          11.731573,
          9.68132,
          8.790785,
          13.094692,
          11.922434,
          13.03382,
          11.972946,
          9.222615,
          9.370017,
          11.430719,
          12.040265,
          10.778984,
          9.174156,
          8.042187,
          14.998573,
          11.236936,
          13.69035,
          14.277284,
          8.777273,
          11.104276,
          15.594114,
          13.439659,
          10.111013,
          10.744976,
          14.771471,
          11.199409,
          11.651823,
          11.369439,
          10.895705,
          12.110152,
          11.170357,
          8.732809,
          10.976061,
          12.353941,
          8.648326,
          10.173453,
          10.20915,
          10.634162,
          10.216994,
          10.161173,
          9.625181,
          9.277233,
          9.979097,
          11.185704,
          11.686364,
          12.677511,
          12.223319,
          16.431382,
          18.526682,
          16.6183,
          14.464609,
          11.979552,
          10.946706,
          9.80475,
          8.217809,
          13.071499,
          10.693825,
          11.198205,
          12.29309,
          11.541053,
          14.14487,
          10.048505,
          10.329507,
          9.282082,
          8.847322,
          10.860646,
          9.851702,
          9.418026,
          9.001574,
          8.845964,
          10.465891,
          7.590446,
          8.141339,
          9.044886,
          8.129928,
          9.182718,
          10.984007,
          7.744308,
          8.605345,
          7.775567,
          6.864928,
          11.137273,
          7.690289,
          8.093102,
          13.075762,
          13.08359,
          11.906666,
          10.347817,
          9.305887,
          10.362086,
          9.290527,
          10.383488,
          10.39038,
          11.032878,
          10.260817,
          10.171897,
          9.487744,
          10.614004,
          14.401851,
          19.107174,
          12.20996,
          19.00059,
          12.30506,
          10.345454,
          8.916472,
          8.232473,
          10.811327,
          14.102588,
          10.009221,
          11.883005,
          12.853832,
          12.042935,
          9.20194,
          15.332111,
          12.523362,
          13.158736,
          12.653439,
          9.362421,
          12.901878,
          12.615955,
          10.005488,
          10.955199,
          10.791541,
          9.69986,
          10.205021,
          9.742668,
          10.917733,
          10.498408,
          8.919672,
          10.325816,
          10.406711,
          8.844696,
          9.025889,
          11.005791,
          7.427867,
          10.65716,
          9.91676,
          10.066133,
          10.597832,
          10.035541,
          10.47254,
          9.782107,
          8.839803,
          17.326481,
          12.4381,
          16.947125,
          12.53525,
          11.791577,
          12.186236,
          15.189469,
          9.623034,
          9.880662,
          10.630023,
          8.527664,
          11.964228,
          9.841733,
          9.69978,
          10.708644,
          8.892276,
          9.797779,
          12.880923,
          9.347868,
          14.297134,
          9.752365,
          10.155051,
          10.264728,
          9.575185,
          12.941609,
          9.332962,
          10.615699,
          11.555755,
          9.515807,
          12.424972,
          11.261935,
          12.851299,
          10.42011,
          10.995968,
          12.971791,
          11.887974,
          11.168647,
          10.27878,
          7.664348,
          9.985285,
          10.252257,
          8.5113,
          10.260532,
          12.524184,
          11.542064,
          11.011353,
          10.893477,
          12.082794,
          10.948356,
          8.416366,
          10.603567,
          10.971056,
          9.209504,
          9.618527,
          8.174991,
          11.991829,
          9.996671,
          15.079844,
          13.932267,
          12.257393,
          11.832886,
          10.406079,
          12.598819,
          9.885086,
          12.749004,
          10.161114,
          7.184119,
          11.983463,
          8.603573,
          10.371202,
          13.88134,
          10.28577,
          9.747219,
          11.379703,
          9.666873,
          10.536886,
          8.731062,
          10.756193,
          10.930935,
          9.081115,
          8.469733,
          10.487849,
          9.809013,
          10.230806,
          8.236248,
          9.744666,
          10.155229,
          11.850368,
          12.519934,
          9.752821,
          9.133003,
          8.764097,
          9.24579,
          8.937516,
          8.950863,
          9.240261,
          9.425061,
          10.027454,
          10.700529,
          12.347181,
          10.530049,
          8.427255,
          8.088663,
          9.468432,
          8.704339,
          8.702215,
          9.457458,
          8.492776,
          9.008265,
          8.679507,
          11.355218,
          8.27303,
          8.498557,
          8.368036,
          7.860298,
          7.982072,
          8.5313,
          9.447986,
          9.017302,
          9.983118,
          9.014474,
          15.305339,
          12.959062,
          12.822132,
          11.932168,
          9.761474,
          13.213917,
          8.018877,
          9.009268,
          9.28654,
          12.676877,
          9.968627,
          11.024101,
          9.024407,
          8.76977,
          9.538174,
          12.242155,
          9.524687,
          11.553697,
          10.431227,
          11.966164,
          9.67339,
          11.316915,
          12.262646,
          9.708376,
          12.98494,
          10.558193,
          9.199036,
          12.728863,
          9.524807,
          9.196636,
          9.921498,
          9.896215,
          8.795154,
          8.791067,
          11.625587,
          8.496329,
          9.289168,
          12.104614,
          10.602972,
          14.154262,
          12.07583,
          10.086602,
          11.24104,
          8.636642,
          12.363936,
          10.64058,
          11.038552,
          10.074198,
          13.965065,
          12.009945,
          10.990139,
          11.020519,
          7.778081,
          11.359679,
          10.266052,
          9.643027,
          10.264135,
          8.419449,
          9.250765,
          12.037048,
          11.588545,
          9.781822,
          10.331734,
          10.357273,
          12.625564,
          9.344803,
          10.045182,
          10.774992,
          9.226614,
          10.392036,
          11.634703,
          10.946077,
          8.485823,
          12.383362,
          9.620989,
          8.783248,
          7.944139,
          11.715504,
          10.468707,
          9.537772,
          16.077185,
          9.766901,
          10.784405,
          12.134126,
          6.895136,
          8.877051,
          10.238154,
          10.906089,
          10.220286,
          11.126287,
          13.957569,
          11.659541,
          12.844833,
          8.885945,
          8.530162,
          9.704419,
          8.456049,
          8.499435,
          12.847823,
          8.591295,
          8.902932,
          12.584305,
          8.981462,
          13.073064,
          9.338898,
          9.448261,
          10.185163,
          9.396159,
          9.128997,
          9.097523,
          9.775487,
          10.824841,
          10.163588,
          12.0595,
          14.558463,
          9.898686,
          12.573105,
          10.890997,
          9.509411,
          9.605102,
          10.999542,
          10.592682,
          12.13326,
          9.29048,
          7.997498,
          9.947046,
          11.079061,
          15.025009,
          14.92788,
          10.010647,
          10.946197,
          10.586148,
          9.446616,
          13.102788,
          9.790275,
          9.071297,
          12.542298,
          11.236233,
          11.292723,
          11.570875,
          11.019933,
          10.29173,
          9.633453,
          10.184678,
          9.425697,
          13.592416,
          10.4709,
          7.546042,
          12.204237,
          9.711482,
          12.234013,
          9.542312,
          8.484245,
          10.346285,
          9.654915,
          7.914698,
          9.715021,
          7.386845,
          8.718083,
          11.55104,
          9.681968,
          8.205719,
          9.126164,
          11.376133,
          12.369921,
          10.329044,
          10.598731,
          11.674927,
          10.284343,
          10.083099,
          9.915203,
          8.033792,
          10.97678,
          11.630343,
          10.477689,
          9.900638,
          8.100651,
          12.660912,
          8.774902,
          9.520321,
          11.368248,
          7.808279,
          10.756855,
          11.839081,
          9.746115,
          8.049579,
          8.904368,
          14.555129,
          9.690202,
          8.6059,
          10.634325,
          7.993164,
          10.508915,
          10.538383,
          8.726653,
          8.618095,
          9.62762,
          8.067843,
          15.854048,
          16.056603,
          17.414069,
          10.653012,
          15.569413,
          10.125482,
          9.248343,
          10.956321,
          9.037133,
          11.469431,
          7.53662,
          13.207583,
          11.044283,
          8.52081,
          8.829667,
          10.388195,
          8.698823,
          9.251185,
          13.032841,
          10.040974,
          9.290373,
          8.735844,
          8.892861,
          9.043198,
          9.000578,
          8.130776,
          7.135654,
          7.823785,
          7.94445,
          6.107737,
          8.28826,
          7.178866,
          8.320763,
          7.892809,
          7.089598,
          8.027729,
          7.343066,
          8.687881,
          8.8847,
          12.117545,
          7.183703,
          8.810194,
          7.878502,
          6.87647,
          8.273733,
          7.894372,
          7.733604,
          7.286572,
          6.770625,
          8.106958,
          7.424301,
          8.717075,
          8.206206,
          7.905307,
          7.90172,
          7.654587,
          7.839018,
          8.470784,
          10.759899,
          11.523559,
          9.358046,
          9.850517,
          8.548654,
          10.057425,
          8.369705,
          10.615532,
          11.985917,
          10.020296,
          9.402619,
          10.379633,
          8.92785,
          8.278424,
          9.386857,
          9.088581,
          8.497931,
          9.410426,
          11.631865,
          10.971751,
          9.661738,
          9.417338,
          11.133892,
          8.887034,
          8.237628,
          9.484676,
          9.059073,
          8.303419,
          8.831885,
          9.252853,
          8.717047,
          11.056531,
          8.943646,
          10.856402,
          10.354887,
          9.837403,
          10.559006,
          8.411099,
          14.236378,
          7.847398,
          9.881754,
          14.320935,
          9.67141,
          10.073528,
          9.996261,
          10.506779,
          11.42516,
          8.459109,
          8.562122,
          9.807854,
          8.689828,
          7.777141,
          10.002892,
          9.923575,
          8.003471,
          9.46524,
          8.617099,
          8.306481,
          13.833652,
          8.227071,
          9.367854,
          12.517576,
          8.133648,
          8.332037,
          9.821699,
          8.250094,
          7.88065,
          11.253647,
          10.803915,
          8.888836,
          11.040322,
          10.097574,
          10.501809,
          11.511539,
          10.40244,
          8.478117,
          9.973643,
          11.092298,
          10.602845,
          14.555813,
          9.789586,
          8.515769,
          7.973966,
          10.462378,
          8.578524,
          10.489515,
          8.963934,
          8.07878,
          9.526363,
          8.866249,
          8.536883,
          9.39524,
          7.962463,
          9.410878,
          9.279403,
          8.950237,
          9.407872,
          9.645372,
          8.942914,
          10.122686,
          11.638314,
          10.394015,
          10.866712,
          10.020109,
          12.562752,
          13.494038,
          12.135619,
          9.045121,
          9.79589,
          10.587046,
          10.337318,
          10.03952,
          11.028549,
          8.601614,
          9.245505,
          9.183092,
          8.895814,
          10.022352,
          9.550981,
          9.1438,
          10.606188,
          8.671569,
          9.808325,
          9.29214,
          8.891995,
          8.045049,
          10.954338,
          8.973245,
          9.747572,
          7.493899,
          10.238165,
          8.851383,
          7.701962,
          15.970286,
          12.100764,
          11.879962,
          12.968197,
          12.001012,
          12.807438,
          10.930925,
          12.963797,
          11.599969,
          9.978363,
          10.935367,
          11.213775,
          10.708058,
          10.420005,
          11.139787,
          10.261757,
          9.602291,
          11.056025,
          12.491399,
          9.819619,
          9.100999,
          9.806289,
          9.443479,
          8.642084,
          9.450745,
          8.678169,
          11.058539,
          12.029257,
          10.914541,
          11.069087,
          9.951618,
          11.950572,
          10.196364,
          10.839562,
          8.348593,
          8.645419,
          10.049876,
          10.975422,
          12.065406,
          9.247832,
          10.087368,
          8.959567,
          8.05578,
          9.632157,
          9.966176,
          12.111578,
          9.863458,
          12.029875,
          20.052055,
          12.901972,
          7.998293,
          15.377507,
          9.530953,
          13.893484,
          10.201742,
          10.969395,
          9.911429,
          12.125893,
          11.264392,
          8.759771,
          12.562125,
          9.583928,
          9.369238,
          9.234612,
          8.558813,
          11.687437,
          12.007793,
          10.909162,
          8.735847,
          12.265475,
          13.449548,
          10.238509,
          11.83674,
          9.751008,
          11.877708,
          10.850276,
          10.031141,
          10.388386,
          10.50159,
          13.094833,
          11.515836,
          11.551728,
          9.985493,
          8.640905,
          8.870882,
          14.540596,
          8.176757,
          8.692241,
          15.070618,
          9.967165,
          10.440722,
          10.239399,
          13.336575,
          10.979949,
          11.013878,
          9.455116,
          10.27307,
          11.256911,
          11.080421,
          9.265797,
          10.27677,
          10.569393,
          9.761215,
          11.753682,
          14.219608,
          8.042036,
          9.895338,
          12.208571,
          8.82557,
          8.593509,
          11.013362,
          13.508184,
          10.993415,
          10.830901,
          8.241263,
          16.861411,
          10.769835,
          11.164249,
          11.15965,
          10.804042,
          11.613948,
          9.533853,
          13.264823,
          9.179402,
          9.378322,
          10.190915,
          9.966494,
          11.870192,
          8.528474,
          10.427022,
          12.133411,
          10.032652,
          9.030065,
          9.966236,
          10.040054,
          9.318621,
          10.817125,
          12.308635,
          13.180531,
          11.773805,
          11.760664,
          12.583896,
          12.332791,
          14.942746,
          13.949145
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105728,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10291.79472499527,
      "sampled_peak_tree_pss_bytes": 104862720,
      "max_observed_processes": 1,
      "pss_samples": 356,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/sparse-uniform/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 2379.5537740224972,
        "first_ms": 1326.3766970485449,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10006.786694051698,
        "iterations": 875,
        "validation_scope": "first,last",
        "samples_ms": [
          14.228162006475031,
          13.307953951880336,
          14.687932911328971,
          15.768733923323452,
          13.293327996507287,
          13.891297043301165,
          12.91003602091223,
          10.473885107785463,
          11.737894034013152,
          10.631100973114371,
          12.468512984924018,
          12.069161050021648,
          11.436003027483821,
          8.640783955343068,
          15.752980951219797,
          13.629797962494195,
          12.632740079425275,
          13.960958109237254,
          10.551090002991259,
          16.20160904712975,
          13.058265089057386,
          11.700230999849737,
          11.134447995573282,
          11.487817973829806,
          12.200533994473517,
          10.62395900953561,
          11.750139994546771,
          13.554076896980405,
          16.222632955759764,
          14.083312009461224,
          11.329383007250726,
          9.936939924955368,
          10.25464094709605,
          10.014810948632658,
          8.139349985867739,
          11.758552980609238,
          10.031859972514212,
          9.987417957745492,
          13.196377083659172,
          14.360778033733368,
          15.30234597157687,
          21.572727942839265,
          16.154613927938044,
          17.312081065028906,
          16.319285961799324,
          15.760513022542,
          17.94532802887261,
          33.99712301325053,
          13.350283028557897,
          11.773162055760622,
          13.417997979559004,
          12.946435017511249,
          12.126189074479043,
          10.35060896538198,
          12.283858959563076,
          26.769429096020758,
          14.184379950165749,
          23.859769920818508,
          22.648248937912285,
          22.782800951972604,
          15.837598941288888,
          13.506275950931013,
          11.999616981483996,
          11.722540017217398,
          11.459782952442765,
          9.632633067667484,
          9.705023025162518,
          12.587125995196402,
          11.888439068570733,
          9.269932983443141,
          10.190204018726945,
          11.25216402579099,
          9.2143090441823,
          9.977307985536754,
          10.514330002479255,
          12.982331099919975,
          13.471908983774483,
          12.330670957453549,
          12.039385037496686,
          11.397135094739497,
          11.84912899043411,
          14.040740090422332,
          13.406437006779015,
          17.114651040174067,
          12.38534296862781,
          11.670905980281532,
          9.311232948675752,
          10.071595082990825,
          8.237660978920758,
          13.97154398728162,
          11.059769080020487,
          10.62930398620665,
          11.183140915818512,
          11.028483044356108,
          10.561235016211867,
          10.236602975055575,
          11.827983893454075,
          12.144576059654355,
          9.538159938529134,
          14.422544045373797,
          12.508122017607093,
          12.06346193794161,
          12.441909057088196,
          13.444794923998415,
          12.803817982785404,
          13.710891013033688,
          12.566766003146768,
          13.581560924649239,
          11.629947926849127,
          11.232442921027541,
          12.300846981815994,
          10.974905104376376,
          11.496486025862396,
          11.342290090397,
          10.942027089186013,
          11.8062780238688,
          15.802709967829287,
          12.215333059430122,
          15.021212981082499,
          14.516382943838835,
          13.021582970395684,
          9.19847993645817,
          8.562782895751297,
          13.431256054900587,
          19.73046490456909,
          15.361384954303503,
          10.041656903922558,
          9.955359040759504,
          11.754086008295417,
          13.237078906968236,
          10.957616032101214,
          12.092298944480717,
          10.331204975955188,
          11.230938020162284,
          9.754152037203312,
          13.911313028074801,
          12.102120905183256,
          15.795191982761025,
          11.279270984232426,
          10.309427976608276,
          12.102953041903675,
          10.262675932608545,
          10.997895034961402,
          12.324763927608728,
          11.4846850046888,
          12.194116949103773,
          11.625860002823174,
          12.155578006058931,
          10.761338053271174,
          10.449125082232058,
          11.500564985908568,
          9.54763893969357,
          10.93688199762255,
          9.914007037878036,
          9.285870008170605,
          10.600631008855999,
          9.758263011462986,
          10.933829937130213,
          14.671978075057268,
          12.907142983749509,
          13.246983988210559,
          10.505405953153968,
          11.321655008941889,
          9.956139954738319,
          10.784227983094752,
          9.454441955313087,
          9.477487998083234,
          10.486023966223001,
          12.002432020381093,
          12.75108300615102,
          11.001084931194782,
          11.849976959638298,
          13.94539198372513,
          16.864796984009445,
          14.510693959891796,
          11.35205291211605,
          10.217709001153708,
          13.20127199869603,
          11.039239936508238,
          11.581992032006383,
          7.898484938777983,
          9.33926401194185,
          12.2812669724226,
          10.583914001472294,
          10.177506017498672,
          10.22304396610707,
          9.523672983050346,
          9.424510993994772,
          10.334582068026066,
          9.514397010207176,
          10.971021023578942,
          10.086997062899172,
          9.463755995966494,
          10.186330997385085,
          10.297999018803239,
          10.324947070330381,
          13.401539996266365,
          10.370028903707862,
          12.567427009344101,
          11.997258057817817,
          15.080083976499736,
          12.254255940206349,
          21.49067202117294,
          10.311949998140335,
          11.692840955220163,
          10.14702208340168,
          11.19933498557657,
          14.15936998091638,
          11.456300970166922,
          10.051667923107743,
          10.654537938535213,
          10.200390010140836,
          9.037623996846378,
          10.519644943997264,
          10.621880996041,
          9.925971971824765,
          10.594355058856308,
          7.811291026882827,
          10.333735030144453,
          12.924558017402887,
          11.852943920530379,
          11.494042002595961,
          12.573805986903608,
          12.793430010788143,
          12.794442009180784,
          12.968037044629455,
          12.180736055597663,
          10.932617005892098,
          11.478535016067326,
          11.902596917934716,
          11.492182966321707,
          11.66847301647067,
          10.025484021753073,
          11.729451012797654,
          11.255978955887258,
          11.56612893100828,
          9.609368978999555,
          9.908261010423303,
          11.234506964683533,
          10.094815050251782,
          10.416748002171516,
          9.747920092195272,
          9.51135903596878,
          12.946014059707522,
          12.835419038310647,
          13.553882017731667,
          11.688411002978683,
          14.601678936742246,
          11.997836991213262,
          11.695220950059593,
          12.015556916594505,
          10.047221090644598,
          11.584291933104396,
          12.02239899430424,
          12.371635064482689,
          10.812101885676384,
          11.120986891910434,
          10.963473003357649,
          10.61334100086242,
          10.04695997107774,
          11.746175005100667,
          8.459678036160767,
          11.083438992500305,
          10.938486899249256,
          10.77146700117737,
          9.842040948569775,
          12.865092023275793,
          9.909395012073219,
          10.909842094406486,
          8.576577994972467,
          8.551341947168112,
          19.074467942118645,
          16.042733914218843,
          14.591704006306827,
          11.025393032468855,
          11.57241698820144,
          10.652638971805573,
          10.573400999419391,
          10.98222890868783,
          11.670905980281532,
          9.121071081608534,
          12.83836702350527,
          10.666122892871499,
          11.397588066756725,
          11.295809992589056,
          13.421433977782726,
          8.707438944838941,
          10.14781801495701,
          10.808648075908422,
          10.184711078181863,
          11.508486000820994,
          9.121139999479055,
          10.377860977314413,
          12.902844930067658,
          8.553522056899965,
          12.138289981521666,
          12.123213964514434,
          11.987242964096367,
          13.364517944864929,
          9.860182995907962,
          11.214411002583802,
          8.757235947996378,
          11.219820007681847,
          8.828938007354736,
          9.52782400418073,
          10.501392069272697,
          10.875149979256094,
          11.897525982931256,
          11.484646936878562,
          12.5560819869861,
          9.094047010876238,
          8.830901933833957,
          11.261400999501348,
          9.5998760079965,
          10.92883397359401,
          11.184029979631305,
          8.370719035156071,
          12.523151002824306,
          10.2029989939183,
          11.719738016836345,
          12.885608011856675,
          13.813197030685842,
          13.60727904830128,
          13.16712994594127,
          12.549758073873818,
          13.464570976793766,
          10.08733396884054,
          13.174377963878214,
          9.161166963167489,
          11.138588888570666,
          10.001285001635551,
          10.096026933752,
          9.53134405426681,
          10.680326959118247,
          10.330602992326021,
          8.724197978153825,
          10.420209029689431,
          10.502764955163002,
          8.894543047063053,
          9.886838961392641,
          10.683297063224018,
          10.27153292670846,
          12.896389001980424,
          12.755819014273584,
          12.213911046274006,
          11.078285053372383,
          12.837238959036767,
          11.940138065256178,
          13.276188052259386,
          12.269995990209281,
          11.905343970283866,
          8.595907944254577,
          12.9072800045833,
          10.16997592523694,
          11.055530980229378,
          10.602037073113024,
          11.015058029443026,
          9.255451033823192,
          10.78455790411681,
          9.696505032479763,
          10.440270067192614,
          10.052034049294889,
          9.129300015047193,
          9.465438080951571,
          10.320355999283493,
          10.17513801343739,
          8.39819002430886,
          9.312532027252018,
          10.479617048986256,
          9.993102052249014,
          12.678414001129568,
          12.178005068562925,
          13.148355996236205,
          14.377208077348769,
          13.650972046889365,
          12.240498093888164,
          15.172412968240678,
          12.071495992131531,
          10.960679035633802,
          13.399219023995101,
          14.516705996356905,
          11.413424042984843,
          11.304696905426681,
          9.186752024106681,
          9.482886991463602,
          11.382707045413554,
          14.560237061232328,
          10.550910024903715,
          9.708923986181617,
          9.293238050304353,
          9.873164934106171,
          13.847435009665787,
          15.0520249735564,
          11.932229972444475,
          14.776155003346503,
          12.652634060941637,
          11.753169004805386,
          9.990772930905223,
          8.85800295509398,
          7.304732920601964,
          10.452576912939548,
          12.038992950692773,
          15.702337957918644,
          12.94356002472341,
          21.003808011300862,
          12.867771089076996,
          14.63298499584198,
          10.981504921801388,
          9.792049997486174,
          9.15591197554022,
          9.02395904995501,
          9.19772603083402,
          10.643619927577674,
          10.210700100287795,
          10.17118408344686,
          14.143196982331574,
          12.311585014685988,
          15.693610068410635,
          17.134516034275293,
          14.615152031183243,
          11.717548943124712,
          10.20897994749248,
          9.695995948277414,
          13.794861966744065,
          10.025835013948381,
          11.288654990494251,
          10.303436079993844,
          11.081048985943198,
          13.775781961157918,
          11.340799974277616,
          11.634252034127712,
          12.114921933971345,
          13.425151002593338,
          13.556174002587795,
          11.806775000877678,
          13.547696988098323,
          10.265414020977914,
          12.118189944885671,
          12.56014104001224,
          11.016337084583938,
          11.897235992364585,
          10.280399001203477,
          14.545256970450282,
          10.551742976531386,
          10.986784938722849,
          11.214509955607355,
          12.317457003518939,
          12.45300902519375,
          9.767833049409091,
          12.923497008159757,
          11.751042096875608,
          8.246276993304491,
          10.638826061040163,
          11.199099943041801,
          8.85149894747883,
          12.02868903055787,
          9.377856040373445,
          10.213006986305118,
          11.93223800510168,
          12.137499987147748,
          11.380694922991097,
          17.33408705331385,
          21.46504004485905,
          13.585899956524372,
          9.490765980444849,
          13.030796078965068,
          12.686521979048848,
          9.234769036993384,
          10.421114973723888,
          9.856589953415096,
          10.05036395508796,
          10.755551047623158,
          9.468447067774832,
          10.962006985209882,
          10.781493037939072,
          9.877348900772631,
          13.34029994904995,
          10.686625959351659,
          8.763215970247984,
          11.033626040443778,
          12.184220948256552,
          11.835520039312541,
          8.901294902898371,
          12.281269999220967,
          10.933055076748133,
          11.7603640537709,
          12.184979976154864,
          13.711001025512815,
          14.511096058413386,
          11.215061997063458,
          14.017938985489309,
          14.568233047612011,
          12.289824080653489,
          11.721997987478971,
          10.735220974311233,
          10.600478039123118,
          10.969180963002145,
          10.013580089434981,
          8.143739076331258,
          11.376285925507545,
          10.685711051337421,
          9.178256033919752,
          11.530205025337636,
          9.078250965103507,
          10.336890001781285,
          10.963701992295682,
          9.633866022340953,
          13.111429056152701,
          11.185624985955656,
          15.62520395964384,
          13.298665988259017,
          12.762135011143982,
          19.57228092942387,
          11.74126600380987,
          13.110326952300966,
          12.431839015334845,
          11.544419103302062,
          11.892635026015341,
          11.57888607122004,
          9.762934991158545,
          9.67453804332763,
          10.682575986720622,
          11.201329063624144,
          9.350394015200436,
          9.366718935780227,
          11.274053016677499,
          10.543912998400629,
          8.811894105747342,
          10.302716982550919,
          8.650074014440179,
          10.848659090697765,
          10.561213013716042,
          13.366717961616814,
          11.371804983355105,
          14.537379029206932,
          12.710104929283261,
          12.752295937389135,
          11.900061974301934,
          12.175222975201905,
          13.631819980219007,
          13.410717016085982,
          10.170185938477516,
          10.85322699509561,
          8.873309008777142,
          10.514521971344948,
          10.905346018262208,
          11.130436905659735,
          8.01667501218617,
          13.750782003626227,
          10.593558894470334,
          10.393720003776252,
          12.016657972708344,
          9.92251094430685,
          14.047882985323668,
          12.505388935096562,
          11.525114998221397,
          14.401349937543273,
          13.468591962009668,
          23.848084034398198,
          12.925960938446224,
          11.825684923678637,
          12.445628992281854,
          9.791668970137835,
          12.174390023574233,
          13.15191201865673,
          9.630287997424603,
          12.143463012762368,
          12.2478730045259,
          12.478651944547892,
          10.309489909559488,
          9.853579918853939,
          10.508948937058449,
          11.011986061930656,
          11.57450198661536,
          11.797082959674299,
          12.982300017029047,
          11.460467940196395,
          13.138352078385651,
          11.100022005848587,
          9.948991006240249,
          10.29038499109447,
          9.986295946873724,
          10.214578942395747,
          9.348722058348358,
          9.675030945800245,
          10.666980990208685,
          9.721101960167289,
          15.88372397236526,
          12.433377094566822,
          12.755563016980886,
          10.67558501381427,
          10.54210599977523,
          10.898707085289061,
          9.240169893018901,
          10.277193039655685,
          9.15583991445601,
          9.08447802066803,
          10.061710956506431,
          11.673300061374903,
          10.452541057020426,
          12.07233197055757,
          11.22040196787566,
          8.090173942036927,
          8.348748902790248,
          9.74289292935282,
          9.23034898005426,
          8.412488969042897,
          9.44975099992007,
          10.133187985047698,
          11.564554064534605,
          9.527067886665463,
          9.205737034790218,
          9.183314978145063,
          9.777448954991996,
          10.919041931629181,
          12.601005961187184,
          13.14537599682808,
          9.465637034736574,
          10.341626009903848,
          9.866824955679476,
          9.832547977566719,
          10.454321978613734,
          9.338567033410072,
          9.533741977065802,
          10.97497099544853,
          9.759239037521183,
          13.265158981084824,
          10.093820979818702,
          11.764489929191768,
          10.486543062143028,
          13.605882064439356,
          11.747615993954241,
          10.594384977594018,
          12.52889505121857,
          12.433444964699447,
          11.751824989914894,
          11.063741985708475,
          9.508722927421331,
          13.695236993953586,
          11.18289097212255,
          10.411086957901716,
          14.708525035530329,
          10.170813999138772,
          10.943281929939985,
          10.572269093245268,
          11.347431922331452,
          10.448209941387177,
          10.847900994122028,
          12.316712061874568,
          10.018142987973988,
          9.859079960733652,
          10.98210597410798,
          10.065273032523692,
          12.51047698315233,
          11.281897081062198,
          11.446029995568097,
          12.072711018845439,
          10.003876988776028,
          12.62620696797967,
          14.426206005737185,
          11.748326011002064,
          11.007898952811956,
          11.36694208253175,
          11.58653199672699,
          11.355325928889215,
          10.497745941393077,
          11.815025005489588,
          11.63267798256129,
          10.17643790692091,
          13.709660968743265,
          9.544519009068608,
          9.924996993504465,
          10.959618957713246,
          9.490898926742375,
          12.742668041028082,
          10.717850062064826,
          9.160677902400494,
          9.824945009313524,
          9.836924960836768,
          10.708699934184551,
          9.186237002722919,
          14.681489090435207,
          12.411936069838703,
          13.35248094983399,
          10.806582984514534,
          13.235534075647593,
          10.404434986412525,
          13.426615041680634,
          11.781876906752586,
          10.789222083985806,
          9.446016978472471,
          9.933407069183886,
          9.674593922682106,
          9.98449802864343,
          9.361073025502264,
          9.953170083463192,
          10.453801020048559,
          9.83438000548631,
          10.184867074713111,
          8.933203993365169,
          9.72473993897438,
          10.410803952254355,
          9.547508088871837,
          9.761704015545547,
          7.8758340096101165,
          9.003692073747516,
          13.055299990810454,
          13.23707599658519,
          11.833661003038287,
          9.579615900292993,
          14.333263970911503,
          12.364097987301648,
          11.45849796012044,
          11.77571201696992,
          9.934206958860159,
          11.879163095727563,
          11.396897956728935,
          12.028289027512074,
          11.382162920199335,
          10.427600936964154,
          10.631449986249208,
          9.52835101634264,
          12.564779026433825,
          10.788197978399694,
          8.908538962714374,
          10.045430972240865,
          9.510623989626765,
          11.651271022856236,
          10.279607027769089,
          10.089364950545132,
          9.078974020667374,
          7.908164989203215,
          9.24112694337964,
          8.414232986979187,
          7.943821023218334,
          9.025498060509562,
          7.510671974159777,
          8.868667995557189,
          8.994836010970175,
          9.608726017177105,
          9.014206007122993,
          10.275683947838843,
          8.024221984669566,
          7.448175922036171,
          7.583949016407132,
          7.771871984004974,
          7.890376029536128,
          8.594902930781245,
          11.770842946134508,
          10.24590595625341,
          13.318473007529974,
          17.77978101745248,
          9.222298976965249,
          13.364140992052853,
          10.857607005164027,
          10.289456928148866,
          9.968272992409766,
          10.64618700183928,
          8.662851992994547,
          9.641511016525328,
          11.497052968479693,
          11.955158086493611,
          11.616067960858345,
          11.437164037488401,
          9.8961639450863,
          11.2294020364061,
          8.915616082958877,
          10.651084943674505,
          12.129315990023315,
          12.706413981504738,
          11.772156925871968,
          12.569760088808835,
          12.591770035214722,
          8.907095063477755,
          10.494565009139478,
          9.288686909712851,
          8.336651022545993,
          8.933729026466608,
          10.363549925386906,
          9.768715943209827,
          9.960141032934189,
          10.439308010973036,
          8.52103705983609,
          8.152754977345467,
          12.667581089772284,
          9.56553197465837,
          12.548542930744588,
          9.777477942407131,
          10.688944021239877,
          9.91798599716276,
          9.926135069690645,
          11.2346769310534,
          8.620899985544384,
          11.979860020801425,
          10.821798001416028,
          10.708666988648474,
          10.993645992130041,
          10.5090350843966,
          11.607904103584588,
          11.196119943633676,
          11.17925497237593,
          11.308287037536502,
          11.017175973393023,
          12.080397107638419,
          11.224018060602248,
          9.88416001200676,
          9.83668293338269,
          10.074443998746574,
          9.43886791355908,
          10.589823010377586,
          9.782865992747247,
          9.002674953080714,
          10.283082025125623,
          8.162470068782568,
          8.872405043803155,
          9.234685101546347,
          9.74184402730316,
          10.646556969732046,
          11.446098913438618,
          13.025372987613082,
          11.199792963452637,
          12.236681068316102,
          12.335635023191571,
          11.870799004100263,
          10.932069038972259,
          12.036144034937024,
          11.711403029039502,
          12.372339027933776,
          12.063543079420924,
          10.305439936928451,
          9.663542965427041,
          8.91626300290227,
          10.55254798848182,
          8.938280050642788,
          11.335398070514202,
          10.714411037042737,
          10.120232007466257,
          10.238974005915225,
          8.670520968735218,
          9.626413928344846,
          11.52312196791172,
          9.40358906518668,
          9.846465080045164,
          10.800186078995466,
          13.129017082974315,
          14.382667024619877,
          12.530846986919641,
          12.724478961899877,
          11.055152979679406,
          10.558950947597623,
          13.595413998700678,
          12.14949309360236,
          10.981024941429496,
          10.127483983524144,
          9.152258979156613,
          10.768403997644782,
          8.713967981748283,
          9.951164945960045,
          10.352547047659755,
          9.49895300436765,
          9.624126949347556,
          9.446728974580765,
          10.144524043425918,
          10.421184008009732,
          11.031448026187718,
          9.292658069171011,
          14.000721042975783,
          11.111674946732819,
          12.800145079381764,
          14.011214021593332,
          11.332869995385408,
          13.546310015954077,
          10.355272912420332,
          9.5498519949615,
          10.193380061537027
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 14360.528098070063,
      "sampled_peak_tree_pss_bytes": 251009024,
      "max_observed_processes": 1,
      "pss_samples": 645,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/sparse-skew/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 2392.87197496742,
        "first_ms": 1052.9823949327692,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10014.243072946556,
        "iterations": 401,
        "validation_scope": "first,last",
        "samples_ms": [
          17.32216204982251,
          17.094240989536047,
          21.63464797195047,
          26.213433942757547,
          24.556878954172134,
          16.26402698457241,
          16.78700908087194,
          16.388233983889222,
          22.04800199251622,
          26.4362070010975,
          32.02043904457241,
          26.95232001133263,
          23.489279090426862,
          21.88051596749574,
          23.9299179520458,
          32.06228499766439,
          30.06846597418189,
          25.380818056873977,
          22.222387953661382,
          25.511082960292697,
          24.519029073417187,
          27.97903900500387,
          29.049927950836718,
          23.409668006934226,
          21.340823965147138,
          21.20938804000616,
          31.341635971330106,
          36.08819097280502,
          25.899606058374047,
          26.200711959972978,
          21.71002491377294,
          26.49916394148022,
          24.47200706228614,
          20.679850946180522,
          25.04632098134607,
          23.30289699602872,
          21.619532024487853,
          24.239136022515595,
          26.124589960090816,
          26.13409503828734,
          23.279698099941015,
          21.611892036162317,
          19.663290004245937,
          20.582885947078466,
          27.26649004034698,
          28.239767998456955,
          26.83435205835849,
          25.194198940880597,
          20.816710079088807,
          22.317092982120812,
          29.379095998592675,
          27.969221002422273,
          26.808487018570304,
          22.27621793281287,
          20.77115303836763,
          22.579276002943516,
          29.35403201263398,
          27.223341981880367,
          27.634913101792336,
          22.19046896789223,
          21.80974802467972,
          23.78750196658075,
          38.51086995564401,
          25.48261103220284,
          24.30685597937554,
          27.32195204589516,
          21.439085947349668,
          24.826221982948482,
          23.798650014214218,
          21.600638050585985,
          21.936177043244243,
          25.355366058647633,
          21.40472806058824,
          22.858671960420907,
          24.38365900889039,
          22.83308794721961,
          24.635087000206113,
          24.142076959833503,
          20.730011980049312,
          19.917099038138986,
          20.916142966598272,
          23.305502021685243,
          27.863449999131262,
          26.973741012625396,
          22.08254998549819,
          21.600165986455977,
          20.670328987762332,
          21.09320694580674,
          28.870114008896053,
          29.058477957732975,
          25.299541070125997,
          21.942657069303095,
          21.50721603538841,
          21.062189945951104,
          30.594505020417273,
          28.61830801703036,
          25.93966096173972,
          25.872515980154276,
          21.425717044621706,
          26.283640996553004,
          43.331815977580845,
          25.771951070055366,
          28.492398094385862,
          25.317127932794392,
          27.87544997408986,
          28.9518489735201,
          24.916445021517575,
          23.804981028661132,
          14.754145056940615,
          16.171911964192986,
          16.621841001324356,
          17.29330199304968,
          21.06388204265386,
          26.255020988173783,
          27.13162498548627,
          15.968524967320263,
          18.010950065217912,
          14.620490022934973,
          16.85127802193165,
          15.532264951616526,
          16.748497961089015,
          33.61767902970314,
          23.930456954985857,
          19.69190500676632,
          17.536535975523293,
          15.65584004856646,
          14.89396404940635,
          17.349016037769616,
          25.77274607028812,
          30.74649698100984,
          29.03040300589055,
          24.25323403440416,
          22.31836097780615,
          25.782782933674753,
          31.897923909127712,
          28.177474974654615,
          24.033806985244155,
          22.17908704187721,
          22.989462013356388,
          33.739020000211895,
          42.68744692672044,
          25.41255101095885,
          27.362974942661822,
          23.0756220407784,
          23.033232893794775,
          27.08936796989292,
          22.98154099844396,
          22.43130304850638,
          26.54824103228748,
          22.461427026428282,
          22.38245098851621,
          25.267487042583525,
          27.155386051163077,
          25.36535100080073,
          20.764849963597953,
          20.024392986670136,
          20.294127985835075,
          25.072588003240526,
          28.33982603624463,
          26.721402071416378,
          24.323850986547768,
          22.14636607095599,
          21.57020289450884,
          23.98650604300201,
          32.933931914158165,
          28.757381020113826,
          23.97045399993658,
          21.21575700584799,
          20.53351199720055,
          24.97191005386412,
          29.66714301146567,
          28.11218600254506,
          23.573321057483554,
          21.992982947267592,
          22.56189496256411,
          36.61830606870353,
          29.361349996179342,
          23.872388992458582,
          24.95135390199721,
          23.429360007867217,
          24.063115939497948,
          29.86331400461495,
          22.0576049759984,
          24.071931024082005,
          24.752255994826555,
          21.18372602853924,
          23.80863600410521,
          24.413601029664278,
          28.202219982631505,
          23.79375696182251,
          22.77611696626991,
          20.61507699545473,
          19.81374400202185,
          28.475378989242017,
          29.120852006599307,
          28.461121022701263,
          22.258920944295824,
          22.069751983508468,
          21.11095900181681,
          29.92660307791084,
          26.53344499412924,
          24.00115691125393,
          21.572016994468868,
          20.760394050739706,
          23.09367200359702,
          32.89790695998818,
          29.518096009269357,
          24.74972908385098,
          21.78690198343247,
          22.96389709226787,
          35.4785620002076,
          32.70013490691781,
          24.72036296967417,
          26.69634495396167,
          22.745662019588053,
          26.355365989729762,
          23.561790003441274,
          21.786074968986213,
          25.59032302815467,
          24.64527206029743,
          20.818440010771155,
          25.29964700806886,
          28.567221015691757,
          25.678791920654476,
          23.500816081650555,
          20.555999013595283,
          20.21636499557644,
          20.873968955129385,
          26.038676965981722,
          29.909829958342016,
          26.516914018429816,
          21.664639003574848,
          20.530711044557393,
          21.216474007815123,
          28.391376952640712,
          29.134672950021923,
          28.93688704352826,
          23.434855043888092,
          20.81837598234415,
          20.871196989901364,
          30.37545597180724,
          27.635801932774484,
          28.175530955195427,
          24.08487698994577,
          20.65344201400876,
          25.914188008755445,
          39.14195590186864,
          26.520754909142852,
          26.90538705792278,
          27.693438110873103,
          26.836657896637917,
          29.881826019845903,
          23.854248109273612,
          27.629082091152668,
          27.65243104659021,
          22.802904015406966,
          22.23292295821011,
          24.19078699313104,
          29.43203703034669,
          25.31144500244409,
          22.059589042328298,
          21.91386406775564,
          28.300931910052896,
          23.759450996294618,
          28.926833998411894,
          27.774124988354743,
          22.934449021704495,
          21.61049807909876,
          21.25801902730018,
          24.4538439437747,
          29.05782707966864,
          28.592927963472903,
          23.25584297068417,
          21.204176009632647,
          20.945388008840382,
          27.417936944402754,
          31.236379989422858,
          27.509352890774608,
          22.88275898899883,
          21.99084497988224,
          24.547590990550816,
          45.299893943592906,
          25.405365973711014,
          25.875721010379493,
          23.56047392822802,
          25.109683978371322,
          28.534024953842163,
          21.011458011344075,
          22.76356494985521,
          25.041810935363173,
          21.094677038490772,
          22.53732003737241,
          25.819590082392097,
          26.79962699767202,
          24.127385928295553,
          21.86934696510434,
          21.121767000295222,
          20.309456973336637,
          25.371926021762192,
          31.64007910527289,
          27.264244970865548,
          23.186178994365036,
          24.56585504114628,
          20.72529192082584,
          29.3584109749645,
          28.48162199370563,
          27.300904039293528,
          23.449653992429376,
          20.47261199913919,
          20.302035030908883,
          29.81973101850599,
          28.8927840301767,
          25.704236002638936,
          21.973862894810736,
          21.866608993150294,
          25.56202095001936,
          44.182301964610815,
          23.918000981211662,
          29.271420906297863,
          24.25281296018511,
          23.704895982518792,
          26.173223974183202,
          21.630208007991314,
          23.422623053193092,
          27.2743150126189,
          21.72097098082304,
          24.30646901484579,
          26.654717046767473,
          26.014463044703007,
          24.52419197652489,
          21.898524020798504,
          20.292825996875763,
          21.44573291298002,
          25.30119800940156,
          29.952513054013252,
          30.302545987069607,
          25.96345206256956,
          24.585535982623696,
          24.039730080403388,
          31.13539598416537,
          32.689452986232936,
          30.06111504510045,
          26.343406992964447,
          22.730438970029354,
          27.649516938254237,
          24.8306019930169,
          33.090654062107205,
          35.57106794323772,
          23.024693015031517,
          21.8711030902341,
          21.430396009236574,
          31.151324976235628,
          38.446533028036356,
          27.277370099909604,
          26.808333001099527,
          21.87876496464014,
          26.314896065741777,
          25.180487078614533,
          22.235924960114062,
          27.77859102934599,
          22.10130204912275,
          24.75791296456009,
          26.798642007634044,
          29.61143897846341,
          25.700228987261653,
          21.48960903286934,
          23.02594599314034,
          20.17659496050328,
          25.270631071180105,
          32.30323002208024,
          28.20783492643386,
          22.9921379359439,
          21.802113042213023,
          20.994477905333042,
          23.55138398706913,
          28.629117994569242,
          29.055920080281794,
          23.499778006225824,
          21.788439014926553,
          21.83623006567359,
          27.752780937589705,
          31.528105027973652,
          27.951331925578415,
          22.91312289889902,
          21.378144971095026,
          24.50224303174764,
          36.760439979843795,
          28.24030292686075,
          25.10873507708311,
          25.70038300473243,
          20.90178499929607,
          25.68054001312703,
          26.607875945046544,
          22.54378702491522,
          27.324593043886125,
          20.97891503944993,
          21.703036967664957,
          24.985520052723587,
          29.061689041554928,
          25.558750028721988,
          21.597406012006104
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 14149.806895991787,
      "sampled_peak_tree_pss_bytes": 251089920,
      "max_observed_processes": 1,
      "pss_samples": 749,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/sparse-uniform/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3460.532878059894,
        "first_ms": 413.36293902713805,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10016.232108930126,
        "iterations": 49,
        "validation_scope": "first,last",
        "samples_ms": [
          193.80748504772782,
          206.10640000086278,
          182.54616193007678,
          194.91444807499647,
          181.8069500150159,
          177.28913109749556,
          174.821469001472,
          211.67205402161926,
          205.54520597215742,
          212.0013670064509,
          205.45460004359484,
          208.0558369634673,
          193.63210001029074,
          221.4048260357231,
          202.36987492535263,
          233.36899606510997,
          224.09283800516278,
          241.03704397566617,
          184.40428806934506,
          184.15382399689406,
          189.1028149984777,
          212.36152504570782,
          229.5223259134218,
          229.6696030534804,
          224.79571704752743,
          223.4144180547446,
          224.50455906800926,
          253.9555700495839,
          200.23015106562525,
          202.92937790509313,
          195.87255897931755,
          204.85697104595602,
          213.45503896009177,
          189.86091599799693,
          209.7140959231183,
          199.94740607216954,
          176.4755769399926,
          192.16388603672385,
          220.8128160564229,
          199.5021590264514,
          203.83771299384534,
          186.20198406279087,
          183.5950140375644,
          206.47453889250755,
          203.9735079742968,
          207.35906600020826,
          179.40632009413093,
          203.1579640461132,
          210.37127007730305
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 14381.057805963792,
      "sampled_peak_tree_pss_bytes": 289718272,
      "max_observed_processes": 18,
      "pss_samples": 317,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numpy-thread/sparse-skew/16",
        "language": "python",
        "backend": "numpy-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 2970.6283189589158,
        "first_ms": 30.69732803851366,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10010.160338017158,
        "iterations": 438,
        "validation_scope": "first,last",
        "samples_ms": [
          17.411816050298512,
          15.529904048889875,
          19.42509296350181,
          25.273779989220202,
          29.810357023961842,
          20.217066048644483,
          18.363406998105347,
          15.557977952994406,
          16.804930055513978,
          21.382367936894298,
          16.51663996744901,
          35.97518103197217,
          27.249355101957917,
          18.739077961072326,
          17.122293007560074,
          15.170466038398445,
          21.785359014756978,
          15.305196051485837,
          35.52676807157695,
          29.39248108305037,
          23.268782999366522,
          22.29206298943609,
          26.05138800572604,
          27.893697028048337,
          37.65914402902126,
          24.05576896853745,
          31.955240992829204,
          13.82490701507777,
          13.728596037253737,
          27.66632998827845,
          26.406329008750618,
          21.76594198681414,
          27.278674067929387,
          17.412438057363033,
          16.295086941681802,
          16.038137022405863,
          16.274853027425706,
          17.208111938089132,
          29.819370014593005,
          24.931584019213915,
          26.123204035684466,
          16.32243301719427,
          21.785120014101267,
          20.632583065889776,
          24.206905043683946,
          28.695533983409405,
          26.78530290722847,
          23.628026945516467,
          24.833626113831997,
          14.71338199917227,
          15.20133891608566,
          14.030448975972831,
          34.90044304635376,
          31.267278012819588,
          25.67631402052939,
          22.278559976257384,
          17.818916006945074,
          15.145891928113997,
          21.074092015624046,
          30.547227943316102,
          29.32314097415656,
          18.383602029643953,
          23.199088987894356,
          21.875703940168023,
          26.78954799193889,
          42.91833902243525,
          24.345010984688997,
          24.220702005550265,
          24.06143501866609,
          27.105418033897877,
          22.82453200314194,
          14.976018923334777,
          15.1697559049353,
          16.909601050429046,
          22.937090951018035,
          27.35348790884018,
          16.03480102494359,
          30.695048975758255,
          29.235682915896177,
          26.496559963561594,
          24.1746959509328,
          15.393670997582376,
          14.566823025234044,
          22.085452103056014,
          27.218544972129166,
          32.15612203348428,
          32.3125229915604,
          17.219018074683845,
          16.389755997806787,
          16.474012983962893,
          20.833936985582113,
          23.288747062906623,
          29.872690909542143,
          25.976827018894255,
          19.23027099110186,
          23.399297962896526,
          16.532767098397017,
          14.28079791367054,
          18.67606397718191,
          32.17897703871131,
          30.30847804620862,
          20.527472021058202,
          19.624321023002267,
          14.710859977640212,
          18.130920943804085,
          28.1042450806126,
          34.222880960442126,
          18.117934931069613,
          26.19689900893718,
          29.27306795027107,
          23.526075994595885,
          21.881542052142322,
          17.486904049292207,
          15.380782075226307,
          21.409003995358944,
          25.273917010053992,
          24.66680097859353,
          21.258494001813233,
          24.055554997175932,
          23.676809039898217,
          26.559635996818542,
          21.581075037829578,
          16.688680043444037,
          22.560975048691034,
          22.283417987637222,
          16.54993195552379,
          28.058241005055606,
          30.717045068740845,
          24.185245973058045,
          17.699138028547168,
          26.577313081361353,
          27.552184998057783,
          31.543617020361125,
          30.080794938839972,
          17.72897900082171,
          16.956075909547508,
          21.90885995514691,
          31.575841014273465,
          28.886787011288106,
          26.065086014568806,
          20.4996190732345,
          17.007161979563534,
          21.95590198971331,
          21.026971051469445,
          35.41329596191645,
          20.388029981404543,
          19.12010705564171,
          21.75227110274136,
          26.036386960186064,
          15.145831042900681,
          18.90385802835226,
          22.658116067759693,
          14.475280069746077,
          16.113377991132438,
          16.507436987012625,
          18.318922026082873,
          26.91685000900179,
          23.36446288973093,
          18.390511977486312,
          19.406229024752975,
          29.806619975715876,
          24.22726503573358,
          21.0820339852944,
          14.900372945703566,
          14.27759905345738,
          16.79863699246198,
          23.29741802532226,
          29.24371196422726,
          26.07414999511093,
          23.99189001880586,
          18.142601009458303,
          15.454295906238258,
          21.459579933434725,
          21.236691973172128,
          33.69077201932669,
          26.91439096815884,
          18.466033972799778,
          23.454703972674906,
          20.963300950825214,
          15.248580020852387,
          29.96260905638337,
          32.90446999017149,
          21.19614800903946,
          22.578774951398373,
          18.45876593142748,
          16.868378035724163,
          35.071121994405985,
          36.54511796776205,
          27.30734704528004,
          23.5567819327116,
          14.085439965128899,
          13.773455051705241,
          30.470422003418207,
          25.468225008808076,
          14.724945998750627,
          14.761124970391393,
          19.96326702646911,
          20.232748007401824,
          21.882683970034122,
          14.947953983210027,
          25.242506992071867,
          23.671428905799985,
          24.50719499029219,
          19.74583195988089,
          23.289542994461954,
          21.61572000477463,
          16.492738970555365,
          15.853591030463576,
          30.358271906152368,
          28.379484894685447,
          29.667650000192225,
          21.74052596092224,
          16.068010008893907,
          15.537488041445613,
          35.39155994076282,
          32.62804797850549,
          29.300151974894106,
          24.38562596216798,
          23.56972696725279,
          15.627248911187053,
          27.2247000830248,
          30.66415700595826,
          25.059220963157713,
          25.870776968076825,
          22.836713935248554,
          20.28393594082445,
          38.29909104388207,
          27.691990952007473,
          27.365557034499943,
          20.216481992974877,
          14.608673052862287,
          15.367051935754716,
          19.28882801439613,
          27.12949097622186,
          21.517924964427948,
          15.048488043248653,
          29.164678999222815,
          22.786417976021767,
          15.55394905153662,
          23.841614020057023,
          34.283828106708825,
          23.383592953905463,
          23.032416007481515,
          17.55164097994566,
          20.80643898807466,
          20.756912999786437,
          23.66798697039485,
          28.440674068406224,
          29.92596593685448,
          22.996527957729995,
          21.71259105671197,
          15.558368992060423,
          16.232716967351735,
          33.97311898879707,
          31.123252003453672,
          20.902856020256877,
          25.72789799887687,
          18.587448983453214,
          16.742011066526175,
          14.604710973799229,
          34.83824501745403,
          33.61549903638661,
          31.524910940788686,
          22.07230101339519,
          20.98118094727397,
          34.6572200069204,
          30.744204996153712,
          18.182086991146207,
          25.25950293056667,
          13.124288059771061,
          14.65623895637691,
          16.844372963532805,
          32.52508898731321,
          21.953349001705647,
          19.452733919024467,
          20.03927098121494,
          24.511112947948277,
          14.75359802134335,
          15.21730306558311,
          23.859816952608526,
          24.666176992468536,
          23.627379909157753,
          24.71040200907737,
          21.518572000786662,
          16.9942919164896,
          20.901576965115964,
          15.679863980039954,
          13.874556054361165,
          31.79641696624458,
          28.029119945131242,
          19.83547699637711,
          22.86604593973607,
          23.399738944135606,
          15.633902046829462,
          24.717890075407922,
          28.236081008799374,
          26.564215077087283,
          23.723439080640674,
          17.094498965889215,
          14.582140021957457,
          21.172542008571327,
          14.188466011546552,
          40.54924100637436,
          28.462069923989475,
          20.205141976475716,
          24.83647793997079,
          21.393098053522408,
          32.253312994726,
          34.29708199109882,
          17.453082953579724,
          27.342298068106174,
          21.22786594554782,
          22.0426800660789,
          19.93096701335162,
          26.586789987049997,
          22.301882039755583,
          16.437169979326427,
          16.355981933884323,
          22.536712000146508,
          21.401106962002814,
          15.401656972244382,
          24.498788989149034,
          14.522937941364944,
          16.446741996333003,
          23.62281398382038,
          16.97578700259328,
          28.497153893113136,
          14.777419972233474,
          16.0450009861961,
          13.901412952691317,
          21.62565302569419,
          30.557199963368475,
          34.271736978553236,
          22.866049082949758,
          19.798472058027983,
          16.535074915736914,
          14.132571988739073,
          17.29384099598974,
          28.57070998288691,
          28.91466999426484,
          25.177203002385795,
          26.129910023882985,
          15.764366020448506,
          15.281273983418941,
          16.50419901125133,
          14.149747090414166,
          32.00100199319422,
          30.73790401685983,
          23.224255070090294,
          17.447349964641035,
          16.141141997650266,
          22.253098897635937,
          26.716009015217423,
          47.87427606061101,
          21.33081096690148,
          34.35535100288689,
          27.918173000216484,
          17.84834498539567,
          24.84351198654622,
          25.4100690362975,
          14.021905022673309,
          25.892147095873952,
          26.18712792173028,
          15.276713063940406,
          15.044883941300213,
          23.112185997888446,
          20.793610950931907,
          27.916479972191155,
          25.474107009358704,
          23.393722949549556,
          22.46542403008789,
          22.274469025433064,
          20.362943992950022,
          29.812617925927043,
          27.429551002569497,
          22.810704074800014,
          22.69287605304271,
          16.149047994986176,
          16.165466979146004,
          38.37185399606824,
          28.934073052369058,
          18.418979016132653,
          19.133332069031894,
          16.111894976347685,
          16.302415053360164,
          17.173175932839513,
          22.803351981565356,
          33.10763300396502,
          29.207568964920938,
          24.34078394435346,
          22.352708969265223,
          22.275688010267913,
          36.75038099754602,
          27.636196929961443,
          19.920808961614966,
          23.859384935349226,
          13.285047025419772,
          23.328999988734722,
          24.53372604213655,
          17.825987888500094,
          16.683569992892444,
          13.244974077679217,
          16.536114970222116,
          32.453620922751725,
          14.784265076741576,
          16.35094196535647,
          23.49482593126595,
          20.911070052534342,
          28.72279693838209,
          21.33338199928403,
          17.866377951577306,
          16.45227603148669,
          15.58536698576063,
          21.568218944594264,
          25.012200931087136,
          33.23999303393066,
          29.717189026996493,
          24.411314050666988,
          15.439818962477148,
          15.753111918456852,
          21.056207013316453,
          17.29141501709819,
          34.25552707631141,
          26.146034011617303,
          25.271179038099945,
          23.095528013072908,
          16.798138967715204,
          16.267176950350404,
          32.158148009330034,
          31.556645990349352,
          31.191803980618715,
          18.34150799550116,
          23.674755007959902,
          21.40848897397518,
          45.340659096837044,
          27.71644899621606,
          31.566197983920574,
          22.499234066344798
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      },
      "process_wall_ms": 13401.827897061594,
      "sampled_peak_tree_pss_bytes": 192093184,
      "max_observed_processes": 1,
      "pss_samples": 770,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-static/sparse-uniform/16",
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 133.006884,
        "first_ms": 14.229766,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10011.427268,
        "iterations": 796,
        "validations": "first,last",
        "samples_ms": [
          12.063486,
          10.459471,
          12.686927,
          13.761986,
          14.926006,
          13.23158,
          14.78659,
          10.728479,
          13.375462,
          15.05799,
          14.505135,
          10.910225,
          10.953646,
          13.078037,
          10.895414,
          10.572304,
          10.460982,
          11.352726,
          16.190423,
          10.056092,
          13.204903,
          11.947557,
          9.474496,
          8.404248,
          9.173345,
          8.499111,
          9.648628,
          10.92434,
          21.031935,
          17.639563,
          14.699457,
          14.153897,
          11.374385,
          12.966692,
          12.572167,
          12.460581,
          10.466424,
          15.246561,
          16.540102,
          13.137529,
          10.684121,
          9.428223,
          9.413206,
          13.229123,
          11.196112,
          11.201857,
          12.216703,
          8.048062,
          12.588187,
          12.673855,
          13.382295,
          11.518443,
          11.95134,
          12.969829,
          10.543867,
          11.181553,
          10.475152,
          12.620994,
          8.235604,
          12.15902,
          9.772662,
          12.877018,
          12.90867,
          12.235269,
          11.351382,
          13.555831,
          12.392471,
          10.678346,
          11.627793,
          13.416613,
          11.372552,
          12.100089,
          11.758461,
          14.263563,
          14.463492,
          11.700115,
          13.413706,
          11.82025,
          12.285264,
          10.250528,
          10.737539,
          10.146841,
          8.56372,
          10.906011,
          11.032225,
          9.917593,
          10.895825,
          9.876159,
          10.504435,
          9.224714,
          10.599744,
          10.329,
          11.589714,
          9.417406,
          9.334154,
          12.121315,
          17.624295,
          11.779693,
          12.179007,
          15.067709,
          11.876967,
          13.67022,
          11.572683,
          10.712566,
          14.66051,
          10.383091,
          15.105117,
          10.477724,
          15.257502,
          11.067684,
          13.912677,
          10.145374,
          11.634162,
          14.805589,
          12.510118,
          12.27122,
          13.155795,
          13.211932,
          11.371482,
          11.840056,
          12.671927,
          12.588408,
          12.277652,
          11.108265,
          9.821008,
          14.836388,
          10.896414,
          12.080986,
          9.427426,
          13.074491,
          10.524803,
          9.7337,
          8.772186,
          8.819258,
          9.536091,
          8.557222,
          8.205573,
          10.290808,
          10.987121,
          13.703984,
          14.135266,
          14.349067,
          14.484304,
          14.879747,
          12.005804,
          12.112803,
          16.099371,
          12.106141,
          13.187833,
          11.04058,
          11.976654,
          10.514559,
          15.349442,
          10.199578,
          11.474563,
          9.009052,
          9.985008,
          12.482548,
          12.731663,
          10.748879,
          15.598184,
          15.748527,
          15.974795,
          13.498465,
          12.773237,
          12.225317,
          12.250457,
          10.531424,
          11.815998,
          11.403152,
          12.596311,
          10.507212,
          9.968629,
          16.440618,
          10.598174,
          10.551248,
          10.210327,
          9.746217,
          9.610668,
          11.511015,
          9.386639,
          10.287742,
          12.249967,
          11.767676,
          13.671974,
          8.30066,
          12.963771,
          9.734041,
          10.224683,
          11.029547,
          9.80251,
          9.634444,
          10.863121,
          9.317953,
          12.044371,
          11.116642,
          15.264101,
          11.661105,
          13.149164,
          11.411568,
          11.134334,
          12.580724,
          9.860193,
          9.285437,
          10.252172,
          9.71986,
          10.968259,
          10.486858,
          11.741852,
          12.15911,
          12.346925,
          8.036117,
          12.721891,
          11.581141,
          12.50493,
          15.755433,
          13.30707,
          14.081107,
          10.135321,
          11.061402,
          11.176044,
          11.552223,
          11.576853,
          11.014267,
          9.678218,
          8.691265,
          10.518084,
          10.26329,
          10.324634,
          10.439804,
          10.394616,
          10.959804,
          9.885347,
          9.885005,
          16.001535,
          13.930684,
          14.018564,
          13.783745,
          11.682064,
          11.273653,
          10.893444,
          11.327509,
          12.700074,
          12.068747,
          11.680029,
          12.478062,
          11.161665,
          10.609652,
          9.705935,
          9.723185,
          9.844795,
          14.020799,
          9.889355,
          9.974952,
          12.78482,
          9.345152,
          10.5634,
          13.838999,
          13.583161,
          11.79788,
          13.404428,
          14.228682,
          13.122447,
          13.207816,
          11.02672,
          15.388175,
          12.168006,
          11.054891,
          10.531091,
          10.502449,
          10.358246,
          12.131251,
          10.880619,
          10.124743,
          12.264599,
          9.875079,
          12.182059,
          10.312723,
          16.270912,
          15.063165,
          11.535412,
          12.277491,
          11.344538,
          13.599155,
          13.371197,
          11.57198,
          8.326132,
          12.870596,
          11.509949,
          9.261365,
          10.901374,
          10.682627,
          12.423511,
          9.986644,
          10.696708,
          10.915099,
          9.959841,
          11.207527,
          8.985841,
          13.462841,
          10.107904,
          9.861272,
          10.03929,
          11.865226,
          14.322143,
          24.615843,
          13.608807,
          7.964281,
          9.314344,
          9.274185,
          9.302575,
          9.785607,
          8.673878,
          9.803303,
          9.337493,
          13.337878,
          11.230303,
          12.638491,
          11.790502,
          15.109941,
          11.957183,
          13.15185,
          10.790508,
          12.47827,
          10.737572,
          11.289146,
          11.4208,
          12.2754,
          11.412935,
          11.811845,
          12.573259,
          17.812857,
          10.585287,
          13.527132,
          14.106003,
          10.628119,
          11.739682,
          11.611806,
          9.941914,
          12.045116,
          12.9057,
          14.178811,
          11.339683,
          8.790955,
          14.452177,
          9.007631,
          9.476376,
          10.434684,
          10.909431,
          9.298328,
          11.007367,
          9.773795,
          10.965468,
          10.627715,
          12.435292,
          12.107269,
          12.156839,
          16.265343,
          13.795106,
          11.120004,
          13.889326,
          9.936859,
          12.633903,
          13.44469,
          11.645515,
          10.841349,
          11.381811,
          10.720486,
          12.582178,
          10.49848,
          11.554448,
          11.455855,
          10.526814,
          8.58167,
          9.987385,
          11.777649,
          14.513279,
          10.81207,
          10.913588,
          15.189422,
          10.950106,
          16.352365,
          15.42454,
          16.084195,
          11.578325,
          12.51005,
          13.427205,
          16.485722,
          11.189055,
          12.046727,
          13.362372,
          13.511997,
          17.067606,
          15.264932,
          16.163366,
          11.138668,
          10.963464,
          11.958669,
          11.883317,
          10.725189,
          11.729628,
          14.916665,
          12.245026,
          13.098616,
          12.372758,
          11.067957,
          12.947868,
          11.282985,
          9.549743,
          11.570019,
          15.799447,
          13.252317,
          16.054263,
          15.559726,
          14.538183,
          12.916967,
          13.451997,
          18.408255,
          13.99671,
          14.556904,
          11.934703,
          11.303702,
          11.13747,
          13.494721,
          13.436898,
          12.751146,
          11.88497,
          12.673506,
          12.100018,
          12.198552,
          11.827109,
          12.594583,
          10.543119,
          12.230589,
          14.353359,
          13.326959,
          16.905,
          16.29067,
          17.495362,
          18.10079,
          14.45746,
          18.673677,
          15.592565,
          14.470027,
          13.546474,
          12.08217,
          11.670645,
          11.890307,
          12.804656,
          10.580295,
          14.214897,
          11.335084,
          13.180926,
          12.278294,
          13.001176,
          10.940707,
          14.515664,
          15.481427,
          12.96957,
          10.885154,
          9.022542,
          11.857766,
          9.983372,
          10.918662,
          11.138613,
          9.614874,
          11.460441,
          10.170197,
          11.285698,
          11.68854,
          15.307838,
          11.611161,
          16.043071,
          14.102808,
          13.270114,
          21.657525,
          13.605634,
          15.178554,
          12.637107,
          11.625915,
          14.485852,
          13.767107,
          18.599339,
          15.632143,
          14.176382,
          13.23816,
          12.406455,
          12.457223,
          18.455113,
          13.105131,
          13.832487,
          11.337,
          12.83463,
          15.26727,
          15.254351,
          11.492846,
          12.192616,
          17.533241,
          12.033062,
          14.042445,
          12.307692,
          12.70625,
          11.876341,
          12.089065,
          14.591797,
          13.602905,
          11.664421,
          12.01939,
          14.048927,
          14.546138,
          12.389942,
          11.792582,
          11.223915,
          12.585407,
          13.653345,
          13.213852,
          13.126954,
          14.559213,
          13.418652,
          16.697415,
          13.839978,
          11.732948,
          13.922489,
          10.068002,
          16.135786,
          14.97853,
          12.001885,
          13.867292,
          13.256832,
          11.865372,
          10.214892,
          11.582654,
          11.807472,
          10.77961,
          11.813011,
          10.846197,
          14.177094,
          11.421721,
          11.675223,
          12.601022,
          11.544573,
          12.298727,
          9.639779,
          15.133071,
          15.166144,
          14.835928,
          16.456777,
          11.402931,
          11.659617,
          12.658888,
          14.654472,
          12.010181,
          11.368545,
          10.111706,
          12.141597,
          10.469142,
          10.705132,
          8.693025,
          8.967069,
          9.539403,
          7.921989,
          8.313772,
          13.563286,
          10.388779,
          9.863981,
          9.650415,
          9.028325,
          11.803455,
          10.586881,
          10.981473,
          10.412778,
          11.517008,
          13.039499,
          11.668139,
          15.350016,
          14.042683,
          13.70635,
          17.156876,
          13.812751,
          13.806917,
          14.387709,
          13.160372,
          16.884805,
          12.530468,
          11.372778,
          12.960608,
          15.784536,
          15.291106,
          14.91964,
          17.097953,
          13.393631,
          13.571532,
          12.467669,
          18.097464,
          15.566632,
          17.610781,
          16.293126,
          20.88145,
          14.284035,
          20.253302,
          13.601941,
          13.797675,
          12.825711,
          13.298802,
          12.507324,
          13.1445,
          12.653185,
          10.977799,
          11.813774,
          12.30949,
          15.069148,
          13.341684,
          17.228889,
          12.023573,
          12.883069,
          10.280517,
          11.505514,
          11.313607,
          9.649722,
          9.961905,
          11.246827,
          13.782845,
          17.570235,
          26.684377,
          13.997795,
          13.80321,
          14.370216,
          15.422375,
          15.807576,
          15.424202,
          14.82178,
          13.372508,
          15.218301,
          14.275035,
          11.842025,
          11.427819,
          14.753661,
          15.510689,
          13.965287,
          24.507552,
          15.144841,
          18.984104,
          13.545446,
          15.232964,
          16.282061,
          11.507647,
          17.564274,
          13.062816,
          13.845898,
          31.764922,
          23.800742,
          17.659866,
          19.531205,
          13.793281,
          15.298602,
          11.889168,
          15.719411,
          12.801556,
          16.070732,
          12.750932,
          21.068972,
          18.897549,
          14.397303,
          12.006125,
          16.911207,
          14.527673,
          13.44012,
          17.679558,
          12.520002,
          12.051554,
          12.166041,
          12.724636,
          15.99817,
          12.964596,
          13.769555,
          10.42347,
          11.618825,
          11.239163,
          12.374942,
          10.683712,
          13.201836,
          12.438659,
          10.235927,
          11.648856,
          9.453777,
          10.425384,
          12.490871,
          13.228456,
          12.806719,
          11.840515,
          15.300807,
          15.70327,
          14.589615,
          12.831171,
          14.220964,
          12.418036,
          11.819285,
          14.58826,
          18.067578,
          16.269011,
          13.042244,
          12.48345,
          13.254962,
          11.790853,
          13.313042,
          12.906727,
          10.309164,
          12.669327,
          9.647573,
          9.372207,
          14.090653,
          11.544454,
          10.531,
          12.027672,
          11.939737,
          12.343194,
          15.719244,
          15.97089,
          13.421705,
          17.020373,
          13.625251,
          10.67651,
          14.102414,
          14.795915,
          15.430099,
          12.170476,
          11.588541,
          12.114565,
          11.993759,
          12.867746,
          11.443835,
          11.007014,
          14.59915,
          10.018115,
          14.756346,
          9.51188,
          9.745942,
          7.977529,
          10.749151,
          12.062879,
          14.630315,
          11.488908,
          10.87775,
          14.380513,
          13.93942,
          13.110268,
          11.550369,
          12.347961,
          10.508144,
          12.907628,
          11.014335,
          10.404964,
          13.590131,
          21.435126,
          13.871323,
          14.240914,
          13.944591,
          11.47694,
          11.607897,
          12.418558,
          12.011969,
          14.117349,
          15.437478,
          15.798138,
          15.156583,
          12.462247,
          11.303685,
          9.862716,
          8.437661,
          10.669789,
          25.923783,
          19.306466,
          13.837911,
          12.583097,
          12.829001,
          15.858471,
          15.185644,
          14.924814,
          14.981214,
          16.884619,
          12.099448,
          10.356814,
          9.660359,
          9.562625,
          9.839164,
          15.076676,
          14.560085,
          10.271562,
          13.836709,
          10.486269,
          10.087728,
          8.69673,
          9.879764,
          9.943451,
          10.167562,
          11.531011
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105664,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10280.189559911378,
      "sampled_peak_tree_pss_bytes": 104861696,
      "max_observed_processes": 1,
      "pss_samples": 374,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-copy/sparse-skew/16",
        "language": "python",
        "backend": "process-copy",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3862.0224479818717,
        "first_ms": 1634.9107170244679,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 11260.5441280175,
        "iterations": 8,
        "validation_scope": "first,last",
        "samples_ms": [
          1281.5422830171883,
          1310.6062089791521,
          1465.2360000181943,
          1394.9975270079449,
          1419.2792030517012,
          1428.6522190086544,
          1523.719414952211,
          1436.4344449713826
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 17241.03237502277,
      "sampled_peak_tree_pss_bytes": 621195264,
      "max_observed_processes": 18,
      "pss_samples": 570,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/dense/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 159.732784,
        "first_ms": 27.393936,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10016.133834,
        "iterations": 531,
        "validations": "first,last",
        "samples_ms": [
          18.361855,
          19.374245,
          18.344903,
          19.66706,
          19.48033,
          18.747956,
          20.654687,
          17.512913,
          16.867041,
          18.08679,
          15.495354,
          17.504758,
          20.021933,
          17.90335,
          18.757888,
          16.508446,
          18.813165,
          18.652097,
          20.806816,
          16.803409,
          17.757393,
          12.875384,
          14.004709,
          15.526468,
          17.201615,
          19.973134,
          20.699794,
          18.668813,
          19.752684,
          20.87941,
          19.428502,
          18.250335,
          17.8559,
          13.91702,
          16.053407,
          14.972795,
          18.299953,
          19.131071,
          21.63885,
          21.728718,
          19.55139,
          20.467174,
          19.464055,
          18.445992,
          17.79321,
          17.234125,
          18.878336,
          16.673035,
          20.234896,
          19.785602,
          23.65427,
          23.041988,
          21.658068,
          17.557075,
          18.496875,
          13.230982,
          13.193713,
          15.496771,
          13.580411,
          16.27238,
          18.744852,
          23.500957,
          20.602156,
          20.076261,
          21.081468,
          20.585931,
          18.500395,
          18.606379,
          17.381219,
          21.315593,
          18.644017,
          35.030977,
          22.1793,
          19.638364,
          18.245319,
          20.112372,
          21.494286,
          17.062358,
          16.69423,
          18.725796,
          15.895477,
          20.03891,
          16.886913,
          18.583195,
          17.621497,
          19.607496,
          19.604096,
          19.485001,
          13.788486,
          16.687228,
          16.267209,
          20.872385,
          17.81432,
          20.051831,
          21.438631,
          18.280946,
          19.217308,
          20.215444,
          17.890303,
          18.278869,
          15.959763,
          15.452909,
          18.739942,
          15.427149,
          20.456168,
          19.455075,
          21.256837,
          20.295996,
          18.568755,
          19.092303,
          18.114199,
          18.004067,
          16.534128,
          17.294289,
          18.672863,
          21.939542,
          21.532143,
          20.0506,
          21.352737,
          19.480698,
          18.660331,
          17.347707,
          18.732978,
          16.903363,
          18.841549,
          20.639807,
          22.595648,
          21.615204,
          20.993191,
          22.309138,
          19.008258,
          18.371027,
          15.967892,
          18.132931,
          18.709832,
          22.186669,
          15.432191,
          20.690656,
          29.806431,
          22.059598,
          18.765036,
          19.111314,
          19.562997,
          21.315495,
          17.337233,
          19.003332,
          13.421264,
          25.565714,
          20.165963,
          14.415855,
          14.25971,
          16.18423,
          18.995607,
          23.425469,
          13.205865,
          17.374814,
          16.176249,
          24.398458,
          20.428764,
          18.006544,
          20.641209,
          21.470731,
          20.701078,
          19.748967,
          18.954577,
          18.632453,
          16.684435,
          16.643107,
          18.46117,
          20.723008,
          22.020076,
          20.204387,
          23.601811,
          19.183576,
          17.530647,
          17.673471,
          17.315996,
          16.625057,
          17.706649,
          18.866901,
          19.708638,
          22.965877,
          19.992052,
          19.137923,
          22.465869,
          19.558225,
          18.55597,
          19.849101,
          19.079394,
          17.45781,
          21.367014,
          20.536616,
          21.008977,
          20.770655,
          19.795641,
          16.594043,
          18.490565,
          15.949708,
          15.998249,
          18.732839,
          18.999393,
          22.166753,
          33.9197,
          21.283234,
          18.212844,
          20.09077,
          20.18439,
          19.853375,
          17.663538,
          19.041848,
          18.851869,
          19.473987,
          21.027192,
          15.978418,
          19.716646,
          17.864373,
          21.083673,
          17.439045,
          19.703829,
          17.355066,
          19.128801,
          20.196231,
          20.055238,
          18.568325,
          16.243557,
          16.17732,
          21.215821,
          16.930709,
          18.696008,
          15.672953,
          15.236812,
          17.573363,
          16.668187,
          18.599882,
          23.716942,
          20.604327,
          20.436293,
          22.146725,
          15.376578,
          17.59224,
          17.415351,
          20.776238,
          17.761765,
          17.003552,
          13.189864,
          15.327949,
          20.318743,
          20.127591,
          21.733626,
          22.101695,
          19.07941,
          17.799419,
          17.686856,
          16.700021,
          15.984505,
          17.728272,
          12.694487,
          26.612837,
          20.723607,
          22.01043,
          21.807435,
          18.777873,
          17.895972,
          18.346413,
          17.291276,
          18.395592,
          21.266599,
          17.010978,
          15.146657,
          18.205543,
          31.874931,
          20.849953,
          19.357459,
          20.390451,
          19.152508,
          19.218948,
          18.107675,
          17.75856,
          19.582027,
          23.037379,
          16.686004,
          18.44498,
          18.806385,
          20.703162,
          20.708962,
          15.656709,
          18.925292,
          17.961621,
          18.187863,
          18.990164,
          18.561087,
          20.02919,
          18.464113,
          19.180038,
          19.590504,
          17.732403,
          17.591058,
          11.259884,
          15.610727,
          16.588648,
          17.632404,
          15.998271,
          20.640804,
          21.573811,
          20.875064,
          22.781858,
          19.244827,
          17.629792,
          17.825721,
          16.772154,
          18.215388,
          16.951429,
          20.629154,
          23.980289,
          21.730336,
          22.033999,
          20.219745,
          17.034122,
          18.014755,
          15.999939,
          19.034515,
          15.652596,
          18.497493,
          23.200463,
          21.02419,
          19.337676,
          20.424234,
          19.45982,
          17.414461,
          18.175644,
          17.963068,
          18.062874,
          20.907644,
          21.516143,
          29.13604,
          21.425642,
          20.597851,
          17.52359,
          20.031532,
          20.994195,
          16.377952,
          19.312974,
          19.595171,
          21.489922,
          17.614601,
          16.125225,
          16.458437,
          11.850368,
          25.894158,
          21.804641,
          15.574251,
          16.66702,
          16.087439,
          17.568698,
          11.255265,
          23.665059,
          17.623983,
          21.152121,
          20.783758,
          20.018204,
          16.917208,
          14.930774,
          18.034329,
          18.820246,
          12.358481,
          15.200656,
          17.753335,
          16.419518,
          20.312947,
          20.506609,
          20.219023,
          17.323011,
          20.605796,
          18.068824,
          18.311886,
          18.869134,
          17.011247,
          17.142106,
          16.413664,
          21.947659,
          22.719673,
          16.168613,
          26.568695,
          17.495686,
          19.270323,
          16.555941,
          18.925679,
          15.566725,
          16.40956,
          22.018184,
          21.526353,
          20.235425,
          20.448609,
          21.121275,
          16.930715,
          19.347857,
          13.457237,
          14.043986,
          18.23088,
          17.437325,
          21.040355,
          16.294121,
          14.659414,
          10.764692,
          29.451815,
          28.165051,
          19.381216,
          19.725118,
          13.6416,
          14.661481,
          19.783353,
          21.226319,
          18.098561,
          17.397147,
          12.047868,
          18.216077,
          17.131455,
          20.951543,
          13.849298,
          17.255992,
          16.91272,
          18.969511,
          19.254529,
          20.114181,
          17.279924,
          15.815087,
          18.626484,
          17.20482,
          20.782906,
          18.122856,
          21.328923,
          19.878203,
          20.915276,
          18.831309,
          17.228943,
          17.061929,
          15.087261,
          15.625769,
          16.999745,
          16.808052,
          18.785951,
          20.250684,
          21.712094,
          20.739417,
          18.56957,
          21.197228,
          18.270227,
          18.565632,
          18.147532,
          17.169727,
          11.831794,
          21.742291,
          17.927401,
          22.313274,
          20.194799,
          24.59503,
          22.642832,
          20.266148,
          18.480826,
          17.549729,
          19.545231,
          17.951177,
          13.423226,
          14.092077,
          20.972907,
          20.648904,
          21.030582,
          20.496451,
          18.908657,
          17.807566,
          20.196204,
          12.844231,
          13.547473,
          16.711999,
          17.07507,
          17.472717,
          19.195039,
          24.304742,
          27.510438,
          11.43655,
          19.474724,
          16.453305,
          19.123561,
          20.917458,
          21.478787,
          17.376355,
          17.685682,
          18.568552,
          22.024664,
          22.032491,
          19.724688,
          19.185266,
          17.59308,
          17.912446,
          21.903943,
          20.205353,
          16.602329,
          17.287535,
          18.242512,
          17.332122,
          18.517806,
          18.974113,
          20.449949,
          17.09306,
          18.347989,
          19.648548,
          19.108695,
          19.034555,
          17.566679,
          16.765142,
          16.855474,
          13.174856,
          16.751264,
          17.520629,
          19.110515,
          22.000078,
          22.48192,
          19.376225,
          20.722943,
          17.62286,
          18.644834,
          17.960192,
          16.873604,
          17.19083,
          17.632064,
          19.112992,
          23.239721,
          19.67643,
          19.690235,
          22.274553,
          19.357073
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135512,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10342.143240035512,
      "sampled_peak_tree_pss_bytes": 135341056,
      "max_observed_processes": 1,
      "pss_samples": 531,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/sparse-uniform/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 146.212345,
        "first_ms": 13.439309,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10013.005279,
        "iterations": 670,
        "validations": "first,last",
        "samples_ms": [
          10.322453,
          11.302707,
          12.729196,
          14.353824,
          11.308893,
          15.751921,
          15.352016,
          11.442035,
          12.173998,
          13.473792,
          12.958483,
          10.715175,
          12.175601,
          14.097332,
          15.277024,
          14.181609,
          18.029925,
          17.473225,
          16.728424,
          17.9287,
          14.165024,
          10.645361,
          12.713321,
          13.878208,
          10.074586,
          11.911576,
          8.860616,
          15.716774,
          10.161021,
          13.064189,
          18.89083,
          18.98878,
          16.719913,
          13.483018,
          16.486414,
          17.103025,
          14.970683,
          10.862097,
          13.595065,
          9.954687,
          12.944563,
          14.088447,
          10.489353,
          12.802481,
          13.07865,
          11.207406,
          11.004331,
          10.393763,
          19.11509,
          15.410161,
          18.218978,
          15.358029,
          19.56278,
          15.618844,
          11.369116,
          13.799808,
          14.514923,
          13.906184,
          10.576623,
          12.675751,
          10.579016,
          13.574493,
          10.078827,
          16.035887,
          17.363814,
          18.506072,
          17.730835,
          18.753621,
          16.48229,
          11.560467,
          14.380947,
          13.468306,
          13.646775,
          10.953612,
          12.101504,
          13.963497,
          16.665584,
          21.598582,
          26.375628,
          17.225754,
          16.277468,
          15.910364,
          16.361078,
          17.664201,
          11.786009,
          14.447865,
          14.054847,
          10.702028,
          14.260415,
          15.533283,
          17.627781,
          10.38246,
          12.620483,
          10.731732,
          13.047264,
          13.500519,
          15.591207,
          12.122721,
          15.04492,
          13.936785,
          10.663525,
          15.34194,
          11.02642,
          12.681688,
          15.414414,
          11.004993,
          15.942882,
          13.717843,
          19.061022,
          24.82141,
          17.924978,
          20.850183,
          15.903344,
          10.677124,
          12.264458,
          11.401757,
          10.597922,
          13.141052,
          13.698012,
          10.746573,
          19.626597,
          10.792447,
          13.396874,
          14.208158,
          11.045146,
          15.733961,
          14.348125,
          8.619114,
          11.957439,
          14.216349,
          10.948259,
          8.769202,
          22.348149,
          11.608876,
          16.908812,
          14.895656,
          14.246012,
          10.498165,
          12.877601,
          11.189419,
          12.79074,
          12.782591,
          14.023835,
          10.817164,
          12.72668,
          15.340592,
          18.070298,
          19.149928,
          12.124398,
          17.034704,
          15.609914,
          14.302319,
          15.114503,
          15.596357,
          14.567119,
          14.855461,
          10.47075,
          11.848014,
          10.346751,
          13.654148,
          18.809156,
          20.805611,
          18.739121,
          17.589788,
          17.028341,
          11.35273,
          13.240096,
          15.293549,
          10.134216,
          13.344374,
          15.643117,
          14.072704,
          10.750478,
          16.302664,
          14.835016,
          14.722777,
          14.138195,
          10.862035,
          12.774162,
          13.339432,
          16.403412,
          16.915605,
          14.163687,
          11.127757,
          22.271434,
          21.961028,
          17.133177,
          15.715545,
          14.927793,
          11.305946,
          15.008094,
          16.127209,
          17.772503,
          18.59963,
          17.639438,
          11.838419,
          16.105627,
          15.117415,
          15.952549,
          12.487983,
          14.011654,
          11.680985,
          16.05057,
          16.351585,
          15.417919,
          10.750997,
          15.032847,
          16.320507,
          15.744666,
          16.820989,
          16.912399,
          13.743404,
          17.570269,
          13.722074,
          11.453185,
          14.325777,
          15.104957,
          14.869363,
          12.339351,
          15.579848,
          16.421344,
          15.309609,
          25.357188,
          18.09154,
          18.060599,
          11.818908,
          13.960718,
          13.958692,
          10.795243,
          13.473799,
          14.405959,
          10.442116,
          11.826835,
          10.665889,
          12.639441,
          13.796111,
          17.464755,
          18.596445,
          19.029193,
          18.201122,
          18.131601,
          18.772568,
          10.266368,
          12.768478,
          10.662798,
          13.425911,
          13.258728,
          10.184334,
          12.327052,
          9.813663,
          14.139184,
          10.667744,
          14.06605,
          17.503034,
          18.330943,
          16.939998,
          12.169124,
          15.820345,
          15.15669,
          11.305243,
          14.190991,
          14.503013,
          14.459939,
          10.397901,
          13.208268,
          14.21743,
          10.880045,
          16.579503,
          24.11062,
          17.630494,
          19.693686,
          15.899328,
          11.262315,
          13.077011,
          13.265775,
          14.446508,
          11.052551,
          13.81231,
          15.174914,
          17.869432,
          18.467436,
          13.477827,
          42.594702,
          22.863343,
          18.983415,
          10.438668,
          17.352277,
          15.793153,
          24.393054,
          21.812314,
          11.320515,
          13.654067,
          14.002999,
          11.239849,
          13.681803,
          15.322677,
          17.222426,
          16.779136,
          9.332467,
          13.784094,
          15.610335,
          9.831301,
          14.325841,
          15.25233,
          18.21538,
          9.606029,
          14.022216,
          10.52554,
          13.216789,
          14.60459,
          14.868341,
          14.554455,
          17.87692,
          10.418345,
          14.978174,
          14.54751,
          16.667318,
          15.3445,
          12.426026,
          13.841889,
          13.961843,
          14.273632,
          9.82843,
          13.340311,
          10.741974,
          12.964676,
          12.948521,
          10.987744,
          15.039428,
          16.277503,
          20.180169,
          11.617732,
          16.036867,
          14.944898,
          18.001596,
          10.754685,
          13.615819,
          15.528007,
          15.988269,
          11.279403,
          14.133762,
          13.939902,
          11.021033,
          12.940765,
          17.171592,
          18.550133,
          18.367965,
          17.822359,
          17.299255,
          13.237938,
          11.903354,
          14.318659,
          14.00589,
          10.49653,
          12.253535,
          13.684024,
          15.167962,
          10.282233,
          15.972173,
          15.992489,
          18.128534,
          20.339807,
          16.909855,
          16.94412,
          10.099261,
          13.963368,
          15.389962,
          10.096902,
          11.479945,
          10.25279,
          11.547268,
          10.910019,
          15.787509,
          12.270846,
          9.308628,
          12.785236,
          10.826549,
          13.035536,
          12.716253,
          35.252241,
          20.228309,
          12.646545,
          14.618994,
          15.193469,
          15.353129,
          18.773038,
          15.959524,
          14.842138,
          10.838809,
          15.37096,
          17.119886,
          16.772024,
          10.917138,
          12.468607,
          12.187483,
          12.873689,
          16.620065,
          16.443155,
          11.666399,
          16.906088,
          15.021708,
          14.620558,
          9.938718,
          13.745376,
          16.717076,
          17.775519,
          19.563339,
          17.598434,
          18.138628,
          12.816548,
          14.060148,
          16.501751,
          14.595249,
          10.632524,
          13.606498,
          15.226188,
          13.755506,
          18.105931,
          18.430664,
          19.058485,
          18.337613,
          17.583396,
          17.590013,
          12.312663,
          13.352739,
          14.192408,
          9.84638,
          9.890569,
          12.438449,
          11.33385,
          13.533454,
          13.828417,
          19.289784,
          18.342419,
          18.091124,
          17.138588,
          16.482122,
          17.44107,
          10.414714,
          14.154066,
          15.680093,
          11.442169,
          13.954204,
          14.143404,
          12.485597,
          23.593658,
          20.947459,
          14.146797,
          17.081755,
          19.696008,
          16.554398,
          15.804833,
          10.997012,
          13.723348,
          15.085837,
          15.848134,
          14.832929,
          17.890419,
          24.436199,
          24.24228,
          17.37342,
          19.242198,
          11.449593,
          16.151476,
          18.342962,
          13.650233,
          14.264493,
          10.893025,
          15.042363,
          16.170339,
          18.835595,
          12.698982,
          12.643275,
          11.211919,
          13.388951,
          16.544408,
          17.220598,
          18.516984,
          16.544981,
          10.286032,
          11.429575,
          14.489439,
          15.487103,
          12.112554,
          13.870915,
          19.281065,
          17.772304,
          11.384383,
          15.802316,
          15.965678,
          11.090274,
          12.923336,
          15.154657,
          11.331486,
          13.763337,
          13.268391,
          11.667119,
          15.185121,
          18.528471,
          20.46956,
          17.129806,
          17.780125,
          17.116515,
          14.568717,
          11.355896,
          15.986291,
          15.906613,
          11.159353,
          15.664277,
          12.816192,
          15.920358,
          21.085134,
          17.859024,
          19.230695,
          17.160374,
          17.075954,
          11.056793,
          15.008041,
          10.328206,
          13.007757,
          9.743708,
          15.34032,
          14.197192,
          10.435201,
          16.952721,
          19.894686,
          18.755696,
          12.078668,
          15.128171,
          19.373621,
          10.993405,
          20.960556,
          16.349384,
          12.636909,
          12.917894,
          13.376906,
          18.835002,
          28.027517,
          26.39355,
          19.181576,
          20.591903,
          17.068478,
          19.213562,
          9.667828,
          14.87536,
          17.187864,
          20.645196,
          17.851483,
          11.304988,
          14.477946,
          15.083309,
          10.651158,
          20.782531,
          19.538787,
          10.665032,
          14.100365,
          14.085353,
          14.224215,
          10.863088,
          15.476869,
          15.642711,
          17.347937,
          16.822542,
          17.051124,
          18.274468,
          13.921433,
          17.089536,
          15.546312,
          10.457291,
          13.924765,
          10.949453,
          13.736179,
          15.664011,
          21.146048,
          16.547512,
          20.089758,
          22.106501,
          21.49109,
          19.520292,
          9.558353,
          14.899615,
          15.372532,
          10.906606,
          14.890865,
          14.144153,
          20.272666,
          18.582312,
          18.253376,
          17.270465,
          18.431199,
          17.936382,
          15.081653,
          15.490424,
          11.436835,
          12.919433,
          14.191146,
          11.503092,
          13.416652,
          11.896673,
          19.063328,
          16.431742,
          18.24045,
          18.323068,
          18.11617,
          16.945593,
          11.236074,
          16.469081,
          10.60773,
          13.34042,
          11.733142,
          12.714493,
          14.745563,
          16.545844,
          26.376307,
          24.680027,
          17.869305,
          16.989123,
          17.200801,
          17.025001,
          17.408056,
          9.187474,
          15.564834,
          11.412822,
          15.624942,
          17.609323,
          16.594885,
          11.419273,
          13.415965,
          13.878496,
          13.843762,
          15.59114,
          18.585519,
          10.857761,
          15.735751,
          10.321334,
          12.712642,
          13.605226,
          14.951917,
          17.662784,
          17.50598,
          17.867076,
          11.231155,
          23.639397,
          15.886896,
          12.145558,
          16.298013,
          14.873405,
          11.922916,
          14.48228,
          14.644013,
          19.490214,
          18.795933,
          18.862955,
          15.906528,
          19.317531,
          15.484984,
          15.036327,
          11.867746,
          12.206323,
          14.556964,
          15.90237,
          10.66897,
          15.260494,
          18.540855,
          12.823696,
          17.614978,
          16.278272,
          16.88778,
          15.976436,
          16.301521
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105896,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10303.215082036331,
      "sampled_peak_tree_pss_bytes": 104875008,
      "max_observed_processes": 1,
      "pss_samples": 538,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/sparse-uniform/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3764.5005559315905,
        "first_ms": 1047.8273790795356,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 11010.919154970907,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          1065.759573946707,
          1066.238436033018,
          1112.9850539145991,
          1090.889989049174,
          1174.8696629656479,
          1091.080382000655,
          1179.7498629894108,
          1077.6179030071944,
          1101.3006499269977,
          1050.3627940779552
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      },
      "process_wall_ms": 16147.915662033483,
      "sampled_peak_tree_pss_bytes": 116637696,
      "max_observed_processes": 1,
      "pss_samples": 909,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/dense/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 165.239452,
        "first_ms": 14.011144,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.248041,
        "iterations": 705,
        "validations": "first,last",
        "samples_ms": [
          13.440482,
          15.686136,
          13.362726,
          14.729298,
          14.850251,
          14.13262,
          13.358767,
          13.077862,
          14.383886,
          15.495621,
          15.584317,
          20.090245,
          15.084213,
          13.133336,
          14.225341,
          18.638426,
          14.742034,
          12.363301,
          13.637962,
          14.456798,
          11.966093,
          11.909923,
          11.338386,
          12.225128,
          14.583724,
          16.846659,
          15.637706,
          16.512523,
          17.671508,
          16.378999,
          15.123598,
          12.709191,
          13.417582,
          14.217591,
          13.847291,
          13.386697,
          13.806351,
          19.018188,
          14.256662,
          12.610085,
          17.892822,
          13.892056,
          16.606576,
          14.818693,
          14.016404,
          15.766856,
          12.802063,
          13.621964,
          15.878703,
          14.334339,
          18.524549,
          17.664153,
          14.213462,
          15.624383,
          14.458242,
          18.247758,
          20.176235,
          20.456994,
          15.50677,
          14.679625,
          18.842001,
          13.990867,
          16.098451,
          14.193443,
          15.699411,
          14.14767,
          17.611971,
          17.746528,
          15.70623,
          17.136217,
          19.756654,
          18.856637,
          15.957079,
          15.556125,
          14.549076,
          15.104117,
          18.659432,
          14.307766,
          16.157252,
          15.599918,
          15.712691,
          17.383568,
          17.21793,
          16.008906,
          20.121258,
          15.261132,
          15.33514,
          15.988467,
          16.444563,
          15.697766,
          14.312834,
          13.776737,
          13.011242,
          15.910379,
          13.930277,
          17.306818,
          16.56968,
          19.431338,
          21.067501,
          19.846691,
          16.194801,
          20.622214,
          17.502659,
          19.112933,
          17.651193,
          22.10084,
          18.534258,
          18.281578,
          16.058574,
          19.024738,
          18.676766,
          18.389017,
          19.036656,
          16.662193,
          18.63432,
          17.65783,
          17.511481,
          15.138506,
          17.068679,
          16.090294,
          17.338718,
          13.839907,
          17.582854,
          15.926015,
          16.050878,
          16.109302,
          17.495874,
          14.595369,
          18.670004,
          17.192081,
          18.792392,
          17.390912,
          19.510386,
          17.205857,
          14.682513,
          14.009849,
          13.689917,
          13.881824,
          17.304403,
          15.797687,
          19.188506,
          14.57517,
          15.291795,
          15.82544,
          16.961976,
          16.707333,
          19.100615,
          19.126996,
          16.051188,
          18.874134,
          18.406772,
          14.632029,
          17.882593,
          14.124815,
          18.759633,
          18.615453,
          19.084869,
          12.891116,
          15.775551,
          14.136024,
          15.229511,
          16.538565,
          15.30326,
          14.831375,
          16.920151,
          15.852665,
          16.982666,
          14.938113,
          15.117128,
          16.794189,
          15.254724,
          16.832842,
          17.236642,
          16.814826,
          16.494759,
          16.618077,
          16.028766,
          15.849811,
          13.412385,
          12.599844,
          16.956829,
          13.063708,
          15.022679,
          17.110661,
          15.909254,
          13.998354,
          17.72436,
          14.47347,
          18.539348,
          19.030738,
          18.48613,
          14.771565,
          17.884937,
          14.98963,
          16.229021,
          24.823422,
          23.247195,
          17.745574,
          14.993512,
          17.146942,
          16.184527,
          18.485038,
          14.867445,
          15.334017,
          18.024437,
          17.26039,
          16.751057,
          19.101055,
          13.629612,
          18.614578,
          14.759601,
          16.264385,
          15.909321,
          18.170809,
          16.453453,
          15.051374,
          16.249874,
          17.281386,
          14.456251,
          16.995622,
          18.663164,
          18.053645,
          21.586712,
          22.60684,
          19.07052,
          23.021166,
          19.061971,
          22.528571,
          16.45324,
          14.972867,
          12.80926,
          16.457386,
          14.453263,
          14.337625,
          15.034217,
          14.894225,
          16.186227,
          13.01765,
          14.67288,
          12.657788,
          16.735505,
          15.687719,
          14.360979,
          12.772161,
          16.508943,
          15.894836,
          16.600939,
          13.541702,
          12.534549,
          15.224962,
          15.871285,
          13.003576,
          14.782304,
          13.345185,
          16.086366,
          15.122909,
          13.487267,
          13.61066,
          12.936271,
          16.625507,
          13.725716,
          17.385597,
          13.550053,
          16.420593,
          14.738649,
          16.950336,
          11.965105,
          14.113787,
          13.339306,
          12.582116,
          13.872826,
          11.557748,
          14.532917,
          12.391957,
          14.655042,
          12.828699,
          14.270861,
          13.877667,
          17.529288,
          14.621161,
          14.159625,
          11.919363,
          13.01053,
          12.199914,
          11.562441,
          18.654859,
          25.493231,
          15.484651,
          15.324219,
          13.646597,
          12.423169,
          13.74764,
          13.801859,
          14.744458,
          15.831067,
          15.968319,
          16.01538,
          15.718645,
          14.183376,
          14.834508,
          13.130418,
          14.005002,
          11.962066,
          13.954754,
          16.04425,
          16.065502,
          16.37622,
          13.688727,
          13.759215,
          12.024908,
          12.332245,
          12.101327,
          10.526852,
          17.262771,
          16.255092,
          14.628418,
          13.914276,
          15.095572,
          17.212926,
          12.088389,
          13.413867,
          16.008555,
          12.196196,
          15.114544,
          11.189536,
          12.898538,
          12.630149,
          12.545134,
          13.644083,
          12.285406,
          10.740886,
          14.851474,
          12.774553,
          12.586706,
          13.328974,
          14.004462,
          10.504764,
          14.815056,
          14.343816,
          12.4933,
          14.498601,
          11.282392,
          12.420783,
          14.534427,
          12.537595,
          12.560114,
          13.322612,
          11.454953,
          12.805869,
          11.101426,
          11.187652,
          11.632834,
          11.980738,
          11.020397,
          11.816458,
          11.067914,
          10.954969,
          11.441373,
          10.630872,
          13.185841,
          12.422611,
          11.593865,
          12.656755,
          11.212948,
          12.911964,
          13.912843,
          15.537341,
          13.907799,
          12.42539,
          13.159745,
          14.176079,
          13.126528,
          11.217156,
          11.117509,
          10.084629,
          10.956932,
          10.630131,
          10.188205,
          10.404527,
          12.763163,
          9.501489,
          11.409401,
          12.162248,
          9.889098,
          11.577175,
          13.904902,
          14.794065,
          14.995093,
          12.455534,
          13.199569,
          12.392354,
          13.319979,
          12.633416,
          13.527657,
          11.993612,
          12.590836,
          12.182866,
          12.751888,
          12.017634,
          13.072444,
          11.923718,
          13.081642,
          10.320044,
          10.786619,
          11.881174,
          10.777102,
          10.259987,
          11.99582,
          10.480504,
          12.697945,
          11.850851,
          10.844474,
          10.433642,
          10.79755,
          14.779146,
          14.693021,
          13.405979,
          13.893581,
          13.967425,
          15.046913,
          12.82302,
          12.513982,
          11.826003,
          12.21804,
          14.945049,
          15.324251,
          12.753758,
          13.392394,
          12.945336,
          12.827199,
          13.09764,
          11.400255,
          12.121226,
          15.249773,
          13.229523,
          13.556194,
          12.734487,
          11.535664,
          12.067556,
          11.435676,
          12.208749,
          12.869949,
          12.446546,
          12.57519,
          14.186363,
          13.155972,
          14.333354,
          13.32754,
          13.232433,
          16.36674,
          11.161868,
          11.591711,
          12.291551,
          10.278513,
          11.407485,
          11.539883,
          10.3896,
          10.970167,
          11.166043,
          12.711391,
          10.226285,
          10.988152,
          10.24396,
          11.297681,
          10.104575,
          10.817888,
          10.251067,
          10.292893,
          11.273125,
          10.268405,
          12.43754,
          12.373756,
          10.613414,
          12.901425,
          11.624301,
          12.684597,
          12.814066,
          12.704708,
          11.768078,
          11.099319,
          12.980446,
          11.340167,
          11.535687,
          11.25464,
          11.481832,
          13.41906,
          12.118963,
          11.631096,
          10.662942,
          12.037157,
          14.090672,
          13.770136,
          10.906833,
          15.141195,
          14.905656,
          15.676409,
          13.665024,
          12.002182,
          13.266729,
          13.567069,
          14.195408,
          13.849024,
          12.447667,
          12.179476,
          11.795704,
          13.10507,
          13.133609,
          13.581993,
          12.684795,
          11.325599,
          14.433667,
          12.807851,
          15.018544,
          14.715191,
          15.185689,
          11.703943,
          15.477194,
          13.840319,
          14.190998,
          12.831605,
          11.388773,
          10.435673,
          10.231979,
          10.396597,
          10.668913,
          11.393575,
          11.702571,
          12.679576,
          12.531161,
          10.99254,
          8.948499,
          10.68017,
          10.279752,
          9.626326,
          10.307353,
          9.741284,
          15.102658,
          20.394195,
          17.036935,
          11.748385,
          15.63712,
          14.225147,
          11.646858,
          10.107977,
          11.74926,
          12.479141,
          12.182784,
          12.04549,
          12.554603,
          15.067035,
          12.774952,
          12.529996,
          11.285027,
          11.908794,
          11.01584,
          12.482648,
          12.05963,
          10.986346,
          13.186065,
          11.564976,
          11.464176,
          11.822264,
          10.703108,
          11.260769,
          11.303919,
          13.798538,
          11.131435,
          12.53657,
          10.501185,
          13.369409,
          12.772933,
          13.008284,
          11.934678,
          13.480066,
          12.72453,
          12.860111,
          13.392791,
          13.304235,
          12.522433,
          12.064671,
          14.168344,
          13.583527,
          12.794998,
          14.462246,
          11.544986,
          10.657616,
          14.667303,
          11.361291,
          12.335525,
          12.403845,
          11.892613,
          11.749931,
          14.537902,
          13.550779,
          14.206839,
          13.344495,
          14.143388,
          15.144159,
          12.790519,
          13.885222,
          15.23115,
          14.598119,
          14.487275,
          18.255359,
          14.885483,
          12.871448,
          17.071622,
          17.735659,
          14.898199,
          15.154908,
          15.813096,
          13.080081,
          13.222376,
          13.494196,
          14.210789,
          14.59745,
          12.936912,
          14.490267,
          14.931485,
          15.250798,
          13.745063,
          14.277264,
          12.786021,
          14.000299,
          13.571033,
          13.390079,
          14.681009,
          13.717856,
          13.709128,
          14.669666,
          15.436012,
          13.853321,
          14.363045,
          15.731188,
          14.727969,
          19.022439,
          17.673101,
          16.116691,
          15.551041,
          16.049829,
          14.868584,
          14.306496,
          11.280026,
          11.283113,
          12.912984,
          16.109108,
          14.119134,
          12.022163,
          12.831749,
          15.091678,
          14.367134,
          14.274808,
          13.212655,
          14.14055,
          14.338046,
          13.899323,
          10.975815,
          10.779826,
          10.963838,
          10.950801,
          11.93014,
          13.510544,
          12.52907,
          10.747849,
          11.544199,
          11.506943,
          12.394485,
          11.476798,
          13.654124,
          14.762545,
          15.23814,
          13.716908,
          15.645604,
          13.083419,
          13.455884,
          13.384936,
          14.467961,
          13.672177,
          13.025698,
          12.165966,
          12.193244,
          11.746741,
          11.761454,
          12.25742,
          14.161295,
          11.901985,
          13.466995,
          11.06192,
          10.501724,
          12.798015,
          11.38388,
          12.244035,
          12.588675,
          11.306412,
          13.001832,
          11.708362,
          13.09743,
          11.992778,
          13.783111,
          15.9724,
          13.347691,
          14.631,
          14.473667,
          17.25831,
          12.59686
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135976,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10313.6178170098,
      "sampled_peak_tree_pss_bytes": 136249344,
      "max_observed_processes": 1,
      "pss_samples": 321,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:numba-parallel/dense/16",
        "language": "python",
        "backend": "numba-parallel",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 678.5780610516667,
        "first_ms": 1044.0151210641488,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10010.562850045972,
        "iterations": 664,
        "validation_scope": "first,last",
        "samples_ms": [
          19.767288002185524,
          13.632309040986001,
          13.76369409263134,
          14.816466020420194,
          13.663848047144711,
          16.022483934648335,
          15.205592033453286,
          18.87079596053809,
          20.143519970588386,
          13.430966064333916,
          19.819577923044562,
          14.492554939351976,
          14.388821087777615,
          15.753200044855475,
          16.501541016623378,
          16.924499068409204,
          18.261777004227042,
          14.10276792012155,
          11.908858083188534,
          14.811440953053534,
          21.033347002230585,
          16.2614940200001,
          13.76125996466726,
          17.123262980021536,
          18.343182047829032,
          19.932005903683603,
          18.084426992572844,
          15.822137938812375,
          16.950126038864255,
          16.354241059161723,
          13.240079977549613,
          13.053881004452705,
          12.284458964131773,
          11.550631024874747,
          11.993944994173944,
          11.344657046720386,
          11.59831800032407,
          11.320546036586165,
          11.503237066790462,
          15.051346039399505,
          13.409714912995696,
          13.815095066092908,
          15.884587075561285,
          13.375019887462258,
          13.700861018151045,
          15.47749899327755,
          14.668182004243135,
          11.741936905309558,
          11.879771947860718,
          11.025251005776227,
          26.817674981430173,
          17.656693002209067,
          16.19338698219508,
          17.655343981459737,
          13.69293499737978,
          14.529373962432146,
          18.14437098801136,
          17.07190799061209,
          17.126620979979634,
          19.034449011087418,
          15.592737006954849,
          14.046835014596581,
          15.00279107131064,
          17.292034928686917,
          16.295742010697722,
          17.333188909105957,
          14.435620978474617,
          14.58024000748992,
          13.339400989934802,
          14.154113945551217,
          14.583708951249719,
          13.473606901243329,
          18.20752990897745,
          14.166938955895603,
          13.319404912181199,
          15.509992954321206,
          16.08134398702532,
          15.110479085706174,
          17.047647037543356,
          14.719733037054539,
          13.74439406208694,
          15.194582985714078,
          13.563430984504521,
          20.029162988066673,
          19.777336972765625,
          14.378930907696486,
          18.439035047776997,
          16.457870020531118,
          15.273984987288713,
          16.425649053417146,
          16.156295081600547,
          13.82744510192424,
          16.23028505127877,
          12.722182087600231,
          14.004868105985224,
          12.559899012558162,
          23.389409063383937,
          17.776449909433722,
          19.95629200246185,
          14.102193992584944,
          11.323411948978901,
          12.907759053632617,
          12.191071058623493,
          12.347828946076334,
          12.816890957765281,
          15.607123030349612,
          14.508172986097634,
          10.555705986917019,
          11.672155000269413,
          11.650784988887608,
          10.94353897497058,
          14.172456925734878,
          12.232256005518138,
          11.964312987402081,
          11.648450046777725,
          13.190257945097983,
          16.165680019184947,
          13.616309966892004,
          14.08264203928411,
          16.987779992632568,
          13.112001004628837,
          14.341993955895305,
          12.722035986371338,
          12.762930011376739,
          17.249378957785666,
          16.495262971147895,
          17.03897095285356,
          17.689791042357683,
          18.53570097591728,
          17.990730004385114,
          14.604444964788854,
          15.540968044660985,
          14.381131040863693,
          12.646898976527154,
          13.002192950807512,
          13.163215946406126,
          12.910019024275243,
          14.804108068346977,
          14.399116043932736,
          13.562857988290489,
          14.488933025859296,
          16.89573295880109,
          16.25379908364266,
          20.782565930858254,
          15.391728025861084,
          12.808387051336467,
          13.942235964350402,
          15.057181008160114,
          14.240126009099185,
          13.149701990187168,
          14.667690033093095,
          13.827136950567365,
          13.13304202631116,
          14.839871902950108,
          15.146351070143282,
          16.667620977386832,
          12.693317024968565,
          18.673480954021215,
          14.170464943163097,
          11.485519004054368,
          11.052823974750936,
          14.28936596494168,
          15.956763993017375,
          16.67656598147005,
          19.047747016884387,
          19.092270988039672,
          14.20705602504313,
          17.37244799733162,
          14.783530961722136,
          20.10705496650189,
          18.544765887781978,
          16.65888400748372,
          14.05038102529943,
          16.19744999334216,
          14.33742104563862,
          16.461884952150285,
          16.162876039743423,
          17.5037260632962,
          17.3379440093413,
          19.004421890713274,
          18.112641060724854,
          21.22649794910103,
          16.194675932638347,
          14.593937899917364,
          17.52740901429206,
          16.589935985393822,
          19.67872795648873,
          17.99836801365018,
          18.50110897794366,
          19.227573997341096,
          16.809490974992514,
          16.93393592722714,
          14.685258036479354,
          17.919672071002424,
          14.027133001945913,
          13.776603038422763,
          14.779638033360243,
          14.555058907717466,
          17.663174076005816,
          19.47936590295285,
          14.541525044478476,
          15.953438938595355,
          11.634266003966331,
          19.385263905860484,
          13.728821999393404,
          15.03940299153328,
          14.482865924946964,
          13.903827988542616,
          14.803201076574624,
          12.584340060129762,
          13.169583049602807,
          12.474145041778684,
          13.055226998403668,
          12.940372922457755,
          15.430254978127778,
          14.802220975980163,
          20.839990000240505,
          15.28147200588137,
          23.135388968512416,
          13.664272031746805,
          20.43403300922364,
          16.97676000185311,
          12.79911701567471,
          13.902997015975416,
          13.579121907241642,
          14.709416078403592,
          13.8838030397892,
          13.729944010265172,
          15.660068951547146,
          13.383746962063015,
          13.262926018796861,
          15.039368998259306,
          16.02833904325962,
          18.88765301555395,
          18.54795392137021,
          17.527321935631335,
          16.926318989135325,
          21.127638057805598,
          16.157135018147528,
          16.575156012549996,
          14.726786990649998,
          16.68573694769293,
          14.539265888743103,
          16.161859035491943,
          16.31363807246089,
          16.59218594431877,
          13.787125004455447,
          20.96467197407037,
          16.63525600451976,
          18.2343180058524,
          15.492919948883355,
          15.143698081374168,
          14.436241006478667,
          17.512900987640023,
          16.7756819864735,
          14.083827962167561,
          13.737382949329913,
          13.758742017671466,
          13.975732959806919,
          14.348334050737321,
          14.069527969695628,
          12.658340972848237,
          13.75468890182674,
          15.448150923475623,
          12.9684719722718,
          19.779230002313852,
          14.530109940096736,
          11.848460999317467,
          16.914092004299164,
          19.509681034833193,
          20.98588109947741,
          17.659974051639438,
          15.22675808519125,
          13.4826370049268,
          18.450855975970626,
          15.343356993980706,
          16.5172970155254,
          16.755042015574872,
          18.214689916931093,
          16.11753599718213,
          15.08811698295176,
          18.110475968569517,
          17.269921023398638,
          16.166258952580392,
          14.122840017080307,
          14.650661032646894,
          14.887325000017881,
          16.131483018398285,
          16.102788969874382,
          15.468574012629688,
          16.77796896547079,
          14.565114048309624,
          14.380082953721285,
          14.707555994391441,
          13.702600030228496,
          13.391445041634142,
          15.42606798466295,
          14.299870003014803,
          19.943009014241397,
          15.357145923189819,
          13.85442295577377,
          13.389514992013574,
          12.487150961533189,
          13.572731986641884,
          14.401659951545298,
          14.911439036950469,
          13.13008600845933,
          15.014407923445106,
          17.300517996773124,
          16.24341099523008,
          14.754506992176175,
          13.391216984018683,
          15.919639030471444,
          12.612076010555029,
          14.593494008295238,
          12.78096402529627,
          12.740241945721209,
          12.906244955956936,
          12.339062057435513,
          12.485777959227562,
          13.088515028357506,
          13.820532010868192,
          12.727379915304482,
          15.059025958180428,
          12.38750689662993,
          19.64877697173506,
          14.620327041484416,
          15.904478961601853,
          14.55768896266818,
          18.298242008313537,
          13.311060029082,
          15.894662006758153,
          17.40307197906077,
          13.670030049979687,
          14.347917051054537,
          13.824269990436733,
          15.088681015186012,
          12.69005099311471,
          13.919219025410712,
          14.214616967365146,
          13.544703018851578,
          13.886514934711158,
          12.252141954377294,
          12.951127020642161,
          14.218501979485154,
          13.662143959663808,
          17.39296899177134,
          16.931766993366182,
          19.225855940021574,
          12.731358991004527,
          17.81770307570696,
          15.087925945408642,
          15.01925103366375,
          15.262398985214531,
          15.18575195223093,
          16.495432006195188,
          13.261088985018432,
          14.206301071681082,
          13.835615012794733,
          12.890529003925622,
          12.945058988407254,
          15.126644051633775,
          13.34181404672563,
          14.485563966445625,
          14.716158038936555,
          16.038596048019826,
          16.757249017246068,
          16.28665195312351,
          15.906912041828036,
          12.44296703953296,
          14.726252062246203,
          17.166633973829448,
          12.525895959697664,
          13.543699984438717,
          13.885941007174551,
          13.68264900520444,
          13.645360013470054,
          13.851124094799161,
          12.944016954861581,
          13.414916931651533,
          12.788081890903413,
          13.800435932353139,
          14.315909007564187,
          13.233156991191208,
          10.43159596156329,
          11.731297941878438,
          10.163804050534964,
          13.326364918611944,
          11.355552007444203,
          12.075698003172874,
          11.614553979597986,
          12.752010952681303,
          14.437129022553563,
          12.269985978491604,
          12.142499908804893,
          11.528706992976367,
          11.221737950108945,
          12.887989054434001,
          12.344548013061285,
          29.213321045972407,
          15.147486003115773,
          11.799265979789197,
          13.946554972790182,
          16.65328093804419,
          16.48603507783264,
          15.423416974954307,
          14.920573914423585,
          17.7950729848817,
          15.733479056507349,
          15.680682030506432,
          13.444288983009756,
          14.819643925875425,
          14.040561974979937,
          13.990052044391632,
          15.130306943319738,
          16.05699199717492,
          19.343704916536808,
          13.809981988742948,
          14.79599706362933,
          13.888104003854096,
          14.22905595973134,
          15.829304000362754,
          16.06367900967598,
          16.671124030835927,
          13.578240992501378,
          13.925048056989908,
          14.968730974942446,
          12.636069906875491,
          17.938424018211663,
          13.964526006020606,
          15.544043970294297,
          13.662149081937969,
          20.7519339164719,
          16.201648046262562,
          14.850863022729754,
          15.903357998467982,
          16.803254024125636,
          14.409497962333262,
          14.281412004493177,
          13.529664021916687,
          12.782316072843969,
          13.960456009954214,
          13.085445039905608,
          15.999995055608451,
          13.011878007091582,
          13.660367927514017,
          12.874951935373247,
          14.297105022706091,
          15.320630045607686,
          12.63343810569495,
          16.304995981045067,
          19.772018073126674,
          16.3152419263497,
          18.75061693135649,
          15.384276979602873,
          14.24076093826443,
          13.395569985732436,
          16.535632079467177,
          12.896197964437306,
          15.369278029538691,
          14.780390891246498,
          13.538078987039626,
          12.51200505066663,
          13.282784959301353,
          12.389845098368824,
          17.550986958667636,
          12.757380958646536,
          13.951792963780463,
          17.004191991873085,
          16.67544397059828,
          16.1116881063208,
          17.637450015172362,
          15.942842932417989,
          17.253060010261834,
          13.054945040494204,
          13.462013099342585,
          12.754266033880413,
          12.660023989155889,
          13.260390027426183,
          14.531420078128576,
          12.285287957638502,
          12.837203103117645,
          13.188624987378716,
          17.739856033585966,
          14.671195996925235,
          18.007943988777697,
          16.93550997879356,
          15.36599500104785,
          15.77796891797334,
          17.561971093527973,
          16.942527028732002,
          15.080152079463005,
          14.022808987647295,
          18.105503055267036,
          14.642414054833353,
          13.502946007065475,
          13.633077964186668,
          14.877822948619723,
          14.37466696370393,
          13.952989014796913,
          19.268297008238733,
          13.42680398374796,
          16.876207082532346,
          16.44944108556956,
          18.29782105050981,
          17.674505012109876,
          16.37409091927111,
          17.209351062774658,
          15.295866993255913,
          13.309690984897316,
          14.661110937595367,
          12.600591988302767,
          15.376801020465791,
          12.490704073570669,
          13.710024999454618,
          14.545577927492559,
          15.625594998709857,
          12.633764068596065,
          13.002999010495842,
          13.909642933867872,
          14.310605940409005,
          12.522475910373032,
          20.700267981737852,
          16.811577952466905,
          15.696624992415309,
          18.493397044949234,
          15.187661978416145,
          16.700159991160035,
          13.903759070672095,
          13.654771028086543,
          14.99608694575727,
          16.896208049729466,
          15.73820598423481,
          15.448605990968645,
          14.486278058029711,
          13.035190058872104,
          14.476767042651772,
          15.111941960640252,
          15.092069981619716,
          13.0655289394781,
          15.684666926972568,
          16.05517405550927,
          18.353710998781025,
          14.357403968460858,
          14.8757160641253,
          13.328113011084497,
          13.210734003223479,
          12.666409951634705,
          14.127610018476844,
          14.782945974729955,
          12.903872993774712,
          14.02575196698308,
          13.423017924651504,
          12.942533008754253,
          14.308399986475706,
          14.504902064800262,
          15.168479061685503,
          18.28986604232341,
          16.960117034614086,
          16.708735027350485,
          20.218897028826177,
          15.1820860337466,
          12.783090001903474,
          13.156199944205582,
          14.092101017013192,
          14.836039044894278,
          13.750399928539991,
          11.938747018575668,
          13.301686965860426,
          13.79166601691395,
          14.688377035781741,
          13.95559695083648,
          16.837108065374196,
          16.09523594379425,
          21.51506708469242,
          14.536796952597797,
          16.013078042306006,
          13.293822994455695,
          15.315519063733518,
          15.90538991149515,
          13.748651021160185,
          15.431597945280373,
          13.066471088677645,
          12.648392003029585,
          11.848393944092095,
          13.662522076629102,
          12.38772296346724,
          17.404851969331503,
          21.4356139767915,
          16.32195001002401,
          13.049944071099162,
          19.594326964579523,
          15.844474895857275,
          14.355332939885557,
          13.48210999276489,
          17.85622793249786,
          13.431838946416974,
          14.414357952773571,
          14.742257073521614,
          13.98265699390322,
          12.982922024093568,
          17.56091706920415,
          14.619666035287082,
          12.675051926635206,
          27.067019953392446,
          20.59152803849429,
          15.882068080827594,
          13.289588037878275,
          13.967000995762646,
          14.602076029404998,
          15.65549208316952,
          17.201703041791916,
          15.709951985627413,
          17.327801091596484,
          16.750524984672666,
          12.335901032201946,
          10.615184088237584,
          12.05416105221957,
          10.508324950933456,
          14.414174016565084,
          12.898677960038185,
          15.619001002050936,
          14.487545937299728,
          15.57506702374667,
          14.915665960870683,
          17.372875940054655,
          14.471219037659466,
          19.92432097904384,
          12.9888909868896,
          14.388690004125237,
          13.144916039891541,
          14.176535070873797,
          15.439231996424496,
          15.063281054608524,
          18.402289017103612,
          13.661997974850237,
          13.710291008464992,
          13.882461003959179,
          13.683245982974768,
          13.89015803579241,
          13.12728994525969,
          12.948298011906445,
          15.259915962815285,
          12.713183998130262,
          15.599220059812069,
          15.084468992426991,
          14.692047028802335,
          14.174735057167709,
          14.327632961794734,
          14.837491908110678,
          12.295349035412073,
          13.200553948991,
          12.937972089275718,
          12.627983000129461,
          11.054376955144107,
          12.89080292917788,
          11.615030001848936,
          12.521559954620898,
          11.996226967312396,
          16.549028921872377,
          14.757522963918746,
          15.069277957081795,
          16.088942997157574,
          12.93028995860368
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      },
      "process_wall_ms": 12190.629713004455,
      "sampled_peak_tree_pss_bytes": 281931776,
      "max_observed_processes": 1,
      "pss_samples": 490,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:tbb/sparse-uniform/16",
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 128.948433,
        "first_ms": 11.533991,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10009.246101,
        "iterations": 1010,
        "validations": "first,last",
        "samples_ms": [
          12.461691,
          9.638086,
          9.250709,
          7.905272,
          9.308765,
          6.859802,
          9.505199,
          9.36474,
          10.120302,
          7.855391,
          10.03386,
          8.273199,
          7.821162,
          7.873047,
          10.445664,
          11.212355,
          9.998139,
          10.378772,
          7.182054,
          12.036282,
          10.578774,
          8.500297,
          9.606303,
          8.070927,
          10.933098,
          8.380875,
          8.265039,
          9.112863,
          8.617448,
          8.897357,
          7.17787,
          8.713696,
          8.286985,
          7.653376,
          8.996182,
          8.99116,
          9.266915,
          8.666133,
          8.951848,
          9.712241,
          7.912992,
          8.186429,
          8.218533,
          8.006547,
          8.199887,
          9.14549,
          9.697748,
          10.040888,
          10.869757,
          11.06279,
          10.296289,
          10.836388,
          9.994996,
          10.933671,
          14.262875,
          11.050378,
          11.309474,
          11.235823,
          8.970936,
          9.067622,
          10.761794,
          10.8291,
          12.391672,
          10.123283,
          12.799021,
          9.043993,
          11.126557,
          8.048305,
          9.993595,
          12.924908,
          11.959489,
          10.836182,
          11.145352,
          8.964481,
          8.051206,
          11.1325,
          10.60835,
          10.766426,
          8.652801,
          8.290388,
          9.845115,
          8.882347,
          7.584556,
          9.913965,
          9.93409,
          8.07186,
          10.570183,
          8.855069,
          9.807522,
          10.205971,
          8.971338,
          7.607757,
          9.605988,
          8.961365,
          10.239629,
          9.622649,
          11.828178,
          12.119343,
          10.945346,
          10.612556,
          9.873375,
          12.530734,
          9.144085,
          10.849487,
          11.147819,
          11.992074,
          11.478378,
          13.349191,
          10.807653,
          10.310232,
          10.881157,
          9.318353,
          8.31369,
          8.147357,
          8.3209,
          9.895099,
          9.65853,
          8.60577,
          8.720408,
          8.995941,
          9.237447,
          7.925326,
          9.556391,
          9.644328,
          7.098728,
          8.342448,
          9.218964,
          8.229586,
          8.6968,
          13.301196,
          10.986573,
          11.728831,
          12.046541,
          12.112365,
          11.529136,
          7.391925,
          7.999499,
          10.025823,
          8.852222,
          11.238382,
          10.817096,
          9.614532,
          10.237916,
          8.790527,
          7.865681,
          10.487201,
          9.27924,
          7.347551,
          9.096276,
          8.622498,
          7.605099,
          9.094793,
          8.056136,
          8.016398,
          8.879115,
          9.092264,
          7.747195,
          9.200779,
          8.681618,
          8.49599,
          8.949454,
          8.968622,
          7.447276,
          10.648711,
          11.074749,
          7.75323,
          7.902012,
          9.00298,
          8.368552,
          6.837338,
          8.369365,
          8.340503,
          8.812745,
          8.247203,
          8.271675,
          8.845599,
          9.229086,
          13.901803,
          11.151195,
          8.981451,
          10.429918,
          9.187742,
          8.634533,
          8.385574,
          9.332145,
          10.73995,
          15.734443,
          16.319775,
          17.22909,
          11.494618,
          12.491498,
          11.924055,
          9.403893,
          10.7858,
          9.865805,
          9.816912,
          10.32659,
          10.945004,
          9.804475,
          9.756042,
          10.685224,
          11.382994,
          9.346616,
          9.795792,
          11.11432,
          11.339921,
          11.264905,
          11.433634,
          8.89868,
          9.361675,
          10.425158,
          9.016386,
          9.422815,
          11.602947,
          9.76979,
          9.739044,
          10.802693,
          9.696534,
          8.973174,
          9.888574,
          10.495906,
          11.216112,
          10.364616,
          10.963032,
          11.656793,
          10.820833,
          10.701121,
          12.026991,
          8.800059,
          10.010647,
          10.90375,
          9.603509,
          10.637984,
          9.812884,
          10.15744,
          9.918168,
          10.342629,
          10.127481,
          12.402188,
          11.709134,
          9.19726,
          10.296015,
          9.830414,
          10.405331,
          8.957502,
          11.873051,
          11.112844,
          8.492293,
          9.9644,
          11.285758,
          8.217669,
          10.75706,
          10.936623,
          9.087928,
          10.054708,
          11.169771,
          10.328209,
          9.386234,
          10.445964,
          9.799147,
          10.120839,
          10.37415,
          11.703613,
          9.797684,
          11.509605,
          10.234127,
          12.001464,
          10.568307,
          10.364579,
          9.345074,
          10.082752,
          11.667212,
          11.085029,
          10.019209,
          9.740694,
          11.402536,
          10.980234,
          10.702977,
          10.991335,
          9.418957,
          10.681151,
          10.399482,
          9.305259,
          8.89152,
          9.39479,
          9.874929,
          10.08829,
          10.767633,
          9.383821,
          10.139203,
          11.053962,
          8.85315,
          10.250683,
          10.985598,
          10.420242,
          10.250755,
          9.867437,
          10.965645,
          10.353743,
          10.276976,
          7.809223,
          10.62203,
          9.921429,
          9.562315,
          9.543249,
          11.092536,
          9.610839,
          10.410376,
          11.911246,
          10.373275,
          11.841883,
          10.244493,
          10.962017,
          10.326967,
          11.406417,
          10.003975,
          9.783103,
          11.527662,
          9.849047,
          11.313254,
          10.306941,
          10.347915,
          9.78803,
          10.135009,
          8.903879,
          10.325321,
          10.179624,
          7.864814,
          10.442102,
          10.928844,
          10.121365,
          9.614865,
          10.517698,
          9.657107,
          9.226803,
          10.240833,
          10.180059,
          10.515876,
          12.019644,
          9.06621,
          9.866372,
          10.289357,
          8.678418,
          10.4584,
          10.487363,
          9.647185,
          8.447377,
          12.055334,
          11.257318,
          9.769022,
          10.388606,
          10.919625,
          8.738303,
          8.926543,
          11.001335,
          10.345755,
          9.829364,
          10.753288,
          11.528939,
          11.443979,
          8.710078,
          11.451842,
          11.430536,
          10.232187,
          11.480416,
          9.588713,
          9.643357,
          9.936572,
          10.997503,
          10.873248,
          12.752832,
          9.267615,
          8.960971,
          9.73453,
          9.090523,
          9.204934,
          10.684323,
          10.17299,
          8.46975,
          10.292007,
          10.152642,
          8.97834,
          8.844924,
          8.662981,
          9.907411,
          8.638514,
          8.960871,
          10.05548,
          9.056882,
          8.896221,
          10.668047,
          8.976263,
          8.925982,
          9.954913,
          9.348294,
          9.991721,
          9.458912,
          10.167189,
          9.284737,
          9.014486,
          9.117721,
          10.073175,
          10.025001,
          9.747377,
          9.874463,
          9.282952,
          9.940371,
          9.677472,
          8.838314,
          9.110236,
          12.616808,
          13.425368,
          11.42501,
          9.870682,
          9.940753,
          11.150374,
          10.890223,
          12.012468,
          9.1168,
          10.969929,
          11.951801,
          9.993468,
          10.157561,
          10.428102,
          9.811424,
          10.709189,
          9.649783,
          11.037252,
          11.243124,
          12.310272,
          9.028027,
          10.499695,
          10.810453,
          10.992629,
          10.942113,
          8.185314,
          12.300518,
          11.141085,
          10.416199,
          11.604317,
          10.353001,
          9.371523,
          11.060132,
          9.907769,
          9.213702,
          9.826523,
          9.217988,
          8.943549,
          9.18366,
          8.918448,
          10.258798,
          9.087079,
          9.117728,
          9.728866,
          9.262633,
          10.349475,
          9.700496,
          9.556466,
          10.65493,
          14.058669,
          10.334954,
          11.616685,
          10.676551,
          8.64533,
          11.670342,
          11.383853,
          11.355216,
          10.378209,
          12.194487,
          10.609244,
          11.091624,
          8.982954,
          10.711196,
          10.562535,
          8.420399,
          9.183864,
          10.131358,
          8.888957,
          9.046531,
          9.791712,
          8.871132,
          9.437398,
          9.948202,
          8.974518,
          9.245393,
          9.291201,
          9.742416,
          10.73245,
          10.997523,
          9.839192,
          12.405641,
          10.907107,
          12.919009,
          10.044901,
          9.191159,
          11.778934,
          12.229974,
          14.704254,
          16.346028,
          12.895211,
          11.361075,
          7.933356,
          12.483623,
          10.013241,
          9.089188,
          10.118495,
          8.087343,
          8.322576,
          7.72092,
          8.659435,
          10.150358,
          9.273751,
          12.672335,
          16.169866,
          12.670981,
          15.225295,
          12.68227,
          10.073189,
          11.443186,
          8.574049,
          10.101001,
          8.487571,
          8.905202,
          9.419131,
          10.192748,
          7.988084,
          9.891302,
          9.311845,
          10.644989,
          8.799935,
          9.918765,
          8.286262,
          10.926522,
          10.027503,
          10.049621,
          8.960098,
          8.101903,
          8.491983,
          8.980005,
          8.427455,
          8.720014,
          8.318176,
          9.319197,
          8.731797,
          8.956939,
          9.020231,
          9.175995,
          8.406359,
          10.578856,
          8.530144,
          9.513261,
          9.709439,
          11.077832,
          8.98049,
          10.059272,
          8.911758,
          9.09696,
          8.95883,
          8.522144,
          10.356354,
          9.07008,
          8.951994,
          9.255735,
          10.278148,
          7.487206,
          9.742271,
          9.391626,
          10.333953,
          8.703034,
          12.254844,
          11.025312,
          10.399814,
          10.057226,
          8.206264,
          8.664708,
          10.16864,
          7.891305,
          9.899587,
          9.45528,
          8.841693,
          9.007177,
          8.947845,
          8.118511,
          8.967177,
          7.994215,
          9.014274,
          10.87584,
          10.980939,
          7.006619,
          8.640314,
          12.325641,
          7.713337,
          10.437241,
          10.69403,
          9.744591,
          8.537955,
          9.806993,
          8.830495,
          8.429576,
          8.853132,
          13.039876,
          10.726502,
          10.687938,
          9.822222,
          8.720264,
          8.710162,
          11.365033,
          11.979805,
          10.747859,
          8.798527,
          9.583906,
          10.162,
          8.770899,
          10.914438,
          9.899619,
          9.232885,
          9.278472,
          9.554587,
          8.966593,
          10.068733,
          8.466035,
          9.558287,
          10.431222,
          7.860177,
          8.197885,
          9.178611,
          8.03957,
          9.229231,
          10.082173,
          7.676254,
          8.923942,
          10.184459,
          9.200404,
          9.092536,
          10.934274,
          10.059149,
          10.097869,
          10.631987,
          9.388248,
          11.67443,
          11.744846,
          9.340566,
          9.975526,
          9.26703,
          10.310348,
          11.334993,
          11.213369,
          9.565454,
          11.049577,
          8.842349,
          7.390593,
          11.10972,
          9.980465,
          8.096777,
          10.025338,
          9.873346,
          9.876814,
          13.52892,
          9.387854,
          8.203023,
          9.71042,
          8.846034,
          8.922657,
          10.422597,
          9.045862,
          8.057174,
          9.884088,
          9.214279,
          8.208144,
          10.579477,
          10.194506,
          9.792786,
          9.130832,
          10.973634,
          10.427338,
          8.493142,
          10.233464,
          10.419662,
          9.842641,
          11.114651,
          8.456088,
          7.730364,
          10.701476,
          9.433362,
          12.062941,
          9.677334,
          12.298625,
          9.874531,
          10.174945,
          10.278231,
          10.896573,
          9.199487,
          9.759668,
          10.44741,
          9.250693,
          10.202091,
          10.673786,
          8.033008,
          9.295047,
          10.313382,
          9.203238,
          7.519243,
          9.84027,
          9.483377,
          8.378448,
          10.230013,
          8.357131,
          8.734763,
          8.13729,
          9.662397,
          9.675842,
          9.412576,
          13.219225,
          9.99123,
          10.706387,
          11.015758,
          10.981811,
          11.300724,
          11.390298,
          10.091733,
          8.228438,
          8.187571,
          10.13482,
          8.581748,
          9.478147,
          10.589832,
          11.43,
          10.731554,
          9.625779,
          9.528282,
          7.861929,
          8.036241,
          8.525543,
          8.63694,
          8.02879,
          7.976076,
          8.078051,
          8.253033,
          9.913848,
          8.28638,
          8.45338,
          8.45796,
          8.314436,
          8.925924,
          7.99323,
          8.332508,
          7.684028,
          7.331922,
          8.323787,
          8.323119,
          8.267608,
          9.662962,
          11.342961,
          9.740893,
          9.996071,
          9.702817,
          9.354764,
          9.704883,
          8.207147,
          9.127101,
          9.814421,
          11.064994,
          10.789049,
          9.241044,
          9.096221,
          10.045047,
          10.926588,
          10.022818,
          8.657574,
          13.776152,
          9.345201,
          9.176806,
          7.497521,
          9.058994,
          10.880688,
          9.334214,
          8.479624,
          18.749967,
          17.360961,
          10.5346,
          10.19983,
          9.745665,
          10.009271,
          9.767938,
          8.913709,
          10.645551,
          8.747731,
          9.701056,
          10.264731,
          8.753911,
          10.257575,
          15.043679,
          13.927641,
          12.077191,
          8.052903,
          10.172761,
          11.296656,
          8.408978,
          9.298312,
          9.206761,
          9.51207,
          9.927293,
          9.26416,
          8.048019,
          9.478458,
          8.428295,
          9.829019,
          10.303947,
          11.77977,
          8.866789,
          11.554826,
          10.596665,
          9.97696,
          10.711953,
          9.193985,
          9.123311,
          7.943095,
          8.899425,
          10.015112,
          9.299191,
          8.551657,
          9.117816,
          10.588157,
          8.834583,
          9.897677,
          9.900742,
          7.809405,
          12.961604,
          9.210661,
          10.584441,
          11.337458,
          11.428569,
          9.536726,
          9.665115,
          8.328747,
          10.291055,
          8.866152,
          7.838194,
          8.985793,
          9.789329,
          7.833395,
          10.340441,
          8.582241,
          7.036057,
          9.420172,
          9.044317,
          8.278882,
          10.846804,
          11.862019,
          12.460778,
          11.707935,
          8.43436,
          9.462986,
          8.44595,
          7.093973,
          9.026176,
          7.402424,
          9.037725,
          10.636179,
          11.05784,
          13.098528,
          11.008773,
          10.287992,
          11.776735,
          9.926471,
          8.940829,
          9.108565,
          10.001509,
          10.346717,
          10.749374,
          10.909321,
          9.442569,
          9.120345,
          9.430391,
          8.710986,
          10.441623,
          10.058165,
          9.858038,
          10.769661,
          9.019572,
          10.176705,
          9.94712,
          9.067363,
          8.921142,
          11.279844,
          9.191662,
          9.703787,
          9.385775,
          9.345574,
          8.339186,
          9.456487,
          8.880578,
          9.386137,
          8.423497,
          11.831985,
          12.805724,
          11.439507,
          14.682708,
          13.836319,
          15.104479,
          13.974841,
          12.215068,
          11.84363,
          11.564972,
          10.557441,
          9.808224,
          8.934725,
          8.402013,
          6.75366,
          8.887441,
          9.015703,
          10.041615,
          9.787555,
          9.30345,
          9.06138,
          9.850564,
          8.934863,
          8.798321,
          9.149116,
          9.000866,
          8.144719,
          9.318054,
          8.350474,
          7.700855,
          8.974488,
          9.467761,
          7.99372,
          9.056746,
          11.278455,
          8.78343,
          8.474,
          9.325407,
          7.76736,
          9.369712,
          9.875577,
          10.683099,
          10.66164,
          11.842776,
          11.932657,
          12.146046,
          11.4446,
          12.09205,
          9.410588,
          10.370281,
          8.490184,
          8.113161,
          10.97426,
          11.781118,
          8.718721,
          8.619693,
          8.401201,
          8.958952,
          8.507809,
          9.386956,
          8.50957,
          9.544559,
          10.68323,
          9.802308,
          9.215998,
          9.570782,
          8.242625,
          9.669469,
          9.375263,
          8.986603,
          9.964018,
          9.861592,
          8.900504,
          8.021604,
          9.544222,
          9.674661,
          8.062936,
          8.897044,
          9.001675,
          10.044615,
          9.20727,
          8.972998,
          10.525977,
          8.397707,
          7.850025,
          9.174252,
          10.150451,
          10.142137,
          11.904144,
          9.741241,
          9.012032,
          13.072671,
          12.214779,
          12.669651,
          12.29291,
          12.236658,
          8.551683,
          10.562432,
          10.440276,
          11.578938,
          8.316407,
          9.23508,
          10.515143,
          11.119784,
          10.375248,
          8.410029,
          9.805949,
          15.920086,
          10.943229,
          10.846373,
          9.80594,
          8.015544,
          8.937395,
          9.366938,
          8.612442,
          12.979231
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106520,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10281.98813390918,
      "sampled_peak_tree_pss_bytes": 105871360,
      "max_observed_processes": 1,
      "pss_samples": 355,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:rayon/sparse-skew/16",
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 120.770477,
        "first_ms": 17.43593,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10007.603399,
        "iterations": 595,
        "validations": "first,last",
        "samples_ms": [
          20.812516,
          16.157725,
          16.455918,
          13.797882,
          16.667474,
          15.427266,
          14.330053,
          20.237787,
          22.495247,
          25.195625,
          24.376498,
          19.721919,
          16.549706,
          16.152575,
          15.087437,
          14.949503,
          17.28229,
          32.230926,
          23.858535,
          20.763964,
          16.021936,
          16.894596,
          13.547821,
          13.442302,
          14.204992,
          17.374551,
          17.918748,
          21.517192,
          19.738055,
          19.038531,
          18.495025,
          18.278149,
          15.804869,
          15.550589,
          15.37375,
          18.875279,
          22.299427,
          37.62722,
          19.279221,
          18.783677,
          17.986072,
          20.262428,
          14.095092,
          12.798792,
          15.943625,
          17.113,
          21.213169,
          14.796845,
          14.749142,
          16.596934,
          15.389574,
          19.26849,
          18.209195,
          15.084185,
          12.049405,
          15.275932,
          17.149755,
          18.27697,
          10.342476,
          10.143371,
          10.972634,
          11.372937,
          12.950431,
          16.410638,
          15.690799,
          17.223327,
          15.224243,
          15.3373,
          14.00705,
          15.426794,
          14.305966,
          14.199647,
          13.622432,
          13.476267,
          12.710951,
          18.952217,
          21.204776,
          17.125289,
          20.694193,
          17.984289,
          16.253646,
          16.298438,
          13.064482,
          14.858598,
          12.832632,
          13.144594,
          12.697462,
          26.535896,
          21.81966,
          21.990817,
          16.294103,
          14.204304,
          14.59346,
          12.991494,
          12.065742,
          12.77272,
          12.803309,
          13.289546,
          27.452106,
          17.414259,
          18.188752,
          17.792128,
          16.098957,
          14.059392,
          16.791777,
          14.440193,
          13.486899,
          15.305826,
          18.369434,
          23.985137,
          31.539556,
          16.339549,
          15.404922,
          18.745476,
          18.924709,
          15.970497,
          16.811765,
          17.116447,
          17.239844,
          18.043652,
          16.467062,
          16.629773,
          18.247337,
          19.797102,
          18.101915,
          21.591611,
          15.314927,
          15.887315,
          18.5511,
          22.294043,
          16.18688,
          20.315343,
          15.153924,
          14.404909,
          17.130208,
          15.231143,
          17.991575,
          15.106908,
          16.666374,
          21.287794,
          20.140715,
          19.452499,
          21.691959,
          14.081492,
          16.092744,
          13.970508,
          13.329787,
          12.567323,
          12.359662,
          12.029238,
          14.522129,
          24.451603,
          22.836319,
          21.057698,
          16.240984,
          13.024818,
          12.643111,
          12.909821,
          14.424905,
          14.385553,
          12.15771,
          14.110394,
          18.161546,
          18.420999,
          16.984437,
          21.267915,
          17.499195,
          16.931219,
          15.026279,
          14.136222,
          13.466182,
          18.446267,
          14.587286,
          24.754073,
          26.972554,
          17.133349,
          17.720957,
          16.269614,
          18.343638,
          14.483859,
          13.841626,
          13.334951,
          14.5789,
          21.064214,
          13.150437,
          12.002538,
          12.794409,
          12.574583,
          14.766619,
          17.244841,
          16.521289,
          12.151036,
          12.45618,
          12.612105,
          12.411182,
          15.750926,
          13.562585,
          20.309806,
          17.260353,
          19.55797,
          15.27298,
          12.17122,
          13.11479,
          12.808226,
          12.243409,
          12.568964,
          12.865669,
          11.669978,
          14.424161,
          23.654882,
          17.523838,
          20.590261,
          17.657249,
          16.66598,
          14.718209,
          13.620672,
          14.941526,
          13.400863,
          16.285681,
          19.244932,
          18.897801,
          19.81388,
          19.519354,
          21.557037,
          17.524247,
          15.903339,
          12.716388,
          14.453963,
          17.227133,
          14.33627,
          23.293649,
          23.78039,
          21.895958,
          16.782947,
          15.142474,
          13.6215,
          13.020461,
          15.62366,
          13.401591,
          17.161315,
          22.187827,
          29.521239,
          17.227501,
          14.148009,
          13.491596,
          15.849438,
          20.29637,
          13.036433,
          12.976547,
          13.570605,
          15.266083,
          17.722356,
          14.505154,
          12.169996,
          12.681748,
          12.592277,
          12.259042,
          14.906755,
          20.808131,
          18.118764,
          19.066765,
          17.716818,
          20.284622,
          17.609324,
          22.79888,
          17.290582,
          17.71012,
          14.451515,
          14.849182,
          14.701971,
          13.739427,
          14.27262,
          16.654456,
          19.414949,
          19.665607,
          17.777331,
          22.187497,
          28.409618,
          17.442465,
          18.040668,
          28.125793,
          19.997674,
          17.237819,
          22.313314,
          19.463115,
          21.884887,
          18.899643,
          14.136462,
          15.202549,
          13.025612,
          13.088045,
          15.020581,
          14.152145,
          20.790398,
          15.281085,
          20.468315,
          19.632496,
          21.114739,
          14.012789,
          13.184169,
          12.906665,
          12.287608,
          13.833196,
          13.261419,
          15.012166,
          12.777227,
          29.667019,
          24.277941,
          16.078607,
          18.378314,
          18.383896,
          16.56449,
          11.536516,
          12.442606,
          12.579964,
          14.071545,
          22.39408,
          16.116817,
          14.014406,
          13.26714,
          18.115995,
          18.940755,
          23.340293,
          15.0138,
          12.993839,
          14.39056,
          12.8149,
          19.397314,
          18.234945,
          11.480783,
          14.46248,
          22.782451,
          24.624393,
          19.783716,
          19.877406,
          21.061599,
          15.231859,
          12.656744,
          13.336833,
          13.47678,
          12.095549,
          11.830192,
          16.384172,
          21.132655,
          20.753491,
          24.555091,
          17.779049,
          13.619575,
          12.637862,
          13.608672,
          12.128274,
          13.080773,
          12.897697,
          13.060261,
          19.004948,
          24.17543,
          21.057764,
          22.976174,
          15.430684,
          13.488478,
          12.9455,
          15.875494,
          16.543576,
          15.569528,
          17.528102,
          19.890701,
          21.944679,
          17.831241,
          17.050796,
          16.189707,
          16.546283,
          15.060449,
          14.031617,
          13.954671,
          16.517984,
          22.972659,
          26.007172,
          19.0586,
          13.698822,
          13.300869,
          11.614687,
          11.926878,
          12.562897,
          17.800131,
          18.652919,
          12.267143,
          12.959926,
          13.10689,
          13.433706,
          16.09152,
          18.907514,
          12.864106,
          13.204156,
          13.052006,
          12.771738,
          15.901558,
          20.512886,
          15.456178,
          15.94001,
          12.933273,
          15.72402,
          17.63715,
          20.280868,
          17.425932,
          20.285343,
          14.644073,
          16.878011,
          16.134427,
          14.626616,
          16.34119,
          16.539387,
          20.210377,
          19.778118,
          19.466561,
          17.340917,
          16.764115,
          14.564725,
          15.05777,
          14.689515,
          13.88329,
          14.271517,
          12.900263,
          15.498276,
          19.904122,
          24.402018,
          18.817232,
          20.92665,
          14.59916,
          14.133486,
          13.210711,
          16.516455,
          13.403133,
          14.039515,
          12.957103,
          25.965163,
          22.526277,
          22.728113,
          15.899185,
          14.03086,
          13.525388,
          13.639396,
          13.73913,
          12.514257,
          15.816151,
          17.407042,
          27.046044,
          20.721147,
          16.534238,
          13.795415,
          19.096135,
          18.6612,
          16.773946,
          14.153993,
          15.531645,
          21.922092,
          13.749763,
          12.05476,
          12.787178,
          11.879443,
          14.759915,
          16.172501,
          14.218704,
          12.454569,
          14.12553,
          14.042549,
          16.03219,
          16.359399,
          16.765274,
          22.804275,
          21.815243,
          18.808382,
          16.410508,
          15.1778,
          12.394064,
          13.533079,
          11.768653,
          13.456966,
          13.280139,
          12.012093,
          22.411565,
          24.680352,
          20.95959,
          16.802329,
          17.436137,
          15.801195,
          15.519372,
          17.458631,
          15.245184,
          13.880951,
          22.208222,
          22.205572,
          23.02761,
          13.630148,
          13.755981,
          12.395158,
          12.423748,
          11.136381,
          14.07884,
          12.030535,
          11.991526,
          23.121425,
          24.328344,
          23.228088,
          15.067212,
          12.795117,
          14.788981,
          13.423088,
          13.076764,
          14.243065,
          15.538473,
          11.259011,
          23.141719,
          27.295262,
          16.90171,
          18.832315,
          17.018383,
          22.680036,
          14.932609,
          14.591332,
          19.969057,
          20.637907,
          17.169343,
          15.750067,
          17.856919,
          17.538615,
          19.416564,
          15.312379,
          16.822331,
          17.086144,
          20.839797,
          22.667037,
          17.156684,
          21.315192,
          15.497765,
          14.575048,
          14.34646,
          13.505223,
          13.897486,
          14.450629,
          12.277784,
          13.14159,
          25.260748,
          21.316659,
          16.520823,
          16.729744,
          15.302228,
          13.370838,
          12.762713,
          11.890684,
          13.214048,
          13.38108,
          11.481655,
          15.654192,
          18.028224,
          22.840869,
          23.414383,
          15.281248,
          14.154913,
          13.318834,
          12.975287,
          11.684862,
          15.447586,
          14.226403,
          21.049965,
          19.677859,
          18.76903,
          18.625573,
          18.958394,
          17.338161,
          15.828447,
          16.798922,
          17.189355,
          20.579345,
          27.592393,
          33.319245,
          22.569636,
          19.959768,
          25.149775,
          20.888234,
          29.679677,
          20.735097,
          22.79967,
          15.459313,
          13.439385,
          13.771828,
          16.62334,
          18.349967,
          19.154572,
          13.915145,
          12.324892,
          13.02402,
          12.816897,
          14.554968,
          17.074105,
          22.117334
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10281.060202978551,
      "sampled_peak_tree_pss_bytes": 105183232,
      "max_observed_processes": 1,
      "pss_samples": 478,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:std-scoped/sparse-skew/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 118.451965,
        "first_ms": 29.986594,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10011.635647,
        "iterations": 385,
        "validations": "first,last",
        "samples_ms": [
          39.816487,
          27.194355,
          22.316108,
          29.918578,
          47.011783,
          25.0192,
          29.89818,
          22.882101,
          27.953391,
          24.775182,
          19.48608,
          25.240589,
          20.676536,
          17.967984,
          18.314376,
          24.864859,
          30.377206,
          30.025823,
          22.38085,
          20.165096,
          17.160985,
          21.777005,
          36.689196,
          31.134548,
          21.051127,
          25.24649,
          22.015607,
          20.571282,
          33.99793,
          28.741896,
          22.110903,
          22.24679,
          18.250322,
          28.034929,
          37.185109,
          25.067352,
          23.537327,
          20.86537,
          26.57801,
          41.305703,
          27.395637,
          29.658529,
          25.799051,
          25.24471,
          29.561101,
          19.238675,
          26.883842,
          22.068383,
          18.806452,
          19.991109,
          26.491331,
          29.899639,
          27.00043,
          20.859023,
          17.6274,
          21.365223,
          33.000466,
          29.720206,
          24.882445,
          24.633856,
          24.122539,
          22.127569,
          37.823923,
          28.70551,
          24.560612,
          18.560708,
          20.812778,
          16.408001,
          34.091428,
          30.734693,
          23.278312,
          22.305803,
          26.947593,
          39.737326,
          24.423909,
          24.795793,
          25.844429,
          18.458021,
          24.064408,
          28.538393,
          21.852982,
          21.780102,
          25.820975,
          22.125728,
          21.551913,
          22.511781,
          33.311021,
          24.922947,
          18.286298,
          21.801757,
          23.14756,
          19.199121,
          29.355108,
          31.635687,
          24.952759,
          22.247204,
          18.503142,
          18.288462,
          29.697179,
          36.213803,
          24.838089,
          21.170148,
          22.365437,
          30.510767,
          30.738805,
          33.277768,
          27.563073,
          29.8285,
          39.893111,
          27.399459,
          31.68826,
          17.023425,
          16.915194,
          19.326515,
          28.074091,
          23.091263,
          19.382878,
          26.996492,
          19.064081,
          26.184363,
          22.362343,
          32.470709,
          25.244117,
          22.050464,
          24.828244,
          16.741643,
          26.80681,
          29.965273,
          27.9727,
          20.829719,
          21.997153,
          17.485841,
          26.31202,
          31.30391,
          28.871029,
          25.896872,
          18.805342,
          22.074166,
          32.92136,
          37.471075,
          26.360014,
          25.318944,
          22.126795,
          44.95882,
          23.566256,
          27.604294,
          23.775835,
          22.694637,
          24.260375,
          28.313674,
          20.080668,
          30.157516,
          22.381801,
          18.325239,
          23.578027,
          30.862866,
          29.226864,
          24.077831,
          19.254037,
          21.038466,
          17.881986,
          33.107853,
          32.324977,
          27.446401,
          24.202602,
          22.586136,
          35.240499,
          32.809837,
          24.018364,
          19.386148,
          21.4823,
          27.780562,
          34.216588,
          30.3422,
          23.045657,
          25.469416,
          39.218361,
          31.675225,
          28.302614,
          29.065036,
          22.834574,
          22.342776,
          28.800149,
          24.19809,
          27.582256,
          22.24317,
          21.530368,
          24.989679,
          32.342807,
          24.658539,
          21.062909,
          20.886894,
          23.866796,
          28.900222,
          33.271851,
          25.115578,
          25.377757,
          23.394234,
          20.035727,
          31.144938,
          32.071472,
          24.941651,
          19.303184,
          22.408719,
          20.164174,
          28.47953,
          34.739205,
          22.300763,
          22.509663,
          21.990006,
          34.090905,
          33.343618,
          23.354139,
          27.974738,
          19.595167,
          22.838243,
          30.908683,
          21.988245,
          17.73148,
          29.073011,
          21.232387,
          21.427176,
          21.616635,
          31.757667,
          28.510945,
          18.666353,
          21.603211,
          23.327063,
          22.162027,
          34.87686,
          27.823344,
          23.733975,
          18.742709,
          21.524616,
          27.55597,
          30.76458,
          29.639175,
          21.491702,
          24.469565,
          21.54574,
          33.170163,
          29.289098,
          25.880733,
          22.894446,
          22.827999,
          24.203155,
          44.569362,
          18.9416,
          26.019123,
          24.865208,
          21.953407,
          23.106195,
          23.84231,
          21.393611,
          20.097841,
          27.649582,
          21.45838,
          18.659076,
          25.678594,
          30.323694,
          28.739819,
          24.921483,
          21.653069,
          19.524553,
          25.201483,
          32.323844,
          28.227789,
          26.212397,
          25.766115,
          19.367554,
          31.073748,
          33.864733,
          27.54296,
          22.506981,
          27.580833,
          26.426122,
          32.903017,
          28.645011,
          24.230337,
          21.980154,
          25.755981,
          47.343638,
          25.701108,
          29.281903,
          23.370956,
          22.826345,
          26.4963,
          23.427724,
          27.831798,
          26.48089,
          18.922721,
          19.667256,
          27.226013,
          31.075824,
          29.417813,
          26.483923,
          24.751689,
          26.846071,
          22.567947,
          35.974653,
          30.33217,
          21.482557,
          22.036778,
          20.951389,
          26.648423,
          39.156896,
          26.589829,
          20.894996,
          16.563757,
          22.757854,
          39.772828,
          29.75689,
          26.778336,
          22.920569,
          21.249115,
          33.601903,
          34.403933,
          21.616787,
          29.795007,
          25.761477,
          26.332113,
          20.303921,
          26.489326,
          32.920952,
          21.884418,
          22.35714,
          17.723432,
          25.801373,
          31.600897,
          25.660472,
          22.249357,
          24.051556,
          22.363157,
          30.324382,
          27.653713,
          23.016265,
          24.533914,
          24.673288,
          26.243253,
          33.994687,
          29.331389,
          28.999722,
          21.938766,
          23.020176,
          32.512777,
          29.913271,
          27.749199,
          19.19012,
          21.942235,
          29.162154,
          36.608159,
          22.220284,
          28.751991,
          21.984745,
          21.365519,
          25.892344,
          24.75222,
          25.205042,
          29.327299,
          21.837955,
          26.55407,
          31.981894,
          26.887633,
          21.910418,
          17.679583,
          22.655342,
          32.364958,
          35.815697,
          21.003568,
          23.011764,
          23.109064,
          17.558398,
          48.220843,
          33.002202,
          26.956058,
          21.349124,
          28.564518,
          49.189553,
          33.481505,
          20.995944,
          21.069862,
          32.263632,
          46.238074,
          22.439009,
          29.248224
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10290.493480977602,
      "sampled_peak_tree_pss_bytes": 104721408,
      "max_observed_processes": 1,
      "pss_samples": 578,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:process-shared/sparse-skew/16",
        "language": "python",
        "backend": "process-shared",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 3441.574756987393,
        "first_ms": 1005.7103090221062,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 11024.22557596583,
        "iterations": 12,
        "validation_scope": "first,last",
        "samples_ms": [
          896.2700420524925,
          930.3105019498616,
          962.067149928771,
          949.5243859710172,
          903.4924120642245,
          918.812197051011,
          873.3647650806233,
          919.5715320529416,
          878.234415082261,
          832.3340790811926,
          864.776465925388,
          1095.3924420755357
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      },
      "process_wall_ms": 15921.269714017399,
      "sampled_peak_tree_pss_bytes": 285631488,
      "max_observed_processes": 18,
      "pss_samples": 404,
      "stderr": ""
    },
    {
      "case": {
        "id": "rust:std-scoped/dense/16",
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 128.538323,
        "first_ms": 15.229356,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10004.294954,
        "iterations": 555,
        "validations": "first,last",
        "samples_ms": [
          17.441758,
          14.925063,
          19.019403,
          24.68362,
          29.038537,
          16.044848,
          22.999969,
          20.877223,
          19.466272,
          19.156021,
          16.83802,
          16.00271,
          13.826024,
          16.4975,
          12.92183,
          23.893442,
          14.920981,
          13.620118,
          13.748645,
          14.573138,
          12.329109,
          14.877705,
          14.176751,
          13.877327,
          11.963525,
          12.368111,
          9.922326,
          12.807076,
          14.621348,
          10.486945,
          13.149997,
          13.520601,
          10.799044,
          11.373522,
          29.606475,
          17.635991,
          18.654858,
          16.5004,
          18.185369,
          16.341506,
          20.16106,
          15.21599,
          16.416422,
          17.001521,
          16.712568,
          15.283284,
          20.752857,
          19.679004,
          15.464016,
          16.832995,
          15.257686,
          21.283271,
          14.459359,
          19.322142,
          17.132183,
          15.856255,
          22.008159,
          20.186606,
          18.809924,
          15.28995,
          19.02072,
          17.298201,
          14.357027,
          16.547413,
          13.506774,
          16.189982,
          12.958807,
          14.126878,
          17.020394,
          14.960263,
          22.797569,
          19.985708,
          16.98213,
          18.194539,
          15.098201,
          14.782632,
          20.461538,
          20.090017,
          13.00833,
          19.946834,
          13.392043,
          23.61619,
          21.837947,
          18.789673,
          20.005628,
          18.909179,
          17.615355,
          15.045124,
          14.88938,
          16.554459,
          17.244255,
          18.302408,
          17.850721,
          22.28943,
          16.586232,
          22.688786,
          14.684733,
          18.896401,
          17.945558,
          16.553305,
          17.606647,
          18.822143,
          16.090605,
          13.483427,
          16.645855,
          12.939108,
          14.231683,
          37.527955,
          18.286328,
          19.769333,
          19.510868,
          16.646289,
          19.284313,
          19.349509,
          17.386167,
          18.284393,
          17.909935,
          21.571818,
          16.813891,
          16.710853,
          18.429154,
          19.302707,
          17.326021,
          16.777838,
          15.184908,
          14.014268,
          18.283539,
          18.405112,
          25.697426,
          16.883942,
          20.642333,
          18.485209,
          16.752441,
          16.406282,
          15.220216,
          15.86171,
          17.007861,
          15.028142,
          19.210615,
          18.92137,
          24.54662,
          18.34595,
          21.896584,
          17.213783,
          16.376565,
          17.844882,
          14.456701,
          18.272048,
          16.54625,
          20.246102,
          21.023725,
          20.392787,
          26.763709,
          14.765586,
          17.769203,
          18.546254,
          18.094465,
          15.682633,
          19.738215,
          19.38044,
          21.527415,
          18.630778,
          14.282169,
          20.264037,
          18.116733,
          15.026568,
          16.182831,
          13.198482,
          17.484669,
          18.244555,
          19.116943,
          25.036126,
          26.426775,
          19.566425,
          15.896238,
          16.982919,
          18.964664,
          17.640382,
          16.664982,
          18.192228,
          17.506185,
          22.393091,
          14.490498,
          16.86477,
          15.803546,
          13.738489,
          19.534323,
          20.109556,
          14.553788,
          16.026693,
          18.765953,
          18.836985,
          14.313068,
          20.209234,
          21.071373,
          17.97527,
          20.082707,
          13.169324,
          17.834068,
          15.334638,
          17.646511,
          13.448343,
          19.205179,
          16.073689,
          21.334678,
          23.8693,
          15.847109,
          24.711219,
          18.742047,
          19.097338,
          15.564882,
          16.983799,
          14.52926,
          19.34259,
          13.971763,
          15.082547,
          25.017872,
          19.832108,
          22.744723,
          17.06959,
          24.828707,
          15.428218,
          20.495277,
          13.96979,
          19.672591,
          16.158969,
          21.170107,
          18.308838,
          21.419652,
          15.851649,
          20.98772,
          14.048569,
          18.061111,
          17.756792,
          14.126015,
          17.473348,
          18.826587,
          14.800142,
          36.864679,
          20.557917,
          20.250564,
          18.362037,
          18.676977,
          18.621477,
          17.145665,
          20.895299,
          18.634636,
          19.873654,
          14.998089,
          15.127815,
          14.224641,
          17.656412,
          18.152215,
          20.854905,
          15.334509,
          16.530893,
          13.149196,
          17.171606,
          18.094009,
          17.174455,
          18.57274,
          20.238209,
          15.102009,
          20.228196,
          13.945328,
          15.880424,
          17.656063,
          13.170718,
          19.277939,
          14.599437,
          14.317806,
          20.292344,
          19.752751,
          22.043576,
          21.850116,
          15.641536,
          17.471921,
          13.43391,
          18.003313,
          18.226237,
          19.056709,
          15.957405,
          21.111963,
          19.02741,
          19.912951,
          17.93896,
          16.666286,
          17.451614,
          17.770392,
          18.131729,
          15.584818,
          17.010495,
          13.343417,
          26.374817,
          20.822257,
          18.655485,
          16.137696,
          14.622739,
          18.140085,
          17.470285,
          15.277473,
          17.288604,
          16.415729,
          19.300907,
          27.847418,
          20.670911,
          11.622944,
          27.128794,
          17.088707,
          18.838848,
          20.076645,
          15.081704,
          22.17025,
          14.944739,
          17.528058,
          16.881005,
          20.369152,
          19.080835,
          19.1516,
          24.897249,
          15.866351,
          17.896713,
          14.561066,
          20.685993,
          16.061757,
          24.526393,
          15.345729,
          19.654914,
          15.582349,
          21.114221,
          15.67914,
          18.834552,
          18.714305,
          19.690255,
          22.949835,
          20.068445,
          15.701865,
          21.48793,
          19.862669,
          27.292241,
          17.255464,
          15.347293,
          16.189909,
          17.072511,
          14.903726,
          19.011279,
          15.778127,
          19.848094,
          18.520871,
          20.211011,
          18.470949,
          19.246501,
          20.905371,
          15.635929,
          18.85108,
          16.595712,
          20.295281,
          16.015607,
          17.596715,
          15.200252,
          19.1751,
          16.668228,
          21.728657,
          19.724216,
          20.748241,
          17.949977,
          20.0252,
          16.696163,
          17.260317,
          19.619774,
          14.106473,
          17.310155,
          14.596189,
          15.794553,
          20.828149,
          23.969621,
          20.23077,
          28.787065,
          18.534231,
          18.44254,
          17.584872,
          16.604387,
          14.162057,
          15.386059,
          21.354391,
          20.762866,
          28.812825,
          24.312108,
          16.803425,
          18.08458,
          13.919768,
          19.148322,
          15.346909,
          19.724136,
          12.387812,
          19.918738,
          12.92825,
          20.689245,
          18.065925,
          16.957427,
          18.033642,
          13.975237,
          19.452645,
          15.374712,
          19.438638,
          12.668148,
          18.62166,
          12.878879,
          19.01449,
          13.822229,
          15.740393,
          15.701969,
          18.848448,
          22.955297,
          19.113173,
          17.733982,
          16.697648,
          16.289489,
          14.887047,
          17.314297,
          16.392747,
          16.07336,
          15.123986,
          20.075417,
          23.727741,
          18.101464,
          19.555397,
          13.640486,
          18.201784,
          14.476603,
          17.1097,
          14.902103,
          14.41717,
          18.362154,
          17.451497,
          18.523162,
          20.438125,
          18.088028,
          21.690586,
          22.729933,
          14.93539,
          19.532288,
          12.903279,
          13.400368,
          12.424792,
          21.130089,
          19.012603,
          16.800768,
          23.61405,
          20.427868,
          20.174328,
          16.607227,
          19.926245,
          13.546275,
          19.255582,
          15.552512,
          17.854892,
          22.163017,
          29.72758,
          23.457874,
          15.985979,
          18.306656,
          19.760474,
          19.254658,
          16.726028,
          17.496361,
          15.29797,
          15.605185,
          21.422254,
          18.186351,
          13.608972,
          13.889642,
          18.738307,
          19.790107,
          17.051856,
          20.459761,
          14.419009,
          17.033689,
          14.590293,
          15.326947,
          19.674671,
          22.928643,
          19.835551,
          21.877132,
          14.713133,
          19.633875,
          14.48024,
          15.605595,
          17.61358,
          15.08327,
          14.71457,
          20.097298,
          22.477102,
          21.020886,
          15.809985,
          20.735331,
          16.369581,
          16.112899,
          19.804143,
          15.887766,
          13.826064,
          18.382194,
          13.723132,
          18.870172,
          21.643103,
          20.886685,
          15.673117,
          23.177891,
          20.339945,
          13.056951,
          20.346227,
          11.45996,
          16.229437,
          13.163331,
          18.190688,
          17.715929,
          21.618879,
          21.456833,
          25.268783,
          16.397164,
          18.126658,
          16.12773,
          18.946384,
          16.863332,
          15.805087,
          19.228382,
          30.80546,
          24.794668,
          22.218551,
          21.508889,
          20.978747,
          14.985008,
          15.942898,
          19.110314,
          18.924398,
          14.28121,
          22.728388,
          14.648028,
          15.75523,
          17.340273,
          31.105888,
          16.892996,
          19.566014,
          20.987448,
          17.93715,
          15.765517,
          19.461978,
          15.972915,
          20.212133,
          18.827168,
          17.084466,
          20.627758,
          16.498814,
          19.849221,
          16.040748
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      },
      "process_wall_ms": 10272.953364998102,
      "sampled_peak_tree_pss_bytes": 135306240,
      "max_observed_processes": 1,
      "pss_samples": 324,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:std-thread/sparse-skew/16",
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 2,
        "setup_ms": 128.980362,
        "first_ms": 34.891302,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10011.399745,
        "iterations": 362,
        "validations": "first,last",
        "samples_ms": [
          23.455878,
          17.855283,
          27.546342,
          45.110574,
          32.437404,
          33.422483,
          23.311262,
          30.751998,
          23.585246,
          27.050013,
          28.498456,
          25.515087,
          26.565253,
          31.225767,
          30.479541,
          23.180001,
          25.323513,
          25.310559,
          32.113336,
          33.795309,
          25.469352,
          25.007953,
          26.229827,
          38.352892,
          29.829971,
          23.572209,
          25.409787,
          28.767983,
          31.181647,
          31.861464,
          23.428256,
          29.048025,
          44.275499,
          34.20641,
          33.149963,
          23.364709,
          32.21763,
          23.34855,
          18.817814,
          28.253566,
          17.069462,
          25.322792,
          26.60663,
          27.894716,
          28.093626,
          22.721701,
          25.861548,
          21.55059,
          31.907974,
          33.6438,
          23.797607,
          26.435309,
          22.419085,
          26.88655,
          36.529825,
          28.704836,
          26.771221,
          22.128309,
          31.008092,
          33.505082,
          38.755345,
          34.659613,
          22.504722,
          41.598086,
          34.550567,
          35.411546,
          24.025985,
          28.462528,
          26.451394,
          25.129084,
          32.546058,
          22.728244,
          23.881363,
          33.846186,
          32.954637,
          23.266188,
          16.96227,
          23.983027,
          27.850533,
          29.485938,
          34.867884,
          23.70239,
          26.075949,
          27.211049,
          32.210734,
          30.873743,
          25.032902,
          25.548636,
          26.916859,
          32.704901,
          29.288502,
          24.928559,
          25.485671,
          38.065914,
          39.14554,
          24.788337,
          29.783012,
          22.266327,
          30.597596,
          22.606412,
          17.480942,
          30.090309,
          22.855815,
          17.21085,
          26.886959,
          33.265128,
          27.845666,
          25.030644,
          21.607715,
          25.683526,
          35.463801,
          29.473174,
          22.000383,
          21.008124,
          19.120003,
          19.795741,
          17.599327,
          42.222575,
          35.668994,
          25.59988,
          22.801603,
          25.686156,
          35.93365,
          32.484281,
          23.985969,
          17.258195,
          27.782526,
          44.793199,
          34.540967,
          33.042996,
          23.056395,
          31.996245,
          24.78053,
          26.619149,
          24.672452,
          25.494628,
          24.366736,
          30.160035,
          35.075185,
          22.537292,
          26.444386,
          21.809319,
          31.670374,
          35.252699,
          24.681162,
          26.28985,
          23.100687,
          32.120782,
          30.725199,
          27.156568,
          25.1712,
          22.546528,
          30.482743,
          32.959198,
          26.613819,
          26.847524,
          25.590392,
          43.025434,
          29.828312,
          27.246472,
          20.236425,
          28.459159,
          26.218093,
          28.085301,
          25.226333,
          26.759209,
          22.336995,
          27.436611,
          33.896649,
          34.002471,
          23.864905,
          24.709483,
          21.928742,
          32.202121,
          29.257735,
          22.401953,
          24.561777,
          24.312149,
          28.882201,
          28.1308,
          32.134998,
          23.739905,
          25.887459,
          28.638812,
          35.017584,
          32.149106,
          23.360858,
          28.618106,
          44.061337,
          28.259565,
          25.378658,
          27.337951,
          26.469251,
          28.634944,
          16.983009,
          27.582226,
          27.654985,
          29.825762,
          27.52041,
          29.850957,
          27.413527,
          25.94125,
          21.795272,
          16.897674,
          26.413891,
          33.853487,
          33.84982,
          22.611601,
          26.132171,
          27.67274,
          31.935551,
          27.601777,
          26.918453,
          22.770493,
          29.35893,
          36.170218,
          27.448623,
          24.741195,
          18.720917,
          30.043129,
          46.999322,
          30.950145,
          26.809964,
          28.019632,
          29.166727,
          14.83284,
          26.288891,
          27.987107,
          26.299239,
          26.089578,
          31.318821,
          30.949453,
          22.88377,
          24.801041,
          22.668514,
          30.150705,
          35.335302,
          25.262057,
          25.853584,
          21.891792,
          19.427698,
          32.098111,
          32.75916,
          25.615535,
          26.207592,
          24.168465,
          33.492475,
          31.270912,
          24.524173,
          25.433877,
          40.222395,
          36.523512,
          23.35965,
          29.727877,
          16.571866,
          32.923267,
          22.65408,
          27.990612,
          26.178605,
          24.873445,
          27.433441,
          30.184358,
          30.569562,
          23.147861,
          24.152034,
          22.547946,
          31.959582,
          34.546719,
          24.758569,
          18.410078,
          24.320493,
          26.420114,
          32.536409,
          30.554033,
          24.4405,
          25.847131,
          32.765288,
          35.353339,
          26.409107,
          27.684575,
          26.025482,
          43.967913,
          24.005179,
          27.572995,
          32.091717,
          18.686163,
          32.234576,
          22.568157,
          27.696819,
          25.896352,
          28.626485,
          26.626753,
          32.02732,
          26.395521,
          23.381515,
          16.20505,
          21.556619,
          29.628608,
          34.084473,
          28.47711,
          23.390783,
          22.683001,
          27.453296,
          36.279964,
          34.790805,
          19.29838,
          23.232576,
          18.582097,
          33.222652,
          32.704877,
          27.995356,
          25.645278,
          22.876375,
          31.992682,
          39.262943,
          21.599857,
          29.698517,
          25.174375,
          28.80957,
          24.483449,
          28.011119,
          27.787471,
          26.025499,
          27.482803,
          30.71862,
          31.525283,
          22.849557,
          24.382154,
          21.001947,
          32.675612,
          34.710771,
          24.456207,
          26.861859,
          22.785523,
          32.421299,
          27.818906,
          25.518255,
          19.631303,
          25.283811,
          25.518673,
          32.260519,
          32.875538,
          25.31701,
          17.028606,
          17.161491,
          31.509749,
          44.231638,
          25.110176,
          30.540429,
          23.327345,
          29.547625,
          26.158765,
          26.438543,
          28.302075,
          21.782383,
          22.516044,
          29.073458,
          26.055868,
          28.509993,
          29.943185,
          16.977111,
          22.243816
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105840,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10308.55084292125,
      "sampled_peak_tree_pss_bytes": 104875008,
      "max_observed_processes": 1,
      "pss_samples": 587,
      "stderr": ""
    },
    {
      "case": {
        "id": "cpp:omp-dynamic/dense/16",
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 158.368475,
        "first_ms": 15.601342,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.63121,
        "iterations": 745,
        "validations": "first,last",
        "samples_ms": [
          13.480301,
          12.17056,
          13.456817,
          14.966058,
          12.329586,
          12.866033,
          12.756963,
          24.62107,
          22.947235,
          12.676116,
          16.108328,
          13.161524,
          13.139272,
          13.770879,
          13.109921,
          11.776548,
          14.029066,
          11.786792,
          13.844436,
          13.184479,
          12.70106,
          12.258109,
          15.037798,
          12.136947,
          11.869446,
          12.038085,
          12.25854,
          14.008715,
          13.829184,
          13.461101,
          15.807435,
          11.937586,
          10.991214,
          11.277877,
          11.767521,
          12.227411,
          13.517672,
          13.207288,
          15.246387,
          12.458041,
          13.306071,
          13.014616,
          13.691731,
          13.318942,
          12.529413,
          12.028908,
          11.686091,
          11.579089,
          12.738698,
          12.138693,
          11.911573,
          12.856716,
          13.362497,
          12.869217,
          13.579012,
          10.144494,
          17.341853,
          14.756508,
          13.252556,
          13.104563,
          12.778325,
          14.258054,
          11.779838,
          13.8011,
          11.100166,
          15.658809,
          12.332159,
          12.885976,
          13.133687,
          11.361027,
          9.834997,
          13.756761,
          12.209032,
          11.258414,
          10.540755,
          12.35361,
          10.669546,
          12.248803,
          10.756528,
          15.850879,
          14.390622,
          15.305368,
          15.414838,
          14.877003,
          15.113692,
          16.711673,
          13.181839,
          16.316115,
          11.77755,
          11.625216,
          11.33718,
          13.230485,
          13.5271,
          14.347105,
          13.930099,
          13.10803,
          13.889223,
          13.917673,
          13.602303,
          20.019033,
          16.57236,
          16.101388,
          18.800038,
          12.991233,
          15.515531,
          14.063174,
          14.305192,
          12.078701,
          18.104181,
          13.120984,
          11.341868,
          12.722881,
          13.759984,
          13.249443,
          13.271042,
          12.363043,
          12.199375,
          11.920354,
          12.304661,
          15.816555,
          12.09308,
          12.980152,
          14.877724,
          14.533475,
          13.102123,
          11.454421,
          12.617325,
          14.529044,
          16.747459,
          12.623676,
          13.235434,
          15.992938,
          13.07574,
          11.921537,
          11.671138,
          11.535795,
          10.944751,
          15.032642,
          11.89872,
          12.86705,
          12.458557,
          11.301978,
          14.567887,
          17.074651,
          22.648725,
          21.100285,
          12.312924,
          16.518445,
          13.121195,
          12.167966,
          14.047178,
          13.364303,
          14.615383,
          11.279106,
          13.723849,
          14.82961,
          12.155013,
          12.237993,
          13.527153,
          12.11872,
          15.040256,
          11.194795,
          10.843261,
          12.705779,
          12.496269,
          13.735665,
          13.070155,
          13.291917,
          15.103866,
          12.577486,
          13.985412,
          13.343463,
          12.778552,
          10.357062,
          12.85747,
          11.12191,
          10.532535,
          15.962379,
          17.015382,
          13.359642,
          13.29066,
          12.261424,
          12.164035,
          12.998802,
          11.021794,
          11.873452,
          15.517361,
          13.395282,
          12.97859,
          14.103899,
          13.663313,
          11.958525,
          13.795778,
          10.658745,
          14.247521,
          14.701263,
          14.882436,
          14.256208,
          15.878055,
          13.218507,
          14.539803,
          18.666026,
          15.538693,
          15.830344,
          12.064276,
          11.022594,
          12.263366,
          12.775353,
          11.276498,
          11.697325,
          12.68283,
          15.445166,
          12.045045,
          12.994849,
          13.746501,
          10.084178,
          14.115022,
          14.032055,
          10.981847,
          11.321985,
          16.57488,
          12.383236,
          13.915029,
          12.100275,
          15.584811,
          15.249047,
          11.614459,
          11.653901,
          16.813833,
          12.66406,
          13.26654,
          11.708674,
          11.472872,
          13.462821,
          13.202806,
          11.630694,
          11.327701,
          13.38087,
          10.768063,
          11.935412,
          15.008302,
          13.181184,
          13.284542,
          13.378461,
          14.095364,
          12.855402,
          12.875716,
          15.197076,
          16.265187,
          14.792738,
          12.606219,
          13.370782,
          17.359619,
          13.592303,
          14.124464,
          12.362748,
          14.342068,
          12.092676,
          11.20602,
          11.997036,
          15.078216,
          13.811385,
          12.214033,
          12.693398,
          12.103954,
          13.545673,
          13.440612,
          16.715108,
          15.524378,
          14.570881,
          14.191585,
          11.925688,
          10.111499,
          9.88359,
          14.184847,
          10.951416,
          11.377002,
          11.692483,
          9.905782,
          11.291463,
          10.244358,
          10.591328,
          10.727906,
          9.154662,
          9.736138,
          11.151226,
          10.839418,
          11.467882,
          16.077595,
          11.632995,
          16.030631,
          10.482968,
          11.787362,
          16.140999,
          11.401711,
          11.921415,
          11.932086,
          12.543031,
          20.431261,
          18.418598,
          16.529967,
          14.283507,
          12.802138,
          11.199642,
          11.328187,
          14.79723,
          13.830859,
          15.151498,
          12.878083,
          14.346661,
          11.585116,
          11.365124,
          12.661605,
          12.388268,
          13.854896,
          11.912367,
          11.642756,
          12.820667,
          15.658141,
          14.323154,
          12.446118,
          13.643593,
          11.534793,
          11.487842,
          10.508175,
          15.090202,
          11.906001,
          13.666752,
          12.428112,
          13.378311,
          12.62154,
          13.752152,
          11.705389,
          10.49322,
          12.283055,
          11.603109,
          11.347991,
          11.181178,
          12.891197,
          15.050954,
          12.538548,
          16.153616,
          12.746619,
          13.320224,
          12.741397,
          14.714345,
          16.319202,
          12.70106,
          11.307939,
          11.888401,
          12.508588,
          11.567038,
          12.759215,
          11.486934,
          12.228823,
          10.364462,
          11.330097,
          12.60968,
          10.693934,
          10.709237,
          10.938957,
          12.67368,
          11.109615,
          11.528051,
          15.023263,
          12.823831,
          15.712879,
          16.725697,
          20.235279,
          10.017189,
          11.928543,
          11.588371,
          14.272831,
          14.591983,
          12.670651,
          12.600507,
          11.921752,
          11.551147,
          11.372509,
          13.156122,
          11.7034,
          11.376514,
          11.904663,
          11.426357,
          11.989105,
          10.86755,
          10.99099,
          9.122716,
          11.055145,
          12.198387,
          11.104625,
          9.975934,
          11.334935,
          11.218206,
          11.550621,
          11.701642,
          10.925237,
          11.461469,
          13.097333,
          11.482839,
          12.291909,
          12.670501,
          18.040459,
          12.750156,
          15.061359,
          15.514018,
          12.597775,
          15.658767,
          14.075189,
          13.09577,
          13.902179,
          12.973727,
          13.335532,
          11.70013,
          12.157323,
          12.937166,
          11.870137,
          10.993762,
          12.261331,
          10.860132,
          12.892924,
          11.282758,
          14.020331,
          15.068927,
          13.695196,
          17.177553,
          18.927471,
          14.772529,
          15.658789,
          17.039449,
          16.300148,
          15.789951,
          13.608558,
          13.523498,
          14.354112,
          14.057151,
          13.846521,
          15.516367,
          14.980893,
          14.436799,
          15.949025,
          12.141944,
          14.701007,
          12.958548,
          11.163041,
          12.180331,
          12.382559,
          16.554167,
          23.063949,
          18.564845,
          16.395549,
          17.053763,
          14.396245,
          14.997261,
          14.523495,
          14.174204,
          13.508636,
          14.293491,
          13.038787,
          17.356322,
          13.932421,
          13.515374,
          14.32842,
          15.101302,
          14.0652,
          13.668367,
          15.284085,
          12.934861,
          14.789803,
          13.35801,
          14.713068,
          14.880271,
          15.50097,
          14.796743,
          16.074208,
          13.936003,
          14.093285,
          14.024962,
          13.985573,
          14.323676,
          13.483205,
          14.899628,
          13.898892,
          15.992613,
          15.352006,
          16.479932,
          15.535915,
          13.724454,
          13.466586,
          14.54465,
          13.065098,
          15.823718,
          12.947265,
          15.045837,
          14.294475,
          16.884893,
          11.757552,
          14.443588,
          15.398877,
          14.449085,
          15.817963,
          15.450778,
          14.54346,
          14.259591,
          14.612388,
          13.78095,
          14.884355,
          15.17269,
          14.378286,
          13.344553,
          13.422768,
          13.249778,
          13.216222,
          14.101405,
          12.500176,
          13.359393,
          14.129905,
          13.733508,
          11.992646,
          15.17492,
          13.16482,
          14.028792,
          15.104371,
          18.209536,
          13.158808,
          16.04222,
          13.626651,
          15.468985,
          13.638237,
          13.221697,
          15.049954,
          15.600577,
          12.333465,
          15.159736,
          15.698529,
          12.695094,
          12.889673,
          13.541161,
          13.940097,
          15.650856,
          13.568351,
          16.479989,
          15.371786,
          14.580856,
          14.578869,
          13.358905,
          14.770487,
          14.894248,
          13.942397,
          13.730848,
          14.080348,
          13.307181,
          15.529359,
          12.893229,
          13.307506,
          11.883599,
          16.278187,
          13.941925,
          15.720573,
          16.563003,
          13.601412,
          16.043313,
          16.970577,
          16.488792,
          12.51542,
          15.197898,
          14.010319,
          16.824858,
          14.904603,
          12.342866,
          11.878657,
          13.915709,
          12.519308,
          14.207931,
          17.16787,
          13.177629,
          17.14468,
          13.542538,
          14.588327,
          15.447549,
          13.504916,
          13.465319,
          12.781082,
          14.22271,
          13.450339,
          12.90037,
          16.898265,
          13.34892,
          14.89112,
          12.70616,
          11.728935,
          14.999278,
          13.576769,
          13.525967,
          14.051666,
          14.203271,
          13.464061,
          20.14642,
          17.328108,
          13.306287,
          11.758459,
          13.503543,
          14.817225,
          12.431298,
          11.31817,
          12.693923,
          12.995487,
          12.167751,
          13.666553,
          11.970122,
          15.271538,
          13.670933,
          10.617625,
          10.958843,
          10.201091,
          13.00921,
          10.800072,
          11.349463,
          10.754267,
          12.94438,
          11.675568,
          10.838971,
          10.276405,
          9.958612,
          10.662966,
          9.350329,
          9.823164,
          10.632469,
          10.871866,
          9.728209,
          9.7947,
          12.236086,
          18.467797,
          20.422337,
          12.243238,
          10.440103,
          11.707257,
          12.128601,
          12.950815,
          11.41904,
          16.333223,
          12.66342,
          12.908084,
          12.762588,
          12.766335,
          15.523397,
          14.878174,
          11.871046,
          12.067576,
          11.839497,
          12.49028,
          10.639752,
          12.514581,
          12.675152,
          13.648834,
          14.525968,
          12.970047,
          13.708425,
          15.497907,
          12.764336,
          11.843532,
          12.504318,
          11.386111,
          11.691253,
          11.950157,
          13.57566,
          12.640557,
          13.06957,
          11.644951,
          15.25278,
          12.385065,
          13.318741,
          11.753253,
          9.693647,
          13.870504,
          10.532294,
          13.224315,
          13.677837,
          11.932975,
          17.852438,
          17.145459,
          15.463381,
          11.446527,
          13.017106,
          18.271111,
          12.787199,
          16.083485,
          12.384727,
          12.433415,
          13.471349,
          13.510413,
          13.055096,
          12.177639,
          12.964286,
          12.238347,
          11.519681,
          15.079547,
          11.803589,
          11.717055,
          11.410889,
          11.789732,
          13.592746,
          13.572527,
          13.626579,
          12.993029,
          13.292395,
          17.36573,
          12.238337,
          11.962399,
          13.551574,
          14.976728,
          14.04421,
          13.080827,
          14.019276,
          12.145608,
          13.033416,
          15.872285,
          13.249332,
          12.370578,
          12.283685,
          13.496713,
          11.544776,
          11.122209,
          13.774731,
          11.188582,
          13.962575,
          14.880353,
          16.026675,
          12.540007,
          13.875987,
          17.224862,
          16.420701,
          14.59603,
          13.40295,
          13.6762,
          12.71044,
          13.193993,
          13.531711,
          13.222306,
          11.70972,
          11.336801,
          12.586069,
          11.800219,
          11.161799,
          11.441509
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135348,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      },
      "process_wall_ms": 10312.93908902444,
      "sampled_peak_tree_pss_bytes": 135267328,
      "max_observed_processes": 1,
      "pss_samples": 316,
      "stderr": ""
    },
    {
      "case": {
        "id": "python:thread/dense/16",
        "language": "python",
        "backend": "thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64
      },
      "pass": "memory",
      "launch": 0,
      "measurement": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 2,
        "setup_ms": 4520.238942001015,
        "first_ms": 1811.1105539137498,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10797.946312930435,
        "iterations": 6,
        "validation_scope": "first,last",
        "samples_ms": [
          1776.2006630655378,
          1765.9865079913288,
          1813.6990589555353,
          1838.2106199860573,
          1831.3385000219569,
          1772.4357530241832
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        }
      },
      "process_wall_ms": 17306.518362020142,
      "sampled_peak_tree_pss_bytes": 146411520,
      "max_observed_processes": 1,
      "pss_samples": 975,
      "stderr": ""
    }
  ],
  "summary": [
    {
      "id": "cpp:std-thread/dense/16",
      "language": "cpp",
      "backend": "std-thread",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 14.3420485,
        "q1": 13.4051975,
        "q3": 15.66086325,
        "min": 10.823863,
        "max": 30.388062,
        "p95": 17.7639524,
        "p99": 19.970432539999997,
        "count": 682
      },
      "first_ms": {
        "median": 12.69566,
        "q1": 12.69566,
        "q3": 12.69566,
        "min": 12.69566,
        "max": 12.69566,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 137.168822,
        "q1": 137.168822,
        "q3": 137.168822,
        "min": 137.168822,
        "max": 137.168822,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10186.979508958757,
        "q1": 10186.979508958757,
        "q3": 10186.979508958757,
        "min": 10186.979508958757,
        "max": 10186.979508958757,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.0712890625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 68.14199589087559,
        "q1": 68.14199589087559,
        "q3": 68.14199589087559,
        "min": 68.14199589087559,
        "max": 68.14199589087559,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 137.168822,
        "first_ms": 12.69566,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10008.512241,
        "iterations": 682,
        "validations": "first,last",
        "samples_ms": [
          14.845256,
          14.184646,
          15.006076,
          13.600624,
          12.64113,
          12.182367,
          13.199035,
          12.474394,
          13.368829,
          14.325172,
          14.148793,
          14.33179,
          12.066273,
          13.223358,
          12.185115,
          13.106279,
          14.723991,
          14.747947,
          17.55401,
          15.488844,
          15.524164,
          11.933717,
          11.648742,
          11.81162,
          13.55222,
          14.995793,
          14.338669,
          13.689754,
          15.363891,
          12.980945,
          13.975695,
          14.009452,
          16.572995,
          16.564666,
          13.833571,
          14.56045,
          15.28652,
          14.900128,
          15.960054,
          15.859412,
          16.628455,
          13.359842,
          12.352702,
          13.533963,
          15.054772,
          17.461812,
          17.085962,
          16.321048,
          13.956062,
          13.850543,
          13.034181,
          13.838594,
          15.351872,
          15.279427,
          17.656145,
          14.613297,
          14.187584,
          13.456812,
          14.416942,
          14.189415,
          19.218786,
          13.716964,
          14.375424,
          12.273244,
          12.994121,
          12.522207,
          15.841941,
          14.44954,
          17.920424,
          13.185363,
          12.935005,
          14.665287,
          13.937031,
          14.279483,
          15.248799,
          20.253707,
          14.967241,
          12.889595,
          13.635953,
          13.13947,
          15.153876,
          14.345035,
          14.282213,
          16.043982,
          16.53123,
          14.954062,
          17.856575,
          30.388062,
          13.82666,
          21.449087,
          13.327467,
          17.284424,
          14.092449,
          14.945463,
          12.829336,
          12.910512,
          12.301372,
          14.35691,
          13.845473,
          14.024322,
          11.37592,
          13.362861,
          14.494997,
          14.398776,
          14.955393,
          14.323139,
          13.505658,
          13.810353,
          13.103471,
          13.51121,
          10.823863,
          15.37945,
          15.558233,
          15.765608,
          15.561069,
          17.981093,
          17.206649,
          15.394226,
          15.98645,
          13.702829,
          12.905834,
          13.089286,
          14.314302,
          15.733604,
          19.054829,
          13.468251,
          14.350145,
          12.431887,
          12.986446,
          12.977478,
          15.654528,
          14.108609,
          14.856213,
          14.408412,
          12.581093,
          13.147496,
          12.990294,
          13.564437,
          12.710313,
          13.953654,
          15.109271,
          16.119432,
          13.941366,
          13.878977,
          14.087626,
          15.583417,
          13.481622,
          13.703326,
          14.870299,
          12.760523,
          14.051682,
          13.611566,
          14.24758,
          14.149544,
          17.473258,
          16.865121,
          15.726409,
          11.86963,
          13.664475,
          14.70501,
          13.968879,
          13.060402,
          15.708374,
          14.231525,
          12.618297,
          12.516544,
          13.146327,
          12.723149,
          13.358285,
          15.82708,
          19.332661,
          14.354294,
          13.371886,
          14.858379,
          16.419206,
          14.219212,
          17.54985,
          14.803917,
          13.884147,
          14.043553,
          13.156684,
          14.860308,
          16.039993,
          15.840599,
          13.733736,
          12.483565,
          13.034886,
          16.034212,
          16.70882,
          17.889116,
          16.094431,
          14.317645,
          13.581818,
          11.927496,
          13.978772,
          14.620348,
          16.253636,
          14.968827,
          14.781271,
          17.764524,
          15.896185,
          14.193543,
          14.001872,
          15.818904,
          16.674728,
          13.181461,
          12.637709,
          12.676648,
          14.60509,
          15.295234,
          17.264316,
          14.223577,
          14.220907,
          14.00667,
          13.737508,
          14.439778,
          15.414004,
          11.813974,
          14.305498,
          18.527606,
          13.848796,
          12.442025,
          13.563629,
          12.747043,
          12.923049,
          13.626591,
          14.805601,
          14.385998,
          14.878533,
          13.96751,
          13.494349,
          16.007873,
          15.0332,
          17.687149,
          14.506652,
          12.917369,
          14.033501,
          12.857759,
          15.148375,
          16.54143,
          13.491024,
          15.919755,
          12.551549,
          12.633764,
          12.881856,
          12.183288,
          14.500361,
          13.576971,
          16.643257,
          17.901718,
          15.340189,
          13.404966,
          13.341333,
          12.38406,
          12.737808,
          12.891426,
          15.721858,
          13.592714,
          14.069878,
          16.516291,
          13.316454,
          13.675401,
          13.807314,
          14.532883,
          16.615997,
          15.999046,
          14.002191,
          12.844138,
          15.783535,
          13.655035,
          15.182129,
          13.798443,
          15.716367,
          15.087078,
          12.43199,
          12.874199,
          12.312836,
          13.018585,
          14.137897,
          14.91055,
          17.838388,
          14.605464,
          14.820067,
          13.483139,
          14.613413,
          15.393162,
          17.326003,
          14.139466,
          17.253687,
          15.319182,
          14.663854,
          15.330133,
          17.220106,
          17.655395,
          14.41019,
          13.866859,
          12.98364,
          13.067872,
          14.005195,
          13.773544,
          17.157297,
          12.906273,
          13.406909,
          12.59787,
          13.569751,
          12.285243,
          15.734454,
          14.177685,
          14.485553,
          15.705748,
          13.922254,
          13.005958,
          13.476548,
          13.911023,
          16.259362,
          14.259748,
          14.630959,
          15.338447,
          13.941492,
          15.950667,
          15.392572,
          15.185535,
          14.13191,
          17.455863,
          12.989558,
          14.289656,
          12.793265,
          13.484406,
          15.38623,
          13.855478,
          14.32435,
          15.662975,
          14.628266,
          15.804841,
          14.948195,
          15.304567,
          13.864616,
          16.002266,
          16.433074,
          13.025836,
          14.142707,
          12.323091,
          13.482937,
          12.81719,
          15.866819,
          15.225371,
          14.827974,
          14.786718,
          15.517897,
          14.365483,
          15.138238,
          15.833532,
          14.770714,
          15.521174,
          12.172462,
          13.099505,
          14.058309,
          14.436061,
          15.479764,
          16.06673,
          14.991012,
          16.153189,
          12.402994,
          12.940245,
          13.169919,
          15.540518,
          14.451042,
          15.407603,
          13.635088,
          13.997064,
          12.645876,
          12.88756,
          15.476334,
          16.339124,
          14.171949,
          15.69456,
          17.246029,
          14.018688,
          14.912362,
          15.899613,
          15.38184,
          16.933938,
          16.597789,
          13.293524,
          15.897016,
          16.674883,
          17.622864,
          16.611938,
          14.629285,
          18.077615,
          15.855066,
          15.207248,
          14.58133,
          13.623123,
          13.753117,
          14.582819,
          15.970749,
          16.166807,
          17.076916,
          16.042665,
          14.061421,
          13.492923,
          13.513778,
          13.820565,
          16.576348,
          18.055061,
          17.75054,
          13.041211,
          16.133105,
          14.583352,
          13.099903,
          17.753092,
          13.847489,
          16.925799,
          12.493738,
          13.44259,
          12.7066,
          17.070173,
          15.42019,
          14.867374,
          16.704238,
          14.726742,
          14.965387,
          13.696833,
          15.54288,
          15.237495,
          14.149604,
          16.302355,
          15.900276,
          16.126763,
          13.399601,
          14.396842,
          13.797364,
          12.491108,
          14.511574,
          14.735739,
          16.714077,
          14.790579,
          13.332946,
          13.935078,
          15.929998,
          16.015538,
          15.014717,
          14.121766,
          12.517903,
          12.83472,
          13.174555,
          12.95641,
          14.878325,
          15.449725,
          15.319869,
          15.331122,
          14.161119,
          11.849241,
          13.260383,
          14.210359,
          17.146219,
          14.872287,
          16.922505,
          19.037729,
          13.526644,
          16.141182,
          14.264506,
          19.590085,
          15.552341,
          18.668256,
          16.31499,
          13.417995,
          15.607976,
          14.808718,
          19.963599,
          13.857397,
          14.480688,
          13.282684,
          15.070614,
          18.382242,
          14.798405,
          17.932688,
          13.987619,
          12.775192,
          11.802884,
          14.115501,
          14.339062,
          13.85475,
          14.682353,
          16.004683,
          16.179785,
          14.167676,
          12.854124,
          13.077853,
          18.183202,
          25.459803,
          16.472896,
          18.170392,
          17.923074,
          19.541577,
          16.319018,
          14.855489,
          15.930422,
          13.196525,
          12.707917,
          12.773418,
          12.959675,
          12.720591,
          13.967299,
          16.074512,
          16.176343,
          14.215255,
          14.155571,
          12.459357,
          14.180195,
          13.209942,
          14.379588,
          13.764892,
          13.54015,
          16.106389,
          14.434418,
          12.469405,
          14.121166,
          13.796716,
          14.250766,
          14.311322,
          14.734658,
          15.704763,
          14.410484,
          15.267339,
          13.621318,
          16.124938,
          17.039562,
          14.694392,
          14.038055,
          12.368335,
          12.994806,
          12.900863,
          12.107776,
          12.980094,
          12.782195,
          14.197976,
          17.25623,
          13.356563,
          14.295304,
          13.177307,
          14.630645,
          15.983756,
          17.125194,
          15.962756,
          13.166633,
          13.043247,
          12.344642,
          13.270532,
          12.619947,
          14.847884,
          12.220793,
          18.644143,
          17.008141,
          13.998313,
          15.13369,
          15.769671,
          13.57036,
          13.837692,
          14.958417,
          14.976444,
          14.515315,
          14.727564,
          13.921599,
          12.925671,
          17.042462,
          15.811305,
          13.038121,
          12.942245,
          12.554851,
          13.057197,
          12.94331,
          13.852925,
          15.343265,
          15.885614,
          14.296127,
          12.730966,
          12.335596,
          13.145262,
          12.99325,
          16.648723,
          15.344468,
          13.214797,
          15.605032,
          13.774415,
          13.551311,
          13.086138,
          14.775025,
          17.61642,
          20.562212,
          14.599972,
          14.603915,
          14.976925,
          14.157997,
          14.320494,
          15.457148,
          19.999565,
          14.129085,
          14.903601,
          14.830426,
          15.331906,
          14.362406,
          13.084014,
          18.205858,
          14.985985,
          15.358771,
          13.506326,
          12.324085,
          13.782518,
          12.33501,
          13.834514,
          12.819037,
          17.088846,
          15.849801,
          14.650525,
          13.405892,
          13.257988,
          14.91541,
          15.881654,
          18.305393,
          13.108334,
          13.35089,
          13.085474,
          13.064463,
          15.23513,
          13.472011,
          16.954211,
          13.542824,
          15.155981,
          13.253293,
          12.397438,
          13.843355,
          13.725609,
          14.398542,
          15.192317,
          12.863792,
          13.171013,
          13.129808,
          12.725663,
          13.023652,
          13.701231,
          14.652874,
          14.842251,
          14.78651,
          16.745803,
          13.806727,
          17.128294,
          17.670064,
          17.533394,
          16.765271,
          16.899627,
          16.182722,
          13.737866,
          17.056417,
          16.529233,
          15.84714,
          12.814181,
          14.769513,
          14.328108,
          14.362993,
          16.411536,
          16.558939,
          14.511466,
          15.646102,
          13.162562,
          14.488185,
          14.95817,
          14.158329,
          18.237262,
          14.074045,
          15.143345,
          13.261185,
          12.727158,
          23.934469,
          13.134892,
          15.78328,
          18.728411,
          12.469674,
          13.6558,
          12.633286,
          14.06685
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135580,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:std-thread/sparse-uniform/16",
      "language": "cpp",
      "backend": "std-thread",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 11.849503,
        "q1": 10.941208,
        "q3": 12.902792999999999,
        "min": 7.941228,
        "max": 22.063523,
        "p95": 14.421133,
        "p99": 16.989079539999995,
        "count": 835
      },
      "first_ms": {
        "median": 10.725383,
        "q1": 10.725383,
        "q3": 10.725383,
        "min": 10.725383,
        "max": 10.725383,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 122.76129,
        "q1": 122.76129,
        "q3": 122.76129,
        "min": 122.76129,
        "max": 122.76129,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10157.978530041873,
        "q1": 10157.978530041873,
        "q3": 10157.978530041873,
        "min": 10157.978530041873,
        "max": 10157.978530041873,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.0166015625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 83.46423786099668,
        "q1": 83.46423786099668,
        "q3": 83.46423786099668,
        "min": 83.46423786099668,
        "max": 83.46423786099668,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 122.76129,
        "first_ms": 10.725383,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10004.284726,
        "iterations": 835,
        "validations": "first,last",
        "samples_ms": [
          10.622726,
          10.866353,
          11.028668,
          9.582471,
          8.989454,
          11.035582,
          11.202307,
          10.726188,
          10.375441,
          7.941228,
          11.505911,
          12.079372,
          14.04758,
          12.079936,
          13.440788,
          10.798781,
          14.701941,
          12.365682,
          12.060481,
          9.451103,
          9.882659,
          11.492342,
          11.885678,
          12.087592,
          12.274263,
          12.781819,
          11.215229,
          11.218387,
          9.791206,
          12.945044,
          11.967848,
          9.095089,
          13.394025,
          12.547749,
          11.004337,
          12.270657,
          11.934372,
          11.905662,
          11.971168,
          10.053288,
          10.568552,
          10.969502,
          11.51473,
          12.148078,
          10.770599,
          10.696268,
          12.462049,
          12.01569,
          11.240515,
          17.384167,
          14.484586,
          14.001709,
          14.017516,
          11.996941,
          12.893113,
          12.198217,
          13.228037,
          11.405142,
          11.80798,
          13.179997,
          10.353102,
          11.515697,
          12.172732,
          9.670159,
          13.194846,
          9.339575,
          14.973751,
          17.375553,
          13.658991,
          13.599295,
          12.314318,
          12.836884,
          15.548024,
          13.5437,
          12.623952,
          11.501803,
          11.356369,
          10.229404,
          11.166975,
          9.813071,
          10.250742,
          11.057167,
          10.810647,
          13.675656,
          10.546718,
          10.370969,
          9.075981,
          9.295307,
          9.480056,
          8.767586,
          9.063432,
          9.395857,
          9.768138,
          9.684638,
          9.815899,
          10.726278,
          11.614336,
          21.907654,
          14.64372,
          8.08422,
          13.60712,
          11.899229,
          12.463816,
          13.444158,
          12.071046,
          13.585814,
          13.676483,
          10.674929,
          11.411497,
          11.889836,
          11.655535,
          12.129908,
          11.344543,
          13.398872,
          11.468584,
          11.770514,
          11.333412,
          11.632116,
          11.856075,
          11.094288,
          10.927526,
          12.85493,
          13.734134,
          9.821328,
          11.545606,
          10.255217,
          13.224052,
          13.46528,
          12.067094,
          12.196714,
          12.039816,
          13.051309,
          14.401832,
          11.286017,
          11.321532,
          12.200403,
          11.034179,
          13.522426,
          12.368136,
          11.305213,
          10.363423,
          10.450237,
          11.027579,
          11.40833,
          11.365391,
          9.938954,
          10.243147,
          11.164346,
          9.709914,
          11.793153,
          12.107627,
          13.100654,
          12.960046,
          11.849871,
          11.850272,
          12.629341,
          12.757408,
          11.445771,
          12.24306,
          10.336851,
          11.63981,
          10.811426,
          11.45484,
          9.869624,
          10.541883,
          10.898821,
          10.084141,
          10.2766,
          9.797648,
          8.496555,
          13.935928,
          12.621285,
          12.902882,
          11.201784,
          12.597657,
          14.564198,
          12.858846,
          11.233805,
          12.047615,
          11.62054,
          10.815634,
          11.777355,
          11.269881,
          11.338564,
          12.538026,
          10.563581,
          10.948739,
          12.389424,
          14.234755,
          12.366367,
          14.071704,
          13.014481,
          12.498703,
          12.357667,
          12.459295,
          12.902704,
          11.646788,
          11.996131,
          8.972447,
          11.356277,
          11.677098,
          10.493893,
          11.309169,
          10.31292,
          14.077138,
          11.565866,
          13.556108,
          16.884655,
          22.063523,
          11.983767,
          12.515916,
          14.169888,
          14.679811,
          10.833686,
          12.368956,
          11.904296,
          11.191485,
          11.187165,
          11.622012,
          10.43521,
          10.188801,
          11.678923,
          14.011464,
          9.799574,
          13.972911,
          12.18296,
          10.976384,
          11.214253,
          11.218202,
          9.480351,
          11.318106,
          11.411414,
          12.1847,
          11.399061,
          13.662752,
          12.544054,
          11.767615,
          9.285027,
          10.065088,
          9.610613,
          9.644649,
          12.671891,
          12.753728,
          12.972608,
          12.527519,
          12.553734,
          12.801565,
          10.656017,
          11.849503,
          12.303176,
          11.981606,
          10.576889,
          10.798068,
          10.146952,
          11.206891,
          10.370235,
          10.821083,
          11.081986,
          11.103599,
          11.905672,
          10.378883,
          13.140915,
          12.642641,
          14.086526,
          13.308219,
          13.309753,
          15.266521,
          13.056294,
          12.033284,
          12.15023,
          10.777641,
          10.891282,
          12.828861,
          10.66443,
          10.712657,
          13.084732,
          14.355568,
          12.663277,
          14.317692,
          16.468383,
          15.628077,
          15.258852,
          13.618411,
          14.420788,
          13.457283,
          12.374859,
          13.156629,
          12.532497,
          12.04159,
          12.339246,
          13.510434,
          10.508188,
          9.938918,
          11.171892,
          12.265473,
          14.17483,
          14.310042,
          11.6956,
          13.780191,
          11.575708,
          14.557636,
          13.686236,
          13.345731,
          11.474875,
          12.993429,
          11.063097,
          10.85413,
          10.7597,
          11.97539,
          9.906185,
          12.360215,
          12.190908,
          11.170643,
          17.042874,
          18.127624,
          17.761911,
          13.621719,
          12.389408,
          10.904205,
          10.767352,
          10.472462,
          14.015036,
          14.460751,
          12.397902,
          11.563519,
          10.189831,
          11.557287,
          10.709839,
          13.33655,
          12.949135,
          11.409947,
          14.691312,
          11.914088,
          9.958079,
          11.866348,
          11.85384,
          12.871494,
          10.781747,
          14.418155,
          13.268824,
          11.76478,
          11.694946,
          11.581302,
          11.521228,
          11.389017,
          12.774332,
          13.521193,
          10.185085,
          13.180212,
          12.619592,
          13.57422,
          11.236178,
          14.210045,
          12.814519,
          10.535682,
          11.7129,
          11.68921,
          11.576148,
          10.22505,
          11.519225,
          9.139346,
          11.478975,
          10.419896,
          9.896696,
          11.183653,
          10.257445,
          13.950388,
          13.538911,
          12.54168,
          11.453543,
          13.450332,
          11.279557,
          11.908926,
          14.119256,
          12.476877,
          11.317346,
          11.796667,
          11.318273,
          11.020495,
          9.752266,
          9.662617,
          11.675545,
          10.964729,
          10.233362,
          9.348675,
          10.944376,
          16.258793,
          13.723889,
          14.946254,
          14.100695,
          13.512353,
          13.278301,
          13.191824,
          12.212945,
          11.700505,
          12.066224,
          10.645047,
          11.588792,
          11.560424,
          9.949333,
          12.885373,
          10.259849,
          9.47071,
          15.23383,
          12.772603,
          14.171772,
          13.820087,
          13.664901,
          12.774944,
          12.378754,
          11.089235,
          10.594791,
          10.305471,
          12.286119,
          10.49885,
          10.615997,
          10.025907,
          12.080034,
          10.135393,
          10.409269,
          14.018113,
          11.58534,
          14.800841,
          16.354374,
          19.812981,
          11.838882,
          12.38098,
          13.716787,
          13.528505,
          9.921091,
          11.805763,
          13.693453,
          11.509901,
          11.658057,
          11.497429,
          11.695965,
          13.172719,
          12.433344,
          11.162124,
          9.87494,
          11.542854,
          13.442884,
          13.109739,
          11.396411,
          10.330959,
          14.048591,
          12.008543,
          13.408161,
          13.463752,
          12.588595,
          10.863269,
          10.530205,
          10.109217,
          9.387358,
          9.935021,
          9.685123,
          11.42007,
          13.971428,
          15.733645,
          13.895418,
          13.897553,
          13.971407,
          11.353887,
          10.224117,
          12.027469,
          10.983146,
          9.602291,
          10.915949,
          12.979735,
          13.464363,
          13.362478,
          13.618146,
          13.368322,
          14.938055,
          12.558716,
          11.988918,
          11.302163,
          10.93804,
          14.052201,
          12.075632,
          14.349189,
          14.251461,
          13.702968,
          12.469575,
          11.28013,
          12.004544,
          11.772312,
          11.511052,
          10.2171,
          10.154053,
          9.490252,
          8.53075,
          14.421938,
          20.920366,
          16.85856,
          13.563815,
          11.918851,
          12.661396,
          13.459816,
          10.163804,
          14.036725,
          12.16495,
          11.928344,
          11.30926,
          10.141526,
          10.312912,
          10.579753,
          12.318696,
          12.476855,
          14.284196,
          10.351287,
          11.466526,
          11.12908,
          10.060679,
          9.581221,
          10.629623,
          12.723186,
          11.607024,
          14.237555,
          11.753824,
          10.313778,
          11.114023,
          10.497052,
          12.876633,
          13.246595,
          12.831856,
          11.585301,
          13.989949,
          11.410224,
          12.518557,
          11.058759,
          12.81139,
          13.268513,
          13.438003,
          11.886989,
          11.382455,
          10.493432,
          12.328615,
          10.67266,
          12.005725,
          15.750847,
          13.803804,
          11.009472,
          10.880827,
          11.298677,
          10.751142,
          9.347708,
          9.969016,
          9.500741,
          11.479923,
          10.1426,
          13.435907,
          12.51958,
          12.903157,
          12.036326,
          11.438188,
          11.48828,
          11.429671,
          12.962334,
          12.461472,
          13.948607,
          11.646642,
          14.273283,
          12.268547,
          13.126127,
          14.809955,
          14.022874,
          14.560782,
          11.375738,
          11.64206,
          11.859124,
          13.011999,
          13.137479,
          13.582036,
          13.412903,
          10.410757,
          11.423725,
          11.907195,
          10.985796,
          11.063797,
          9.971932,
          13.477968,
          13.515657,
          12.100108,
          11.724745,
          11.003174,
          12.559557,
          12.198452,
          11.448372,
          13.343576,
          14.125006,
          11.490493,
          12.658771,
          13.24712,
          13.082299,
          14.159994,
          13.696586,
          11.233903,
          11.30028,
          10.412314,
          11.534927,
          13.375635,
          11.773544,
          13.954173,
          11.122455,
          11.619019,
          11.297472,
          11.786544,
          11.935843,
          11.693691,
          13.071328,
          12.533434,
          12.142594,
          11.687028,
          12.000656,
          9.693193,
          12.409724,
          12.978727,
          11.436697,
          14.290121,
          12.347184,
          15.062864,
          13.408243,
          13.013076,
          13.401129,
          12.030235,
          11.844673,
          11.634101,
          9.532768,
          10.139613,
          10.120733,
          11.238356,
          10.459306,
          13.937745,
          15.010924,
          11.494869,
          9.541795,
          9.563118,
          12.134209,
          11.634282,
          13.691815,
          11.116061,
          12.037368,
          14.353537,
          12.906155,
          10.477877,
          12.471111,
          11.87443,
          12.210514,
          12.12729,
          11.812089,
          11.918058,
          14.04033,
          12.167645,
          11.113903,
          11.132338,
          10.449127,
          12.670524,
          11.236125,
          12.037014,
          12.057783,
          10.074503,
          12.484133,
          10.522495,
          10.182757,
          11.661177,
          12.674612,
          11.887996,
          12.116965,
          12.129496,
          11.2805,
          9.715776,
          9.711184,
          11.176348,
          12.489451,
          9.824885,
          10.026724,
          12.351319,
          14.386134,
          10.144467,
          11.274404,
          9.462415,
          9.436763,
          9.505443,
          10.99499,
          10.953839,
          9.885201,
          12.54338,
          11.673551,
          14.254362,
          11.071995,
          11.378557,
          9.761603,
          12.781899,
          12.62346,
          12.362412,
          11.172597,
          11.307727,
          11.354639,
          12.191695,
          12.088291,
          11.552537,
          11.932257,
          11.310712,
          12.636515,
          10.965808,
          9.619745,
          11.210165,
          10.908145,
          11.643445,
          12.608563,
          12.282909,
          13.393453,
          12.527042,
          9.434171,
          10.047728,
          9.509482,
          11.934369,
          9.835353,
          12.477717,
          9.925613,
          11.825312,
          11.675146,
          13.718108,
          12.82254,
          13.24022,
          11.562921,
          12.544205,
          11.914481,
          10.550438,
          13.301987,
          10.359919,
          13.414677,
          10.888355,
          12.222689,
          10.987195,
          12.708345,
          12.679744,
          12.929093,
          11.87862,
          10.801752,
          10.145198,
          10.857994,
          10.443796,
          10.4897,
          11.375454,
          11.877372,
          15.724546,
          13.233052,
          10.17718,
          11.797861,
          9.92959,
          8.62424,
          10.475687,
          11.494005,
          11.295773,
          11.746054,
          13.178765,
          12.214542,
          11.972961,
          12.644009,
          10.550057,
          11.514679,
          12.467277,
          13.937729,
          13.585332,
          10.34587,
          9.798678,
          9.709552,
          10.530944,
          10.952202,
          11.264557,
          11.947582,
          12.095828,
          14.042987,
          11.127726,
          11.517715,
          9.641434,
          9.40084,
          9.65792,
          12.406082,
          11.263985,
          12.53466,
          11.919466,
          11.862057,
          13.493672,
          10.592048,
          10.729358,
          10.98829,
          11.42917,
          9.403638,
          12.123398,
          12.351098,
          13.678261,
          13.954099,
          12.05225,
          10.995987,
          9.652339,
          12.474533,
          12.769794,
          10.446825,
          13.914992,
          12.877307,
          11.73001,
          11.145014,
          12.477688,
          11.549962,
          13.099306,
          12.05222,
          11.997054,
          14.164826,
          12.077244,
          15.231819,
          11.867255,
          11.463957,
          13.281033,
          15.950663,
          16.596906,
          12.28194,
          11.934909,
          11.498555,
          10.729004,
          9.957169,
          9.382837,
          11.187419,
          12.809229,
          12.288237,
          12.890919,
          14.200232,
          11.824737,
          11.624002,
          11.54544,
          12.906092,
          10.567601,
          12.992692
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105952,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:std-thread/sparse-skew/16",
      "language": "cpp",
      "backend": "std-thread",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 22.007163,
        "q1": 20.016837,
        "q3": 24.687206,
        "min": 11.078221,
        "max": 42.253288,
        "p95": 30.123886,
        "p99": 36.95725460000002,
        "count": 441
      },
      "first_ms": {
        "median": 23.393399,
        "q1": 23.393399,
        "q3": 23.393399,
        "min": 23.393399,
        "max": 23.393399,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 112.533655,
        "q1": 112.533655,
        "q3": 112.533655,
        "min": 112.533655,
        "max": 112.533655,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10178.268066956662,
        "q1": 10178.268066956662,
        "q3": 10178.268066956662,
        "min": 10178.268066956662,
        "max": 10178.268066956662,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.0166015625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 44.051096419813184,
        "q1": 44.051096419813184,
        "q3": 44.051096419813184,
        "min": 44.051096419813184,
        "max": 44.051096419813184,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "std-thread",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 112.533655,
        "first_ms": 23.393399,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10011.101558,
        "iterations": 441,
        "validations": "first,last",
        "samples_ms": [
          23.537668,
          21.251415,
          20.888668,
          19.717192,
          19.318635,
          16.562835,
          16.383498,
          23.469249,
          27.09689,
          25.450218,
          22.85043,
          20.828764,
          21.540224,
          20.053131,
          20.092902,
          19.292293,
          16.035814,
          11.078221,
          16.589753,
          15.840745,
          16.28011,
          16.175864,
          11.203906,
          22.713239,
          23.944081,
          26.733748,
          28.498676,
          20.451009,
          20.970765,
          20.560772,
          19.963372,
          23.086908,
          37.336933,
          30.56701,
          21.726134,
          22.010638,
          22.597982,
          31.874459,
          21.519343,
          20.906308,
          23.336629,
          21.868152,
          20.346674,
          19.817058,
          20.260659,
          22.420469,
          22.354584,
          20.106628,
          20.589517,
          19.930835,
          21.745332,
          23.831838,
          23.180199,
          25.739304,
          20.244658,
          20.180583,
          20.344066,
          18.987263,
          18.865209,
          19.026521,
          18.435301,
          27.384215,
          23.831892,
          24.948096,
          21.474548,
          20.612039,
          20.978581,
          19.656639,
          19.303765,
          19.159208,
          22.007163,
          27.64051,
          25.134891,
          24.278081,
          22.319162,
          21.069077,
          19.822898,
          19.924907,
          19.344763,
          24.001769,
          27.633996,
          26.942938,
          23.38703,
          21.375193,
          21.052609,
          20.061443,
          21.499207,
          19.945571,
          27.190377,
          42.253288,
          22.858247,
          22.000154,
          24.689767,
          21.004922,
          20.372975,
          20.377545,
          23.063818,
          22.956202,
          20.567599,
          19.696297,
          20.478181,
          24.187226,
          23.522108,
          23.680175,
          22.74978,
          23.268999,
          25.035697,
          27.18074,
          25.268708,
          23.623682,
          21.386916,
          20.447499,
          19.441661,
          19.18412,
          20.648416,
          19.502634,
          23.190053,
          25.763864,
          25.803844,
          22.523092,
          21.16821,
          35.590191,
          22.397373,
          19.443203,
          17.23369,
          20.623157,
          27.584432,
          24.572514,
          24.008263,
          22.441899,
          20.94881,
          19.986881,
          19.681342,
          19.929799,
          19.047068,
          26.487434,
          26.812316,
          26.689895,
          21.819632,
          20.947395,
          20.58746,
          20.245678,
          22.081359,
          29.932641,
          38.04677,
          21.933438,
          23.750288,
          24.129378,
          19.989412,
          19.800513,
          21.214832,
          23.281897,
          22.05198,
          20.06116,
          20.464165,
          21.591568,
          21.995889,
          22.404013,
          22.087241,
          19.095445,
          21.549878,
          22.550211,
          23.519521,
          16.570356,
          19.589366,
          23.41449,
          22.732078,
          21.715448,
          20.788328,
          19.913504,
          19.311484,
          19.256009,
          19.468013,
          22.716105,
          26.043436,
          25.747584,
          23.876551,
          19.683879,
          18.365791,
          19.944178,
          19.134988,
          19.513316,
          19.925509,
          24.040314,
          25.74316,
          24.369943,
          24.38168,
          21.49702,
          20.330342,
          20.044497,
          20.465691,
          19.553637,
          23.185034,
          25.601332,
          24.246176,
          22.97992,
          21.302518,
          21.235464,
          20.382939,
          19.529858,
          22.906933,
          34.303848,
          31.286585,
          29.955228,
          27.14219,
          27.248558,
          22.640713,
          26.360535,
          30.936815,
          25.312264,
          24.308347,
          23.668511,
          25.555883,
          18.148493,
          27.811134,
          28.151808,
          27.906528,
          23.344294,
          20.567363,
          19.49349,
          19.119892,
          29.465463,
          27.43351,
          23.938047,
          21.761872,
          20.308788,
          19.574011,
          30.123886,
          26.94454,
          24.444278,
          21.691652,
          20.8177,
          22.139174,
          28.313653,
          28.780086,
          22.855264,
          21.504045,
          15.430906,
          26.332405,
          40.128068,
          15.075203,
          24.911136,
          25.464067,
          14.194185,
          25.492657,
          19.682795,
          20.168106,
          22.130973,
          25.882499,
          20.571019,
          22.661034,
          23.369946,
          27.130556,
          24.181451,
          24.741704,
          15.605998,
          19.276429,
          20.229511,
          31.420619,
          28.338018,
          22.64716,
          20.640615,
          20.016837,
          21.932618,
          28.580182,
          27.267912,
          23.531988,
          23.200756,
          20.641459,
          14.341157,
          30.228793,
          28.495401,
          14.831425,
          15.317159,
          15.442293,
          15.958769,
          17.556566,
          15.263719,
          17.144396,
          15.172611,
          15.651075,
          15.556916,
          16.089593,
          16.158101,
          17.626058,
          21.282244,
          19.766634,
          19.735252,
          24.24436,
          40.993141,
          24.687206,
          22.665834,
          24.168344,
          22.930895,
          20.690752,
          21.146196,
          21.971636,
          24.470629,
          19.372473,
          20.104828,
          20.717357,
          21.943475,
          28.857508,
          19.711535,
          20.179146,
          19.965748,
          21.558177,
          23.481506,
          22.862022,
          23.434902,
          23.467693,
          20.775369,
          20.787364,
          19.821094,
          19.081725,
          19.337629,
          19.530283,
          24.224197,
          25.949616,
          24.576942,
          26.236916,
          20.009329,
          21.182077,
          19.560402,
          19.474407,
          19.3818,
          20.38519,
          23.284384,
          25.645764,
          25.74279,
          23.900742,
          20.621631,
          21.059497,
          19.950944,
          19.899573,
          19.147409,
          25.356352,
          25.589695,
          24.806742,
          25.156232,
          21.69469,
          20.428701,
          20.818205,
          19.970967,
          28.428931,
          35.744701,
          31.454507,
          22.018278,
          24.054483,
          15.866384,
          15.977946,
          15.160371,
          16.912812,
          27.447625,
          20.218365,
          20.303006,
          22.665596,
          23.363266,
          21.720457,
          19.372394,
          21.167249,
          21.677137,
          24.130178,
          19.838796,
          15.165673,
          20.23273,
          21.320125,
          23.298814,
          24.779485,
          23.354906,
          23.233214,
          21.212635,
          19.850577,
          19.407613,
          19.164997,
          19.360917,
          19.880533,
          25.16508,
          25.065152,
          25.174826,
          24.039165,
          22.056387,
          21.346051,
          19.51421,
          19.869118,
          19.374872,
          23.064144,
          26.908411,
          24.049585,
          24.307777,
          22.180918,
          21.968902,
          20.429101,
          19.748545,
          22.190241,
          21.407813,
          26.894831,
          24.168179,
          26.266449,
          21.203841,
          20.944132,
          20.593403,
          21.916966,
          24.609058,
          36.387737,
          34.503702,
          22.539815,
          25.107068,
          25.921773,
          23.245936,
          22.389877,
          27.050573,
          30.126842,
          27.285133,
          23.05047,
          25.460902,
          27.139142,
          27.675534,
          25.254626,
          21.925014,
          24.514468,
          27.745391,
          30.497426,
          29.992374,
          28.901826,
          25.525749,
          26.195902,
          24.148569,
          24.64354,
          24.14922,
          21.986336,
          30.761513,
          31.438113,
          33.050831,
          26.097927,
          25.321428,
          26.612513,
          24.51624,
          24.452708,
          24.459708,
          28.983678
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105792,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-static/dense/16",
      "language": "cpp",
      "backend": "omp-static",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 12.803029500000001,
        "q1": 11.91030375,
        "q3": 13.9877105,
        "min": 9.359353,
        "max": 34.8431,
        "p95": 16.134831699999996,
        "p99": 21.943784349999998,
        "count": 762
      },
      "first_ms": {
        "median": 46.049033,
        "q1": 46.049033,
        "q3": 46.049033,
        "min": 46.049033,
        "max": 46.049033,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 144.325991,
        "q1": 144.325991,
        "q3": 144.325991,
        "min": 144.325991,
        "max": 144.325991,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10236.855191062205,
        "q1": 10236.855191062205,
        "q3": 10236.855191062205,
        "min": 10236.855191062205,
        "max": 10236.855191062205,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.0009765625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 76.16062083112466,
        "q1": 76.16062083112466,
        "q3": 76.16062083112466,
        "min": 76.16062083112466,
        "max": 76.16062083112466,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 144.325991,
        "first_ms": 46.049033,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.170542,
        "iterations": 762,
        "validations": "first,last",
        "samples_ms": [
          34.8431,
          16.117015,
          18.245022,
          16.305231,
          22.269961,
          31.796313,
          12.531724,
          12.46577,
          12.275872,
          13.04738,
          12.616098,
          11.364467,
          11.941993,
          12.542816,
          11.870014,
          11.853108,
          12.095897,
          11.893886,
          11.152543,
          14.942994,
          12.458379,
          14.041259,
          15.04724,
          15.958781,
          13.709699,
          12.304322,
          14.952126,
          12.904311,
          14.867537,
          12.916093,
          11.796103,
          12.573771,
          11.901869,
          11.745426,
          11.764096,
          11.990166,
          12.679571,
          11.544748,
          12.039522,
          12.52221,
          11.292958,
          14.696543,
          12.401434,
          12.720306,
          17.766943,
          22.025259,
          15.459511,
          14.681956,
          10.969029,
          12.084924,
          12.398728,
          12.173499,
          13.479728,
          13.434144,
          12.719452,
          14.376215,
          11.031467,
          14.595166,
          10.852384,
          13.243333,
          11.984601,
          12.873829,
          12.847657,
          12.972378,
          13.210326,
          14.119174,
          12.382387,
          11.752817,
          11.976428,
          12.17251,
          12.479453,
          13.44637,
          13.409395,
          12.667468,
          12.869385,
          14.16291,
          11.693288,
          11.374938,
          10.438707,
          12.457977,
          12.399043,
          12.889572,
          12.132507,
          11.712923,
          13.082676,
          13.057317,
          12.60288,
          11.513649,
          15.037488,
          13.21765,
          13.525034,
          12.462021,
          11.158609,
          12.918352,
          12.958875,
          13.765953,
          12.583664,
          11.644931,
          12.069487,
          11.719117,
          12.013893,
          11.889074,
          12.004119,
          11.615129,
          11.748463,
          11.706243,
          11.710083,
          11.230929,
          11.984201,
          16.065638,
          12.089019,
          13.601257,
          15.90734,
          13.443305,
          15.373763,
          12.928876,
          14.459047,
          13.605144,
          13.270209,
          10.637501,
          10.525586,
          11.723941,
          11.588838,
          12.083079,
          12.165953,
          12.961341,
          11.695858,
          11.136567,
          11.909417,
          12.124361,
          11.568138,
          12.009504,
          14.250461,
          12.567372,
          13.964738,
          13.904418,
          13.654706,
          12.507786,
          13.149013,
          13.425126,
          12.231363,
          12.654219,
          11.626993,
          12.491553,
          12.333989,
          11.434724,
          12.306684,
          12.447887,
          10.33796,
          11.103976,
          11.401756,
          12.160897,
          11.896614,
          12.585083,
          12.530497,
          14.471637,
          14.28308,
          14.067448,
          13.105793,
          13.249303,
          14.707463,
          17.079691,
          12.340132,
          12.803877,
          14.333229,
          12.93479,
          12.860358,
          12.185812,
          12.396209,
          11.839456,
          11.561783,
          11.595791,
          12.785393,
          13.437282,
          15.050727,
          16.946652,
          13.164481,
          15.696254,
          17.260067,
          27.097173,
          16.530312,
          13.666848,
          12.132797,
          13.01254,
          13.718968,
          13.169638,
          13.634518,
          14.315679,
          14.763191,
          13.428306,
          13.244539,
          13.587549,
          12.79918,
          13.212899,
          13.854738,
          13.333441,
          11.695637,
          13.084986,
          12.285804,
          12.037436,
          10.962382,
          12.305913,
          11.048288,
          11.982535,
          11.866908,
          11.182093,
          12.755614,
          13.139196,
          14.238594,
          12.169942,
          12.260443,
          12.076167,
          14.294222,
          11.881536,
          12.334146,
          13.044557,
          13.156527,
          13.589809,
          14.119928,
          13.918592,
          12.393647,
          12.458748,
          13.177546,
          13.728061,
          14.749591,
          12.365938,
          12.441504,
          12.838884,
          12.997886,
          11.596244,
          13.391483,
          13.269957,
          12.085701,
          13.227492,
          12.221333,
          12.203927,
          12.202395,
          13.528629,
          13.562624,
          14.416265,
          19.367344,
          16.759617,
          16.35939,
          14.533035,
          12.904238,
          12.940603,
          12.502452,
          12.984809,
          13.69494,
          10.387197,
          9.92453,
          10.157052,
          11.312088,
          10.153364,
          10.47913,
          10.587659,
          10.038603,
          11.683615,
          11.927638,
          12.822496,
          11.34935,
          12.840295,
          14.353263,
          13.130264,
          13.434873,
          12.874225,
          13.106337,
          14.274596,
          15.714711,
          14.833253,
          15.918398,
          14.652392,
          13.530361,
          12.985718,
          13.009345,
          11.973493,
          12.839929,
          13.070085,
          13.911172,
          12.652049,
          12.813741,
          14.442079,
          14.936588,
          13.03324,
          12.947364,
          12.822314,
          13.249462,
          12.295622,
          15.352604,
          14.527877,
          15.20308,
          14.961388,
          15.788767,
          15.548341,
          15.518013,
          14.412168,
          11.808246,
          11.951867,
          13.223979,
          13.686432,
          13.606371,
          13.529402,
          13.636628,
          12.430701,
          11.345979,
          12.256959,
          12.298154,
          15.101232,
          12.034277,
          14.060154,
          23.101536,
          21.891694,
          15.493882,
          12.817201,
          13.035352,
          13.496656,
          12.911337,
          13.418051,
          14.220748,
          12.771873,
          14.587937,
          14.246392,
          12.726122,
          13.252476,
          14.129635,
          14.128378,
          13.632617,
          13.704239,
          13.659637,
          15.340585,
          17.524849,
          17.108211,
          16.459401,
          13.225063,
          14.425962,
          14.191479,
          14.420438,
          13.988863,
          11.592366,
          13.930584,
          15.657084,
          14.342978,
          13.121638,
          12.9092,
          12.064513,
          12.675829,
          11.926291,
          11.563738,
          12.976892,
          14.894914,
          12.142475,
          12.663143,
          15.266396,
          14.574715,
          12.430974,
          13.185615,
          13.749372,
          13.046372,
          12.233353,
          12.080915,
          11.125571,
          14.147054,
          11.528572,
          11.215301,
          12.060505,
          12.200004,
          10.193095,
          11.09642,
          10.381273,
          11.189568,
          10.457948,
          10.249609,
          11.807029,
          10.565749,
          10.208084,
          10.928822,
          11.033612,
          10.775733,
          10.77063,
          10.858978,
          10.808441,
          10.52149,
          11.885297,
          11.155839,
          12.18345,
          12.018588,
          12.29232,
          17.029295,
          15.227068,
          16.294579,
          16.343183,
          16.135685,
          15.695708,
          13.444072,
          12.833081,
          14.834999,
          12.802182,
          13.154443,
          12.567184,
          11.94909,
          13.415952,
          11.944212,
          12.311483,
          14.334409,
          14.699476,
          16.485164,
          16.850654,
          14.204549,
          15.718955,
          15.739589,
          14.106389,
          13.47347,
          14.394231,
          12.836716,
          12.568192,
          12.761244,
          12.741045,
          11.916627,
          12.711524,
          12.254183,
          14.166254,
          15.41909,
          18.33694,
          14.832949,
          14.018321,
          15.335754,
          14.911559,
          14.874262,
          13.250094,
          14.095839,
          11.26931,
          12.641984,
          11.986182,
          12.042893,
          12.887347,
          12.7716,
          11.85038,
          11.788607,
          11.443397,
          15.237202,
          11.751462,
          10.722943,
          10.79039,
          10.883488,
          9.359353,
          9.971271,
          10.455637,
          11.267128,
          11.166587,
          11.540258,
          11.461989,
          11.527143,
          10.79404,
          25.440264,
          15.832283,
          15.441655,
          12.23472,
          13.593514,
          13.05521,
          13.464922,
          17.209531,
          14.206382,
          13.182841,
          14.532751,
          12.930848,
          11.641443,
          12.714802,
          12.602357,
          12.551957,
          14.335975,
          13.67639,
          14.583331,
          14.350589,
          14.289824,
          13.209941,
          12.330443,
          12.79729,
          13.061234,
          13.378958,
          13.954972,
          13.708336,
          13.487617,
          15.583638,
          12.864633,
          12.103033,
          12.289965,
          12.563117,
          13.028745,
          14.215538,
          13.482438,
          14.202493,
          13.868508,
          16.041314,
          14.198145,
          15.732089,
          12.546672,
          14.254395,
          15.75729,
          13.769001,
          12.618608,
          10.964938,
          11.316747,
          11.574998,
          11.938286,
          10.445895,
          11.136353,
          9.878265,
          10.441697,
          10.061691,
          10.381985,
          10.969084,
          10.97179,
          10.255122,
          10.709089,
          10.475431,
          11.825798,
          10.345493,
          9.998524,
          10.427764,
          10.273028,
          11.105976,
          11.290816,
          11.643215,
          10.649072,
          10.425077,
          10.696341,
          11.301576,
          10.150581,
          9.764664,
          9.990731,
          10.777201,
          10.653601,
          10.126795,
          10.520993,
          10.548028,
          11.00967,
          11.53446,
          10.918224,
          10.757507,
          12.072866,
          10.977239,
          10.971508,
          11.195814,
          11.258549,
          10.563708,
          11.608047,
          11.352574,
          11.232261,
          10.775042,
          10.777501,
          11.403316,
          10.761434,
          11.681137,
          11.73553,
          11.026009,
          11.115688,
          11.508294,
          10.981311,
          10.693888,
          12.072911,
          10.999973,
          10.568601,
          11.605431,
          10.325714,
          10.943688,
          10.721476,
          10.805834,
          11.293427,
          12.529472,
          12.010537,
          12.252915,
          11.640884,
          12.512964,
          12.498066,
          13.650727,
          14.529403,
          14.535079,
          15.239994,
          14.785917,
          15.160414,
          14.334269,
          12.499867,
          12.823428,
          12.869875,
          13.20763,
          12.628102,
          12.841285,
          11.352221,
          14.322633,
          13.49613,
          12.410536,
          12.084966,
          13.791042,
          12.307141,
          14.14465,
          16.118619,
          15.376603,
          15.047341,
          14.656014,
          13.706959,
          13.581286,
          13.777669,
          13.913313,
          13.401225,
          12.154809,
          12.619507,
          11.840871,
          12.627548,
          12.713514,
          12.290111,
          12.730527,
          11.999325,
          12.77765,
          11.912964,
          13.187945,
          15.304555,
          15.419047,
          17.036008,
          15.560835,
          14.617605,
          15.165274,
          16.111262,
          13.940704,
          13.069838,
          12.535003,
          12.330868,
          12.196547,
          13.402234,
          12.201383,
          13.196206,
          16.507621,
          14.712533,
          18.499103,
          17.059976,
          33.754282,
          20.882478,
          15.148521,
          13.45417,
          11.741192,
          14.180044,
          12.827779,
          13.454775,
          13.564494,
          15.082472,
          14.038713,
          12.781713,
          11.435036,
          10.964449,
          10.227896,
          10.181695,
          11.945614,
          14.468896,
          13.480094,
          14.338526,
          16.355185,
          12.870485,
          12.462461,
          13.83356,
          13.139241,
          13.31737,
          12.323193,
          12.332528,
          13.754603,
          12.877811,
          14.060015,
          18.158541,
          16.979885,
          14.154041,
          10.331833,
          13.014578,
          13.190291,
          11.512244,
          15.590959,
          13.098142,
          13.693264,
          15.447351,
          14.365108,
          13.085968,
          16.066573,
          14.14762,
          14.021873,
          10.793028,
          13.346244,
          15.218464,
          12.055194,
          10.675832,
          11.662814,
          11.342944,
          13.579684,
          12.230008,
          12.051742,
          12.285425,
          11.661784,
          13.255382,
          12.511151,
          13.065335,
          12.39368,
          13.510198,
          12.785642,
          15.985292,
          14.669359,
          15.64422,
          13.010883,
          12.575035,
          10.535898,
          13.07494,
          13.726747,
          12.559081,
          13.952906,
          14.886852,
          12.823511,
          12.156588,
          12.252925,
          12.287991,
          12.472694,
          12.562219,
          12.195252,
          11.650113,
          12.130811,
          11.991802,
          12.257087,
          12.239569,
          15.765903,
          14.984097,
          12.500439,
          13.526602,
          14.464966,
          14.589941,
          15.875052,
          13.147059,
          13.050893,
          12.306933,
          12.61449,
          13.17088,
          12.74599,
          12.774594,
          11.747954,
          12.644865,
          11.933303,
          11.713415,
          13.364437,
          13.543831,
          16.830346,
          14.294171,
          13.984253,
          14.623434,
          13.752406,
          13.977505,
          13.279516,
          12.501139,
          13.920456,
          14.215825,
          12.475251,
          12.778295,
          12.9033,
          12.20977,
          12.625172,
          12.352552,
          12.342157,
          12.812325,
          14.906122,
          11.369786
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135336,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-static/sparse-uniform/16",
      "language": "cpp",
      "backend": "omp-static",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 10.678473499999999,
        "q1": 9.519262000000001,
        "q3": 12.1153555,
        "min": 6.531628,
        "max": 33.709515,
        "p95": 14.21123325,
        "p99": 17.07467575000001,
        "count": 916
      },
      "first_ms": {
        "median": 16.803162,
        "q1": 16.803162,
        "q3": 16.803162,
        "min": 16.803162,
        "max": 16.803162,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 127.463605,
        "q1": 127.463605,
        "q3": 127.463605,
        "min": 127.463605,
        "max": 127.463605,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10170.699551003054,
        "q1": 10170.699551003054,
        "q3": 10170.699551003054,
        "min": 10170.699551003054,
        "max": 10170.699551003054,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.00390625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 91.54559898203213,
        "q1": 91.54559898203213,
        "q3": 91.54559898203213,
        "min": 91.54559898203213,
        "max": 91.54559898203213,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 127.463605,
        "first_ms": 16.803162,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.942505,
        "iterations": 916,
        "validations": "first,last",
        "samples_ms": [
          12.621562,
          11.395625,
          11.959091,
          8.783383,
          10.334113,
          10.171565,
          9.854872,
          9.732748,
          9.448978,
          8.347796,
          9.550154,
          9.897803,
          10.411322,
          10.119981,
          9.628668,
          9.746094,
          9.678008,
          11.862998,
          11.914262,
          14.098785,
          11.436291,
          13.640908,
          10.543397,
          10.925579,
          12.936586,
          12.341698,
          12.502383,
          11.232114,
          9.981783,
          11.53492,
          10.524831,
          10.21578,
          10.355311,
          10.017919,
          9.296056,
          10.246793,
          11.203983,
          11.032049,
          11.836266,
          11.178183,
          8.294683,
          9.897384,
          9.846643,
          8.515715,
          7.497321,
          8.332313,
          8.28542,
          7.348922,
          8.42638,
          9.771368,
          9.459746,
          10.979711,
          10.352533,
          11.5904,
          8.912956,
          9.83524,
          9.389524,
          9.358643,
          9.560293,
          9.15609,
          9.32966,
          9.931991,
          11.032252,
          12.925601,
          14.890396,
          17.267529,
          14.663125,
          12.893419,
          16.332323,
          11.95249,
          11.16554,
          10.963238,
          10.178085,
          10.703181,
          12.150409,
          12.444411,
          12.094569,
          10.913965,
          12.178654,
          9.727428,
          11.351895,
          11.814081,
          10.743144,
          11.207404,
          11.549712,
          10.261835,
          11.259625,
          11.770766,
          11.95713,
          13.960833,
          13.228446,
          10.922421,
          11.423975,
          10.971714,
          10.123292,
          12.750502,
          11.056408,
          10.615479,
          10.758765,
          9.933841,
          11.471352,
          9.330708,
          12.119253,
          12.924042,
          10.424788,
          13.571102,
          13.313414,
          10.212625,
          11.332436,
          10.373507,
          11.029966,
          10.761975,
          10.602274,
          10.824158,
          10.214501,
          10.050259,
          11.46955,
          12.606367,
          12.427885,
          11.368167,
          10.891485,
          19.86485,
          12.483777,
          12.692868,
          12.593265,
          11.190899,
          11.026438,
          12.617223,
          11.64647,
          11.441338,
          11.152478,
          11.381462,
          11.439634,
          10.681154,
          9.828271,
          10.3624,
          12.057517,
          12.039193,
          11.475949,
          9.942717,
          11.489296,
          11.330882,
          11.050943,
          11.354522,
          11.10709,
          9.968921,
          10.828924,
          13.434622,
          12.511362,
          11.535849,
          14.537176,
          14.426542,
          12.825275,
          15.286454,
          11.009462,
          10.456486,
          8.94507,
          10.643822,
          11.283913,
          10.826412,
          10.640108,
          10.428532,
          10.635868,
          9.526166,
          9.967584,
          10.225814,
          9.847596,
          10.385066,
          9.567269,
          9.617218,
          14.662399,
          13.64547,
          13.268173,
          13.14583,
          10.897031,
          10.066208,
          13.18571,
          12.657348,
          11.812747,
          10.741972,
          9.081094,
          10.359315,
          10.538652,
          11.610245,
          10.435984,
          10.075199,
          10.512071,
          10.628414,
          7.731953,
          8.921787,
          7.963237,
          8.045574,
          8.332995,
          8.644493,
          7.789532,
          8.011736,
          8.885709,
          7.548911,
          8.746176,
          8.371277,
          7.557087,
          9.509606,
          9.682379,
          8.758563,
          7.342797,
          9.07614,
          13.428077,
          12.283529,
          9.330443,
          7.594584,
          10.582069,
          10.27308,
          9.263182,
          13.662788,
          11.044804,
          14.894972,
          13.355079,
          13.351102,
          11.498008,
          10.878346,
          12.070438,
          11.413077,
          10.914551,
          9.264072,
          8.270857,
          10.017633,
          9.317934,
          9.716758,
          8.817348,
          8.766816,
          8.395046,
          7.758621,
          8.681996,
          9.441615,
          8.652104,
          9.351795,
          9.615469,
          9.551992,
          9.192761,
          10.066323,
          11.529413,
          9.063766,
          9.893958,
          12.786313,
          14.470091,
          16.703468,
          13.599877,
          11.187993,
          11.025196,
          10.177963,
          9.816058,
          9.5848,
          10.565072,
          8.493861,
          9.846897,
          11.221639,
          7.85185,
          10.737,
          11.710297,
          8.657954,
          10.616347,
          9.75995,
          9.525432,
          9.902385,
          9.542224,
          9.505889,
          8.722692,
          9.306038,
          10.67565,
          10.900738,
          8.298629,
          7.931124,
          10.331091,
          8.858776,
          11.154076,
          12.37436,
          9.614806,
          9.031381,
          9.245282,
          9.005813,
          8.636445,
          9.397219,
          9.597079,
          11.495742,
          11.157792,
          11.847607,
          10.050198,
          12.030496,
          8.869186,
          9.028861,
          9.742921,
          10.110853,
          7.938942,
          9.004214,
          9.775904,
          8.893372,
          9.126226,
          10.473654,
          10.423302,
          11.327821,
          8.814699,
          8.159141,
          11.776263,
          11.72667,
          8.648091,
          8.486099,
          7.698753,
          7.547907,
          10.690513,
          8.371483,
          7.81345,
          7.976513,
          11.187695,
          9.944154,
          12.534008,
          10.952241,
          12.050299,
          9.533447,
          10.791529,
          9.383785,
          9.541054,
          10.739837,
          10.418426,
          10.962445,
          11.675478,
          9.884263,
          9.750061,
          10.166945,
          9.847601,
          9.706817,
          8.986686,
          9.279394,
          9.811402,
          8.984985,
          10.727697,
          15.636538,
          12.369705,
          13.430616,
          12.043916,
          11.004832,
          12.861145,
          13.477921,
          11.564698,
          9.1849,
          8.754194,
          10.051433,
          9.813523,
          9.82187,
          10.102891,
          9.804255,
          9.974195,
          9.620045,
          9.452708,
          9.67627,
          10.629731,
          8.963388,
          9.639532,
          9.605972,
          13.947569,
          11.96664,
          11.27056,
          13.011555,
          11.194007,
          11.546962,
          13.116791,
          13.768596,
          11.875083,
          11.145142,
          9.229844,
          10.747505,
          9.671249,
          10.308086,
          10.818523,
          9.523854,
          9.877903,
          9.756488,
          9.621987,
          9.686737,
          9.988967,
          8.691457,
          10.022825,
          10.216323,
          11.831649,
          11.578001,
          12.994663,
          10.644677,
          11.756696,
          13.167462,
          10.335787,
          12.22618,
          12.754123,
          12.386014,
          9.388165,
          10.736354,
          10.533207,
          10.27877,
          9.922339,
          9.931951,
          10.163869,
          9.248655,
          9.769228,
          10.653825,
          9.962936,
          9.635077,
          10.419046,
          10.998582,
          13.9943,
          9.332192,
          8.557722,
          21.210019,
          18.190241,
          12.906542,
          12.915177,
          10.183246,
          9.382011,
          11.318019,
          9.7354,
          9.247479,
          9.780156,
          9.5453,
          9.396268,
          9.486316,
          9.46734,
          10.030926,
          9.178053,
          9.075143,
          10.233027,
          9.434873,
          9.192762,
          9.575154,
          10.226375,
          10.67043,
          11.248379,
          11.21523,
          10.026239,
          11.704002,
          11.345774,
          11.237556,
          11.377194,
          12.395464,
          11.466044,
          11.220396,
          12.532087,
          12.995942,
          11.344424,
          10.688343,
          12.417295,
          11.838904,
          11.23971,
          11.739597,
          13.672544,
          11.61622,
          11.165147,
          11.426899,
          12.966159,
          11.508895,
          12.497162,
          13.666159,
          14.890556,
          11.74745,
          12.320534,
          10.921802,
          13.228799,
          11.095786,
          12.283292,
          11.503484,
          12.544347,
          12.223652,
          14.15076,
          12.401302,
          12.671945,
          12.669847,
          13.198949,
          12.402819,
          11.938692,
          14.101428,
          13.093286,
          12.467445,
          12.557641,
          12.069983,
          12.767384,
          13.11784,
          12.740421,
          12.638086,
          13.028645,
          12.088113,
          13.660021,
          13.30041,
          13.297461,
          14.021128,
          14.711333,
          13.2635,
          14.300296,
          12.254056,
          14.363471,
          14.267816,
          13.051715,
          13.048387,
          12.154192,
          12.351749,
          14.196569,
          12.686067,
          13.788104,
          10.537029,
          12.131624,
          11.400958,
          11.928923,
          10.932115,
          11.240574,
          13.566375,
          13.423702,
          13.073095,
          11.318829,
          12.350886,
          12.980255,
          12.589821,
          12.747645,
          12.613561,
          12.115133,
          11.637493,
          11.861625,
          15.189509,
          13.972219,
          12.128001,
          14.450314,
          13.416172,
          13.527171,
          14.050089,
          11.903859,
          13.905737,
          14.721548,
          12.905061,
          12.469051,
          11.780019,
          12.29152,
          12.465518,
          12.372394,
          12.077073,
          12.31101,
          12.508374,
          13.499694,
          11.67749,
          11.972024,
          11.993388,
          11.644145,
          12.276966,
          16.483512,
          12.993418,
          11.702558,
          11.855634,
          12.211383,
          12.087767,
          12.544255,
          11.883111,
          12.872706,
          16.190953,
          12.650278,
          13.147936,
          12.750559,
          14.954894,
          13.394095,
          12.195776,
          13.113362,
          13.815393,
          12.586584,
          11.277583,
          13.097121,
          12.928712,
          14.748658,
          13.182982,
          12.48237,
          13.456356,
          12.839442,
          12.230496,
          10.9776,
          9.973675,
          11.016023,
          11.400349,
          11.399144,
          11.839108,
          12.096944,
          12.861466,
          12.032872,
          11.706244,
          12.034068,
          11.57227,
          10.466323,
          12.097726,
          14.255226,
          14.819103,
          12.733565,
          11.760459,
          11.853909,
          13.350783,
          11.949012,
          12.273461,
          16.413238,
          15.352907,
          13.121493,
          13.679434,
          11.634525,
          10.486341,
          12.072625,
          14.130282,
          12.503804,
          13.174732,
          11.897465,
          11.111951,
          12.075519,
          11.21942,
          9.706007,
          10.550254,
          12.196816,
          12.106768,
          10.641908,
          10.711011,
          10.073628,
          15.242352,
          9.177995,
          10.177769,
          9.12125,
          13.470323,
          17.140183,
          18.723641,
          15.613337,
          13.4853,
          13.798708,
          12.920936,
          12.482175,
          12.505585,
          12.624313,
          11.717044,
          11.560072,
          11.318533,
          12.27394,
          11.130817,
          12.887672,
          8.755122,
          9.816158,
          11.99288,
          9.820073,
          11.05018,
          10.167739,
          9.791473,
          10.420969,
          10.404052,
          10.342843,
          11.322539,
          9.887903,
          9.731889,
          11.046513,
          12.498878,
          8.545011,
          9.272669,
          9.859659,
          9.503645,
          9.419896,
          8.808899,
          11.147348,
          28.501807,
          13.587111,
          11.584506,
          13.615816,
          11.535808,
          12.808534,
          10.11014,
          11.189187,
          12.202586,
          33.709515,
          13.922577,
          12.209917,
          9.743886,
          15.085891,
          12.749462,
          13.622016,
          12.045615,
          10.867559,
          16.330203,
          11.075077,
          10.939409,
          9.323366,
          8.71811,
          9.938208,
          8.802329,
          14.333875,
          12.467177,
          11.218365,
          10.086975,
          9.351245,
          10.731802,
          10.475576,
          9.438476,
          9.640134,
          9.570076,
          8.54877,
          12.289648,
          10.879188,
          10.842808,
          11.488995,
          10.595767,
          13.774326,
          9.718459,
          13.466651,
          11.78082,
          10.364977,
          10.765259,
          9.533106,
          9.75385,
          9.704281,
          9.861699,
          10.821492,
          9.968152,
          9.469197,
          8.659804,
          9.54979,
          9.584579,
          9.364412,
          9.321253,
          9.454388,
          10.210556,
          9.414959,
          13.11606,
          12.095971,
          12.070604,
          11.40278,
          15.185799,
          11.604766,
          13.271859,
          13.096988,
          11.92345,
          10.301381,
          8.62644,
          10.315907,
          10.251779,
          9.816012,
          10.342449,
          9.960627,
          9.524168,
          10.576814,
          12.535268,
          10.906605,
          8.802302,
          8.429063,
          8.651145,
          9.016935,
          8.649779,
          7.899275,
          8.301724,
          8.764619,
          7.915413,
          8.657493,
          7.883984,
          9.604488,
          8.058236,
          7.908117,
          8.120632,
          8.017984,
          7.883612,
          8.001368,
          8.183071,
          9.216614,
          8.40075,
          8.527534,
          8.636522,
          7.842161,
          8.213355,
          8.565944,
          9.851745,
          8.978448,
          8.390745,
          8.732352,
          9.534817,
          10.787001,
          15.187425,
          13.962033,
          10.968506,
          10.208976,
          7.347537,
          8.442068,
          9.910822,
          8.669145,
          7.530901,
          8.880822,
          8.549187,
          9.470916,
          8.671891,
          8.264033,
          9.127605,
          7.548065,
          8.206882,
          8.914743,
          8.826862,
          8.209274,
          6.910025,
          8.505848,
          10.476139,
          9.720314,
          9.826036,
          7.645218,
          7.45398,
          7.722609,
          7.871362,
          7.952365,
          6.908792,
          8.540348,
          7.897827,
          6.872291,
          7.90985,
          6.531628,
          9.734033,
          8.343746,
          8.736524,
          7.267866,
          7.268511,
          9.024338,
          9.332416,
          9.815301,
          9.768898,
          8.458379,
          7.435014,
          8.681389,
          8.875602,
          8.669285,
          9.840927,
          10.414696,
          8.645737,
          10.303512,
          11.222937,
          8.778573,
          9.108147,
          8.738342,
          8.613141,
          9.95601,
          8.713602,
          8.54634,
          9.10055,
          8.615386,
          10.493611,
          10.503638,
          9.101141,
          9.075668,
          7.720042,
          8.86295,
          11.209423,
          14.440226,
          18.62977,
          10.037524,
          10.883572,
          18.278727,
          15.80735,
          10.907489,
          13.205379,
          12.116023,
          10.910344,
          11.615896,
          8.038383,
          9.401271,
          9.702978,
          8.086507,
          10.052036,
          10.462933,
          8.677613,
          11.803625,
          8.772851,
          11.253832,
          11.591502,
          10.693663,
          9.215486,
          10.410984,
          9.584575,
          8.793942,
          9.266342,
          9.952203,
          10.29487,
          10.634274,
          12.390663,
          12.315717,
          11.52275,
          12.361111,
          9.014305,
          8.702479,
          9.849742,
          9.821554,
          8.597027,
          9.666906,
          10.033172,
          9.052334,
          8.980749,
          11.171808,
          10.675793,
          10.854469,
          10.990287,
          7.489253,
          8.701002,
          8.372353,
          9.806717,
          9.776704,
          11.795667,
          10.719342,
          9.825685,
          11.65161,
          9.660107,
          9.510379,
          10.052102,
          9.869446,
          10.049021,
          9.828627,
          9.1078,
          9.551187,
          9.506338,
          9.964461,
          8.443161,
          8.606599,
          8.769052,
          9.522223,
          8.87226
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105700,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-static/sparse-skew/16",
      "language": "cpp",
      "backend": "omp-static",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 20.9073955,
        "q1": 19.486866499999998,
        "q3": 23.04516025,
        "min": 14.30536,
        "max": 42.825776,
        "p95": 27.048856949999998,
        "p99": 37.23106936999997,
        "count": 462
      },
      "first_ms": {
        "median": 20.691134,
        "q1": 20.691134,
        "q3": 20.691134,
        "min": 20.691134,
        "max": 20.691134,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 134.521909,
        "q1": 134.521909,
        "q3": 134.521909,
        "min": 134.521909,
        "max": 134.521909,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10187.216916005127,
        "q1": 10187.216916005127,
        "q3": 10187.216916005127,
        "min": 10187.216916005127,
        "max": 10187.216916005127,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 99.9462890625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 46.17683498437394,
        "q1": 46.17683498437394,
        "q3": 46.17683498437394,
        "min": 46.17683498437394,
        "max": 46.17683498437394,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-static",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 134.521909,
        "first_ms": 20.691134,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10005.016588,
        "iterations": 462,
        "validations": "first,last",
        "samples_ms": [
          22.091196,
          22.778803,
          21.043338,
          20.497229,
          19.928828,
          22.055449,
          23.653939,
          20.366217,
          18.466371,
          19.723996,
          21.460651,
          24.234373,
          22.864241,
          21.687155,
          21.508226,
          19.504658,
          19.543716,
          18.594754,
          18.909325,
          17.805751,
          21.072955,
          26.853959,
          25.836081,
          24.356859,
          20.684378,
          20.089142,
          20.922509,
          18.766815,
          18.305876,
          18.222421,
          19.964213,
          26.252253,
          23.657388,
          23.457274,
          21.860052,
          20.436796,
          20.322907,
          19.382769,
          18.898974,
          19.821236,
          23.877109,
          25.42708,
          28.800407,
          23.501244,
          21.287876,
          20.525685,
          20.145826,
          19.261418,
          22.7773,
          38.234204,
          25.950066,
          21.204951,
          24.482946,
          22.851316,
          19.785823,
          19.635177,
          22.343862,
          24.358367,
          14.840011,
          15.294025,
          17.252997,
          20.681549,
          24.590107,
          19.231354,
          19.272481,
          19.845591,
          20.775359,
          22.524234,
          23.798123,
          22.470372,
          21.932544,
          19.713839,
          20.140646,
          18.826306,
          17.552079,
          18.954689,
          19.583641,
          22.420937,
          25.062638,
          24.368992,
          22.970351,
          19.393055,
          20.102514,
          19.448424,
          20.07391,
          18.728946,
          17.828612,
          26.66496,
          23.523439,
          31.057908,
          20.877086,
          24.361637,
          23.40996,
          24.28761,
          19.849392,
          20.300328,
          25.423255,
          23.863736,
          23.373408,
          22.391714,
          21.009213,
          19.182756,
          19.720958,
          19.089897,
          21.741389,
          40.359371,
          22.282738,
          21.244736,
          22.891363,
          24.005232,
          19.272792,
          19.375478,
          21.185593,
          22.705993,
          21.153142,
          18.560908,
          19.364096,
          20.424224,
          23.447113,
          19.840891,
          19.322234,
          18.682178,
          20.699632,
          21.457031,
          22.768689,
          22.921952,
          22.989194,
          20.724782,
          19.557794,
          19.249437,
          17.608069,
          19.019588,
          18.296186,
          17.380002,
          24.932248,
          28.311821,
          23.778968,
          22.038277,
          20.347768,
          20.610194,
          18.019954,
          18.440664,
          19.204681,
          20.434726,
          26.957558,
          24.211609,
          25.137539,
          20.036825,
          19.932327,
          19.288182,
          19.060676,
          18.438662,
          19.332303,
          22.994977,
          26.949432,
          22.176516,
          24.091223,
          20.165252,
          20.817798,
          20.071849,
          18.540545,
          22.992925,
          33.574959,
          29.465376,
          20.953326,
          23.05034,
          21.948036,
          21.359791,
          19.194149,
          20.618459,
          22.015322,
          22.487346,
          20.108922,
          19.274052,
          21.549631,
          21.790791,
          21.957143,
          18.167345,
          19.619306,
          19.92033,
          22.127062,
          20.396393,
          24.69333,
          22.52035,
          22.35308,
          20.499019,
          22.529234,
          23.423353,
          18.855649,
          18.307567,
          19.842832,
          20.839979,
          23.801103,
          25.170692,
          22.319129,
          22.490959,
          21.594245,
          19.687374,
          18.78906,
          18.868454,
          19.842722,
          23.730342,
          24.459036,
          23.804531,
          22.882964,
          21.379033,
          20.54642,
          19.352436,
          18.818758,
          18.376892,
          18.584011,
          27.069349,
          25.308792,
          23.908757,
          22.763951,
          21.09952,
          18.51528,
          19.48575,
          19.35917,
          25.341527,
          38.25881,
          24.266275,
          20.883278,
          23.417938,
          23.274884,
          19.553926,
          21.038837,
          24.339556,
          24.393702,
          20.419722,
          19.613139,
          21.601829,
          22.741585,
          21.330674,
          19.366492,
          20.867969,
          20.631509,
          22.227675,
          23.880783,
          22.763666,
          22.078187,
          20.108862,
          19.990698,
          18.19292,
          17.853847,
          18.764059,
          18.937476,
          24.09365,
          23.843007,
          21.660496,
          22.982239,
          20.491897,
          20.2728,
          19.300655,
          19.000689,
          18.474666,
          19.678329,
          25.081333,
          23.455311,
          23.459598,
          23.029621,
          20.489364,
          20.597147,
          19.361138,
          19.002737,
          19.531033,
          21.487827,
          25.791243,
          24.110704,
          24.525232,
          21.099222,
          20.325003,
          19.30122,
          20.608648,
          19.703765,
          30.919836,
          36.589721,
          23.397008,
          23.024092,
          23.212142,
          21.83478,
          19.196322,
          21.370009,
          23.164024,
          21.643896,
          19.966551,
          19.596529,
          20.747361,
          23.02503,
          20.736055,
          14.30536,
          20.327336,
          21.244028,
          20.818675,
          22.816021,
          22.617685,
          21.206254,
          21.133182,
          19.31751,
          19.573435,
          19.510387,
          18.458409,
          18.232324,
          18.828951,
          26.415826,
          23.562788,
          23.624219,
          20.838932,
          21.007894,
          21.554438,
          19.96643,
          19.011389,
          20.384544,
          23.104428,
          25.335068,
          23.90939,
          22.508408,
          21.016098,
          20.485506,
          20.075439,
          20.681672,
          18.611617,
          21.888311,
          26.397969,
          25.757953,
          28.643797,
          20.070599,
          20.538231,
          18.428702,
          16.935105,
          20.184454,
          42.825776,
          21.391923,
          17.658707,
          20.234817,
          23.229716,
          15.764619,
          14.609353,
          17.087322,
          19.683696,
          24.529904,
          19.163906,
          18.847347,
          20.316949,
          21.581978,
          22.207434,
          19.168208,
          19.77052,
          20.205936,
          21.302049,
          19.009918,
          22.453059,
          22.30394,
          21.128156,
          23.632489,
          21.011746,
          19.747241,
          19.132715,
          19.049721,
          18.564319,
          18.36449,
          22.471508,
          24.839951,
          24.716874,
          25.31652,
          20.090062,
          21.303013,
          19.139172,
          19.13057,
          18.554799,
          18.945678,
          25.041561,
          27.646157,
          23.597241,
          23.023283,
          21.066644,
          21.04182,
          19.551663,
          18.985115,
          18.700817,
          18.969758,
          26.540382,
          26.958929,
          24.039509,
          21.576838,
          20.965483,
          20.233993,
          19.61885,
          21.856987,
          31.463766,
          34.577018,
          22.904139,
          27.05359,
          23.669303,
          20.752627,
          19.814873,
          22.491612,
          22.793464,
          20.678883,
          19.416155,
          20.217153,
          22.508884,
          22.88956,
          19.514057,
          19.234265,
          18.784332,
          21.939877,
          22.082851,
          23.000656,
          22.390427,
          22.619185,
          20.892282,
          19.848616,
          20.114495,
          18.256415,
          18.576176,
          18.767344,
          23.466943,
          30.259797,
          27.554089,
          24.568666,
          20.22868,
          19.6568,
          19.005294,
          19.409235,
          18.929922,
          14.801881,
          29.214934,
          28.145403,
          28.019267,
          19.490216,
          18.073075,
          15.604702,
          16.307664,
          15.481328,
          15.993132,
          32.38119,
          25.300118,
          25.703034,
          19.130302,
          19.238111,
          16.112488,
          16.878952,
          21.820742,
          38.288517,
          24.888018,
          21.766058,
          23.732636,
          23.93533,
          19.725745,
          20.332592,
          21.456972,
          24.265268,
          20.503461,
          19.672655,
          20.538625,
          21.726853,
          23.770478,
          19.756551,
          19.542018,
          19.620272,
          22.413305
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105728,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-dynamic/dense/16",
      "language": "cpp",
      "backend": "omp-dynamic",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 11.967439,
        "q1": 11.210571,
        "q3": 13.026831999999999,
        "min": 8.925685,
        "max": 22.893939,
        "p95": 14.759913399999997,
        "p99": 18.041173379999968,
        "count": 819
      },
      "first_ms": {
        "median": 16.259135,
        "q1": 16.259135,
        "q3": 16.259135,
        "min": 16.259135,
        "max": 16.259135,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 141.475783,
        "q1": 141.475783,
        "q3": 141.475783,
        "min": 141.475783,
        "max": 141.475783,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10192.82411900349,
        "q1": 10192.82411900349,
        "q3": 10192.82411900349,
        "min": 10192.82411900349,
        "max": 10192.82411900349,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.0009765625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 81.88332789937307,
        "q1": 81.88332789937307,
        "q3": 81.88332789937307,
        "min": 81.88332789937307,
        "max": 81.88332789937307,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 141.475783,
        "first_ms": 16.259135,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.03608,
        "iterations": 819,
        "validations": "first,last",
        "samples_ms": [
          12.805952,
          11.553567,
          11.073733,
          11.382226,
          11.75618,
          11.456757,
          11.049302,
          11.282662,
          12.424869,
          11.479981,
          10.693093,
          11.543155,
          11.628278,
          14.827538,
          11.585608,
          11.169915,
          9.628226,
          15.40422,
          12.099251,
          14.739915,
          18.134325,
          14.315474,
          12.853904,
          14.833695,
          13.939972,
          12.232173,
          15.250416,
          12.817732,
          10.822473,
          10.972033,
          11.709697,
          11.377636,
          16.679044,
          11.257455,
          12.902984,
          13.285889,
          11.813489,
          10.969494,
          11.321003,
          12.139154,
          12.783074,
          11.40581,
          11.161156,
          10.374016,
          11.209005,
          12.733828,
          13.296395,
          12.641828,
          9.741065,
          14.323395,
          11.737179,
          10.88199,
          12.420383,
          11.729977,
          10.984163,
          11.230977,
          10.940952,
          11.967863,
          12.877819,
          12.984421,
          13.548654,
          13.593651,
          15.004419,
          12.423054,
          12.842487,
          12.450275,
          12.541135,
          12.899161,
          13.239087,
          12.277956,
          12.350629,
          12.676282,
          13.424243,
          12.290093,
          13.12877,
          13.181948,
          11.441928,
          12.882714,
          14.315192,
          13.036476,
          13.545529,
          13.802634,
          12.926827,
          13.884997,
          14.570352,
          12.532631,
          12.570285,
          11.75208,
          12.126507,
          12.796315,
          12.439759,
          12.700521,
          12.443633,
          13.468013,
          13.87224,
          12.273421,
          13.123919,
          13.678771,
          13.102552,
          11.390972,
          10.583342,
          11.124199,
          14.660435,
          13.098418,
          14.746288,
          10.365813,
          15.020265,
          12.367247,
          13.02257,
          12.603801,
          13.788599,
          14.421826,
          12.3713,
          14.437491,
          13.037712,
          12.254604,
          11.644514,
          11.122432,
          15.539669,
          12.436689,
          11.793366,
          11.658474,
          9.618193,
          11.193047,
          10.967714,
          11.146179,
          11.362408,
          13.001192,
          11.482046,
          11.59932,
          11.939262,
          14.387406,
          14.082387,
          12.524999,
          11.536347,
          13.770025,
          12.939589,
          11.662249,
          12.207635,
          14.224885,
          13.677969,
          13.395514,
          12.341629,
          12.333253,
          12.918265,
          11.361346,
          12.080567,
          12.917839,
          12.111873,
          11.780432,
          11.218001,
          11.615826,
          11.278364,
          12.141079,
          12.610704,
          11.877044,
          11.147624,
          12.854141,
          13.924228,
          11.0987,
          14.406698,
          13.005871,
          13.464843,
          13.441242,
          13.490969,
          12.281169,
          12.810118,
          13.552935,
          13.682399,
          13.042381,
          13.523534,
          12.398718,
          10.994962,
          13.783898,
          11.154306,
          10.852874,
          12.929644,
          10.254974,
          11.117087,
          14.69757,
          12.418264,
          11.60679,
          10.759493,
          11.46778,
          13.036626,
          11.989133,
          14.435136,
          10.805181,
          11.578806,
          10.853289,
          13.203893,
          12.10426,
          12.664252,
          12.981251,
          14.338197,
          20.600653,
          11.293114,
          11.502494,
          10.553976,
          13.890266,
          14.193399,
          10.918684,
          11.348542,
          11.917718,
          11.444084,
          11.709455,
          12.603991,
          11.279039,
          13.521135,
          13.066658,
          13.121271,
          11.476609,
          10.569909,
          11.198306,
          10.205969,
          11.523683,
          11.934491,
          13.064585,
          12.03094,
          11.12358,
          13.678183,
          12.471103,
          14.619333,
          10.886604,
          11.369521,
          10.737418,
          12.036158,
          12.088831,
          11.241901,
          12.682046,
          12.110524,
          11.269333,
          12.337339,
          11.268375,
          12.482545,
          11.574464,
          14.062754,
          11.842416,
          11.482119,
          11.826986,
          11.173013,
          11.422778,
          13.090212,
          10.694345,
          10.860435,
          12.948733,
          10.569726,
          11.577225,
          11.401674,
          12.766812,
          10.77728,
          10.539374,
          10.676667,
          13.758613,
          11.483426,
          13.031094,
          15.025227,
          10.451726,
          11.467718,
          12.999905,
          12.107809,
          11.94801,
          11.606584,
          11.566669,
          11.593045,
          11.479236,
          11.270334,
          10.65353,
          10.812223,
          11.967439,
          11.813482,
          11.944019,
          10.872971,
          13.151812,
          10.365972,
          10.323306,
          15.67641,
          11.863516,
          11.732589,
          11.73303,
          13.353953,
          13.224135,
          12.618704,
          12.870214,
          14.327596,
          12.429832,
          12.88531,
          13.890516,
          13.065274,
          10.945662,
          13.056039,
          11.072954,
          13.706078,
          12.631165,
          12.594696,
          10.379326,
          11.776958,
          11.568209,
          11.945178,
          11.449822,
          11.749536,
          11.48905,
          10.014422,
          11.025573,
          11.784752,
          11.735243,
          14.068618,
          12.690682,
          13.771298,
          13.76671,
          16.608332,
          19.397053,
          20.795834,
          13.046899,
          12.609474,
          11.678227,
          12.470688,
          12.686693,
          12.63796,
          10.893755,
          10.81523,
          11.344894,
          10.933442,
          11.63019,
          11.39945,
          12.03105,
          11.663743,
          11.941879,
          12.471095,
          14.145669,
          13.914693,
          13.624419,
          13.797794,
          13.001974,
          12.884727,
          14.485021,
          10.695506,
          12.978255,
          10.893489,
          12.202653,
          11.946083,
          10.914934,
          13.292903,
          11.672134,
          11.292788,
          11.41902,
          11.384193,
          11.763293,
          11.627325,
          11.886176,
          12.221088,
          13.634794,
          11.840909,
          11.523446,
          10.533735,
          16.605591,
          15.075403,
          14.065432,
          13.276046,
          13.597747,
          14.756882,
          13.21327,
          13.531957,
          11.023977,
          12.030659,
          10.319891,
          11.104463,
          11.420117,
          11.608414,
          13.540406,
          13.497256,
          12.223924,
          13.2841,
          11.702212,
          12.172378,
          13.625968,
          11.02375,
          12.258889,
          11.909477,
          10.666465,
          10.332636,
          10.663263,
          11.168301,
          11.421806,
          11.695261,
          14.828128,
          11.265519,
          12.23139,
          12.129102,
          11.710604,
          10.22384,
          12.481383,
          15.260671,
          11.651403,
          11.462172,
          12.057852,
          13.599099,
          11.354774,
          13.071905,
          12.241397,
          12.709115,
          12.814758,
          12.239745,
          11.824872,
          12.11477,
          12.974322,
          16.661675,
          13.184174,
          11.561485,
          11.85973,
          11.341694,
          10.651507,
          10.932683,
          14.116202,
          15.579026,
          14.867099,
          12.669719,
          15.69297,
          13.226359,
          12.740938,
          11.631802,
          15.844953,
          12.993295,
          11.01551,
          13.371207,
          11.739316,
          9.603228,
          13.643215,
          13.118904,
          11.630088,
          13.276229,
          10.908001,
          12.350624,
          10.832101,
          8.925685,
          12.669353,
          12.061053,
          11.875571,
          11.352577,
          11.292662,
          12.644001,
          13.518157,
          13.895401,
          13.962659,
          12.750389,
          10.893953,
          12.158492,
          12.33398,
          14.345523,
          12.060738,
          13.018321,
          12.927987,
          12.541965,
          11.742778,
          11.573807,
          11.440113,
          10.791706,
          10.952357,
          10.431402,
          9.998291,
          9.947838,
          11.170354,
          9.346163,
          9.476252,
          10.337351,
          10.022259,
          9.145214,
          10.67983,
          10.452463,
          10.104048,
          10.041978,
          9.590627,
          9.143865,
          9.803222,
          9.895192,
          9.432505,
          10.83583,
          10.457039,
          9.594133,
          9.973888,
          10.791886,
          9.53453,
          9.349778,
          10.439788,
          13.197433,
          12.704082,
          12.201368,
          10.965923,
          10.804557,
          11.483228,
          11.370949,
          13.872735,
          20.449412,
          15.000685,
          15.183247,
          12.690789,
          12.597094,
          16.063072,
          12.179611,
          15.17985,
          13.74726,
          12.783648,
          11.401313,
          12.045938,
          11.835723,
          11.849047,
          12.051878,
          11.428145,
          12.126002,
          11.950741,
          11.876818,
          10.80892,
          11.739839,
          10.781806,
          11.391376,
          11.555118,
          10.662753,
          11.999532,
          19.734479,
          13.034095,
          11.980617,
          10.773353,
          14.474297,
          11.227774,
          11.389507,
          9.470832,
          9.963667,
          11.354513,
          11.225693,
          11.522686,
          11.699992,
          12.078679,
          9.758811,
          10.319444,
          12.266212,
          9.707939,
          10.861292,
          10.955432,
          11.760672,
          11.09038,
          12.433844,
          9.831827,
          9.54125,
          10.008289,
          10.946462,
          10.117968,
          10.169552,
          10.002737,
          10.749536,
          9.689455,
          11.367242,
          9.814798,
          10.45439,
          10.705866,
          12.832391,
          12.886023,
          10.680926,
          10.071585,
          10.147923,
          9.906125,
          10.21492,
          9.97593,
          9.474027,
          10.314993,
          13.157466,
          12.786348,
          12.580207,
          12.614592,
          10.843784,
          12.696236,
          10.36205,
          11.708544,
          17.616816,
          12.414563,
          11.107691,
          11.560276,
          13.386645,
          12.212606,
          12.19899,
          11.928494,
          11.72038,
          11.620628,
          10.238881,
          9.131443,
          16.09324,
          13.869163,
          12.96784,
          14.325893,
          18.681878,
          13.062116,
          13.004238,
          10.9015,
          12.86406,
          13.178164,
          13.97395,
          12.558188,
          10.534359,
          12.787974,
          11.445574,
          11.12943,
          12.70615,
          13.256853,
          11.992224,
          10.891682,
          11.71272,
          11.045235,
          11.338609,
          12.528468,
          13.487895,
          11.073924,
          12.909275,
          10.274023,
          12.805556,
          12.935882,
          12.777495,
          12.024612,
          11.718352,
          11.527971,
          10.575485,
          11.639489,
          12.208415,
          13.745162,
          13.322641,
          13.348112,
          12.933434,
          13.888836,
          12.45327,
          13.924071,
          13.59221,
          14.787196,
          12.747664,
          12.783785,
          12.354756,
          12.825047,
          12.402871,
          13.308566,
          13.262798,
          13.433467,
          13.132515,
          12.659317,
          13.205449,
          13.71425,
          12.24563,
          15.032755,
          12.198564,
          12.709057,
          12.26295,
          10.845858,
          10.360949,
          11.123241,
          11.435487,
          14.271211,
          12.016991,
          13.745416,
          13.941134,
          13.258743,
          14.175095,
          12.853022,
          12.883056,
          11.102404,
          11.9864,
          15.02086,
          11.658123,
          9.949,
          12.212502,
          12.906454,
          11.086376,
          11.246016,
          9.546505,
          11.291249,
          11.611214,
          11.336844,
          10.618615,
          11.133632,
          12.180133,
          12.646454,
          11.552118,
          10.472257,
          10.533019,
          11.053685,
          10.953867,
          12.589441,
          12.852531,
          14.047907,
          12.289199,
          11.764572,
          13.928003,
          12.888201,
          11.50687,
          12.465978,
          13.55194,
          13.054016,
          11.714536,
          12.942577,
          11.44366,
          11.715388,
          11.34005,
          10.84022,
          10.789889,
          11.68408,
          11.115251,
          11.524162,
          10.16085,
          11.303668,
          11.491746,
          11.752249,
          11.320505,
          10.94899,
          9.861472,
          12.973056,
          10.305393,
          13.124765,
          11.85852,
          13.499229,
          14.691521,
          12.464364,
          16.654505,
          12.031153,
          12.223552,
          12.241862,
          13.523634,
          13.389927,
          11.510332,
          11.887755,
          11.646486,
          11.401979,
          11.299087,
          11.265917,
          11.483883,
          10.060791,
          10.57272,
          11.404619,
          11.399295,
          11.566966,
          11.555279,
          12.622108,
          13.924738,
          14.319593,
          17.32655,
          22.893939,
          13.887389,
          10.945814,
          13.140904,
          14.137254,
          14.017094,
          12.694658,
          11.969324,
          12.329412,
          10.534431,
          11.787283,
          11.638042,
          14.469143,
          10.168944,
          10.647859,
          10.012816,
          12.358998,
          13.890407,
          10.633389,
          10.383729,
          10.66441,
          11.020203,
          11.430282,
          14.58579,
          11.110845,
          10.606902,
          14.528613,
          13.076892,
          13.104689,
          18.418026,
          13.250412,
          13.128071,
          13.26636,
          13.89692,
          11.326019,
          11.749157,
          11.41368,
          11.446579,
          11.767611,
          12.792874,
          11.577298,
          11.446379,
          11.550123,
          13.477095,
          10.849012,
          11.321223,
          11.129561,
          11.212137,
          11.471995,
          11.409054,
          11.542564,
          12.071731,
          10.263781,
          12.588687,
          10.667683,
          11.417473,
          9.594384,
          11.944173,
          12.62207,
          11.294234,
          14.925636,
          13.032033,
          11.654515,
          9.663775,
          9.8655,
          12.089263,
          12.745654,
          11.193907,
          12.707247,
          12.666748,
          9.034806,
          13.81243,
          10.429333,
          10.314058,
          12.800258,
          11.737418,
          10.877258,
          10.469934,
          11.311777,
          10.963934
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135424,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-dynamic/sparse-uniform/16",
      "language": "cpp",
      "backend": "omp-dynamic",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 9.6004515,
        "q1": 8.903776,
        "q3": 10.6821345,
        "min": 6.270118,
        "max": 18.941118,
        "p95": 12.453805449999999,
        "p99": 14.488755190000003,
        "count": 1014
      },
      "first_ms": {
        "median": 15.765049,
        "q1": 15.765049,
        "q3": 15.765049,
        "min": 15.765049,
        "max": 15.765049,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 130.201361,
        "q1": 130.201361,
        "q3": 130.201361,
        "min": 130.201361,
        "max": 130.201361,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10174.822465050966,
        "q1": 10174.822465050966,
        "q3": 10174.822465050966,
        "min": 10174.822465050966,
        "max": 10174.822465050966,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.0048828125,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 101.3610779846287,
        "q1": 101.3610779846287,
        "q3": 101.3610779846287,
        "min": 101.3610779846287,
        "max": 101.3610779846287,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 130.201361,
        "first_ms": 15.765049,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10003.839937,
        "iterations": 1014,
        "validations": "first,last",
        "samples_ms": [
          12.035966,
          9.200526,
          11.197026,
          10.917752,
          11.293536,
          10.739289,
          11.801139,
          12.458477,
          9.097931,
          10.107563,
          9.717074,
          10.137399,
          9.363839,
          9.024137,
          9.904398,
          9.453984,
          9.285588,
          9.180987,
          9.236394,
          8.941434,
          8.991556,
          9.428684,
          8.858097,
          11.350932,
          10.506312,
          9.052252,
          7.839252,
          10.322804,
          15.385878,
          13.861531,
          16.546006,
          9.63426,
          12.782744,
          10.44283,
          8.944063,
          8.693356,
          9.603097,
          9.265985,
          8.866737,
          9.335828,
          10.800735,
          10.024082,
          12.000595,
          9.690645,
          12.336113,
          10.890381,
          10.070842,
          8.719031,
          9.377999,
          9.33566,
          9.816162,
          8.155006,
          9.6882,
          8.338458,
          10.008467,
          10.730095,
          9.786329,
          11.013882,
          9.841546,
          9.219703,
          10.364124,
          8.995729,
          9.67844,
          9.200793,
          9.233921,
          8.930941,
          9.055011,
          7.412658,
          10.073071,
          9.812466,
          9.20736,
          11.275187,
          9.5977,
          13.088803,
          11.701195,
          14.549548,
          9.709221,
          10.7413,
          8.101665,
          9.703282,
          9.000919,
          8.860893,
          9.342691,
          12.318893,
          11.846969,
          10.466776,
          8.498328,
          10.171322,
          11.688259,
          8.99474,
          10.919075,
          12.894024,
          8.728952,
          10.321066,
          12.441116,
          10.589851,
          7.373848,
          10.113744,
          9.763297,
          10.276558,
          9.018264,
          8.778117,
          9.734262,
          7.599291,
          9.200231,
          10.050421,
          7.726217,
          9.207342,
          8.851255,
          8.732296,
          9.710254,
          9.758538,
          8.377165,
          8.744438,
          8.03288,
          9.340427,
          8.061077,
          7.765581,
          13.246869,
          11.060354,
          10.881573,
          12.079146,
          9.206401,
          11.67364,
          9.839964,
          10.329115,
          10.00521,
          10.72048,
          11.136213,
          10.260688,
          9.279051,
          10.84697,
          9.09548,
          9.501613,
          9.595064,
          9.434795,
          10.25443,
          8.329526,
          9.916998,
          7.751122,
          9.169572,
          9.372338,
          7.971893,
          10.397821,
          9.709525,
          8.191216,
          8.821396,
          11.323562,
          11.784889,
          12.639842,
          10.305709,
          13.051173,
          12.743462,
          11.138289,
          8.13083,
          10.049795,
          10.716871,
          12.264386,
          11.313552,
          10.664014,
          8.545296,
          9.367957,
          10.109765,
          9.170718,
          8.765577,
          10.208742,
          9.643084,
          9.077778,
          8.987015,
          10.599542,
          9.478355,
          9.019092,
          9.301961,
          9.198797,
          9.76401,
          13.652012,
          12.092535,
          11.20231,
          8.583761,
          10.284347,
          11.31121,
          12.345551,
          11.196481,
          10.868203,
          11.376906,
          13.344415,
          7.562499,
          9.895146,
          12.990349,
          7.800091,
          10.764283,
          8.961811,
          10.882,
          9.971788,
          9.901591,
          8.714165,
          9.431573,
          9.307001,
          8.616582,
          9.982293,
          10.12202,
          9.457466,
          8.291578,
          10.544707,
          8.202097,
          9.039045,
          11.000445,
          11.969977,
          8.748135,
          8.205941,
          9.00769,
          7.786748,
          8.257445,
          8.323844,
          8.91133,
          8.297509,
          7.626263,
          9.211111,
          8.256923,
          7.953025,
          8.910347,
          8.933064,
          8.353879,
          8.507193,
          9.557962,
          9.837003,
          10.074029,
          9.952744,
          8.623599,
          9.696571,
          7.206221,
          7.104045,
          7.489308,
          6.678545,
          7.568508,
          7.248651,
          6.910596,
          7.963757,
          6.270118,
          7.969761,
          6.808582,
          7.71521,
          8.34799,
          7.930319,
          7.637056,
          6.566167,
          7.803041,
          7.722769,
          7.671985,
          8.607071,
          6.641302,
          8.950466,
          7.807491,
          8.318845,
          8.312848,
          7.518779,
          12.182422,
          16.968253,
          10.833663,
          10.683818,
          15.53818,
          10.431913,
          10.886964,
          10.981151,
          8.223482,
          7.726142,
          8.303142,
          9.079115,
          12.190758,
          9.22006,
          8.196416,
          10.770517,
          11.919229,
          9.091098,
          11.074986,
          11.893578,
          13.022383,
          9.047487,
          9.899796,
          10.4305,
          9.079982,
          9.50295,
          9.790871,
          8.432223,
          10.143499,
          10.646007,
          8.922409,
          10.899329,
          8.167984,
          10.323753,
          10.324279,
          10.321999,
          10.29971,
          9.671553,
          10.977436,
          10.086093,
          7.533537,
          11.504888,
          8.890096,
          9.697081,
          10.688263,
          10.62054,
          8.660463,
          9.349994,
          11.383998,
          10.870422,
          9.50484,
          11.047352,
          9.233679,
          9.589154,
          9.394849,
          9.377893,
          8.754821,
          8.852337,
          9.765412,
          9.530144,
          9.354479,
          11.275205,
          7.571159,
          11.683015,
          10.747933,
          8.488877,
          10.26416,
          9.40903,
          11.671339,
          10.482297,
          11.68936,
          10.19802,
          8.412922,
          7.768562,
          7.867132,
          7.717042,
          7.966574,
          7.54731,
          8.538395,
          8.075148,
          7.007671,
          8.129842,
          7.716281,
          7.735559,
          9.60291,
          7.734902,
          7.283723,
          8.524871,
          9.212138,
          10.200521,
          7.199605,
          8.059812,
          7.897854,
          8.476328,
          8.135864,
          7.853167,
          7.348393,
          8.356875,
          8.440685,
          8.912124,
          7.635169,
          8.14791,
          9.343316,
          8.434933,
          9.633848,
          9.501118,
          7.964556,
          10.423425,
          9.136305,
          9.266055,
          9.723023,
          8.743586,
          9.074886,
          9.356409,
          11.01595,
          9.766541,
          8.690445,
          10.282139,
          8.77409,
          9.642386,
          10.295863,
          9.914355,
          10.925931,
          9.731974,
          10.340288,
          11.036052,
          9.378168,
          13.727,
          9.241341,
          8.603007,
          11.773881,
          9.461445,
          7.61622,
          8.252528,
          9.127943,
          8.146769,
          9.157872,
          8.386362,
          6.900237,
          8.298931,
          7.905791,
          7.18163,
          8.416605,
          8.581,
          8.879199,
          8.498089,
          7.832188,
          8.257566,
          8.678399,
          8.993087,
          8.877954,
          9.485763,
          9.610996,
          10.119614,
          11.08372,
          9.920596,
          8.712579,
          9.505412,
          9.564042,
          8.310031,
          9.378612,
          11.380326,
          9.677682,
          7.527723,
          10.832755,
          9.827767,
          9.244157,
          9.99597,
          9.508539,
          9.416887,
          11.047833,
          10.184814,
          9.428775,
          8.500313,
          9.802343,
          9.409735,
          10.572443,
          14.041456,
          13.67893,
          11.346799,
          10.900152,
          12.13019,
          9.889914,
          10.083516,
          10.170199,
          11.632836,
          11.166739,
          11.276185,
          11.188507,
          9.89897,
          9.577748,
          10.046003,
          9.897479,
          9.227554,
          10.176854,
          9.694811,
          9.535174,
          8.916586,
          9.46037,
          8.828895,
          9.865964,
          10.182534,
          9.514652,
          8.589797,
          9.475001,
          9.629645,
          8.984675,
          11.236142,
          10.719927,
          12.695316,
          12.134922,
          11.581543,
          11.59785,
          12.027852,
          9.486109,
          10.531767,
          11.132036,
          12.873468,
          12.49271,
          12.529364,
          10.460986,
          9.702252,
          10.676475,
          8.847427,
          10.629343,
          10.700463,
          9.942847,
          11.024145,
          9.959442,
          9.181121,
          9.532459,
          8.981632,
          12.265261,
          9.045125,
          9.588736,
          11.352626,
          9.06151,
          13.490486,
          8.596055,
          9.326907,
          8.223679,
          8.404505,
          11.94404,
          14.025978,
          9.023325,
          7.966399,
          7.967936,
          13.638955,
          11.146548,
          11.249082,
          18.941118,
          10.695004,
          9.220235,
          12.194767,
          10.080813,
          9.877559,
          9.958828,
          9.441165,
          8.324367,
          9.262788,
          8.969321,
          11.073763,
          9.606346,
          10.662021,
          9.703074,
          13.092472,
          10.856963,
          11.599248,
          8.95815,
          9.822362,
          9.59506,
          8.240133,
          10.249509,
          8.541465,
          9.033501,
          9.984985,
          8.798866,
          9.170884,
          9.514862,
          10.06254,
          11.673078,
          12.45129,
          12.094924,
          12.704209,
          8.487811,
          9.431894,
          10.125864,
          9.228154,
          8.935366,
          10.174491,
          9.476022,
          10.06664,
          9.382135,
          11.584037,
          10.671775,
          10.270293,
          9.399077,
          12.205709,
          8.866826,
          11.763783,
          9.908303,
          8.769714,
          9.733728,
          8.774141,
          7.875865,
          8.782037,
          8.247775,
          7.578006,
          8.227785,
          7.84203,
          7.64353,
          8.373757,
          7.654756,
          8.029429,
          8.88977,
          8.109263,
          7.964787,
          9.826441,
          8.903527,
          9.976383,
          9.128455,
          9.930036,
          10.920822,
          9.04276,
          10.526878,
          11.733911,
          9.999236,
          8.059858,
          11.12591,
          12.780252,
          11.217444,
          9.328465,
          10.946457,
          11.563073,
          11.02349,
          9.596657,
          12.40365,
          9.992534,
          11.785666,
          9.32715,
          9.578192,
          9.510549,
          9.857811,
          10.476561,
          10.418746,
          12.458778,
          9.341658,
          11.106475,
          10.140569,
          11.972748,
          9.056104,
          10.719046,
          10.204645,
          10.576991,
          9.440194,
          11.981054,
          8.446265,
          12.089286,
          10.346319,
          8.967663,
          9.972,
          10.653541,
          7.34971,
          10.704505,
          14.602988,
          12.042372,
          11.247984,
          10.471411,
          11.83136,
          11.333034,
          11.99528,
          12.775312,
          13.210014,
          12.934406,
          10.418836,
          9.594546,
          10.755643,
          11.24174,
          9.067328,
          11.004368,
          9.952278,
          10.677084,
          9.707598,
          9.817418,
          10.573605,
          11.217313,
          8.975031,
          9.564269,
          10.43802,
          9.220687,
          10.563896,
          9.885433,
          9.571636,
          10.228486,
          8.188936,
          9.336507,
          9.701931,
          8.571366,
          10.127536,
          8.912336,
          12.384236,
          12.36924,
          11.403437,
          10.548121,
          10.83564,
          8.964581,
          10.062233,
          10.3866,
          10.707057,
          11.461497,
          11.708102,
          9.579809,
          9.572851,
          9.641192,
          9.018639,
          9.049746,
          8.965701,
          8.950205,
          9.181954,
          8.609148,
          9.25725,
          8.070613,
          9.1559,
          9.801076,
          10.459179,
          10.521224,
          10.972662,
          9.439853,
          8.273119,
          9.298365,
          9.090433,
          8.906941,
          9.056555,
          9.185104,
          8.8124,
          13.16485,
          11.002154,
          11.794227,
          9.08714,
          9.287171,
          11.901054,
          9.97875,
          10.180914,
          10.098341,
          11.453902,
          11.041267,
          9.111656,
          10.343762,
          9.529662,
          10.603095,
          9.365032,
          9.408094,
          8.960192,
          9.906034,
          9.206107,
          8.787674,
          9.383197,
          7.92405,
          9.859391,
          10.959423,
          9.338654,
          9.500831,
          8.787945,
          8.684072,
          10.50906,
          11.653969,
          8.750119,
          8.371352,
          10.398566,
          11.504833,
          8.117745,
          17.439218,
          13.882059,
          11.97876,
          10.714298,
          12.122712,
          9.674821,
          9.177674,
          8.88215,
          10.125699,
          11.76536,
          10.028689,
          8.968176,
          10.734196,
          7.880035,
          11.653094,
          14.081911,
          11.254633,
          9.845112,
          8.956234,
          9.376939,
          8.431688,
          9.006285,
          9.475399,
          10.390187,
          10.12507,
          12.021867,
          8.176183,
          13.756939,
          10.030359,
          11.317499,
          8.513773,
          9.833977,
          9.585706,
          8.738711,
          8.21008,
          9.569121,
          8.612367,
          8.614542,
          9.480281,
          10.283513,
          10.265587,
          10.045072,
          10.508227,
          8.631045,
          11.641939,
          8.201001,
          9.018391,
          8.903288,
          8.757668,
          9.250454,
          9.049325,
          9.504611,
          9.215322,
          10.399057,
          8.845759,
          9.969573,
          10.303753,
          12.378855,
          10.287381,
          9.620686,
          10.170677,
          8.889662,
          11.410419,
          12.353854,
          9.280263,
          8.344631,
          12.943832,
          10.040587,
          9.158209,
          9.825024,
          11.540472,
          10.531029,
          8.298189,
          10.098793,
          8.331571,
          8.453574,
          9.699742,
          7.6018,
          9.30963,
          9.137697,
          11.71702,
          6.984739,
          9.519695,
          8.856266,
          8.943609,
          8.921359,
          9.092785,
          8.516607,
          10.200252,
          9.439189,
          8.84204,
          9.380162,
          7.926691,
          9.964902,
          8.543764,
          8.960507,
          8.227498,
          9.993736,
          9.007012,
          11.865843,
          11.096777,
          10.017401,
          12.718066,
          9.562179,
          10.26265,
          11.296239,
          8.984508,
          10.097142,
          12.42597,
          8.049024,
          8.672311,
          9.89144,
          12.022722,
          9.024075,
          9.592574,
          9.47936,
          9.567556,
          7.296877,
          8.997945,
          9.651377,
          9.07171,
          8.892419,
          9.3083,
          9.272098,
          8.298092,
          8.579112,
          8.905399,
          8.39941,
          9.188531,
          9.025416,
          9.08586,
          9.335513,
          8.777795,
          9.259994,
          7.834292,
          8.778061,
          8.703659,
          12.415828,
          9.731066,
          10.265131,
          13.498811,
          10.478583,
          9.106618,
          11.498821,
          9.585151,
          9.372257,
          7.817084,
          10.526225,
          11.796957,
          9.578665,
          10.154458,
          9.758235,
          9.998552,
          8.741213,
          8.910787,
          9.198255,
          11.089509,
          11.06236,
          9.937094,
          8.266021,
          8.904523,
          8.690708,
          8.772017,
          9.086681,
          10.527886,
          9.663848,
          8.722705,
          9.620046,
          9.828088,
          8.979307,
          10.224088,
          11.428141,
          10.381496,
          15.966246,
          11.537393,
          11.980517,
          10.472233,
          10.964177,
          10.122288,
          8.934156,
          10.472454,
          12.627044,
          10.690786,
          11.243912,
          10.802045,
          8.619717,
          9.151351,
          9.779803,
          9.597993,
          8.934866,
          9.319822,
          9.506618,
          8.257621,
          8.479209,
          9.442993,
          9.671275,
          8.136129,
          9.321853,
          11.158234,
          8.554678,
          8.03186,
          9.911283,
          12.008265,
          7.533915,
          9.039933,
          8.070893,
          9.680414,
          9.578947,
          10.47618,
          18.220593,
          15.737969,
          9.704657,
          12.330783,
          8.695459,
          9.161871,
          8.996022,
          8.049568,
          9.721847,
          8.048611,
          9.208203,
          9.284031,
          10.48207,
          10.232983,
          10.801039,
          8.977656,
          11.239453,
          9.501131,
          12.278099,
          7.829351,
          8.636451,
          9.882252,
          8.604069,
          9.768196,
          9.641768,
          8.286286,
          9.296206,
          8.66868,
          8.548884,
          9.546541,
          11.472982,
          11.145033,
          7.424657,
          10.435716,
          10.004395,
          9.99872,
          9.081242,
          8.444034,
          9.513869,
          9.789545,
          8.332679,
          8.547472,
          9.195699,
          8.609559,
          9.386268,
          8.883998,
          9.065835,
          8.213019,
          11.679452,
          12.256536,
          12.997464,
          10.019903,
          11.734562,
          9.885359,
          10.824694,
          10.932269,
          9.816402,
          9.530556,
          10.338104,
          12.952941,
          11.056641,
          10.429961,
          10.445634,
          12.119425,
          10.890079,
          9.281867,
          11.764712,
          10.151396,
          11.778094,
          12.104464,
          11.836434,
          11.151876,
          12.340826,
          10.561073,
          12.223589,
          10.302976,
          9.892155,
          11.726264
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105720,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:omp-dynamic/sparse-skew/16",
      "language": "cpp",
      "backend": "omp-dynamic",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 10.384836499999999,
        "q1": 9.501607,
        "q3": 11.2251785,
        "min": 6.869643,
        "max": 20.62713,
        "p95": 12.7817014,
        "p99": 16.25516771,
        "count": 950
      },
      "first_ms": {
        "median": 12.471816,
        "q1": 12.471816,
        "q3": 12.471816,
        "min": 12.471816,
        "max": 12.471816,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 123.634508,
        "q1": 123.634508,
        "q3": 123.634508,
        "min": 123.634508,
        "max": 123.634508,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10160.836962983012,
        "q1": 10160.836962983012,
        "q3": 10160.836962983012,
        "min": 10160.836962983012,
        "max": 10160.836962983012,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 99.9580078125,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 94.96546393821923,
        "q1": 94.96546393821923,
        "q3": 94.96546393821923,
        "min": 94.96546393821923,
        "max": 94.96546393821923,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "omp-dynamic",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 123.634508,
        "first_ms": 12.471816,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10003.636697,
        "iterations": 950,
        "validations": "first,last",
        "samples_ms": [
          10.050184,
          8.978253,
          9.146787,
          9.212218,
          9.762798,
          9.672842,
          9.051115,
          9.76296,
          9.988768,
          9.663072,
          14.317119,
          12.914436,
          14.039046,
          11.261254,
          12.348314,
          10.920794,
          10.901305,
          11.867141,
          10.066259,
          12.164951,
          10.477164,
          10.061229,
          12.337991,
          9.760409,
          8.258679,
          9.923471,
          10.319535,
          9.842088,
          8.754301,
          9.675289,
          9.963685,
          9.09964,
          10.500633,
          11.045619,
          9.489234,
          8.682789,
          9.580559,
          11.605131,
          18.970841,
          17.465365,
          9.596609,
          12.768343,
          11.526212,
          10.026711,
          10.803458,
          9.571456,
          10.054225,
          10.213547,
          10.901871,
          11.143257,
          11.893628,
          8.008132,
          9.990773,
          9.131417,
          11.013173,
          9.045184,
          8.29249,
          9.498273,
          9.425203,
          9.560945,
          10.173663,
          11.915327,
          8.645355,
          9.013467,
          11.317737,
          11.066076,
          12.97495,
          8.36402,
          10.689146,
          10.087025,
          9.02824,
          9.086503,
          9.431147,
          10.152657,
          10.297004,
          10.901113,
          10.979102,
          11.096164,
          10.424708,
          10.164796,
          9.244929,
          9.489559,
          10.529118,
          8.539831,
          9.544422,
          10.137581,
          9.583689,
          9.69591,
          9.45879,
          9.124568,
          12.200617,
          10.651397,
          9.011258,
          11.488059,
          12.02188,
          10.713807,
          10.660332,
          10.891956,
          9.104921,
          10.679761,
          12.451094,
          10.025865,
          7.766209,
          9.44773,
          10.889034,
          11.239143,
          9.773596,
          9.102129,
          10.831907,
          11.359806,
          9.738865,
          9.905148,
          9.424115,
          9.00565,
          8.941067,
          9.641762,
          9.583778,
          9.467519,
          8.897819,
          9.48631,
          12.904423,
          11.273834,
          11.511614,
          11.650258,
          11.709011,
          12.294215,
          10.05602,
          11.489277,
          11.083332,
          11.60946,
          10.728425,
          8.374848,
          10.129483,
          10.167594,
          9.702462,
          9.366473,
          9.961702,
          9.408494,
          9.064921,
          9.136059,
          10.811385,
          9.89284,
          9.971801,
          9.393238,
          9.853369,
          9.661254,
          8.587422,
          12.812502,
          11.160409,
          12.230959,
          10.002764,
          12.448685,
          13.745531,
          10.915153,
          11.476321,
          12.69316,
          10.524624,
          9.589299,
          9.106723,
          9.988426,
          10.306006,
          8.426909,
          11.105446,
          9.639793,
          9.167088,
          9.03588,
          9.907233,
          9.516804,
          7.865148,
          9.073552,
          14.895154,
          12.107376,
          11.43731,
          10.179429,
          9.637907,
          11.239472,
          11.441591,
          12.408996,
          11.935039,
          12.273468,
          10.505858,
          8.841643,
          12.384777,
          11.342791,
          9.449254,
          10.033782,
          10.8838,
          9.498567,
          9.469594,
          10.162307,
          9.594782,
          9.204676,
          9.231784,
          9.61413,
          9.864426,
          9.788199,
          9.207787,
          9.027741,
          9.339386,
          11.69764,
          8.375373,
          9.918502,
          7.923896,
          8.546617,
          7.392954,
          7.607507,
          8.415004,
          6.869643,
          8.344729,
          8.548957,
          10.345418,
          18.932329,
          19.840239,
          12.16017,
          12.06321,
          10.470222,
          10.481331,
          9.553714,
          9.827696,
          10.11478,
          11.453101,
          10.124608,
          11.265086,
          10.732047,
          11.477584,
          9.372206,
          8.824338,
          9.28928,
          8.895104,
          7.91575,
          8.931534,
          10.211135,
          10.047634,
          9.175911,
          10.763254,
          11.120582,
          10.881046,
          12.161544,
          9.023096,
          9.553247,
          9.867341,
          9.69447,
          8.945167,
          9.368999,
          9.326434,
          10.039539,
          10.627903,
          9.562899,
          12.235188,
          12.80592,
          12.004589,
          9.345046,
          8.095449,
          9.307248,
          9.564983,
          9.219117,
          9.039505,
          10.026081,
          9.836876,
          9.30217,
          10.348794,
          10.397149,
          11.226322,
          10.386809,
          11.61092,
          11.879217,
          10.531617,
          11.789956,
          14.345051,
          11.446884,
          10.771041,
          10.479342,
          9.318658,
          9.16149,
          9.066464,
          9.485735,
          9.219878,
          9.514004,
          10.01858,
          10.671902,
          8.900652,
          8.995008,
          9.462649,
          9.345758,
          9.248691,
          9.351006,
          8.951072,
          10.31652,
          12.055331,
          10.596491,
          11.152813,
          11.250918,
          11.343472,
          10.868338,
          11.521791,
          11.9955,
          10.666381,
          9.374064,
          10.466967,
          8.653385,
          9.987002,
          9.807196,
          9.554924,
          9.211584,
          10.019923,
          9.911788,
          9.100488,
          8.794193,
          9.74642,
          9.036653,
          8.590354,
          10.315955,
          10.382864,
          9.933503,
          9.44555,
          12.630251,
          12.511821,
          12.009067,
          11.313553,
          10.941923,
          10.088182,
          10.52265,
          9.892495,
          15.823718,
          10.434278,
          10.078969,
          10.673283,
          9.086284,
          10.569716,
          10.145006,
          10.248591,
          10.072112,
          8.979552,
          9.250822,
          9.374,
          9.317233,
          9.084525,
          8.847724,
          9.372348,
          9.708456,
          8.823515,
          8.662461,
          9.717534,
          11.302949,
          11.011661,
          10.484033,
          11.075738,
          12.426589,
          12.904836,
          11.408864,
          11.592231,
          11.024893,
          10.718673,
          10.297699,
          10.135505,
          8.913066,
          9.529071,
          9.226197,
          9.246496,
          10.415004,
          9.444453,
          9.317732,
          10.177003,
          9.976419,
          9.310197,
          11.620094,
          10.940728,
          10.649385,
          13.783295,
          10.222834,
          10.348704,
          8.45146,
          9.551079,
          10.629908,
          10.19327,
          10.715314,
          11.111193,
          11.4832,
          9.739283,
          9.87016,
          11.166022,
          10.337252,
          10.949386,
          9.831012,
          12.401653,
          17.645993,
          16.606982,
          11.738391,
          13.728198,
          11.384359,
          10.79983,
          11.234253,
          10.536757,
          10.609592,
          9.798633,
          9.878047,
          11.163167,
          12.730533,
          10.695626,
          10.807962,
          10.818323,
          10.69759,
          12.657887,
          10.853967,
          11.715197,
          10.639311,
          11.121851,
          10.34635,
          10.574172,
          10.580486,
          8.93753,
          12.143317,
          8.778034,
          9.29453,
          11.204193,
          7.998863,
          10.56196,
          11.165484,
          12.026677,
          9.595987,
          9.708637,
          8.559444,
          9.279286,
          9.381012,
          9.336211,
          9.426371,
          10.182145,
          10.435085,
          10.423649,
          11.419808,
          11.123061,
          10.903332,
          8.131334,
          10.37029,
          10.680117,
          9.31404,
          8.40089,
          10.583093,
          9.592408,
          8.923627,
          9.708635,
          11.697508,
          10.269508,
          9.41642,
          10.88536,
          8.866059,
          8.53093,
          10.747782,
          10.442698,
          9.777089,
          9.739401,
          9.984525,
          10.490894,
          9.055294,
          11.87356,
          12.317367,
          13.211808,
          11.67677,
          10.643817,
          10.151105,
          13.019685,
          10.570066,
          10.031874,
          9.39217,
          10.000913,
          9.83309,
          9.528168,
          8.421965,
          8.48917,
          9.132686,
          8.880182,
          9.225998,
          10.417611,
          9.895799,
          9.202187,
          9.005378,
          9.154616,
          9.157572,
          9.655733,
          10.380761,
          9.691176,
          8.473065,
          9.406018,
          13.006602,
          12.236822,
          11.683057,
          12.570144,
          10.543937,
          12.566864,
          9.867134,
          11.496035,
          12.096114,
          11.880855,
          9.757092,
          10.068484,
          8.801049,
          10.123107,
          9.821486,
          10.533642,
          11.489526,
          11.25687,
          10.237976,
          9.742918,
          9.138993,
          11.07347,
          8.877986,
          10.516993,
          9.61866,
          9.471219,
          10.637924,
          11.811077,
          12.428238,
          10.448356,
          12.387384,
          13.87831,
          10.56447,
          10.278018,
          11.967874,
          11.228262,
          10.741788,
          10.56838,
          10.056389,
          8.746646,
          9.744613,
          9.894806,
          9.395067,
          8.342604,
          9.660356,
          9.471596,
          7.819093,
          9.324018,
          9.985112,
          8.502425,
          9.17026,
          9.528478,
          9.491019,
          8.835497,
          11.780869,
          11.172168,
          12.719584,
          11.080952,
          10.949389,
          9.125135,
          12.634281,
          11.096484,
          11.052238,
          11.324017,
          11.834294,
          10.997002,
          10.776985,
          10.387615,
          9.674801,
          9.221777,
          10.308526,
          9.847507,
          9.257713,
          11.475476,
          10.843662,
          9.804328,
          9.078556,
          10.118458,
          8.691631,
          10.379542,
          12.020847,
          9.486068,
          9.565133,
          8.186113,
          9.665895,
          17.541231,
          20.62713,
          10.33433,
          13.370721,
          9.714772,
          11.364214,
          9.29546,
          10.663483,
          8.922262,
          12.252437,
          9.123751,
          11.459999,
          11.380022,
          11.60114,
          11.793128,
          9.579131,
          8.784271,
          10.060213,
          9.345344,
          8.230126,
          9.881019,
          9.652579,
          10.871739,
          9.49553,
          11.62493,
          12.017528,
          11.855357,
          8.837549,
          8.862674,
          9.646541,
          9.848002,
          9.138594,
          9.448216,
          10.315156,
          11.739355,
          10.693406,
          9.675371,
          10.970493,
          10.606699,
          10.996212,
          9.638679,
          8.454127,
          9.540077,
          10.287834,
          10.208812,
          10.414384,
          10.274579,
          9.90841,
          10.609043,
          9.20873,
          11.803225,
          10.029354,
          10.339085,
          11.221748,
          10.379913,
          10.660373,
          11.374321,
          10.302639,
          10.863469,
          10.125707,
          11.06071,
          10.41555,
          10.422187,
          9.49539,
          9.96015,
          10.03049,
          10.775494,
          8.635669,
          12.711425,
          13.163332,
          12.080102,
          11.084575,
          9.885816,
          8.782654,
          9.520151,
          8.678624,
          10.176938,
          8.687762,
          9.304939,
          10.026341,
          10.53206,
          12.347258,
          9.648581,
          13.248711,
          13.225478,
          10.365653,
          9.536135,
          11.135314,
          11.462648,
          11.318903,
          10.538663,
          9.874545,
          9.000376,
          9.791224,
          10.185674,
          9.127022,
          8.908659,
          9.651863,
          11.656943,
          8.665021,
          8.314862,
          10.635311,
          8.894564,
          8.791287,
          9.498476,
          9.075285,
          8.196905,
          8.635059,
          7.825149,
          8.099371,
          8.41351,
          8.096294,
          7.663539,
          8.575121,
          7.835397,
          9.552669,
          8.538733,
          11.031524,
          8.737808,
          8.280416,
          9.941454,
          8.907914,
          10.321123,
          9.852739,
          8.568698,
          9.252518,
          12.531211,
          11.117829,
          9.334259,
          10.109246,
          10.064711,
          11.630656,
          10.885773,
          9.026603,
          10.331004,
          10.669007,
          12.240803,
          12.124393,
          11.058081,
          10.564618,
          12.245897,
          12.230995,
          11.883125,
          10.58499,
          11.431596,
          10.904038,
          12.929813,
          10.925971,
          11.181053,
          12.792631,
          11.149392,
          10.574306,
          9.998477,
          10.446803,
          10.889594,
          9.3412,
          10.713958,
          10.990621,
          11.169791,
          11.063731,
          9.450067,
          10.447871,
          10.910769,
          10.548613,
          14.050418,
          12.622557,
          12.09511,
          11.048203,
          12.717312,
          12.463145,
          12.406647,
          11.895268,
          12.490661,
          12.416879,
          11.492474,
          11.113219,
          11.929664,
          10.67559,
          11.104071,
          11.032946,
          11.36707,
          11.359504,
          10.823628,
          10.691311,
          10.571388,
          11.098077,
          9.652544,
          10.691696,
          11.143231,
          10.995148,
          9.634357,
          10.150391,
          12.322993,
          11.661305,
          11.782967,
          12.648344,
          8.728631,
          8.954181,
          9.389194,
          9.023547,
          12.547384,
          13.550736,
          16.145864,
          14.356808,
          14.620113,
          11.932601,
          14.202392,
          10.830677,
          10.164141,
          10.776033,
          10.888723,
          11.850182,
          10.500975,
          10.267799,
          10.655002,
          12.055681,
          11.542361,
          10.863338,
          12.410571,
          12.140461,
          10.571479,
          11.267848,
          10.763552,
          11.155465,
          9.93927,
          10.524201,
          10.70377,
          10.897501,
          10.364152,
          10.198266,
          10.773682,
          11.704001,
          10.869034,
          9.678199,
          12.477948,
          12.007615,
          10.201255,
          13.058408,
          11.70839,
          11.180293,
          10.676368,
          11.184559,
          9.971011,
          9.428481,
          10.566849,
          10.296531,
          10.848748,
          10.953433,
          11.041203,
          11.37427,
          9.020892,
          9.667404,
          12.885843,
          12.167814,
          12.475995,
          11.900611,
          11.346293,
          10.831084,
          10.734222,
          11.087366,
          12.357689,
          10.547639,
          9.976663,
          11.140204,
          10.376637,
          10.606116,
          10.342141,
          10.92833,
          12.232252,
          10.804378,
          11.925451,
          9.726336,
          11.521192,
          9.823436,
          11.534209,
          12.833029,
          10.321284,
          11.598741,
          10.775378,
          10.950866,
          10.594345,
          12.398911,
          13.001097,
          11.197227,
          10.879206,
          10.682562,
          11.169533,
          11.077218,
          10.564104,
          10.805141,
          10.482199,
          10.809505,
          11.100805,
          10.806669,
          9.363165,
          10.75431,
          11.3588,
          11.258148,
          10.694081,
          9.303061,
          10.933914,
          10.844996,
          10.631283,
          10.780264,
          10.211298,
          10.606934,
          10.660442,
          12.750663,
          10.590103,
          12.487501,
          9.752042,
          13.040148,
          11.248249,
          10.983226,
          11.440104,
          11.96859,
          12.00638,
          10.7311,
          11.460396,
          11.051755,
          11.924902,
          14.048827,
          16.360185,
          11.208255,
          12.593575,
          13.414755,
          10.867838,
          11.182731,
          10.312277,
          12.557102,
          9.986658,
          9.131021,
          9.729714,
          9.332286,
          11.390524,
          9.510727,
          8.610488,
          10.618075,
          11.602958,
          11.921133,
          10.316917,
          17.053637,
          11.982608,
          10.236576,
          11.827967,
          11.907237,
          9.822598,
          11.201196,
          8.929783,
          9.956756,
          9.912913,
          9.047666,
          10.311922,
          10.706903,
          16.018573,
          10.649475,
          10.572762,
          9.805965,
          9.997395,
          10.168791,
          10.516113,
          10.205593,
          9.15037,
          11.24827,
          8.595879,
          11.685732,
          12.55386,
          9.381678,
          10.65749,
          11.766784,
          9.125464,
          9.593549,
          10.723894,
          11.13784,
          11.412473,
          10.619855,
          10.683614,
          9.492688,
          9.606896,
          10.338937,
          10.230055,
          9.072283
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 105692,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:tbb/dense/16",
      "language": "cpp",
      "backend": "tbb",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 11.818733,
        "q1": 11.05387025,
        "q3": 13.04868725,
        "min": 8.138475,
        "max": 22.933992,
        "p95": 15.085360449999989,
        "p99": 16.78197540999999,
        "count": 824
      },
      "first_ms": {
        "median": 13.222686,
        "q1": 13.222686,
        "q3": 13.222686,
        "min": 13.222686,
        "max": 13.222686,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 165.129461,
        "q1": 165.129461,
        "q3": 165.129461,
        "min": 165.129461,
        "max": 165.129461,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10212.351899011992,
        "q1": 10212.351899011992,
        "q3": 10212.351899011992,
        "min": 10212.351899011992,
        "max": 10212.351899011992,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.9375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 82.38122415743925,
        "q1": 82.38122415743925,
        "q3": 82.38122415743925,
        "min": 82.38122415743925,
        "max": 82.38122415743925,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 165.129461,
        "first_ms": 13.222686,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.279141,
        "iterations": 824,
        "validations": "first,last",
        "samples_ms": [
          11.262345,
          11.9374,
          11.105542,
          10.017138,
          10.304339,
          13.122758,
          11.211287,
          10.246156,
          11.164161,
          12.715825,
          11.128912,
          12.8777,
          12.160603,
          14.265143,
          10.500597,
          11.059984,
          11.962491,
          10.673339,
          11.64235,
          10.899759,
          9.590174,
          11.337088,
          10.84285,
          12.391815,
          11.44933,
          13.191356,
          14.390242,
          11.613197,
          12.787597,
          13.664862,
          12.929296,
          14.949139,
          11.186715,
          10.558937,
          12.536973,
          10.719886,
          12.639127,
          11.051102,
          10.328636,
          10.151642,
          13.728429,
          11.848015,
          11.52641,
          10.633625,
          10.459973,
          11.251059,
          10.498895,
          11.680656,
          11.449446,
          10.795161,
          11.215665,
          12.326755,
          11.037367,
          10.826053,
          11.338962,
          10.978367,
          11.121418,
          14.374351,
          13.039606,
          14.198676,
          13.479927,
          14.324187,
          12.262472,
          12.9109,
          13.00582,
          12.886662,
          14.131984,
          13.178622,
          12.245227,
          12.040999,
          11.890717,
          11.018886,
          10.487114,
          12.799965,
          10.828751,
          11.129122,
          11.541488,
          10.357459,
          10.290411,
          11.49284,
          10.728684,
          11.931066,
          12.065343,
          10.601999,
          11.092611,
          10.814214,
          12.468459,
          15.858988,
          14.823232,
          14.431991,
          13.979379,
          13.59006,
          12.586263,
          15.575433,
          13.07243,
          10.974128,
          12.388168,
          11.365234,
          11.263777,
          11.470388,
          11.686654,
          12.759969,
          13.489834,
          11.751968,
          11.229181,
          10.163711,
          10.425601,
          11.609727,
          12.202306,
          10.959826,
          12.334399,
          12.735127,
          12.641455,
          13.384984,
          15.56948,
          13.895178,
          14.573711,
          14.509397,
          11.264864,
          13.11179,
          13.768658,
          14.475759,
          14.313966,
          12.030828,
          11.629844,
          12.392302,
          11.702916,
          11.768217,
          12.086134,
          12.914504,
          9.961395,
          11.433507,
          11.839706,
          11.74941,
          11.559182,
          11.679357,
          16.90856,
          16.30463,
          19.891095,
          17.064051,
          15.367874,
          16.104264,
          15.939944,
          12.329497,
          13.046754,
          12.7676,
          11.724641,
          12.461639,
          13.182106,
          12.945403,
          11.270258,
          10.537456,
          12.25891,
          13.534404,
          12.78325,
          13.870206,
          11.495381,
          11.575651,
          10.912772,
          11.530698,
          11.021061,
          11.839289,
          11.505402,
          13.407165,
          11.219303,
          12.885173,
          14.55618,
          15.394834,
          12.636107,
          11.65995,
          11.070748,
          11.263304,
          11.70179,
          10.92583,
          11.636083,
          13.270489,
          12.427642,
          12.474192,
          12.109476,
          12.448602,
          11.615531,
          10.87494,
          11.014343,
          11.296415,
          10.815335,
          11.21543,
          11.573893,
          10.910313,
          11.638408,
          12.990127,
          12.727375,
          11.835889,
          11.016198,
          13.456738,
          16.110602,
          13.568114,
          13.239663,
          12.655035,
          12.580478,
          13.402933,
          11.407036,
          10.771679,
          11.702948,
          9.657074,
          12.065783,
          10.136837,
          11.610721,
          10.646065,
          11.741735,
          12.942671,
          11.842864,
          11.3973,
          10.941661,
          9.790983,
          11.451751,
          11.436055,
          11.946768,
          11.930115,
          10.284988,
          11.044767,
          10.556331,
          11.965141,
          13.395387,
          15.663388,
          14.973728,
          13.198211,
          11.462637,
          9.946897,
          11.709721,
          10.049592,
          15.101083,
          14.261951,
          14.11605,
          11.046102,
          12.472464,
          11.166406,
          11.988475,
          12.149699,
          11.901593,
          11.877429,
          11.250379,
          10.657902,
          11.576277,
          10.860576,
          10.103322,
          11.281222,
          11.378943,
          10.437488,
          11.194212,
          10.687296,
          10.954189,
          11.82006,
          10.786296,
          14.044458,
          14.434805,
          13.067829,
          13.907499,
          12.496155,
          12.528535,
          13.64037,
          14.778512,
          13.497084,
          12.728532,
          12.638298,
          10.728884,
          11.303033,
          12.900054,
          11.061381,
          11.599754,
          11.927245,
          10.977849,
          11.470798,
          11.663963,
          12.135829,
          11.6159,
          10.414745,
          11.558954,
          11.515486,
          11.461118,
          16.040628,
          14.81311,
          15.835489,
          11.414487,
          12.641686,
          13.542771,
          12.863982,
          10.34963,
          12.774029,
          14.173,
          13.849104,
          12.068125,
          12.888353,
          11.929221,
          11.13722,
          11.776851,
          11.027941,
          11.93886,
          11.760852,
          11.617492,
          11.000455,
          11.209355,
          11.296319,
          10.61543,
          11.064818,
          11.363602,
          10.964629,
          9.564803,
          11.127822,
          13.984737,
          11.832957,
          12.926343,
          10.666504,
          10.912515,
          11.335743,
          11.32783,
          11.29713,
          11.871724,
          11.864917,
          12.725196,
          12.719266,
          12.102895,
          11.357879,
          10.651104,
          11.170761,
          11.608317,
          11.166034,
          11.680974,
          11.604458,
          10.655296,
          10.963714,
          10.782357,
          11.354348,
          11.192175,
          11.566996,
          11.665737,
          11.550365,
          12.726297,
          14.084793,
          12.864618,
          11.426093,
          11.909079,
          11.090527,
          12.043435,
          11.998987,
          13.248465,
          16.31631,
          19.132473,
          12.734606,
          14.295486,
          14.752953,
          16.894085,
          15.506695,
          12.682666,
          13.249955,
          13.362447,
          14.314072,
          15.13966,
          14.643691,
          15.850083,
          16.208473,
          14.262024,
          14.264315,
          12.849952,
          13.146702,
          13.344482,
          12.484663,
          12.493072,
          14.903701,
          15.115282,
          13.297613,
          15.145998,
          15.716043,
          15.108414,
          15.441366,
          12.083847,
          12.435235,
          13.032153,
          13.583076,
          12.049091,
          11.995748,
          12.401558,
          13.458229,
          14.229483,
          13.445152,
          13.793722,
          13.925203,
          12.258133,
          14.173943,
          14.891019,
          15.380255,
          13.031211,
          14.05855,
          12.463265,
          13.254607,
          13.345923,
          12.747629,
          12.968333,
          12.550943,
          13.325286,
          13.886664,
          14.042227,
          14.898312,
          16.083368,
          13.889472,
          14.854414,
          15.393991,
          13.259944,
          14.618594,
          12.265648,
          15.433824,
          14.147928,
          13.388152,
          13.061864,
          12.554461,
          13.207015,
          13.377353,
          13.065294,
          12.446406,
          12.017261,
          12.172634,
          12.66983,
          14.78425,
          13.143142,
          12.106989,
          12.591637,
          12.485624,
          12.426402,
          13.22227,
          12.878934,
          13.232573,
          13.567215,
          14.476623,
          14.041805,
          13.047554,
          13.295168,
          15.793886,
          13.809042,
          14.721798,
          14.252633,
          16.406652,
          15.159342,
          13.856035,
          13.141958,
          11.720841,
          11.037262,
          13.930213,
          11.521711,
          11.554687,
          11.530646,
          11.219042,
          11.254611,
          12.065541,
          11.807525,
          11.092084,
          10.244326,
          10.608306,
          10.860212,
          11.207004,
          11.270125,
          11.615092,
          10.601213,
          10.895335,
          10.939572,
          9.954575,
          11.526313,
          13.657029,
          13.377932,
          12.818517,
          11.670625,
          11.576273,
          11.724727,
          13.417992,
          12.364019,
          13.623985,
          12.26807,
          10.920287,
          12.600975,
          12.282982,
          11.281743,
          11.687256,
          11.857712,
          11.823452,
          10.691237,
          10.242209,
          11.749404,
          11.445863,
          11.448615,
          11.692339,
          9.891287,
          10.873438,
          11.430733,
          10.713043,
          11.394478,
          13.572602,
          11.882783,
          13.751064,
          13.313241,
          14.470327,
          12.134882,
          10.446177,
          14.120859,
          12.493711,
          13.143939,
          13.57261,
          11.747764,
          11.570123,
          10.031207,
          11.153324,
          11.637795,
          11.614074,
          11.825622,
          12.254896,
          12.315198,
          13.192514,
          11.640484,
          11.951499,
          10.221893,
          12.0697,
          12.752543,
          10.985928,
          10.692297,
          12.010563,
          8.138475,
          10.783896,
          10.742548,
          11.240451,
          9.663381,
          9.901647,
          12.035954,
          12.987213,
          13.837391,
          19.513134,
          14.224815,
          11.493691,
          22.933992,
          16.005678,
          14.743732,
          12.556257,
          12.438951,
          11.817406,
          10.689167,
          11.835469,
          11.510939,
          12.816892,
          11.574696,
          12.153681,
          12.547289,
          13.565823,
          10.315306,
          12.318827,
          11.537702,
          11.137644,
          11.41475,
          10.57005,
          11.985888,
          12.429281,
          10.752592,
          12.274075,
          12.581355,
          12.91199,
          12.126658,
          10.060458,
          10.760416,
          12.436288,
          11.224316,
          11.203412,
          11.553786,
          11.457376,
          10.394116,
          11.14697,
          13.65634,
          11.663547,
          13.568867,
          13.053346,
          11.077183,
          13.179699,
          10.280299,
          11.380209,
          11.513124,
          11.311346,
          12.132525,
          11.107711,
          10.654793,
          10.626147,
          9.589235,
          11.46825,
          12.180532,
          11.382198,
          12.351097,
          10.338329,
          12.704097,
          10.069788,
          13.065751,
          13.308729,
          13.181256,
          11.915672,
          15.115185,
          12.561801,
          14.996266,
          11.829966,
          11.375361,
          11.878491,
          10.137924,
          11.062818,
          11.967324,
          11.113854,
          11.147086,
          11.681836,
          10.785893,
          11.171422,
          10.692319,
          10.461841,
          10.499998,
          11.313201,
          12.555628,
          12.060549,
          10.974663,
          11.688268,
          10.587596,
          10.283869,
          10.231934,
          9.313417,
          9.683265,
          9.844364,
          10.776206,
          9.991606,
          10.051278,
          12.10516,
          11.808862,
          13.37547,
          12.396698,
          13.634065,
          13.675372,
          12.46235,
          10.211595,
          10.115728,
          12.624376,
          12.233525,
          14.64934,
          12.629364,
          13.257568,
          11.662528,
          11.402924,
          11.281896,
          10.781756,
          10.036195,
          10.46835,
          11.709016,
          12.396175,
          11.659174,
          10.741977,
          11.405489,
          11.032505,
          11.63068,
          10.576111,
          10.66572,
          10.777094,
          10.844375,
          10.534431,
          11.18902,
          11.62858,
          9.788509,
          10.320782,
          12.847919,
          11.289595,
          14.124953,
          13.698528,
          13.733977,
          13.29962,
          13.581942,
          12.535375,
          13.124979,
          12.657097,
          10.003653,
          11.420723,
          9.689586,
          10.362657,
          10.023343,
          9.332034,
          9.514855,
          9.204817,
          11.043083,
          10.100493,
          10.679412,
          10.059366,
          9.878581,
          10.402282,
          10.568304,
          12.017293,
          11.147159,
          11.47368,
          11.827362,
          11.246565,
          10.34543,
          11.463278,
          10.682854,
          11.953094,
          11.77754,
          10.7701,
          10.251434,
          11.072479,
          11.426141,
          13.077052,
          13.09044,
          12.444108,
          14.56429,
          14.210995,
          13.228078,
          15.75507,
          13.258796,
          14.317135,
          12.929151,
          11.666287,
          13.085665,
          11.418504,
          11.318897,
          9.693452,
          9.628855,
          9.433533,
          9.745237,
          9.533369,
          10.24741,
          10.321073,
          9.793276,
          8.618518,
          9.635103,
          9.961188,
          9.587464,
          11.135368,
          11.309947,
          11.03806,
          10.881707,
          11.079222,
          10.270829,
          10.892135,
          11.780216,
          11.387086,
          11.739982,
          10.90205,
          9.804108,
          10.728035,
          13.206163,
          10.994218,
          10.757567,
          10.246011,
          10.766302,
          10.050338,
          10.547395,
          10.341315,
          10.373277,
          10.170639,
          10.043594,
          9.865622,
          10.632114,
          10.995553,
          10.032587,
          10.913145,
          10.575934,
          11.022414,
          12.54511,
          12.350566,
          9.776981,
          10.721341,
          13.439508,
          18.651024,
          20.286083,
          12.050989,
          13.21621,
          14.568848,
          12.735472,
          12.560761,
          12.589105,
          12.490204,
          12.76345,
          13.052087,
          13.817069,
          13.321108,
          12.619921,
          11.196465,
          11.672281,
          11.099626,
          11.579424,
          11.937152,
          12.357615,
          13.370136,
          11.77855,
          12.035097,
          12.931073,
          14.523082,
          13.127802,
          11.810399,
          13.326234,
          10.336048,
          10.413766,
          11.297134,
          12.228961,
          11.970615,
          12.018068,
          11.240763,
          11.999845,
          10.742627,
          10.908641,
          12.675053,
          12.433942,
          13.682505,
          11.508393,
          9.6357,
          11.577955,
          11.462086,
          11.87313,
          12.418278,
          11.054793,
          9.972805,
          10.176966,
          11.214922,
          11.289669,
          11.033158,
          12.136487,
          11.854433,
          11.445409,
          11.768251,
          13.464077,
          12.180828,
          13.578402
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "peak_rss_kib": 135928,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:tbb/sparse-uniform/16",
      "language": "cpp",
      "backend": "tbb",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 8.865,
        "q1": 8.239981,
        "q3": 9.6901555,
        "min": 5.737144,
        "max": 19.048068,
        "p95": 11.5383471,
        "p99": 13.071538419999994,
        "count": 1099
      },
      "first_ms": {
        "median": 11.428853,
        "q1": 11.428853,
        "q3": 11.428853,
        "min": 11.428853,
        "max": 11.428853,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 130.598899,
        "q1": 130.598899,
        "q3": 130.598899,
        "min": 130.598899,
        "max": 130.598899,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10167.552249971777,
        "q1": 10167.552249971777,
        "q3": 10167.552249971777,
        "min": 10167.552249971777,
        "max": 10167.552249971777,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.966796875,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 109.87725352961834,
        "q1": 109.87725352961834,
        "q3": 109.87725352961834,
        "min": 109.87725352961834,
        "max": 109.87725352961834,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 130.598899,
        "first_ms": 11.428853,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10002.070171,
        "iterations": 1099,
        "validations": "first,last",
        "samples_ms": [
          9.380799,
          11.102141,
          8.872651,
          8.971188,
          8.690719,
          9.308622,
          8.210028,
          9.206613,
          8.437859,
          8.483746,
          9.689788,
          9.220851,
          9.04562,
          9.405337,
          8.113224,
          9.307264,
          8.973072,
          8.865,
          9.249613,
          7.341348,
          7.526587,
          7.936502,
          7.999494,
          8.183183,
          7.271974,
          8.235808,
          6.455336,
          7.986531,
          7.252703,
          8.114302,
          7.743135,
          8.206614,
          7.754078,
          7.901803,
          8.509659,
          5.737144,
          7.950962,
          7.746834,
          8.021746,
          7.818094,
          8.355261,
          8.665561,
          7.740512,
          8.086558,
          7.288468,
          9.328667,
          10.267589,
          8.609577,
          7.879271,
          8.973634,
          8.06416,
          9.005779,
          8.165488,
          8.738684,
          8.638146,
          7.993067,
          8.758585,
          8.105842,
          8.205111,
          9.025754,
          7.73701,
          8.362601,
          7.938469,
          8.753274,
          8.802955,
          7.823627,
          7.873978,
          8.061259,
          8.079056,
          8.209523,
          7.041092,
          8.428198,
          7.623453,
          8.30603,
          7.443162,
          8.468655,
          8.558142,
          7.388047,
          8.630399,
          8.04096,
          8.214045,
          8.515262,
          7.912537,
          8.547431,
          7.96632,
          8.196222,
          8.552806,
          7.415307,
          8.578026,
          7.77759,
          9.405608,
          14.068026,
          10.720869,
          9.746609,
          9.520994,
          9.968925,
          9.934175,
          8.196701,
          8.754833,
          9.23323,
          8.657071,
          10.108829,
          9.708194,
          8.676822,
          9.175893,
          10.4423,
          8.786698,
          9.067364,
          8.996422,
          8.314051,
          8.148551,
          9.223008,
          8.330686,
          8.931259,
          9.746591,
          7.768902,
          9.10103,
          8.647855,
          8.355293,
          8.945357,
          9.300943,
          8.262569,
          8.935432,
          8.769107,
          8.708043,
          9.256726,
          8.11793,
          8.416194,
          8.885595,
          8.424055,
          8.817536,
          8.532111,
          8.846026,
          9.063182,
          9.09215,
          7.989004,
          8.144108,
          8.752729,
          8.000153,
          9.258463,
          8.697812,
          8.198124,
          9.177532,
          8.281416,
          9.058662,
          9.119074,
          7.974308,
          8.432733,
          8.531155,
          8.198883,
          8.799455,
          8.910716,
          8.309177,
          9.144965,
          8.237607,
          8.676514,
          8.909391,
          7.704123,
          8.692269,
          8.617673,
          8.107717,
          9.703428,
          8.408354,
          8.370742,
          9.292615,
          8.483517,
          8.747123,
          9.101343,
          8.244865,
          8.283627,
          9.55925,
          8.182946,
          8.539529,
          8.470941,
          8.082158,
          8.820803,
          8.598394,
          7.874826,
          9.207365,
          8.87616,
          8.941422,
          9.131331,
          8.05445,
          8.323886,
          8.90444,
          8.051374,
          8.76299,
          8.547982,
          7.557512,
          9.636166,
          8.371571,
          8.607728,
          9.188145,
          7.599507,
          8.816088,
          8.781577,
          7.993593,
          9.09766,
          8.695496,
          8.607406,
          8.943819,
          8.23122,
          8.517301,
          8.908327,
          9.296622,
          9.46383,
          9.667328,
          8.761072,
          8.856581,
          8.981395,
          8.348868,
          8.460539,
          8.724168,
          8.386692,
          8.503938,
          10.291294,
          9.952427,
          8.538144,
          9.457858,
          9.052268,
          8.320303,
          9.630203,
          9.862358,
          7.920196,
          9.860717,
          9.941222,
          9.152899,
          9.315981,
          8.963502,
          8.798366,
          7.440444,
          9.089145,
          8.187002,
          8.366017,
          8.607897,
          8.571455,
          8.754752,
          8.58343,
          8.293073,
          8.633694,
          8.151,
          8.817502,
          8.817401,
          7.964858,
          9.73291,
          8.741791,
          8.44886,
          9.070182,
          8.234117,
          8.443845,
          8.504223,
          7.828055,
          8.920079,
          9.011222,
          8.702189,
          8.615182,
          8.571365,
          8.521926,
          9.155946,
          8.363582,
          8.508644,
          8.439503,
          8.209474,
          9.171745,
          8.040212,
          8.383806,
          9.724311,
          8.80008,
          9.145566,
          8.685033,
          7.54111,
          9.017545,
          9.156931,
          8.194288,
          9.078821,
          8.142546,
          8.480559,
          9.385695,
          8.18289,
          8.767784,
          9.114881,
          7.955152,
          8.950703,
          9.568007,
          8.702582,
          9.449653,
          8.662526,
          7.577121,
          8.768815,
          8.40945,
          9.298938,
          9.906166,
          8.703468,
          8.215006,
          9.391325,
          8.629111,
          8.352971,
          9.089006,
          8.173368,
          8.933492,
          9.7217,
          8.242383,
          9.225264,
          10.114411,
          8.912797,
          8.585198,
          8.477724,
          8.34664,
          8.759818,
          7.841948,
          8.285043,
          8.665384,
          8.990396,
          9.456025,
          7.971388,
          8.370944,
          9.202584,
          8.469838,
          9.916376,
          9.235189,
          8.398809,
          8.316634,
          8.512775,
          8.785774,
          9.12055,
          7.969288,
          8.509695,
          9.690523,
          8.90273,
          8.545714,
          9.581116,
          9.074581,
          9.497975,
          10.000413,
          8.6182,
          8.721608,
          9.044766,
          8.134907,
          9.104036,
          9.059574,
          9.902989,
          9.551838,
          9.624658,
          7.926168,
          9.658262,
          8.569815,
          8.409284,
          8.834675,
          8.478678,
          9.797145,
          8.32253,
          8.92083,
          8.583102,
          8.438638,
          8.78235,
          9.014686,
          8.756886,
          8.798362,
          10.088387,
          8.001442,
          9.504725,
          8.813958,
          8.081056,
          9.540298,
          7.585071,
          9.719751,
          8.113852,
          9.874661,
          9.342273,
          8.232809,
          8.927895,
          8.151356,
          8.641813,
          8.293628,
          8.598868,
          8.652659,
          9.264044,
          8.949243,
          8.778326,
          8.606254,
          8.040103,
          9.170526,
          7.624388,
          8.763801,
          7.819505,
          9.502912,
          8.777154,
          8.798916,
          8.77222,
          8.284642,
          9.329066,
          8.552784,
          8.665556,
          8.317574,
          8.733175,
          8.341171,
          9.1222,
          8.438296,
          8.507586,
          9.462444,
          7.865005,
          9.515295,
          7.634732,
          9.312236,
          8.086348,
          8.467599,
          8.51602,
          8.183374,
          9.899062,
          8.386041,
          8.915157,
          8.442204,
          8.519697,
          9.806968,
          11.51871,
          10.361665,
          10.011589,
          11.103824,
          11.117294,
          11.251795,
          9.347507,
          8.213824,
          10.684443,
          8.07905,
          10.234398,
          12.436947,
          9.471655,
          10.809385,
          9.455713,
          9.643591,
          11.237187,
          10.030671,
          9.629339,
          9.864357,
          9.037601,
          10.166827,
          9.982351,
          8.704503,
          10.151174,
          10.541821,
          7.974467,
          12.760993,
          11.610141,
          9.239249,
          12.199418,
          10.993612,
          11.080398,
          9.822378,
          11.187303,
          9.873198,
          8.512612,
          10.402083,
          9.131461,
          9.087625,
          9.865773,
          7.796536,
          8.219699,
          8.734988,
          9.302973,
          7.1478,
          8.544168,
          8.461947,
          7.839406,
          10.471207,
          8.474437,
          8.754998,
          11.380444,
          8.388611,
          7.139842,
          10.397271,
          11.546952,
          9.625601,
          9.032903,
          9.781453,
          8.534174,
          9.59598,
          9.634333,
          7.337316,
          11.880404,
          9.323722,
          6.577771,
          9.186546,
          8.448464,
          7.971697,
          9.120173,
          7.581052,
          7.746875,
          8.431663,
          9.180447,
          8.115452,
          8.3224,
          7.964496,
          8.242355,
          9.074759,
          9.75131,
          8.995173,
          7.836291,
          10.331456,
          9.587826,
          7.744255,
          8.83425,
          8.744888,
          7.908952,
          8.967539,
          8.69995,
          10.316023,
          11.012144,
          9.024344,
          11.068707,
          8.713802,
          11.732,
          8.877539,
          11.16959,
          10.415383,
          9.931169,
          9.077873,
          10.088041,
          9.53055,
          10.3382,
          9.370898,
          8.79292,
          8.870364,
          8.20042,
          9.516972,
          8.359862,
          8.111689,
          7.723955,
          8.879352,
          7.18593,
          8.808141,
          8.217222,
          8.059119,
          8.878064,
          8.718807,
          8.528787,
          7.800866,
          8.359291,
          9.701544,
          10.33861,
          8.515392,
          9.118717,
          6.591627,
          7.965318,
          6.217932,
          7.605956,
          6.980959,
          7.26076,
          7.484599,
          7.835361,
          7.640065,
          7.499193,
          7.637725,
          6.878328,
          8.071576,
          6.785699,
          8.396101,
          6.835308,
          7.677098,
          7.282177,
          6.865565,
          7.347219,
          9.027313,
          8.060203,
          7.663307,
          7.276439,
          7.156961,
          7.823104,
          6.640805,
          7.578137,
          6.921235,
          7.147047,
          8.17788,
          6.351875,
          8.02014,
          7.145603,
          9.194572,
          9.377701,
          8.942721,
          9.041368,
          8.084149,
          8.218241,
          7.21932,
          7.007707,
          9.575316,
          7.168924,
          8.246748,
          7.213667,
          7.8837,
          7.65336,
          7.347483,
          8.83169,
          7.997231,
          7.063871,
          8.039102,
          7.146905,
          9.883756,
          8.884642,
          10.289146,
          9.76839,
          10.513207,
          8.554799,
          9.011477,
          8.847285,
          7.25403,
          7.712299,
          7.285191,
          9.792158,
          10.96251,
          8.823313,
          9.41997,
          9.501506,
          9.634796,
          7.627547,
          8.78886,
          8.237428,
          8.141879,
          7.969526,
          8.290572,
          7.337934,
          8.857802,
          8.223429,
          7.955165,
          8.170922,
          7.521104,
          8.512501,
          8.979271,
          7.759134,
          8.800966,
          7.777218,
          7.645769,
          7.7897,
          7.846466,
          8.401776,
          8.49959,
          6.752182,
          10.592881,
          9.780226,
          9.369697,
          9.543815,
          8.446791,
          7.687434,
          9.555228,
          8.727012,
          9.740734,
          8.002526,
          10.181335,
          10.02864,
          8.699634,
          9.836303,
          8.433385,
          9.029163,
          8.394484,
          9.592946,
          9.035767,
          8.124588,
          8.850518,
          8.424782,
          7.906823,
          10.789678,
          9.267691,
          8.068289,
          9.068132,
          9.38524,
          7.387394,
          8.843016,
          8.403402,
          7.944907,
          7.960405,
          8.186426,
          10.456774,
          9.069692,
          8.818098,
          7.221636,
          8.786591,
          8.005919,
          7.069969,
          7.877505,
          6.618313,
          7.134997,
          6.913693,
          7.116001,
          7.214703,
          11.7896,
          9.607422,
          12.715693,
          15.867322,
          10.311844,
          10.43855,
          9.165624,
          8.3897,
          8.225924,
          7.494683,
          9.028271,
          7.390974,
          7.900676,
          8.726255,
          8.989931,
          8.99055,
          8.277217,
          9.666508,
          7.751399,
          9.331828,
          10.99845,
          9.064905,
          9.365794,
          9.503109,
          11.235686,
          7.399254,
          8.941385,
          8.288073,
          8.187419,
          9.833429,
          8.397872,
          8.901502,
          8.840034,
          9.253019,
          8.950015,
          8.814241,
          9.455302,
          9.518603,
          10.710614,
          10.361413,
          10.923246,
          9.075926,
          10.149057,
          9.44192,
          9.322462,
          11.937073,
          10.031524,
          10.504913,
          10.001,
          8.954785,
          9.514784,
          10.029178,
          11.062163,
          8.577189,
          10.398228,
          11.121975,
          8.342038,
          10.340603,
          10.209416,
          9.926757,
          10.670244,
          11.11747,
          11.435741,
          11.88108,
          10.149373,
          8.864051,
          8.861444,
          10.518249,
          9.203343,
          10.378303,
          12.071365,
          12.129631,
          10.567889,
          12.561666,
          11.002767,
          10.277428,
          11.376285,
          12.927062,
          13.754764,
          12.885241,
          14.345147,
          11.491725,
          12.857765,
          12.739144,
          10.421764,
          10.267203,
          11.401812,
          10.518851,
          9.358918,
          10.644215,
          11.406602,
          10.828008,
          11.08456,
          9.389197,
          8.87862,
          9.694373,
          10.417416,
          11.569007,
          9.778127,
          10.253998,
          9.832874,
          11.00209,
          12.122548,
          12.872728,
          10.267378,
          13.365469,
          9.238691,
          8.9614,
          8.646294,
          7.737917,
          11.758454,
          11.849209,
          9.386642,
          11.592072,
          9.432955,
          9.948872,
          8.389481,
          8.540394,
          8.637311,
          7.968127,
          9.640653,
          9.100379,
          8.360847,
          8.451205,
          9.266691,
          7.662289,
          11.095022,
          9.987304,
          9.171691,
          9.080482,
          8.659696,
          7.86791,
          8.795297,
          7.840864,
          7.578567,
          8.601034,
          9.433684,
          9.735227,
          9.852803,
          7.800112,
          9.038942,
          7.846422,
          7.351217,
          8.221155,
          7.497325,
          8.949403,
          9.661368,
          7.158262,
          8.529072,
          8.156253,
          8.16908,
          8.356405,
          7.131085,
          8.445341,
          10.024646,
          12.718726,
          9.238284,
          9.760343,
          9.077972,
          9.149483,
          9.633131,
          9.569884,
          9.06146,
          9.260286,
          10.487747,
          9.204911,
          8.789793,
          11.12758,
          10.172714,
          9.897376,
          9.061159,
          9.996586,
          9.662627,
          10.703201,
          10.423355,
          9.416943,
          9.153347,
          12.395589,
          10.487871,
          9.469947,
          15.457163,
          12.194203,
          15.398312,
          12.019215,
          9.975085,
          11.930488,
          8.986036,
          12.991367,
          10.363948,
          9.57165,
          10.74657,
          7.195426,
          8.487264,
          8.819272,
          7.779767,
          8.899781,
          7.55779,
          9.205468,
          9.05876,
          10.406689,
          9.887149,
          10.071909,
          11.053088,
          12.910844,
          10.977357,
          9.181149,
          9.794987,
          9.437132,
          9.547533,
          9.482206,
          9.717793,
          10.839731,
          9.650265,
          9.39535,
          9.239815,
          10.167124,
          9.992525,
          9.77772,
          10.420507,
          9.253376,
          8.635573,
          9.38737,
          8.65942,
          10.349817,
          9.654422,
          9.065344,
          12.36801,
          11.891344,
          11.192777,
          8.992338,
          9.898758,
          13.066284,
          11.135782,
          10.784048,
          13.329005,
          9.19984,
          11.654026,
          10.816128,
          11.063794,
          12.349641,
          10.029849,
          11.537391,
          11.03444,
          10.915328,
          10.774095,
          10.382483,
          9.955573,
          12.923754,
          10.000115,
          9.96148,
          9.38595,
          8.660599,
          9.564983,
          9.733765,
          8.692974,
          9.380663,
          9.070418,
          7.707548,
          8.391079,
          9.42637,
          10.819618,
          12.205781,
          8.67771,
          9.36807,
          8.288421,
          10.903114,
          10.044282,
          10.853854,
          12.156105,
          19.048068,
          15.777731,
          15.504395,
          8.886666,
          10.497524,
          10.014829,
          12.130461,
          10.015111,
          9.980587,
          12.413256,
          11.371815,
          11.282583,
          11.580491,
          10.426388,
          11.446953,
          8.746557,
          11.579649,
          12.46516,
          11.112519,
          10.987257,
          10.914444,
          10.39653,
          9.645409,
          8.019348,
          10.536646,
          9.424173,
          9.050856,
          11.049731,
          9.705404,
          10.127906,
          9.24856,
          10.882987,
          9.298796,
          10.180102,
          9.730895,
          9.511143,
          8.759906,
          8.585221,
          9.633752,
          7.90572,
          8.499965,
          7.87402,
          9.303922,
          8.170691,
          9.021031,
          8.881574,
          9.944323,
          10.505031,
          10.566456,
          9.636077,
          8.433665,
          9.828274,
          10.003731,
          9.486041,
          9.663318,
          10.999101,
          7.557025,
          9.004635,
          10.817663,
          9.25788,
          10.67232,
          8.920228,
          8.15981,
          8.094131,
          8.388595,
          8.115915,
          9.462231,
          8.835212,
          10.021513,
          8.840114,
          9.687108,
          7.436566,
          8.941199,
          8.269766,
          7.783144,
          7.434595,
          7.570133,
          10.794612,
          10.97014,
          9.521798,
          7.714161,
          8.720173,
          8.031387,
          7.506149,
          9.392998,
          8.452893,
          9.533777,
          10.01979,
          7.924072,
          7.143539,
          7.329654,
          7.187082,
          7.262914,
          7.450374,
          7.658674,
          7.251633,
          8.409836,
          6.980463,
          7.428051,
          7.116331,
          7.333432,
          9.079778,
          6.720532,
          7.926167,
          6.493591,
          8.725055,
          10.732795,
          8.310169,
          8.232661,
          8.2974,
          8.314382,
          9.573723,
          8.354525,
          7.976483,
          8.721689,
          9.299148,
          7.489052,
          8.451966,
          8.854656,
          7.575703,
          9.326603,
          9.663028,
          8.017909,
          9.103531,
          8.424271,
          8.789214,
          8.430811,
          7.776783,
          8.536412,
          8.247219,
          8.388856,
          8.358233,
          8.560241,
          8.637118,
          9.585519,
          8.724867,
          10.293767,
          10.434429,
          8.13827,
          10.147782,
          10.98326,
          11.36314,
          10.139022,
          8.421409,
          10.245807,
          10.332192,
          8.371582,
          9.555492
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106384,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "cpp:tbb/sparse-skew/16",
      "language": "cpp",
      "backend": "tbb",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 9.297773,
        "q1": 8.59801,
        "q3": 10.348734,
        "min": 6.535767,
        "max": 20.17903,
        "p95": 12.242069599999997,
        "p99": 13.76186271999999,
        "count": 1045
      },
      "first_ms": {
        "median": 11.416969,
        "q1": 11.416969,
        "q3": 11.416969,
        "min": 11.416969,
        "max": 11.416969,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 123.690626,
        "q1": 123.690626,
        "q3": 123.690626,
        "min": 123.690626,
        "max": 123.690626,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10167.854098952375,
        "q1": 10167.854098952375,
        "q3": 10167.854098952375,
        "min": 10167.854098952375,
        "max": 10167.854098952375,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.9697265625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 104.407695359535,
        "q1": 104.407695359535,
        "q3": 104.407695359535,
        "min": 104.407695359535,
        "max": 104.407695359535,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "cpp",
        "backend": "tbb",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 123.690626,
        "first_ms": 11.416969,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10008.840789,
        "iterations": 1045,
        "validations": "first,last",
        "samples_ms": [
          10.266042,
          11.123982,
          11.553849,
          11.109301,
          9.534589,
          8.556438,
          8.20632,
          9.293435,
          9.276818,
          9.143074,
          9.181113,
          10.39988,
          9.245967,
          8.523731,
          9.453115,
          9.242172,
          9.586918,
          7.750759,
          8.6907,
          11.577706,
          9.839661,
          12.681872,
          10.494819,
          20.17903,
          13.412768,
          8.273461,
          9.509001,
          8.675878,
          12.185462,
          9.675344,
          11.765202,
          11.870854,
          10.407352,
          10.016693,
          9.160603,
          8.651358,
          9.446661,
          9.260602,
          8.533209,
          9.139779,
          8.892689,
          9.040741,
          8.390547,
          9.142586,
          9.206613,
          9.084723,
          8.272907,
          8.443865,
          9.23634,
          8.858899,
          9.169985,
          9.480644,
          9.055848,
          8.198763,
          8.396238,
          9.74281,
          8.248019,
          8.986942,
          10.378982,
          9.900174,
          9.303709,
          9.860722,
          10.661363,
          12.129785,
          9.249137,
          11.324368,
          10.001582,
          11.450632,
          9.866012,
          10.285977,
          7.627462,
          11.737993,
          11.123924,
          9.925075,
          10.996312,
          8.358489,
          8.891596,
          9.900075,
          9.110137,
          8.635758,
          10.256156,
          8.653775,
          8.073013,
          8.645213,
          8.854611,
          8.95721,
          9.441237,
          8.937898,
          8.63593,
          10.006403,
          9.000512,
          8.024563,
          9.271144,
          8.634423,
          9.002948,
          10.318074,
          8.912059,
          11.261418,
          9.128503,
          11.22309,
          12.808667,
          10.244657,
          10.136525,
          11.897716,
          10.782063,
          11.417288,
          12.54529,
          11.232617,
          9.782802,
          10.556833,
          10.281953,
          9.820867,
          8.886915,
          10.142133,
          10.086016,
          8.219969,
          9.544572,
          9.632379,
          10.04629,
          9.364313,
          8.899426,
          8.453168,
          9.640887,
          9.182554,
          8.70291,
          9.961678,
          10.33487,
          8.567493,
          9.594492,
          13.596203,
          10.44072,
          12.253996,
          12.600504,
          8.266388,
          9.968367,
          11.933504,
          11.117854,
          11.456942,
          13.46714,
          11.38211,
          11.394316,
          9.360246,
          8.657313,
          8.179443,
          10.358347,
          9.225761,
          8.411658,
          9.47909,
          10.191538,
          8.253524,
          8.535243,
          9.358492,
          8.40941,
          9.108346,
          8.625964,
          8.166426,
          8.753268,
          9.76291,
          8.273736,
          9.376766,
          8.6664,
          7.806484,
          12.65536,
          10.427823,
          12.454704,
          12.336431,
          11.684586,
          15.099027,
          18.133882,
          10.678713,
          9.582196,
          11.436393,
          9.529723,
          10.72248,
          9.617216,
          8.875529,
          10.142449,
          9.456221,
          10.518374,
          7.503458,
          10.623453,
          9.566497,
          8.069313,
          11.348885,
          11.247445,
          9.063479,
          8.002183,
          10.161836,
          10.605508,
          7.579021,
          8.944053,
          8.313597,
          7.812925,
          10.944266,
          10.432871,
          8.516129,
          10.657659,
          8.737567,
          11.457503,
          8.107622,
          11.337222,
          11.11508,
          9.002645,
          8.764676,
          9.044103,
          9.336604,
          9.850029,
          9.800014,
          8.271564,
          9.966722,
          9.204441,
          7.53737,
          10.851878,
          9.536905,
          11.977937,
          11.084016,
          10.359485,
          10.398343,
          10.768349,
          10.349044,
          9.324899,
          8.133178,
          9.091975,
          9.546472,
          9.298858,
          10.501572,
          10.662577,
          9.967803,
          11.031141,
          10.624241,
          7.296236,
          9.17123,
          9.511147,
          8.443522,
          12.616622,
          9.977446,
          10.729486,
          11.218881,
          8.223207,
          10.190958,
          9.020069,
          12.840394,
          9.15426,
          7.767094,
          10.377998,
          9.598446,
          8.72419,
          9.501313,
          9.143872,
          8.997999,
          10.818554,
          10.04428,
          9.680204,
          9.391089,
          7.809778,
          8.980651,
          8.589259,
          8.518095,
          9.399308,
          9.602485,
          9.083011,
          7.617511,
          9.251129,
          8.597035,
          8.193888,
          8.923725,
          7.874872,
          8.995191,
          11.878552,
          11.125747,
          8.63313,
          13.658998,
          9.871934,
          10.477227,
          12.906204,
          12.382972,
          8.810022,
          10.717493,
          12.699666,
          12.074996,
          11.078507,
          9.042632,
          8.921948,
          9.641475,
          9.523293,
          9.614751,
          10.113095,
          9.684267,
          8.538402,
          9.251843,
          9.231421,
          9.791787,
          9.297773,
          8.979038,
          9.410514,
          9.445627,
          11.549083,
          9.339266,
          8.627781,
          12.258889,
          11.361939,
          11.658957,
          11.793738,
          11.846101,
          9.651383,
          12.037823,
          9.99729,
          13.597593,
          11.747359,
          13.842685,
          12.006046,
          10.536382,
          10.8251,
          9.989341,
          9.856677,
          11.471002,
          10.63615,
          8.693297,
          8.288227,
          8.934592,
          8.080434,
          8.384511,
          9.764347,
          9.325363,
          8.894886,
          8.640926,
          8.743394,
          8.779627,
          6.998152,
          9.056822,
          8.885051,
          7.747876,
          8.868941,
          9.150397,
          8.235349,
          8.456421,
          8.822804,
          10.066295,
          10.739356,
          9.178686,
          8.980375,
          11.218051,
          10.451642,
          8.941279,
          10.160198,
          8.682186,
          8.75554,
          8.935765,
          8.532886,
          8.561827,
          9.068348,
          13.167018,
          12.627234,
          9.272486,
          10.043961,
          9.747742,
          10.000516,
          10.080903,
          10.035725,
          11.128326,
          10.683176,
          12.1324,
          8.846387,
          9.487646,
          9.630207,
          12.141879,
          13.390029,
          11.0817,
          8.371912,
          8.51607,
          9.40793,
          9.005148,
          9.015234,
          9.139169,
          9.253855,
          9.293268,
          8.709479,
          9.580411,
          8.283872,
          9.8019,
          8.920175,
          8.845043,
          9.038424,
          9.18978,
          10.277433,
          10.201247,
          11.028866,
          10.719169,
          8.37011,
          9.305798,
          8.997806,
          8.21843,
          12.831871,
          18.244246,
          15.497428,
          11.548751,
          12.745381,
          10.24917,
          9.400432,
          10.218464,
          9.120918,
          9.343466,
          9.891709,
          9.701468,
          10.599879,
          8.828134,
          11.235623,
          10.745933,
          9.663167,
          11.990229,
          8.562947,
          9.191484,
          10.348734,
          10.224684,
          10.581547,
          9.178698,
          7.983112,
          9.357545,
          10.479392,
          11.383617,
          9.328179,
          11.039786,
          10.281954,
          11.258408,
          8.815596,
          9.267926,
          9.804591,
          10.06676,
          7.989247,
          8.960159,
          9.227883,
          8.519774,
          9.021687,
          9.294404,
          10.411288,
          11.295149,
          9.24076,
          10.788936,
          8.459214,
          10.516462,
          7.963088,
          11.607282,
          9.925005,
          9.671658,
          7.856652,
          9.579655,
          9.275476,
          8.512977,
          8.608769,
          9.230751,
          9.169558,
          9.610437,
          9.345232,
          8.046131,
          9.921272,
          10.714929,
          8.349992,
          8.404897,
          11.418667,
          8.433155,
          9.735484,
          9.367534,
          7.756637,
          9.004321,
          9.49841,
          13.134058,
          9.281521,
          9.165516,
          9.021374,
          9.057294,
          11.076964,
          11.923401,
          7.594685,
          8.97476,
          9.475046,
          7.904376,
          11.434866,
          10.696914,
          10.298648,
          9.881405,
          10.457245,
          9.822828,
          8.797469,
          9.975656,
          9.433094,
          9.627023,
          8.17246,
          8.8729,
          8.902706,
          8.855882,
          9.787254,
          9.903788,
          8.995638,
          8.515465,
          8.984066,
          8.989795,
          8.022536,
          9.36059,
          9.681784,
          9.083465,
          10.057662,
          11.180467,
          10.761562,
          11.577303,
          9.0232,
          13.218771,
          12.194364,
          10.177975,
          9.304124,
          11.306786,
          14.005845,
          10.002883,
          10.591155,
          12.473179,
          11.122213,
          11.267628,
          10.020595,
          9.766576,
          9.418478,
          8.204337,
          9.011521,
          9.147223,
          9.185677,
          9.635905,
          9.767502,
          7.431008,
          8.898707,
          9.701677,
          8.373033,
          8.602292,
          8.524985,
          9.480348,
          9.47726,
          9.294635,
          8.624601,
          8.137437,
          9.013821,
          8.98415,
          8.351937,
          11.864128,
          10.629568,
          9.510744,
          8.188683,
          10.30842,
          10.562601,
          9.512501,
          8.126958,
          7.777835,
          8.600369,
          8.647773,
          8.437825,
          6.846434,
          8.755552,
          10.443174,
          9.681241,
          7.781064,
          9.967874,
          8.792124,
          10.791634,
          12.447008,
          8.460671,
          10.043501,
          8.91638,
          8.593648,
          11.144049,
          9.121365,
          10.447105,
          10.169265,
          10.848151,
          10.638925,
          10.55263,
          10.551967,
          9.860941,
          8.861341,
          9.478756,
          9.193588,
          8.645847,
          8.979306,
          9.23167,
          7.696245,
          9.012916,
          10.301426,
          11.825904,
          12.095578,
          10.731273,
          10.517058,
          9.620879,
          9.461724,
          11.671635,
          10.733122,
          7.850994,
          9.551818,
          10.337009,
          10.581509,
          9.150082,
          9.598752,
          10.636109,
          10.992958,
          9.18723,
          8.50037,
          9.3596,
          8.196607,
          10.567908,
          9.926485,
          9.772739,
          9.096885,
          9.48049,
          8.684118,
          8.927967,
          9.959674,
          9.601646,
          9.265964,
          9.134922,
          7.489871,
          10.514177,
          10.88794,
          12.375795,
          9.38768,
          8.942049,
          7.864765,
          7.514289,
          7.943127,
          8.135312,
          7.368509,
          8.220086,
          7.575236,
          7.570029,
          8.415372,
          7.268389,
          8.83953,
          8.989493,
          8.854714,
          7.41474,
          7.985992,
          7.418329,
          7.76561,
          7.372791,
          7.938719,
          6.855021,
          7.875421,
          8.23707,
          6.62876,
          9.374994,
          7.961631,
          6.629054,
          8.134,
          8.134193,
          11.737699,
          14.019178,
          11.125664,
          13.393278,
          8.125079,
          7.482549,
          9.114922,
          9.867874,
          9.120757,
          9.552952,
          9.242785,
          8.85393,
          8.497629,
          8.876559,
          10.011471,
          9.022257,
          9.914487,
          10.71208,
          8.849731,
          11.039989,
          10.069691,
          9.466914,
          9.330163,
          9.828131,
          8.678069,
          8.137596,
          9.145499,
          9.322424,
          9.521922,
          8.508,
          8.276614,
          8.987591,
          8.704562,
          8.540899,
          9.335649,
          11.47542,
          11.081674,
          8.147571,
          10.719323,
          11.708814,
          8.575538,
          8.852564,
          8.809352,
          9.151569,
          8.222959,
          8.59801,
          8.716666,
          8.015248,
          8.356458,
          9.219829,
          9.129109,
          7.905334,
          10.532467,
          11.95827,
          10.686612,
          12.312609,
          11.8142,
          8.911202,
          10.207584,
          12.433511,
          11.147443,
          9.961687,
          8.642354,
          9.244053,
          10.301553,
          9.924699,
          9.027802,
          8.772707,
          9.927313,
          11.10004,
          8.270458,
          7.954533,
          10.507209,
          10.503485,
          8.268563,
          10.015641,
          8.730425,
          14.570753,
          9.626678,
          9.579939,
          7.977058,
          12.135446,
          9.501808,
          10.08293,
          8.340851,
          11.508814,
          9.315308,
          9.008276,
          9.472744,
          9.292219,
          9.707585,
          7.805632,
          8.519611,
          8.804867,
          8.191852,
          9.131614,
          8.66805,
          9.12484,
          8.930728,
          8.644909,
          8.825482,
          8.098535,
          9.188082,
          9.190601,
          7.322442,
          8.618515,
          9.191707,
          8.345862,
          9.798793,
          9.372057,
          7.837269,
          11.653891,
          8.966832,
          7.854493,
          8.948382,
          11.188951,
          12.042472,
          11.39904,
          10.856516,
          10.845081,
          9.974324,
          11.540856,
          10.300461,
          9.339054,
          11.045763,
          10.637563,
          9.594124,
          7.988015,
          10.136765,
          8.56373,
          8.967373,
          8.32019,
          9.462589,
          8.226986,
          8.384839,
          8.832592,
          8.665314,
          8.464905,
          9.483327,
          9.672662,
          9.653688,
          10.219942,
          9.390485,
          9.965721,
          9.334604,
          10.572199,
          9.801406,
          9.625433,
          9.915832,
          11.659056,
          10.602018,
          9.988422,
          12.77559,
          11.427729,
          10.733193,
          12.838294,
          12.835739,
          12.488799,
          12.404514,
          13.518714,
          10.842551,
          10.363154,
          11.728839,
          9.791789,
          8.698328,
          10.136784,
          10.00116,
          9.161137,
          9.282533,
          10.553513,
          8.871686,
          7.710045,
          8.902584,
          8.692779,
          8.852731,
          8.729767,
          9.360993,
          9.221327,
          9.943396,
          8.99886,
          8.882145,
          9.094412,
          8.944493,
          8.277709,
          7.292071,
          10.018101,
          13.230926,
          12.460233,
          9.621254,
          11.052357,
          11.60204,
          10.823282,
          11.035192,
          11.241937,
          9.267753,
          9.453998,
          9.631443,
          11.192439,
          9.595547,
          7.810791,
          9.770858,
          9.745857,
          9.041978,
          9.259895,
          9.255316,
          8.904532,
          8.419145,
          9.821421,
          9.194381,
          8.804723,
          9.362569,
          9.697176,
          9.14844,
          8.616881,
          12.83303,
          9.404249,
          10.029052,
          8.282352,
          8.807471,
          8.433559,
          8.453635,
          9.138068,
          8.799792,
          8.311279,
          9.143197,
          10.073949,
          9.268443,
          8.483973,
          9.846944,
          8.420147,
          7.318878,
          17.144838,
          18.524072,
          9.550747,
          12.055399,
          10.898277,
          9.348075,
          10.248893,
          10.369259,
          9.114648,
          9.239131,
          10.258053,
          10.187039,
          8.888256,
          10.46767,
          10.746946,
          10.76735,
          10.409793,
          8.091795,
          9.11759,
          9.069158,
          8.458065,
          9.140432,
          9.084075,
          8.460011,
          8.733955,
          10.290891,
          9.347481,
          7.312935,
          9.528026,
          9.69082,
          7.847518,
          10.197009,
          8.568035,
          11.842067,
          8.36563,
          9.948528,
          10.440281,
          9.31063,
          8.573455,
          10.527108,
          9.986688,
          9.007681,
          8.505929,
          9.617857,
          8.966826,
          9.73067,
          7.808901,
          9.289061,
          11.011185,
          9.954577,
          9.214771,
          9.999661,
          8.994587,
          13.322087,
          7.694253,
          8.421163,
          8.905511,
          8.637156,
          9.742312,
          9.546844,
          8.606265,
          10.923616,
          8.864445,
          9.108159,
          8.631158,
          9.535222,
          8.476317,
          10.35547,
          11.694638,
          12.180349,
          8.255087,
          8.329573,
          9.865755,
          10.358038,
          10.490241,
          9.640883,
          10.891461,
          10.356432,
          8.304415,
          9.407974,
          10.820212,
          10.983233,
          8.318601,
          8.454093,
          7.378642,
          8.392635,
          8.599143,
          7.34342,
          7.465724,
          8.15701,
          7.230048,
          7.920535,
          9.034619,
          7.968775,
          7.730946,
          8.298288,
          6.911405,
          8.033387,
          7.830723,
          7.461391,
          8.230202,
          7.749557,
          7.484452,
          8.533654,
          8.261505,
          7.795713,
          7.531812,
          7.655186,
          7.640165,
          7.598756,
          7.2737,
          7.869129,
          7.415196,
          7.089077,
          8.111074,
          7.442353,
          7.761023,
          8.168164,
          6.921568,
          8.142083,
          7.319239,
          7.631077,
          8.149268,
          6.981233,
          8.425228,
          8.087986,
          7.193349,
          8.091037,
          7.224546,
          7.072142,
          7.911031,
          7.12086,
          7.865868,
          7.413632,
          7.493672,
          8.232286,
          7.234579,
          7.765196,
          7.65911,
          6.637367,
          8.092813,
          7.35116,
          8.01033,
          8.243477,
          6.535767,
          8.327171,
          7.710593,
          7.920947,
          8.597773,
          7.360892,
          7.478512,
          7.739023,
          7.104901,
          8.294107,
          8.426924,
          8.389214,
          9.243411,
          10.196908,
          10.973045,
          10.268688,
          7.968372,
          9.515476,
          9.346944,
          7.576433,
          9.626806,
          8.492535,
          9.199336
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "peak_rss_kib": 106648,
        "compiler": "13.3.0",
        "openmp": 201511,
        "tbb_version": "2021.11"
      }
    },
    {
      "id": "rust:std-scoped/dense/16",
      "language": "rust",
      "backend": "std-scoped",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 18.571492,
        "q1": 16.76781,
        "q3": 20.439902,
        "min": 11.490602,
        "max": 31.400684,
        "p95": 23.0864526,
        "p99": 28.249328519999985,
        "count": 537
      },
      "first_ms": {
        "median": 14.208237,
        "q1": 14.208237,
        "q3": 14.208237,
        "min": 14.208237,
        "max": 14.208237,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 128.928186,
        "q1": 128.928186,
        "q3": 128.928186,
        "min": 128.928186,
        "max": 128.928186,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10173.941808054224,
        "q1": 10173.941808054224,
        "q3": 10173.941808054224,
        "min": 10173.941808054224,
        "max": 10173.941808054224,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.0380859375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 53.658135343297296,
        "q1": 53.658135343297296,
        "q3": 53.658135343297296,
        "min": 53.658135343297296,
        "max": 53.658135343297296,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 128.928186,
        "first_ms": 14.208237,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10007.802108,
        "iterations": 537,
        "validations": "first,last",
        "samples_ms": [
          13.689281,
          12.099555,
          13.445263,
          13.027409,
          13.078763,
          13.884662,
          15.89375,
          14.406663,
          11.490602,
          12.287239,
          16.868859,
          20.371493,
          17.369418,
          17.575203,
          21.66194,
          17.42596,
          16.305168,
          17.587059,
          14.834638,
          16.170923,
          16.876519,
          20.166835,
          21.838522,
          20.852646,
          19.851736,
          19.416115,
          15.566906,
          15.825104,
          15.593301,
          16.597147,
          17.489898,
          15.691598,
          16.232664,
          23.239333,
          21.569908,
          17.144987,
          20.013603,
          19.599082,
          14.226393,
          14.591608,
          16.657113,
          14.544916,
          16.841047,
          14.989015,
          15.085573,
          21.725736,
          18.377244,
          22.013344,
          19.425964,
          21.633923,
          18.979918,
          15.972529,
          14.232763,
          15.137222,
          17.135038,
          20.323022,
          17.200109,
          13.663649,
          12.442618,
          13.391248,
          31.194847,
          26.22101,
          14.518289,
          18.791162,
          20.905339,
          22.766805,
          21.42381,
          17.631608,
          14.66626,
          12.685939,
          14.504309,
          14.980021,
          16.700015,
          15.214916,
          13.816445,
          12.601732,
          13.075419,
          13.665745,
          17.559389,
          21.946331,
          16.946125,
          24.652612,
          14.297929,
          13.99151,
          13.256766,
          14.919946,
          15.580625,
          16.028377,
          16.713893,
          14.536619,
          16.400713,
          13.999273,
          15.616734,
          14.294098,
          12.40888,
          14.4218,
          15.968919,
          16.039811,
          14.443583,
          14.112902,
          12.601366,
          13.790386,
          16.236764,
          23.113595,
          21.079514,
          17.791938,
          20.872371,
          16.703618,
          21.009032,
          20.149804,
          16.687143,
          16.99546,
          19.767047,
          19.762498,
          17.670044,
          15.775006,
          17.517913,
          14.660893,
          17.165627,
          16.470305,
          14.688336,
          13.772901,
          13.983518,
          14.448013,
          13.355719,
          15.172909,
          16.130602,
          16.656254,
          22.561025,
          16.671081,
          16.704256,
          17.851327,
          21.245849,
          18.215231,
          17.034695,
          17.520265,
          17.728428,
          17.094816,
          16.404949,
          18.050531,
          29.059783,
          25.913759,
          17.272733,
          14.820313,
          18.910969,
          18.464583,
          20.830653,
          16.878304,
          20.43004,
          20.962086,
          19.998022,
          14.837288,
          17.412339,
          19.222488,
          21.192218,
          15.971594,
          17.325261,
          18.012233,
          18.668535,
          20.501242,
          20.177764,
          21.32157,
          18.313568,
          20.031258,
          18.120315,
          18.711883,
          18.620691,
          16.961592,
          15.498954,
          18.506627,
          19.394372,
          21.749029,
          20.408713,
          20.721368,
          19.336826,
          17.819402,
          20.439902,
          17.878383,
          19.352408,
          21.406055,
          22.892928,
          20.658504,
          19.430147,
          16.984417,
          18.434913,
          16.092795,
          18.979028,
          16.642761,
          24.446166,
          22.118055,
          21.841441,
          20.260794,
          17.14962,
          19.792797,
          19.084184,
          18.433825,
          21.003065,
          29.916546,
          25.819462,
          19.829751,
          19.893394,
          17.23609,
          19.522104,
          17.739791,
          17.719299,
          18.421906,
          22.056431,
          18.030922,
          19.423344,
          19.172179,
          21.46355,
          18.259433,
          18.723005,
          19.169826,
          20.693892,
          21.367903,
          20.137405,
          20.208147,
          18.3432,
          17.626673,
          16.066315,
          18.200569,
          17.301775,
          17.445408,
          18.642112,
          19.696931,
          21.936553,
          21.57696,
          21.193905,
          18.690794,
          18.874215,
          19.485111,
          16.858196,
          18.529347,
          22.627428,
          22.389599,
          22.672319,
          20.971664,
          18.753427,
          19.09874,
          17.468779,
          19.757154,
          18.36434,
          19.881295,
          21.456913,
          22.280159,
          21.146635,
          20.042888,
          18.296852,
          13.809975,
          14.952931,
          15.248858,
          21.87032,
          23.331919,
          28.608966,
          19.773416,
          23.919386,
          22.215545,
          14.711911,
          18.512837,
          16.665298,
          19.254241,
          20.183161,
          21.755821,
          15.349461,
          18.270911,
          19.566468,
          22.034611,
          20.574998,
          19.506313,
          19.673376,
          20.113682,
          20.431841,
          22.053281,
          21.091596,
          17.82461,
          16.778537,
          16.376591,
          18.641938,
          17.052553,
          17.918322,
          23.123183,
          20.484077,
          22.895796,
          18.209356,
          17.773156,
          17.593285,
          17.923339,
          17.912711,
          17.63568,
          21.357769,
          22.63691,
          17.881994,
          22.366082,
          18.762345,
          17.544704,
          18.17444,
          19.016933,
          19.102122,
          22.397566,
          21.937253,
          22.476987,
          20.901828,
          20.615494,
          19.205521,
          17.713006,
          18.977364,
          20.081718,
          16.049057,
          20.722919,
          31.400684,
          19.968193,
          16.76781,
          20.11472,
          24.887235,
          18.406083,
          18.622193,
          21.175747,
          20.022694,
          20.466808,
          17.415987,
          17.996667,
          19.218851,
          18.690071,
          17.803833,
          17.125481,
          19.297016,
          19.388162,
          20.215492,
          21.678647,
          19.282372,
          20.618514,
          18.177151,
          18.321703,
          17.090714,
          17.026406,
          16.100533,
          21.452378,
          19.704677,
          22.135777,
          18.327119,
          19.350818,
          18.796799,
          18.265938,
          18.559967,
          18.372779,
          19.585247,
          22.884671,
          20.238103,
          20.591005,
          20.709024,
          20.070998,
          16.171982,
          17.991364,
          16.173259,
          17.269018,
          19.050394,
          21.707364,
          22.020749,
          20.886755,
          20.095162,
          18.916368,
          20.256044,
          19.717309,
          18.602544,
          24.040034,
          22.064079,
          17.035454,
          27.609973,
          19.222386,
          24.220779,
          20.51302,
          18.992362,
          18.249666,
          19.716,
          19.921131,
          19.865126,
          18.019042,
          17.821978,
          17.952658,
          21.070153,
          19.361146,
          18.975831,
          18.087581,
          21.135586,
          23.131078,
          25.592235,
          22.807659,
          20.647675,
          20.673883,
          18.571492,
          18.160164,
          17.876703,
          16.202039,
          21.592762,
          20.669895,
          21.383192,
          22.639904,
          19.727869,
          16.961697,
          18.407587,
          17.537559,
          19.46794,
          23.77408,
          21.940551,
          23.046003,
          21.666773,
          19.67977,
          20.381557,
          17.446243,
          18.205246,
          19.807264,
          22.331556,
          20.942416,
          20.095286,
          19.351284,
          19.665572,
          17.366231,
          17.919195,
          17.974123,
          17.381141,
          21.867058,
          13.347377,
          14.907922,
          15.633482,
          14.251993,
          11.999248,
          12.97729,
          14.912943,
          15.239177,
          13.241202,
          12.483016,
          13.140034,
          12.812134,
          12.330956,
          13.395345,
          13.996496,
          13.517612,
          22.788116,
          27.286482,
          17.920214,
          17.296652,
          18.224268,
          20.547649,
          16.658105,
          17.291026,
          16.860217,
          17.746891,
          19.025966,
          15.906769,
          15.656183,
          17.306575,
          17.124494,
          19.319627,
          18.502063,
          15.367122,
          15.636374,
          16.259927,
          18.918853,
          17.287524,
          17.830173,
          19.144054,
          20.319366,
          18.869372,
          15.261001,
          16.469614,
          15.347982,
          16.138018,
          16.025476,
          15.265588,
          15.237043,
          19.803112,
          19.845119,
          18.749235,
          18.316118,
          19.11686,
          16.975907,
          16.328987,
          15.543883,
          16.198665,
          15.546647,
          21.17049,
          17.659267,
          21.738428,
          19.074675,
          18.134067,
          21.044693,
          18.895107,
          19.606274,
          19.148777,
          19.620736,
          19.165788,
          16.899756,
          23.156963,
          22.695674,
          22.071604,
          21.554222,
          20.256008,
          18.019359,
          18.702386,
          19.0725,
          20.259801,
          29.985595,
          27.224366,
          20.665111,
          21.317436,
          21.148786,
          19.392878,
          19.105307,
          16.461611,
          19.510318,
          19.071845,
          15.561629,
          17.62264,
          18.971162,
          20.610658,
          22.765133,
          18.398219,
          15.985057,
          20.583235,
          19.819903,
          19.867877,
          19.48888,
          19.844283,
          19.824199,
          18.106923,
          17.697549,
          17.504405,
          16.831266,
          17.026701,
          18.373726,
          23.599035,
          23.016799,
          23.079667,
          20.833783,
          16.825952,
          19.606972
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "rust:std-scoped/sparse-uniform/16",
      "language": "rust",
      "backend": "std-scoped",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 13.92575,
        "q1": 12.574849,
        "q3": 15.662074,
        "min": 8.605817,
        "max": 27.886696,
        "p95": 19.147875,
        "p99": 23.016113,
        "count": 701
      },
      "first_ms": {
        "median": 10.812106,
        "q1": 10.812106,
        "q3": 10.812106,
        "min": 10.812106,
        "max": 10.812106,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 63.987869,
        "q1": 63.987869,
        "q3": 63.987869,
        "min": 63.987869,
        "max": 63.987869,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10096.685349941254,
        "q1": 10096.685349941254,
        "q3": 10096.685349941254,
        "min": 10096.685349941254,
        "max": 10096.685349941254,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 99.9990234375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 70.09400727780077,
        "q1": 70.09400727780077,
        "q3": 70.09400727780077,
        "min": 70.09400727780077,
        "max": 70.09400727780077,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 63.987869,
        "first_ms": 10.812106,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10000.854955,
        "iterations": 701,
        "validations": "first,last",
        "samples_ms": [
          10.423293,
          10.013768,
          10.84756,
          11.817264,
          10.426673,
          9.828933,
          9.949133,
          10.458192,
          9.69398,
          11.693751,
          12.457808,
          12.101705,
          10.381368,
          12.280701,
          11.359908,
          11.405685,
          11.124435,
          14.125963,
          17.632313,
          18.117156,
          15.870957,
          18.607889,
          23.202985,
          21.945395,
          15.564141,
          18.748735,
          19.899627,
          14.761236,
          14.41607,
          18.609534,
          17.259511,
          19.211228,
          19.847687,
          15.023931,
          14.888995,
          20.332867,
          18.017117,
          21.0437,
          18.084676,
          13.494879,
          13.760131,
          14.440873,
          15.066204,
          15.819911,
          16.395141,
          20.154923,
          19.551728,
          11.034291,
          25.270345,
          26.215026,
          19.462542,
          14.642782,
          14.518678,
          14.17478,
          16.288417,
          15.083742,
          14.233327,
          13.681684,
          14.076579,
          15.662074,
          14.029334,
          13.978991,
          15.267759,
          13.519345,
          11.35002,
          14.329336,
          13.950767,
          19.545998,
          16.174552,
          14.44639,
          14.701268,
          21.075991,
          18.401084,
          21.19564,
          23.016113,
          17.3747,
          20.379552,
          17.447999,
          15.050339,
          15.383558,
          12.020572,
          15.897132,
          15.844163,
          14.2247,
          13.180869,
          17.019691,
          16.244494,
          16.714767,
          17.387121,
          15.657189,
          14.37464,
          13.751451,
          12.603409,
          14.04025,
          18.274915,
          12.799162,
          10.601211,
          10.648392,
          12.284907,
          14.70384,
          15.028634,
          16.594571,
          18.196346,
          16.583065,
          14.200179,
          14.179522,
          11.170636,
          12.971358,
          13.13158,
          11.498976,
          11.811348,
          13.476463,
          12.79265,
          14.920346,
          20.316165,
          16.857838,
          17.780763,
          16.309323,
          14.704451,
          13.870556,
          12.933082,
          12.628411,
          13.260023,
          13.978887,
          12.686028,
          18.444416,
          13.224664,
          8.685424,
          8.605817,
          9.302386,
          10.48873,
          27.886696,
          18.929271,
          14.21182,
          12.426822,
          11.6231,
          12.466461,
          13.148156,
          13.641629,
          15.363563,
          13.627088,
          13.094255,
          13.716372,
          16.179287,
          12.558066,
          15.761578,
          14.669614,
          12.540708,
          14.478089,
          14.106113,
          16.323772,
          14.298501,
          13.934245,
          12.337318,
          12.273731,
          11.629039,
          14.357035,
          14.617152,
          12.879503,
          17.339269,
          16.695464,
          13.661865,
          14.53194,
          11.908223,
          15.169959,
          14.046497,
          13.230796,
          14.016509,
          10.885409,
          10.543054,
          12.361437,
          13.499555,
          14.489573,
          16.130978,
          16.568116,
          17.153506,
          12.978819,
          14.047667,
          14.536547,
          13.100086,
          13.27204,
          13.703975,
          11.993416,
          12.406229,
          11.887744,
          12.838285,
          16.807385,
          20.336495,
          16.37957,
          16.647187,
          18.18218,
          13.196835,
          14.289405,
          11.372542,
          13.648671,
          11.05927,
          13.594648,
          12.629827,
          17.899344,
          16.723061,
          13.773305,
          14.561757,
          13.169125,
          16.985657,
          13.508243,
          12.832831,
          15.815137,
          13.027284,
          11.261792,
          11.206095,
          9.93891,
          10.975327,
          14.616882,
          14.005431,
          11.436492,
          10.764258,
          10.192724,
          11.214892,
          10.90004,
          10.71755,
          11.590277,
          11.988605,
          11.076159,
          11.875886,
          10.909565,
          10.368089,
          10.362669,
          9.592693,
          10.365738,
          10.435406,
          9.508991,
          10.200736,
          10.719262,
          9.749759,
          9.128392,
          9.305112,
          11.02155,
          11.157462,
          9.611357,
          18.650432,
          19.756445,
          17.900204,
          15.642601,
          14.144924,
          17.894958,
          18.224998,
          14.030039,
          12.942735,
          13.693017,
          16.881156,
          14.873103,
          15.891768,
          13.403762,
          12.86488,
          13.449851,
          13.559783,
          14.433016,
          16.531756,
          13.974973,
          11.378884,
          13.686802,
          13.260839,
          12.6134,
          15.036572,
          15.929271,
          15.552842,
          15.893924,
          12.988806,
          15.673677,
          14.453088,
          13.12914,
          12.99172,
          12.116315,
          13.956726,
          13.13034,
          13.370572,
          13.826604,
          12.306522,
          13.029375,
          11.989557,
          12.735692,
          13.243013,
          11.666151,
          11.643814,
          16.100238,
          13.357744,
          10.582336,
          11.371186,
          13.359624,
          13.948917,
          12.54183,
          13.997117,
          12.281509,
          12.770509,
          15.608379,
          17.471012,
          17.41528,
          14.892586,
          15.322458,
          15.399676,
          13.817369,
          13.461278,
          14.281705,
          9.939579,
          12.730505,
          12.720769,
          13.788938,
          17.893001,
          15.716719,
          16.092953,
          15.881898,
          15.749978,
          16.282784,
          16.306153,
          13.844238,
          13.92575,
          12.187132,
          17.239239,
          14.298332,
          14.208551,
          13.922448,
          10.644038,
          9.199434,
          8.961823,
          12.175898,
          19.932971,
          23.390001,
          12.0336,
          16.32115,
          14.339096,
          12.740937,
          14.422535,
          16.817157,
          13.111637,
          11.058393,
          10.806082,
          10.562121,
          12.373366,
          12.58478,
          13.249088,
          15.302817,
          15.451114,
          14.338923,
          12.774816,
          12.736785,
          14.215605,
          13.819463,
          17.445767,
          12.456374,
          12.704855,
          11.036734,
          11.747457,
          12.40979,
          14.79546,
          13.822135,
          15.250872,
          16.655857,
          13.626971,
          15.038715,
          15.07748,
          12.18365,
          12.963474,
          15.271942,
          12.995592,
          11.897659,
          12.38957,
          11.441554,
          13.434078,
          16.603161,
          14.289614,
          13.902649,
          12.008013,
          13.122092,
          15.328729,
          12.840582,
          13.541492,
          12.718001,
          12.970211,
          12.929338,
          13.096113,
          13.1248,
          11.494087,
          11.108524,
          11.048279,
          14.569368,
          16.484687,
          16.268141,
          15.712662,
          14.792193,
          14.898948,
          14.904935,
          13.35295,
          15.03511,
          12.924114,
          12.940787,
          12.556153,
          11.738985,
          12.371785,
          13.259377,
          16.4405,
          15.599803,
          18.089546,
          15.761498,
          15.83931,
          15.821811,
          14.995343,
          14.567352,
          13.042094,
          14.498413,
          13.084537,
          15.261027,
          15.22877,
          15.763524,
          21.614511,
          19.147875,
          16.847419,
          15.011328,
          12.75575,
          13.837993,
          15.804991,
          16.235181,
          13.975041,
          11.210918,
          14.592796,
          17.221045,
          14.647127,
          14.39497,
          12.836039,
          12.354175,
          11.899514,
          13.198438,
          14.113239,
          13.774742,
          14.546667,
          16.374667,
          11.745955,
          10.942204,
          11.648626,
          13.078299,
          13.005925,
          16.282006,
          13.498597,
          16.988296,
          16.984278,
          17.305845,
          13.330144,
          12.578041,
          11.024337,
          11.021546,
          14.220764,
          12.499853,
          12.318494,
          12.892505,
          12.682147,
          11.633819,
          14.856706,
          15.152194,
          18.833392,
          14.623995,
          14.837253,
          16.640481,
          19.218798,
          16.775236,
          16.279611,
          20.93734,
          18.022531,
          12.787165,
          17.106091,
          16.025519,
          15.155314,
          14.629602,
          18.480141,
          16.984382,
          13.764793,
          12.420803,
          14.571086,
          13.402467,
          13.809021,
          11.707393,
          11.758297,
          11.963056,
          15.850756,
          16.108609,
          14.982321,
          17.605458,
          17.582956,
          14.3019,
          13.234284,
          13.940891,
          13.084846,
          13.91219,
          13.40202,
          12.358174,
          15.689873,
          16.512747,
          22.3797,
          20.171687,
          15.914024,
          14.951801,
          11.867027,
          14.229445,
          14.628426,
          14.610311,
          13.202269,
          12.897571,
          12.478812,
          14.349652,
          12.875389,
          13.814302,
          14.443285,
          13.522264,
          12.78563,
          13.654024,
          21.57371,
          13.405268,
          15.098694,
          12.708551,
          14.067161,
          11.477027,
          14.81037,
          12.538377,
          11.636783,
          12.345497,
          12.159959,
          13.33816,
          13.579999,
          18.203547,
          16.873002,
          16.049709,
          10.152375,
          14.70844,
          12.510032,
          11.783922,
          11.809975,
          12.381522,
          12.676846,
          12.07808,
          10.414538,
          8.867729,
          10.364841,
          11.945967,
          11.341494,
          10.982339,
          12.673425,
          15.216979,
          13.509781,
          15.528265,
          15.654535,
          15.799124,
          14.732518,
          11.892453,
          11.812123,
          12.171661,
          10.054608,
          10.041538,
          11.695761,
          12.846102,
          15.03832,
          12.439869,
          15.744056,
          16.063875,
          17.576148,
          14.193391,
          14.186937,
          12.964643,
          14.370302,
          15.68778,
          16.602913,
          11.921613,
          10.757221,
          12.090134,
          12.66827,
          12.233864,
          12.100534,
          12.88274,
          13.566005,
          12.004906,
          12.968068,
          20.400475,
          17.030482,
          18.481575,
          15.038496,
          16.824404,
          15.799995,
          14.831246,
          12.231807,
          13.105659,
          12.574849,
          12.255891,
          14.988617,
          17.951223,
          18.144573,
          15.763738,
          10.676122,
          11.373151,
          19.601428,
          24.855696,
          16.79131,
          14.049123,
          13.684628,
          13.64799,
          15.341347,
          12.473144,
          13.574779,
          11.990263,
          12.052096,
          12.503083,
          17.850378,
          14.92932,
          16.091953,
          12.87433,
          12.956185,
          13.315248,
          14.645002,
          15.10931,
          17.836811,
          13.982155,
          13.278861,
          13.616422,
          13.208603,
          16.160458,
          16.45573,
          14.079604,
          13.760759,
          15.170569,
          13.985739,
          14.481607,
          14.398702,
          13.213009,
          12.925451,
          12.752469,
          15.007008,
          10.936457,
          12.493106,
          12.56521,
          13.017083,
          16.33549,
          16.678844,
          15.100298,
          14.26064,
          14.794376,
          15.135389,
          15.343747,
          13.278639,
          14.370178,
          12.665634,
          12.157003,
          13.70515,
          11.781766,
          14.390534,
          13.761599,
          15.623999,
          17.011457,
          15.345636,
          15.131931,
          15.836403,
          12.31991,
          14.363882,
          11.937288,
          14.085464,
          14.207691,
          13.880355,
          12.887354,
          12.704893,
          19.983205,
          18.911415,
          16.67036,
          15.434075,
          15.995946,
          15.354931,
          14.34981,
          12.962549,
          13.825997,
          13.479794,
          13.670431,
          15.488388,
          13.743768,
          22.095732,
          24.386444,
          15.544851,
          13.464298,
          16.876271,
          15.293409,
          16.370067,
          14.86312,
          13.452376,
          12.847306,
          13.109427,
          13.881215,
          14.341222,
          14.129888,
          13.544779,
          13.050376,
          13.733112,
          14.938719,
          14.206863,
          16.719265,
          13.482,
          14.276029,
          13.102385,
          14.657565
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "rust:std-scoped/sparse-skew/16",
      "language": "rust",
      "backend": "std-scoped",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 21.134021,
        "q1": 18.931014,
        "q3": 22.8939455,
        "min": 16.370729,
        "max": 38.224862,
        "p95": 27.308271299999998,
        "p99": 32.60311993999999,
        "count": 467
      },
      "first_ms": {
        "median": 19.229742,
        "q1": 19.229742,
        "q3": 19.229742,
        "min": 19.229742,
        "max": 19.229742,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 101.263161,
        "q1": 101.263161,
        "q3": 101.263161,
        "min": 101.263161,
        "max": 101.263161,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10149.519849917851,
        "q1": 10149.519849917851,
        "q3": 10149.519849917851,
        "min": 10149.519849917851,
        "max": 10149.519849917851,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 99.8701171875,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 46.660647156758344,
        "q1": 46.660647156758344,
        "q3": 46.660647156758344,
        "min": 46.660647156758344,
        "max": 46.660647156758344,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "std-scoped",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 101.263161,
        "first_ms": 19.229742,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10008.43384,
        "iterations": 467,
        "validations": "first,last",
        "samples_ms": [
          21.379038,
          25.481445,
          29.679482,
          19.807579,
          21.091319,
          21.301351,
          18.891936,
          19.709031,
          20.495927,
          19.271723,
          21.356441,
          25.009721,
          23.142873,
          17.178177,
          20.124319,
          18.163691,
          21.048138,
          22.113117,
          21.750622,
          20.153805,
          17.380198,
          18.832376,
          17.911382,
          17.404593,
          18.282411,
          24.649036,
          22.55998,
          21.181755,
          19.833487,
          18.568185,
          20.311457,
          17.813242,
          22.831405,
          23.293209,
          25.024598,
          21.375201,
          19.208771,
          19.795437,
          18.244031,
          21.706653,
          22.802228,
          23.869349,
          22.010622,
          19.456674,
          20.758994,
          19.92079,
          26.072556,
          30.007003,
          20.046506,
          21.52146,
          21.959696,
          18.787212,
          17.915166,
          21.134021,
          20.494917,
          17.25567,
          18.514954,
          21.024485,
          22.281075,
          17.668885,
          20.599395,
          20.379616,
          21.597758,
          20.351394,
          22.73129,
          17.338479,
          18.354992,
          17.246732,
          20.035569,
          22.503751,
          23.263672,
          22.285341,
          20.38921,
          20.085973,
          17.613889,
          18.51853,
          18.796182,
          23.730263,
          24.598826,
          23.118977,
          21.718045,
          20.477355,
          18.548561,
          18.032012,
          23.338237,
          24.559881,
          22.365793,
          20.5792,
          18.894216,
          17.605516,
          21.454629,
          30.353971,
          25.159267,
          19.292066,
          21.457247,
          21.890226,
          18.203613,
          19.217143,
          21.157972,
          19.771514,
          17.045961,
          20.207426,
          21.55019,
          18.954465,
          16.464183,
          18.489008,
          20.668401,
          22.049433,
          23.580486,
          19.561884,
          17.216281,
          18.582802,
          18.580904,
          17.418106,
          21.218141,
          23.370862,
          23.011986,
          19.183126,
          18.903598,
          18.375455,
          18.021371,
          19.004133,
          25.665484,
          22.744009,
          21.751277,
          18.92622,
          18.957364,
          18.796248,
          19.950857,
          26.848135,
          21.955259,
          22.940258,
          19.945284,
          18.338802,
          17.07367,
          21.360568,
          33.509221,
          21.879705,
          21.800569,
          22.655648,
          19.369532,
          19.54097,
          21.176686,
          24.451129,
          22.371708,
          21.315958,
          21.36354,
          21.49893,
          16.613599,
          18.027984,
          20.19259,
          22.4805,
          21.348583,
          21.266036,
          18.531073,
          17.735383,
          18.962499,
          20.51865,
          17.303551,
          24.485779,
          23.549562,
          21.882054,
          18.887843,
          19.157047,
          17.05724,
          17.554116,
          21.723593,
          24.346039,
          23.441018,
          19.552975,
          18.022166,
          19.70884,
          17.880554,
          20.916899,
          25.332282,
          22.646472,
          23.104087,
          17.991338,
          18.744601,
          19.145706,
          27.410627,
          30.777973,
          19.895662,
          21.43552,
          21.778654,
          17.128052,
          20.302124,
          21.651268,
          19.881033,
          17.909481,
          17.533545,
          21.476197,
          20.09406,
          16.830934,
          18.065763,
          21.764417,
          21.70894,
          20.767147,
          21.059181,
          17.592229,
          19.760365,
          17.230286,
          17.268356,
          21.015424,
          26.016251,
          22.418889,
          21.810275,
          17.760875,
          18.514409,
          17.787596,
          16.752364,
          21.235833,
          23.411252,
          22.699797,
          19.940046,
          18.612856,
          17.312435,
          18.059071,
          19.224627,
          23.383956,
          24.580463,
          21.659692,
          18.444751,
          20.10199,
          18.857809,
          20.934363,
          32.812862,
          21.800753,
          20.047233,
          22.799051,
          17.933817,
          18.275164,
          19.416073,
          24.681763,
          20.057996,
          17.259613,
          20.270432,
          22.077941,
          17.665335,
          17.485438,
          19.448491,
          21.31566,
          22.54797,
          20.563701,
          17.971197,
          19.302338,
          16.570273,
          18.043009,
          16.505047,
          25.625011,
          20.546192,
          20.944571,
          19.227947,
          18.312298,
          17.727082,
          18.183361,
          21.146132,
          24.583241,
          21.597341,
          21.294008,
          24.794566,
          28.072112,
          17.86589,
          18.195008,
          23.074012,
          24.037672,
          22.790356,
          21.174524,
          21.07976,
          21.906908,
          26.536065,
          30.871273,
          26.846607,
          27.466986,
          22.984411,
          20.706335,
          21.603224,
          22.798381,
          25.481601,
          25.463147,
          21.855666,
          24.152835,
          18.935808,
          21.385403,
          17.416294,
          18.00101,
          17.484419,
          22.984058,
          21.587786,
          17.813283,
          19.356801,
          18.987017,
          18.425539,
          17.599396,
          17.074858,
          17.431056,
          21.267384,
          20.627737,
          21.83644,
          21.35668,
          19.39637,
          19.012208,
          17.439578,
          19.633331,
          21.963149,
          23.926559,
          21.407372,
          21.540711,
          20.759564,
          18.263658,
          17.482348,
          17.290712,
          22.777073,
          23.013259,
          23.51337,
          19.991796,
          19.269801,
          18.540863,
          19.629143,
          25.070497,
          31.128589,
          22.816389,
          20.876673,
          23.45721,
          19.97527,
          18.164055,
          21.003639,
          20.578957,
          18.820558,
          19.68684,
          22.949288,
          22.988146,
          17.381166,
          18.227061,
          21.742384,
          22.787284,
          21.51156,
          20.559944,
          18.774643,
          18.217545,
          16.892464,
          17.847735,
          18.819153,
          21.945069,
          22.280086,
          24.613677,
          18.262938,
          19.906322,
          16.370729,
          18.419522,
          22.130992,
          23.213553,
          25.670439,
          19.538904,
          18.543132,
          16.627079,
          17.7703,
          20.43524,
          23.492423,
          22.262339,
          23.117472,
          19.908584,
          19.621276,
          18.396445,
          21.083762,
          32.892648,
          23.325088,
          19.857531,
          23.886911,
          17.721966,
          18.720831,
          20.321112,
          21.373023,
          18.253721,
          19.378343,
          30.58824,
          21.629052,
          18.796481,
          22.847633,
          31.996806,
          25.78115,
          26.064988,
          22.618569,
          21.771057,
          20.422536,
          19.942741,
          26.855235,
          27.828153,
          22.44368,
          22.109969,
          20.342558,
          21.157378,
          27.192002,
          28.714607,
          25.315781,
          21.914645,
          20.783036,
          21.01024,
          32.495071,
          26.125575,
          25.308848,
          22.272034,
          21.200604,
          28.590764,
          38.224862,
          23.599374,
          25.961772,
          23.064954,
          26.354688,
          21.6562,
          20.683622,
          22.136162,
          25.298338,
          21.763402,
          22.330694,
          24.179047,
          25.231938,
          23.680282,
          21.036918,
          20.008106,
          20.27792,
          23.782978,
          28.637644,
          26.95244,
          22.085714,
          21.282441,
          20.156659,
          24.624701,
          27.661532,
          26.969718,
          21.687287,
          20.778699,
          21.043012,
          26.656945,
          27.358101,
          25.888148,
          21.670755,
          20.955351,
          23.911014,
          37.749896,
          20.798453,
          25.106492,
          25.468843,
          21.388346,
          25.455514,
          25.475996,
          21.209716,
          27.090331,
          21.219266,
          21.314558,
          22.055099,
          19.040667,
          24.504793,
          23.217641,
          22.207773,
          21.927899,
          20.244195,
          22.413795,
          26.140549,
          26.71017,
          24.006872,
          21.881696,
          20.784793,
          19.853029,
          29.191155,
          27.001341,
          24.783877
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "rust:rayon/dense/16",
      "language": "rust",
      "backend": "rayon",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 12.8821265,
        "q1": 11.5379365,
        "q3": 14.229986499999999,
        "min": 8.903559,
        "max": 29.924251,
        "p95": 17.37357415,
        "p99": 19.534497899999995,
        "count": 760
      },
      "first_ms": {
        "median": 15.146412,
        "q1": 15.146412,
        "q3": 15.146412,
        "min": 15.146412,
        "max": 15.146412,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 132.093963,
        "q1": 132.093963,
        "q3": 132.093963,
        "min": 132.093963,
        "max": 132.093963,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10170.510948984884,
        "q1": 10170.510948984884,
        "q3": 10170.510948984884,
        "min": 10170.510948984884,
        "max": 10170.510948984884,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 129.103515625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 75.99014780894544,
        "q1": 75.99014780894544,
        "q3": 75.99014780894544,
        "min": 75.99014780894544,
        "max": 75.99014780894544,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 132.093963,
        "first_ms": 15.146412,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10001.296509,
        "iterations": 760,
        "validations": "first,last",
        "samples_ms": [
          13.513112,
          16.550883,
          15.103827,
          13.432665,
          13.47868,
          13.64951,
          13.555455,
          13.034664,
          13.810747,
          12.989933,
          13.309895,
          12.092793,
          12.090237,
          12.590747,
          12.038745,
          14.326789,
          12.574148,
          11.037875,
          12.153795,
          12.030862,
          10.850848,
          12.921096,
          9.958886,
          12.591562,
          13.516906,
          11.977236,
          11.919034,
          12.864364,
          11.210388,
          11.15457,
          10.677732,
          12.085611,
          10.992162,
          11.783602,
          11.320072,
          11.014057,
          12.867143,
          13.241245,
          10.988359,
          14.991719,
          14.783468,
          13.867856,
          13.385249,
          13.709475,
          19.268263,
          15.051228,
          13.185573,
          12.371427,
          11.37534,
          10.853855,
          14.025584,
          13.926479,
          15.011091,
          13.351368,
          12.63639,
          12.626856,
          13.450068,
          13.228987,
          12.815224,
          13.95771,
          12.876198,
          14.906451,
          16.000719,
          16.998258,
          14.999672,
          18.230872,
          14.230297,
          13.970828,
          15.825389,
          13.426047,
          13.099179,
          12.325256,
          12.809951,
          12.103938,
          14.048853,
          13.57269,
          13.744307,
          13.800173,
          13.18694,
          13.212416,
          13.526702,
          15.006431,
          13.021243,
          13.949684,
          13.376368,
          12.78219,
          13.184746,
          13.630886,
          13.313557,
          14.444489,
          13.444379,
          13.275603,
          15.092275,
          17.413895,
          15.859651,
          15.328074,
          14.443242,
          15.403454,
          14.498883,
          16.428953,
          14.004789,
          15.093942,
          14.229883,
          13.704873,
          13.032121,
          13.63011,
          12.262339,
          15.047864,
          14.023123,
          13.46051,
          14.662459,
          11.353641,
          12.762387,
          15.137001,
          17.734499,
          11.756451,
          11.108131,
          11.985677,
          15.056563,
          12.752678,
          14.632344,
          12.743297,
          14.828416,
          14.065927,
          14.959379,
          14.010742,
          15.159528,
          14.011552,
          11.868008,
          13.00063,
          12.870361,
          12.627276,
          13.01235,
          12.06968,
          12.861543,
          13.062408,
          13.551616,
          12.706427,
          13.828701,
          12.723599,
          11.704203,
          14.399122,
          12.284259,
          11.323065,
          10.981796,
          25.3002,
          22.799392,
          15.443069,
          18.776994,
          17.789578,
          14.972579,
          15.017412,
          13.74395,
          13.014839,
          14.736092,
          13.26658,
          12.396165,
          12.592462,
          12.336145,
          11.979004,
          11.591607,
          13.178852,
          13.96697,
          12.987003,
          15.318476,
          16.116404,
          15.20667,
          15.630417,
          12.6633,
          11.992351,
          15.380512,
          13.770948,
          11.855141,
          16.022305,
          16.530238,
          16.486077,
          13.523185,
          13.378865,
          12.380207,
          13.552754,
          11.098956,
          11.359699,
          18.550599,
          12.450118,
          12.16691,
          11.556167,
          11.455761,
          13.598483,
          14.558686,
          14.292302,
          17.653464,
          15.33202,
          19.043735,
          16.21832,
          13.948514,
          12.799631,
          11.383723,
          11.720886,
          11.042127,
          10.711281,
          11.079448,
          11.230807,
          10.896948,
          12.115159,
          11.930304,
          10.484419,
          10.946564,
          11.541858,
          11.910575,
          11.147642,
          11.988047,
          11.023148,
          12.362541,
          11.103891,
          12.230888,
          11.192353,
          10.965823,
          11.218496,
          11.703015,
          11.276674,
          11.980355,
          11.661013,
          11.236208,
          10.04683,
          10.006344,
          10.045474,
          10.366015,
          10.061774,
          10.004598,
          10.002398,
          9.676084,
          9.971149,
          11.003544,
          11.512682,
          9.985704,
          9.635122,
          9.594594,
          9.869286,
          10.125281,
          9.547374,
          11.301693,
          10.19592,
          9.870645,
          9.804896,
          10.218892,
          10.213028,
          9.965889,
          9.833282,
          11.063465,
          8.925528,
          10.492607,
          9.959196,
          9.962203,
          10.696968,
          10.230175,
          10.34146,
          11.314934,
          9.978501,
          10.309582,
          9.767147,
          10.206516,
          9.902956,
          9.772468,
          10.064173,
          10.967976,
          10.175334,
          10.005864,
          9.411008,
          9.6979,
          10.310095,
          10.049817,
          13.500971,
          12.168887,
          11.447329,
          11.70037,
          11.428344,
          10.809216,
          11.512569,
          11.40144,
          13.535319,
          12.917153,
          14.070723,
          13.059112,
          14.163538,
          14.444699,
          13.971397,
          14.457985,
          13.166194,
          13.778276,
          13.021855,
          11.937577,
          12.440474,
          11.624677,
          11.657407,
          14.161555,
          11.458714,
          11.05706,
          10.489449,
          12.106245,
          11.718932,
          10.864002,
          12.018362,
          13.579848,
          12.478334,
          10.7486,
          11.656334,
          11.681531,
          11.526172,
          24.524054,
          17.000747,
          20.013743,
          15.054437,
          10.992828,
          9.694006,
          9.369257,
          8.903559,
          9.656356,
          11.075281,
          10.971101,
          11.240996,
          11.34996,
          11.443806,
          10.957682,
          11.264747,
          11.459502,
          10.809538,
          10.473061,
          10.835045,
          12.454122,
          11.137718,
          10.468276,
          10.38909,
          10.461832,
          11.160709,
          10.651705,
          11.140576,
          11.925793,
          11.939935,
          11.858293,
          12.183018,
          10.736762,
          12.196077,
          11.562829,
          15.315437,
          15.584269,
          11.456517,
          12.341623,
          10.659802,
          11.371346,
          11.848445,
          11.157105,
          11.67654,
          13.528015,
          13.666126,
          14.586402,
          11.17029,
          11.713122,
          11.971729,
          12.866795,
          12.254639,
          13.02764,
          12.053945,
          12.455156,
          12.630792,
          11.148935,
          12.03206,
          15.137057,
          13.049024,
          10.884638,
          13.093029,
          10.581451,
          12.739828,
          11.954818,
          11.216701,
          11.550855,
          10.934413,
          13.493185,
          11.099759,
          11.393349,
          11.413891,
          13.880999,
          11.348535,
          11.012561,
          11.304348,
          11.463224,
          10.333972,
          11.942353,
          11.819161,
          12.387643,
          11.683745,
          11.955581,
          11.18448,
          12.0433,
          11.345945,
          11.47508,
          10.937756,
          10.90254,
          11.648623,
          10.87735,
          11.62746,
          11.155725,
          10.925775,
          10.691225,
          10.923453,
          10.770209,
          11.587791,
          10.849892,
          14.06523,
          10.664213,
          11.469005,
          10.508252,
          10.114976,
          9.928353,
          11.364277,
          10.910942,
          10.82926,
          11.613221,
          11.581934,
          10.623069,
          11.644981,
          11.752993,
          11.60032,
          11.187514,
          11.80094,
          11.56482,
          11.860556,
          12.885254,
          13.509586,
          13.544602,
          13.120161,
          14.104494,
          17.869327,
          14.868245,
          13.986406,
          13.204102,
          16.841739,
          18.761783,
          14.221284,
          14.090451,
          16.866018,
          15.288148,
          16.877846,
          20.98045,
          15.297444,
          16.568533,
          17.027807,
          16.814086,
          15.712778,
          13.950659,
          14.556772,
          14.085533,
          13.953858,
          13.071255,
          15.897696,
          12.996726,
          12.913413,
          17.971745,
          13.951024,
          12.313188,
          14.343714,
          15.566169,
          29.924251,
          16.245861,
          15.995215,
          14.521306,
          14.191018,
          14.876034,
          17.062065,
          12.664998,
          12.167172,
          15.187182,
          15.619306,
          12.812347,
          13.763904,
          13.941532,
          11.716509,
          12.84399,
          12.952929,
          16.070802,
          12.325332,
          14.145711,
          11.887097,
          13.455498,
          15.756378,
          12.813647,
          13.096596,
          11.875631,
          12.916883,
          14.068496,
          13.327266,
          14.585801,
          12.248246,
          13.916571,
          12.882688,
          16.774194,
          15.242908,
          16.933434,
          13.051978,
          12.092789,
          13.640766,
          14.456397,
          15.799856,
          12.395658,
          13.765107,
          17.371452,
          18.63577,
          14.341347,
          11.676246,
          16.416952,
          14.838958,
          14.784931,
          14.464303,
          14.090893,
          15.748096,
          13.403683,
          13.838116,
          12.926518,
          13.256737,
          13.367609,
          13.578878,
          12.098754,
          13.403323,
          11.78864,
          12.536794,
          15.279127,
          14.584464,
          12.398081,
          10.847648,
          15.136585,
          15.160265,
          15.572877,
          19.622225,
          17.335248,
          13.433232,
          14.555687,
          14.880823,
          13.456051,
          13.69671,
          18.593749,
          13.790724,
          12.881565,
          14.178656,
          13.021513,
          13.326519,
          12.673481,
          13.371216,
          12.624217,
          12.435303,
          12.410543,
          12.371628,
          13.820923,
          12.641225,
          12.142082,
          11.945425,
          12.328553,
          11.558338,
          12.131257,
          10.156742,
          15.943871,
          17.95962,
          15.026682,
          18.324987,
          13.557387,
          14.130834,
          13.042901,
          16.906567,
          13.558715,
          15.451765,
          13.971307,
          12.924994,
          12.523888,
          12.518796,
          14.558024,
          13.305978,
          12.50358,
          12.692349,
          13.423616,
          12.606598,
          12.737697,
          12.408569,
          11.692431,
          11.354653,
          11.44974,
          10.909027,
          10.02801,
          10.690916,
          11.122763,
          10.993558,
          10.400488,
          11.565216,
          11.084108,
          10.331564,
          9.842752,
          10.254264,
          11.232616,
          11.29109,
          11.060067,
          10.965856,
          10.992328,
          10.943884,
          11.511618,
          10.799265,
          11.154542,
          10.004999,
          11.284593,
          11.916314,
          13.80022,
          13.171991,
          14.521659,
          13.519011,
          11.80222,
          15.58223,
          17.447801,
          17.474714,
          18.301676,
          17.023862,
          16.392404,
          17.796854,
          15.363902,
          14.83989,
          14.152925,
          14.642303,
          14.436806,
          12.733938,
          13.710574,
          13.165312,
          14.531642,
          13.142884,
          13.447238,
          13.883317,
          12.918775,
          12.809234,
          12.522362,
          15.673936,
          15.011333,
          12.992017,
          13.070701,
          18.092149,
          18.364824,
          17.469796,
          15.965647,
          13.999694,
          17.158617,
          14.044428,
          13.7749,
          14.070967,
          11.973412,
          14.394819,
          13.539938,
          14.142793,
          11.826479,
          16.977134,
          18.015799,
          16.138921,
          15.874665,
          14.068536,
          13.251703,
          15.85356,
          14.571178,
          14.059698,
          13.733362,
          14.665152,
          15.274886,
          13.09307,
          13.329728,
          14.183601,
          13.099596,
          11.768416,
          13.162227,
          13.397722,
          11.801141,
          12.753693,
          13.720971,
          12.864944,
          14.41193,
          13.069497,
          14.76488,
          12.118201,
          13.332596,
          14.673392,
          14.738779,
          13.100408,
          13.671679,
          14.478702,
          14.119304,
          16.301037,
          14.731113,
          16.18784,
          17.651158,
          17.483384,
          17.632705,
          16.680513,
          16.381396,
          17.783492,
          16.089477,
          14.943953,
          13.475621,
          14.49117,
          15.202318,
          14.033875,
          15.30786,
          15.556029,
          14.639736,
          19.473535,
          15.606307,
          12.56332,
          15.781165,
          14.117993,
          15.449713,
          16.292621,
          13.473707,
          16.729203,
          17.834003,
          17.076213,
          20.34971,
          15.612041,
          14.228727,
          12.680504,
          13.367662,
          12.289312,
          11.451677,
          12.285587,
          13.520138,
          13.738862,
          13.345651,
          11.582858,
          13.547932,
          14.167693,
          14.304289,
          14.381379,
          13.521154,
          12.234174,
          12.628027,
          11.617748,
          11.544724,
          12.76227,
          11.861973,
          13.230082,
          12.248093,
          11.440867,
          11.97096,
          12.270711,
          11.999671,
          11.43244,
          11.476144,
          11.66492,
          11.980991,
          12.006821,
          11.93538,
          12.461896,
          11.6849,
          11.590162,
          11.013299,
          11.360869,
          12.609898,
          11.718931,
          12.728698,
          11.72875,
          12.19283,
          11.253871
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "logical_data_bytes": 134283264,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "rust:rayon/sparse-uniform/16",
      "language": "rust",
      "backend": "rayon",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 9.5248995,
        "q1": 8.778767,
        "q3": 10.56941675,
        "min": 6.221322,
        "max": 20.209722,
        "p95": 12.8843611,
        "p99": 15.758034390000006,
        "count": 1018
      },
      "first_ms": {
        "median": 12.999793,
        "q1": 12.999793,
        "q3": 12.999793,
        "min": 12.999793,
        "max": 12.999793,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 115.047373,
        "q1": 115.047373,
        "q3": 115.047373,
        "min": 115.047373,
        "max": 115.047373,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10152.955972007476,
        "q1": 10152.955972007476,
        "q3": 10152.955972007476,
        "min": 10152.955972007476,
        "max": 10152.955972007476,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.232421875,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 101.79290281558848,
        "q1": 101.79290281558848,
        "q3": 101.79290281558848,
        "min": 101.79290281558848,
        "max": 101.79290281558848,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 115.047373,
        "first_ms": 12.999793,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10000.697218,
        "iterations": 1018,
        "validations": "first,last",
        "samples_ms": [
          10.543183,
          10.346322,
          8.482209,
          9.5752,
          9.695797,
          13.970817,
          11.016973,
          15.92309,
          9.096454,
          9.012172,
          11.009259,
          9.283296,
          8.628482,
          9.021084,
          10.205869,
          8.595084,
          13.536632,
          11.99603,
          14.740738,
          11.047717,
          12.034399,
          10.08142,
          9.712343,
          11.151404,
          11.933398,
          11.390998,
          9.744304,
          8.823116,
          8.980056,
          9.058834,
          7.814806,
          9.18758,
          7.324325,
          8.502263,
          9.166589,
          9.95539,
          9.979486,
          10.063922,
          9.964296,
          8.884993,
          8.654977,
          12.4063,
          9.112731,
          8.553732,
          9.112323,
          9.498849,
          8.963939,
          10.909118,
          10.595486,
          9.374352,
          10.305364,
          7.778535,
          9.831168,
          14.196924,
          9.905624,
          20.209722,
          12.675569,
          8.669274,
          10.791812,
          10.633736,
          9.370661,
          10.044858,
          8.554973,
          9.724488,
          9.344371,
          9.47094,
          9.124599,
          10.036086,
          11.121143,
          10.510825,
          10.437898,
          10.624095,
          9.420074,
          8.846845,
          8.377992,
          8.952952,
          9.21801,
          8.090733,
          9.652845,
          8.8136,
          9.79109,
          8.866464,
          8.409189,
          8.562552,
          7.832471,
          7.429232,
          9.505356,
          9.63231,
          10.432156,
          11.756633,
          15.064342,
          12.917064,
          10.278469,
          8.881445,
          8.764334,
          9.229019,
          7.847257,
          9.121863,
          8.848663,
          8.399346,
          8.680049,
          8.87054,
          10.983119,
          10.972605,
          10.163049,
          10.393349,
          11.094797,
          9.125447,
          10.32471,
          9.341341,
          8.100818,
          8.517169,
          9.076824,
          8.999166,
          13.102059,
          11.771955,
          10.917173,
          9.251501,
          11.470732,
          10.340262,
          12.141958,
          11.415363,
          11.521259,
          12.014984,
          11.048602,
          11.999203,
          9.757526,
          8.951001,
          10.22876,
          10.199775,
          9.551347,
          8.516615,
          8.14181,
          7.768443,
          7.665705,
          7.874834,
          7.976901,
          7.836856,
          8.447141,
          8.935021,
          9.115881,
          9.339348,
          9.513997,
          9.208681,
          8.922115,
          9.614811,
          9.602318,
          9.265278,
          10.595059,
          9.91806,
          9.536515,
          10.748048,
          11.770091,
          15.199528,
          11.85144,
          15.21825,
          10.646751,
          11.007236,
          13.034497,
          8.739214,
          11.251064,
          10.940956,
          10.029738,
          10.01796,
          8.950129,
          10.081625,
          9.879357,
          10.592826,
          10.424316,
          10.480889,
          10.077392,
          9.652563,
          9.854226,
          10.751259,
          11.215174,
          9.061617,
          8.914423,
          9.429916,
          11.902336,
          11.645655,
          14.107791,
          10.385735,
          10.762068,
          13.386526,
          10.243703,
          9.425571,
          11.782096,
          13.128579,
          11.745656,
          11.563158,
          8.643638,
          9.876555,
          9.365548,
          8.81902,
          9.840917,
          9.950528,
          9.009961,
          8.08945,
          10.893798,
          9.328299,
          8.706275,
          9.120811,
          14.924632,
          9.205774,
          8.724894,
          8.964284,
          10.950708,
          12.245246,
          12.917172,
          12.085714,
          10.721266,
          10.08088,
          14.206562,
          10.322528,
          11.435647,
          11.100039,
          11.433645,
          11.521257,
          11.795469,
          10.186728,
          14.02602,
          9.942732,
          8.989131,
          9.253336,
          10.301324,
          9.608688,
          8.912509,
          9.935118,
          10.352058,
          11.89122,
          8.96615,
          9.99731,
          10.330389,
          14.700343,
          15.783064,
          16.217431,
          10.798145,
          12.940008,
          10.055764,
          9.090197,
          9.725772,
          10.143969,
          8.978206,
          9.313955,
          11.006279,
          10.734112,
          10.996895,
          9.853475,
          12.078672,
          9.292906,
          12.686951,
          9.037872,
          7.940743,
          9.068197,
          9.021423,
          9.107535,
          8.882249,
          9.520171,
          10.655279,
          6.784636,
          12.102732,
          11.333027,
          11.734059,
          10.23421,
          9.6664,
          9.034127,
          10.567529,
          10.791918,
          9.471323,
          9.249761,
          9.967878,
          9.766518,
          11.241978,
          9.843182,
          11.029617,
          12.298939,
          12.122936,
          8.794158,
          10.74131,
          9.291011,
          8.680984,
          9.079562,
          9.086985,
          7.342906,
          9.236181,
          8.821357,
          12.634836,
          8.903098,
          9.330765,
          10.376462,
          7.718864,
          9.609718,
          8.814276,
          11.121554,
          9.970337,
          10.631168,
          10.348462,
          10.047488,
          10.267457,
          11.160721,
          11.055417,
          9.385103,
          10.15222,
          10.938671,
          9.316713,
          7.82362,
          8.566325,
          9.243081,
          8.317607,
          7.838193,
          8.662135,
          8.171105,
          8.669949,
          9.15791,
          8.293527,
          8.225723,
          8.671989,
          8.495717,
          8.289304,
          8.958163,
          8.257562,
          9.379046,
          11.493286,
          10.492508,
          9.6405,
          10.514172,
          9.582032,
          13.064924,
          8.655561,
          8.693475,
          10.6353,
          10.689343,
          10.038997,
          12.967875,
          10.946631,
          9.242256,
          8.474881,
          8.489536,
          9.947879,
          9.466239,
          8.628572,
          8.660768,
          6.73738,
          8.838714,
          8.666903,
          7.92165,
          9.437481,
          8.727478,
          8.414682,
          8.851312,
          9.881636,
          8.891123,
          7.835758,
          12.586626,
          9.412261,
          10.426199,
          8.151116,
          10.528443,
          10.690052,
          10.429871,
          8.871302,
          14.158663,
          11.677341,
          9.635072,
          10.01828,
          8.667898,
          10.425379,
          9.454855,
          8.006631,
          8.90882,
          8.985161,
          9.174239,
          8.782937,
          9.677045,
          9.823218,
          9.61497,
          8.301683,
          8.313918,
          8.816734,
          8.704071,
          8.937589,
          8.847405,
          9.376882,
          9.37461,
          8.762103,
          12.17842,
          10.407508,
          11.226807,
          10.975652,
          9.634223,
          11.619806,
          12.396247,
          10.114352,
          10.404844,
          9.973846,
          9.545514,
          9.387361,
          7.259559,
          9.468926,
          9.528171,
          7.971452,
          9.329968,
          8.970261,
          8.262176,
          9.306472,
          9.099922,
          8.469729,
          9.425506,
          9.219245,
          8.643517,
          7.592405,
          8.415728,
          10.783089,
          10.884901,
          7.78261,
          8.741277,
          9.187045,
          12.051742,
          11.370825,
          16.049262,
          15.313379,
          7.525717,
          10.782036,
          10.96176,
          8.728758,
          9.484624,
          9.977074,
          9.025565,
          8.473665,
          8.873994,
          12.877404,
          10.377973,
          9.375479,
          8.240415,
          10.882683,
          9.364532,
          8.636776,
          8.905405,
          9.316598,
          7.313283,
          9.345061,
          10.095607,
          9.217308,
          9.603588,
          10.391329,
          8.428616,
          10.32896,
          6.942094,
          16.055287,
          16.370518,
          9.888354,
          9.327227,
          8.581876,
          8.986714,
          8.692662,
          8.128624,
          8.964006,
          9.94643,
          8.800885,
          9.09717,
          9.37409,
          10.333514,
          9.535306,
          8.439815,
          8.898605,
          8.295741,
          9.410598,
          8.752777,
          7.366879,
          9.725444,
          10.138533,
          9.297524,
          8.689825,
          9.965478,
          10.885205,
          9.151023,
          9.888188,
          10.045181,
          9.472879,
          7.556115,
          9.933174,
          11.386671,
          10.155449,
          11.206424,
          12.24995,
          9.021161,
          10.059345,
          11.02659,
          9.741965,
          10.340188,
          10.159854,
          8.801657,
          8.755295,
          13.316607,
          9.765896,
          9.32158,
          8.116804,
          8.759512,
          7.676536,
          12.185896,
          9.289777,
          8.626917,
          8.75983,
          8.867118,
          9.296671,
          7.855559,
          9.70212,
          13.461023,
          10.992059,
          11.027876,
          8.982394,
          11.174336,
          11.121877,
          9.778433,
          9.395897,
          9.932788,
          15.635831,
          8.942715,
          16.965473,
          13.073294,
          9.488346,
          8.525974,
          9.455705,
          8.672675,
          7.162744,
          8.680498,
          8.334668,
          7.944267,
          8.821792,
          8.427754,
          7.503944,
          8.848368,
          7.630885,
          8.863427,
          8.677643,
          7.695596,
          11.49959,
          10.720876,
          10.460741,
          9.106006,
          9.796107,
          9.79557,
          10.4823,
          9.296596,
          8.20863,
          10.479053,
          11.960104,
          9.73538,
          8.612273,
          9.31341,
          8.534053,
          8.73776,
          9.29926,
          8.647904,
          7.52652,
          9.038753,
          8.025368,
          8.510127,
          8.464422,
          7.444449,
          8.710147,
          9.753278,
          8.031706,
          8.457244,
          8.752953,
          7.753306,
          8.136285,
          9.974828,
          11.081256,
          10.392022,
          10.43899,
          10.113521,
          10.67719,
          11.268336,
          14.1616,
          10.477236,
          9.751015,
          9.615636,
          10.34414,
          8.650345,
          10.118007,
          8.745633,
          10.055042,
          11.069276,
          10.104529,
          6.990659,
          11.940114,
          9.918415,
          10.107954,
          14.54397,
          9.949137,
          13.58728,
          10.47021,
          9.39765,
          10.188089,
          9.498553,
          8.712712,
          9.594161,
          11.118394,
          9.206398,
          9.91206,
          13.82879,
          16.809592,
          16.23714,
          12.935439,
          10.958799,
          10.968585,
          10.945733,
          10.140427,
          8.055653,
          9.187951,
          10.946336,
          9.756048,
          9.901397,
          9.930667,
          9.182683,
          10.213671,
          7.766008,
          8.54646,
          9.043731,
          8.422858,
          9.454283,
          9.098898,
          7.653503,
          9.355809,
          11.492295,
          10.144585,
          9.805701,
          11.250823,
          9.662999,
          8.994784,
          9.002994,
          8.940983,
          8.26669,
          8.888163,
          10.144483,
          9.027747,
          8.401072,
          9.399426,
          10.091114,
          12.6676,
          11.884248,
          7.527817,
          9.274431,
          8.514174,
          9.062213,
          8.870304,
          8.048348,
          9.614628,
          9.38327,
          8.625791,
          9.521628,
          8.83733,
          9.999433,
          9.830865,
          7.629417,
          9.015882,
          9.609768,
          12.905079,
          10.073887,
          9.985125,
          9.591127,
          9.344557,
          9.240738,
          8.374199,
          10.42037,
          9.27222,
          8.827115,
          9.809394,
          9.095076,
          7.865641,
          8.076771,
          9.04288,
          9.178099,
          8.530651,
          9.367735,
          7.734232,
          9.063982,
          8.447628,
          11.842032,
          8.898402,
          8.728978,
          8.795604,
          9.107782,
          9.311989,
          10.124995,
          11.190693,
          11.093979,
          10.734607,
          8.869221,
          10.970847,
          11.510965,
          10.252597,
          9.83762,
          11.506432,
          12.206359,
          8.824901,
          9.791797,
          11.950943,
          11.096643,
          8.731403,
          10.497627,
          8.938751,
          8.529909,
          8.050612,
          7.962158,
          8.717668,
          7.727169,
          8.86064,
          9.918292,
          7.782913,
          12.249984,
          13.054173,
          16.364185,
          12.516426,
          14.079538,
          11.42153,
          11.498106,
          9.796246,
          10.570046,
          8.692696,
          10.505199,
          12.101361,
          11.384464,
          11.447369,
          9.072195,
          9.45353,
          9.759282,
          7.817105,
          10.025413,
          9.149763,
          8.312544,
          9.08924,
          9.224665,
          9.647699,
          10.75908,
          8.332567,
          9.093661,
          8.957962,
          9.826457,
          8.546088,
          9.488682,
          8.601385,
          11.528114,
          10.254208,
          11.626145,
          10.249934,
          10.702991,
          10.127452,
          9.225363,
          9.834445,
          9.848727,
          9.955196,
          10.100468,
          10.140623,
          10.747069,
          9.546492,
          9.406687,
          8.969493,
          9.651306,
          8.500058,
          8.022031,
          8.84486,
          9.233948,
          9.895383,
          9.586296,
          8.516345,
          9.071444,
          9.081836,
          8.809302,
          11.789028,
          8.777377,
          12.494231,
          9.111024,
          8.763758,
          9.113255,
          9.775099,
          9.013042,
          8.707938,
          8.944954,
          8.924585,
          10.149839,
          10.259251,
          7.351503,
          8.831445,
          6.919003,
          8.214487,
          8.085577,
          8.032025,
          7.556108,
          7.068404,
          7.794863,
          8.013301,
          7.038977,
          7.83719,
          7.345239,
          7.295342,
          6.713607,
          7.144795,
          9.700593,
          7.299184,
          7.207195,
          7.613636,
          6.84813,
          8.371419,
          7.513008,
          8.21204,
          8.486128,
          7.781117,
          7.75096,
          8.461381,
          7.531727,
          8.501314,
          8.029582,
          6.526973,
          7.483043,
          6.75287,
          8.220629,
          7.368354,
          6.503277,
          9.005382,
          7.329899,
          9.982483,
          7.86836,
          7.303067,
          10.809977,
          7.064066,
          7.432966,
          6.959833,
          7.060126,
          10.594627,
          7.775607,
          8.502644,
          9.874792,
          9.070764,
          7.767706,
          7.363572,
          6.221322,
          8.610797,
          8.022019,
          7.891551,
          8.254578,
          14.928406,
          12.880705,
          9.715746,
          10.701124,
          10.689968,
          10.927858,
          11.392995,
          10.452165,
          11.956031,
          10.742994,
          11.064414,
          10.694552,
          10.918779,
          10.253688,
          8.553109,
          8.97136,
          8.557868,
          11.433156,
          9.353351,
          9.180941,
          11.494903,
          12.31354,
          11.418502,
          8.304547,
          10.544798,
          9.350161,
          9.21838,
          8.966136,
          8.989318,
          9.75583,
          8.353913,
          9.574063,
          10.247293,
          8.374172,
          10.393189,
          10.054604,
          9.467392,
          10.705832,
          12.189311,
          8.279564,
          10.631347,
          10.430645,
          8.99728,
          10.342584,
          10.301481,
          9.954008,
          12.859681,
          14.934004,
          11.090274,
          12.122545,
          11.489344,
          10.310152,
          12.044727,
          9.884082,
          10.289336,
          11.477537,
          11.225584,
          9.040697,
          11.080922,
          11.86467,
          10.058643,
          9.716311,
          8.542495,
          9.665333,
          8.637636,
          9.317699,
          9.709236,
          9.613666,
          9.01796,
          9.320746,
          9.371095,
          14.934408,
          11.205215,
          9.097705,
          8.729551,
          8.007995,
          9.450441,
          9.717836,
          8.929037,
          12.124074,
          12.267903,
          11.516684,
          10.310778,
          12.103308,
          11.834616,
          10.15917,
          8.907999,
          10.337156,
          10.464805,
          10.369511,
          9.665938,
          9.8449,
          11.273115,
          7.721724,
          9.465799,
          9.476982,
          8.187168,
          8.705435,
          9.993464,
          8.181465,
          8.979278,
          9.774067,
          9.056756,
          8.744895,
          9.403456,
          9.253233,
          10.792126,
          10.187758,
          9.286907,
          8.44062,
          8.871493,
          12.580159,
          10.666911,
          11.572399,
          10.44552,
          12.23618,
          13.353734,
          10.705208,
          11.671437,
          10.00488,
          11.107041,
          8.908612,
          10.088425,
          9.877351,
          8.628662,
          9.532633,
          9.865623,
          10.00002,
          9.258184,
          9.259221,
          10.462808,
          9.530174,
          8.199628,
          8.773195,
          9.47099,
          10.098693,
          7.917416,
          9.985797,
          9.298677,
          7.820332,
          11.638891,
          10.292758,
          11.879126,
          10.842369,
          9.190502,
          11.317553,
          11.776504,
          9.957966,
          9.973043,
          10.002804,
          12.486631,
          9.697181,
          9.894572,
          10.929924,
          10.411384,
          9.037206,
          8.629808,
          9.615987,
          9.088348,
          8.317299,
          9.88181,
          10.57852,
          8.70167,
          9.336914,
          9.063076,
          11.362435,
          9.596931,
          8.149991,
          11.47332,
          13.22881,
          9.266703,
          7.934957,
          10.005266,
          7.756805,
          7.976739,
          8.594589
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "rust:rayon/sparse-skew/16",
      "language": "rust",
      "backend": "rayon",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 14.9655695,
        "q1": 13.280361,
        "q3": 17.64549075,
        "min": 10.735078,
        "max": 29.155602,
        "p95": 22.052933250000002,
        "p99": 25.519892449999986,
        "count": 636
      },
      "first_ms": {
        "median": 28.28555,
        "q1": 28.28555,
        "q3": 28.28555,
        "min": 28.28555,
        "max": 28.28555,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 121.374127,
        "q1": 121.374127,
        "q3": 121.374127,
        "min": 121.374127,
        "max": 121.374127,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10199.654674972408,
        "q1": 10199.654674972408,
        "q3": 10199.654674972408,
        "min": 10199.654674972408,
        "max": 10199.654674972408,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 100.310546875,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 63.44682342406757,
        "q1": 63.44682342406757,
        "q3": 63.44682342406757,
        "min": 63.44682342406757,
        "max": 63.44682342406757,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "language": "rust",
        "backend": "rayon",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 121.374127,
        "first_ms": 28.28555,
        "stress_seconds_requested": 10,
        "elapsed_warm_ms": 10024.142513,
        "iterations": 636,
        "validations": "first,last",
        "samples_ms": [
          17.809734,
          15.528156,
          17.798369,
          23.095214,
          12.668309,
          14.491733,
          16.853488,
          16.083201,
          20.550855,
          14.260682,
          14.136331,
          12.37335,
          12.241128,
          14.031275,
          20.152314,
          12.477399,
          11.93504,
          11.8652,
          12.754907,
          18.382922,
          17.448775,
          15.657394,
          17.398122,
          18.449106,
          17.061926,
          16.447213,
          13.279233,
          12.824366,
          12.065719,
          11.634067,
          13.292908,
          11.430637,
          11.73991,
          11.944229,
          18.264615,
          20.080943,
          20.979577,
          20.157942,
          14.32377,
          13.31712,
          13.444268,
          12.333297,
          11.802506,
          12.64176,
          12.717807,
          12.099818,
          11.763135,
          20.927746,
          17.787072,
          20.701003,
          20.842491,
          14.718871,
          13.067314,
          13.107378,
          12.478017,
          15.125391,
          13.867801,
          15.024366,
          18.558831,
          18.391362,
          20.711179,
          17.958546,
          16.887034,
          14.809597,
          14.493202,
          13.368521,
          14.961682,
          16.306535,
          18.141276,
          24.941619,
          25.976557,
          14.837096,
          13.134543,
          13.668734,
          16.124493,
          19.916541,
          11.978594,
          12.458808,
          13.061598,
          16.547263,
          19.018139,
          17.004852,
          15.092759,
          14.372293,
          15.400423,
          16.334805,
          17.89552,
          14.996042,
          11.602855,
          12.682371,
          11.791192,
          14.16463,
          15.916369,
          16.073441,
          17.522038,
          16.639477,
          15.660583,
          14.505818,
          14.606868,
          13.825511,
          13.539695,
          13.052179,
          13.7141,
          12.476471,
          13.016251,
          17.540292,
          16.981205,
          16.461113,
          18.089878,
          19.162674,
          16.39647,
          13.989237,
          13.743517,
          13.260726,
          12.902644,
          13.316872,
          12.415329,
          11.771593,
          24.355896,
          23.100543,
          21.59288,
          15.282269,
          13.980257,
          14.089352,
          12.422985,
          11.968729,
          13.318536,
          12.630996,
          12.313004,
          14.02405,
          22.759846,
          19.692988,
          22.792673,
          14.2957,
          15.610942,
          17.117193,
          14.819285,
          14.466101,
          19.221184,
          22.336043,
          25.037629,
          18.892899,
          20.046268,
          15.636281,
          18.210535,
          17.06565,
          22.678722,
          16.672099,
          18.214449,
          18.814633,
          15.898413,
          15.927623,
          14.120704,
          13.999031,
          14.01186,
          16.539186,
          17.594962,
          13.746909,
          12.148957,
          15.65802,
          15.678268,
          17.149584,
          17.459876,
          17.119625,
          15.577812,
          20.215217,
          15.241143,
          15.578111,
          17.321467,
          13.132996,
          12.978285,
          12.630344,
          13.402684,
          18.436918,
          15.602527,
          16.996429,
          18.175614,
          19.544983,
          22.117833,
          18.49552,
          18.508091,
          15.146421,
          18.954732,
          14.545872,
          19.125912,
          25.117469,
          25.002565,
          19.844835,
          14.335826,
          13.281957,
          13.645237,
          12.244253,
          11.436988,
          12.717639,
          13.293795,
          13.117015,
          13.698123,
          22.449324,
          19.770774,
          19.725655,
          16.052706,
          13.266048,
          13.082348,
          11.669261,
          13.691559,
          13.978961,
          15.384609,
          16.063376,
          28.537634,
          21.041293,
          16.864913,
          14.880812,
          18.61725,
          16.957826,
          14.081135,
          14.547982,
          14.6859,
          16.396193,
          18.818532,
          14.877817,
          14.917931,
          13.828668,
          17.160324,
          15.288711,
          15.831551,
          16.90025,
          14.647928,
          16.295232,
          18.534286,
          18.293166,
          19.805878,
          19.100048,
          18.310295,
          16.624571,
          16.555466,
          17.644623,
          19.152342,
          13.142812,
          17.395025,
          15.332779,
          12.424758,
          23.366829,
          24.864633,
          17.508802,
          16.669271,
          14.766329,
          14.357826,
          12.999176,
          12.212793,
          12.506891,
          14.240139,
          14.500009,
          15.114934,
          19.090878,
          16.628632,
          19.537224,
          24.266148,
          14.555373,
          13.879009,
          12.615317,
          12.912524,
          15.963481,
          13.406086,
          18.161258,
          16.924317,
          19.538553,
          15.872437,
          18.795854,
          15.336698,
          14.641887,
          13.757104,
          15.307687,
          15.486112,
          14.52658,
          20.75693,
          14.653891,
          11.530128,
          11.976495,
          19.113988,
          29.155602,
          18.521962,
          13.678872,
          13.845162,
          18.282317,
          16.367359,
          13.999985,
          12.165385,
          12.245914,
          12.781483,
          15.168321,
          17.843909,
          16.452776,
          12.312391,
          12.200006,
          11.622794,
          12.593877,
          14.499918,
          17.866425,
          14.08551,
          12.748042,
          12.178412,
          12.225538,
          13.142424,
          14.935566,
          16.407347,
          17.807791,
          18.737505,
          14.969457,
          15.17923,
          15.527164,
          13.070204,
          12.734306,
          11.534394,
          11.786652,
          12.582062,
          11.572433,
          11.757494,
          12.735969,
          17.570631,
          18.796256,
          18.791348,
          19.27556,
          15.379412,
          13.61277,
          14.92571,
          13.077627,
          12.304626,
          12.673078,
          12.579123,
          11.78655,
          11.307739,
          21.532773,
          18.957206,
          19.571027,
          16.493841,
          16.672247,
          15.976118,
          14.276455,
          14.637217,
          13.500402,
          14.098087,
          19.352127,
          18.105982,
          16.160217,
          21.247365,
          14.825724,
          12.753759,
          13.368842,
          11.772762,
          13.614801,
          12.950754,
          13.89459,
          13.936618,
          21.270815,
          23.047883,
          10.735078,
          15.507142,
          13.005558,
          14.283073,
          19.012876,
          16.554996,
          14.487297,
          12.461213,
          13.10091,
          13.838931,
          15.676864,
          14.432769,
          13.200202,
          13.572373,
          12.796758,
          12.76261,
          13.019606,
          16.937766,
          13.604537,
          12.677508,
          11.586482,
          11.32123,
          12.146837,
          12.221943,
          12.880217,
          15.168675,
          13.288379,
          19.125361,
          15.317586,
          13.349935,
          18.340623,
          14.473487,
          13.815009,
          14.50251,
          14.32816,
          14.625833,
          15.224089,
          14.268315,
          20.552563,
          21.778424,
          17.145912,
          20.05345,
          15.650213,
          13.721081,
          14.287737,
          12.356992,
          11.66131,
          15.585708,
          14.019121,
          15.322223,
          20.705914,
          23.417505,
          21.31638,
          21.214853,
          17.882494,
          20.588582,
          16.788465,
          16.389768,
          14.083883,
          12.849658,
          22.0313,
          22.890018,
          21.059428,
          15.85356,
          14.145713,
          12.812595,
          12.596332,
          12.80788,
          12.699294,
          12.835055,
          16.024549,
          22.553832,
          24.972314,
          14.859965,
          13.548255,
          13.417473,
          19.779821,
          17.221118,
          12.541461,
          12.701141,
          12.851067,
          13.444469,
          18.372767,
          16.564228,
          12.693083,
          12.290055,
          11.301469,
          12.228069,
          14.992615,
          17.654433,
          14.269902,
          12.159652,
          12.157808,
          11.897495,
          12.903302,
          15.292127,
          18.295077,
          13.57423,
          15.426785,
          19.381361,
          18.529208,
          13.723933,
          14.56092,
          13.280737,
          11.910948,
          11.633463,
          12.968385,
          13.112367,
          13.283805,
          17.441894,
          18.938532,
          15.722655,
          16.387315,
          17.336372,
          13.038078,
          14.214128,
          13.866824,
          16.183352,
          15.152767,
          13.588953,
          18.346424,
          18.802437,
          15.440533,
          18.194975,
          17.950945,
          14.883629,
          15.267368,
          13.142963,
          11.95164,
          12.811559,
          12.434325,
          11.87432,
          11.628365,
          19.508102,
          21.136917,
          15.987545,
          23.539629,
          14.407681,
          13.878712,
          12.858997,
          12.814892,
          12.635919,
          13.387409,
          15.310021,
          20.317394,
          26.632848,
          16.126828,
          13.009191,
          14.456108,
          15.245401,
          20.601317,
          13.842143,
          13.819785,
          13.578415,
          14.57767,
          17.433399,
          17.002633,
          13.577339,
          13.372023,
          13.484798,
          14.891792,
          18.118386,
          15.355861,
          12.753633,
          11.945893,
          12.464419,
          14.590001,
          19.275207,
          17.336715,
          21.921022,
          19.319262,
          14.046863,
          13.070805,
          12.470468,
          11.687623,
          11.931308,
          14.332275,
          15.014905,
          18.826391,
          17.009555,
          19.470404,
          16.145275,
          19.783517,
          14.052479,
          14.072278,
          14.324045,
          14.621527,
          14.424626,
          14.118034,
          19.799574,
          23.664788,
          21.419435,
          15.429704,
          14.934758,
          15.157064,
          14.462715,
          13.789544,
          14.79373,
          14.12704,
          19.335505,
          20.39475,
          17.702706,
          19.56087,
          15.130025,
          16.99237,
          15.562264,
          15.319506,
          14.124209,
          13.881825,
          18.931903,
          28.567573,
          26.549638,
          12.947586,
          12.842104,
          12.864652,
          17.009431,
          17.58605,
          13.664589,
          14.256855,
          15.650127,
          16.452057,
          20.083134,
          14.680618,
          14.401604,
          13.870849,
          15.994799,
          17.332509,
          15.985587,
          13.701866,
          15.596546,
          15.548204,
          16.724324,
          19.6812,
          18.724749,
          18.309459,
          17.125549,
          15.432064,
          15.940702,
          13.020266,
          12.148974,
          11.85501,
          12.623383,
          12.950776,
          11.550683,
          16.158107,
          14.301146,
          19.845317,
          22.814585,
          14.475737,
          12.837694,
          13.565539,
          12.167948,
          11.749989,
          13.512773,
          11.640713,
          12.62302,
          18.744917,
          17.648094,
          16.196497,
          17.579006,
          16.735449,
          14.472485,
          14.684308,
          14.984637,
          15.485189,
          13.297339,
          13.094547,
          17.185164,
          20.677181,
          22.24399,
          19.963685,
          17.08717,
          16.175975,
          15.216415,
          15.10894,
          13.852114,
          14.74096,
          14.09688,
          15.246416,
          21.497348,
          25.736582
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "logical_data_bytes": 103809032,
        "rayon_version": "1.12.0"
      }
    },
    {
      "id": "python:thread/dense/16",
      "language": "python",
      "backend": "thread",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 1755.9384344494902,
        "q1": 1750.1597277878318,
        "q3": 1760.9741094056517,
        "min": 1743.0481400806457,
        "max": 1811.4395400043577,
        "p95": null,
        "p99": null,
        "count": 6
      },
      "first_ms": {
        "median": 1777.609464013949,
        "q1": 1777.609464013949,
        "q3": 1777.609464013949,
        "min": 1777.609464013949,
        "max": 1777.609464013949,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 4869.867292931303,
        "q1": 4869.867292931303,
        "q3": 4869.867292931303,
        "min": 4869.867292931303,
        "max": 4869.867292931303,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 17305.15698401723,
        "q1": 17305.15698401723,
        "q3": 17305.15698401723,
        "min": 17305.15698401723,
        "max": 17305.15698401723,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 139.62890625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 0.5672524439233716,
        "q1": 0.5672524439233716,
        "q3": 0.5672524439233716,
        "min": 0.5672524439233716,
        "max": 0.5672524439233716,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4869.867292931303,
        "first_ms": 1777.609464013949,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10577.301277895458,
        "iterations": 6,
        "validation_scope": "first,last",
        "samples_ms": [
          1811.4395400043577,
          1756.075938930735,
          1762.6068328972906,
          1743.0481400806457,
          1755.8009299682453,
          1748.2793270610273
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        }
      }
    },
    {
      "id": "python:thread/sparse-uniform/16",
      "language": "python",
      "backend": "thread",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 1027.0069565158337,
        "q1": 1018.9058767573442,
        "q3": 1037.8155682701617,
        "min": 1009.1501580318436,
        "max": 1062.1219830354676,
        "p95": null,
        "p99": null,
        "count": 10
      },
      "first_ms": {
        "median": 1050.9736980311573,
        "q1": 1050.9736980311573,
        "q3": 1050.9736980311573,
        "min": 1050.9736980311573,
        "max": 1050.9736980311573,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3390.8190809888765,
        "q1": 3390.8190809888765,
        "q3": 3390.8190809888765,
        "min": 3390.8190809888765,
        "max": 3390.8190809888765,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 14938.47203196492,
        "q1": 14938.47203196492,
        "q3": 14938.47203196492,
        "min": 14938.47203196492,
        "max": 14938.47203196492,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 111.234375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 0.9699101546748718,
        "q1": 0.9699101546748718,
        "q3": 0.9699101546748718,
        "min": 0.9699101546748718,
        "max": 0.9699101546748718,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3390.8190809888765,
        "first_ms": 1050.9736980311573,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10310.233326046728,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          1054.258856922388,
          1062.1219830354676,
          1018.2570719625801,
          1030.6741429958493,
          1035.438827937469,
          1019.6774940704927,
          1009.1501580318436,
          1023.3397700358182,
          1018.6486709862947,
          1038.607815047726
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      }
    },
    {
      "id": "python:thread/sparse-skew/16",
      "language": "python",
      "backend": "thread",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 1070.016359037254,
        "q1": 1016.6135457984637,
        "q3": 1082.8708587796427,
        "min": 981.6529800882563,
        "max": 1135.7395109953359,
        "p95": null,
        "p99": null,
        "count": 10
      },
      "first_ms": {
        "median": 984.7698040539399,
        "q1": 984.7698040539399,
        "q3": 984.7698040539399,
        "min": 984.7698040539399,
        "max": 984.7698040539399,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3391.058385022916,
        "q1": 3391.058385022916,
        "q3": 3391.058385022916,
        "min": 3391.058385022916,
        "max": 3391.058385022916,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 15122.211143025197,
        "q1": 15122.211143025197,
        "q3": 15122.211143025197,
        "min": 15122.211143025197,
        "max": 15122.211143025197,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 111.2275390625,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 0.9452802434212556,
        "q1": 0.9452802434212556,
        "q3": 0.9452802434212556,
        "min": 0.9452802434212556,
        "max": 0.9452802434212556,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3391.058385022916,
        "first_ms": 984.7698040539399,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10578.87337601278,
        "iterations": 10,
        "validation_scope": "first,last",
        "samples_ms": [
          986.7024150444195,
          1000.66213903483,
          1084.0811700327322,
          1064.4677660893649,
          1073.7842420348898,
          1135.7395109953359,
          1066.2484760396183,
          1079.2399250203744,
          1106.2071709893644,
          981.6529800882563
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        }
      }
    },
    {
      "id": "python:process-copy/dense/16",
      "language": "python",
      "backend": "process-copy",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 759.8883039900102,
        "q1": 752.3331656993832,
        "q3": 778.5800941928755,
        "min": 721.7490579932928,
        "max": 848.0495539261028,
        "p95": null,
        "p99": null,
        "count": 14
      },
      "first_ms": {
        "median": 898.5513690859079,
        "q1": 898.5513690859079,
        "q3": 898.5513690859079,
        "min": 898.5513690859079,
        "max": 898.5513690859079,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 4368.080795975402,
        "q1": 4368.080795975402,
        "q3": 4368.080795975402,
        "min": 4368.080795975402,
        "max": 4368.080795975402,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 16265.93065308407,
        "q1": 16265.93065308407,
        "q3": 16265.93065308407,
        "min": 16265.93065308407,
        "max": 16265.93065308407,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 687.51171875,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 1.3008504512249692,
        "q1": 1.3008504512249692,
        "q3": 1.3008504512249692,
        "min": 1.3008504512249692,
        "max": 1.3008504512249692,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4368.080795975402,
        "first_ms": 898.5513690859079,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10762.190217035823,
        "iterations": 14,
        "validation_scope": "first,last",
        "samples_ms": [
          754.7382789198309,
          752.6254520053044,
          752.2357369307429,
          766.9263279531151,
          721.7490579932928,
          798.0229029199108,
          730.4235569899902,
          733.5000380408019,
          837.7294690581039,
          763.8355570379645,
          848.0495539261028,
          757.0975340204313,
          782.4646829394624,
          762.679073959589
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:process-copy/sparse-uniform/16",
      "language": "python",
      "backend": "process-copy",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 561.2732210429385,
        "q1": 525.2835560240783,
        "q3": 584.4250944792293,
        "min": 494.5784619776532,
        "max": 624.3595560081303,
        "p95": null,
        "p99": null,
        "count": 19
      },
      "first_ms": {
        "median": 613.484643981792,
        "q1": 613.484643981792,
        "q3": 613.484643981792,
        "min": 613.484643981792,
        "max": 613.484643981792,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3797.962595941499,
        "q1": 3797.962595941499,
        "q3": 3797.962595941499,
        "min": 3797.962595941499,
        "max": 3797.962595941499,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 15334.793637041003,
        "q1": 15334.793637041003,
        "q3": 15334.793637041003,
        "min": 15334.793637041003,
        "max": 15334.793637041003,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 521.583984375,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 1.797137734449499,
        "q1": 1.797137734449499,
        "q3": 1.797137734449499,
        "min": 1.797137734449499,
        "max": 1.797137734449499,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3797.962595941499,
        "first_ms": 613.484643981792,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10572.367179091088,
        "iterations": 19,
        "validation_scope": "first,last",
        "samples_ms": [
          605.7119489414617,
          578.6468730075285,
          494.5784619776532,
          512.8209009999409,
          561.5116859553382,
          605.584015022032,
          500.8055280195549,
          543.030121945776,
          575.330862076953,
          561.2732210429385,
          624.3595560081303,
          545.3246260294691,
          510.8558760257438,
          507.540155085735,
          587.1848589740694,
          581.6653299843892,
          546.6583110392094,
          537.7462110482156,
          591.6267449501902
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:process-copy/sparse-skew/16",
      "language": "python",
      "backend": "process-copy",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 1292.7415135200135,
        "q1": 1275.653380958829,
        "q3": 1314.0421306889039,
        "min": 1271.755304071121,
        "max": 1369.5872689131647,
        "p95": null,
        "p99": null,
        "count": 8
      },
      "first_ms": {
        "median": 1466.5925700683147,
        "q1": 1466.5925700683147,
        "q3": 1466.5925700683147,
        "min": 1466.5925700683147,
        "max": 1466.5925700683147,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3450.169563991949,
        "q1": 3450.169563991949,
        "q3": 3450.169563991949,
        "min": 3450.169563991949,
        "max": 3450.169563991949,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 15668.289017979987,
        "q1": 15668.289017979987,
        "q3": 15668.289017979987,
        "min": 15668.289017979987,
        "max": 15668.289017979987,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 592.41796875,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 0.7677914443492238,
        "q1": 0.7677914443492238,
        "q3": 0.7677914443492238,
        "min": 0.7677914443492238,
        "max": 0.7677914443492238,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-copy",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3450.169563991949,
        "first_ms": 1466.5925700683147,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10419.49615208432,
        "iterations": 8,
        "validation_scope": "first,last",
        "samples_ms": [
          1274.5661749504507,
          1369.5872689131647,
          1334.9564109230414,
          1307.0707039441913,
          1291.90421407111,
          1293.5788129689172,
          1276.0157829616219,
          1271.755304071121
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:process-shared/dense/16",
      "language": "python",
      "backend": "process-shared",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 310.3981700260192,
        "q1": 286.17134608794004,
        "q3": 317.2101899981499,
        "min": 253.92767100129277,
        "max": 364.680596976541,
        "p95": 354.0003821486607,
        "p99": null,
        "count": 33
      },
      "first_ms": {
        "median": 505.95009699463844,
        "q1": 505.95009699463844,
        "q3": 505.95009699463844,
        "min": 505.95009699463844,
        "max": 505.95009699463844,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 4222.316883038729,
        "q1": 4222.316883038729,
        "q3": 4222.316883038729,
        "min": 4222.316883038729,
        "max": 4222.316883038729,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 15013.895302079618,
        "q1": 15013.895302079618,
        "q3": 15013.895302079618,
        "min": 15013.895302079618,
        "max": 15013.895302079618,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 300.9287109375,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 3.2922466281759237,
        "q1": 3.2922466281759237,
        "q3": 3.2922466281759237,
        "min": 3.2922466281759237,
        "max": 3.2922466281759237,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 4222.316883038729,
        "first_ms": 505.95009699463844,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10023.550397949293,
        "iterations": 33,
        "validation_scope": "first,last",
        "samples_ms": [
          316.19990908075124,
          312.3919969657436,
          269.99019098002464,
          299.25907705910504,
          357.6648149173707,
          351.55742696952075,
          315.4537280788645,
          317.2101899981499,
          364.680596976541,
          312.314381939359,
          286.17134608794004,
          279.93877010885626,
          311.12299498636276,
          276.269425987266,
          253.92767100129277,
          264.8535609478131,
          265.73891297448426,
          288.52173895575106,
          310.3981700260192,
          264.0359520446509,
          283.9273029239848,
          292.20281902235,
          320.8865229971707,
          311.5230839466676,
          325.7494509452954,
          334.70325998496264,
          329.59888596087694,
          323.80670798011124,
          286.2738479161635,
          297.58403403684497,
          298.0041579576209,
          289.8453549714759,
          311.58142699860036
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 134217728
          },
          "x": {
            "format": "d",
            "bytes": 32768
          },
          "output": {
            "format": "d",
            "bytes": 32768
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:process-shared/sparse-uniform/16",
      "language": "python",
      "backend": "process-shared",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 193.93917103298008,
        "q1": 188.4168027609121,
        "q3": 203.64162849728018,
        "min": 164.93932297453284,
        "max": 215.25008999742568,
        "p95": 211.55802391585894,
        "p99": null,
        "count": 52
      },
      "first_ms": {
        "median": 392.750644008629,
        "q1": 392.750644008629,
        "q3": 392.750644008629,
        "min": 392.750644008629,
        "max": 392.750644008629,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3493.6434399569407,
        "q1": 3493.6434399569407,
        "q3": 3493.6434399569407,
        "min": 3493.6434399569407,
        "max": 3493.6434399569407,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 14380.405778996646,
        "q1": 14380.405778996646,
        "q3": 14380.405778996646,
        "min": 14380.405778996646,
        "max": 14380.405778996646,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 276.296875,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 5.140769313918481,
        "q1": 5.140769313918481,
        "q3": 5.140769313918481,
        "min": 5.140769313918481,
        "max": 5.140769313918481,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3493.6434399569407,
        "first_ms": 392.750644008629,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10115.217552985996,
        "iterations": 52,
        "validation_scope": "first,last",
        "samples_ms": [
          164.93932297453284,
          179.6256179222837,
          188.45437304116786,
          186.37398106511682,
          196.50319695938379,
          180.99343602079898,
          196.45408692304045,
          203.66088103037328,
          190.90171705465764,
          196.2456899927929,
          205.37525892723352,
          176.68774793855846,
          192.1946050133556,
          203.63521098624915,
          200.6464370060712,
          195.2529069967568,
          181.95422901771963,
          189.57428308203816,
          194.30132897105068,
          205.06768801715225,
          189.92618599440902,
          199.2316759424284,
          192.3670950345695,
          188.48746293224394,
          191.45676400512457,
          187.67216801643372,
          190.09261403698474,
          188.88492102269083,
          200.2504060510546,
          209.74078390281647,
          189.60277002770454,
          206.9288840284571,
          188.30409192014486,
          185.65680691972375,
          186.20839400682598,
          205.81613504327834,
          181.34296603966504,
          202.20658998005092,
          197.34137097839266,
          212.49789802823216,
          194.16738103609532,
          177.10839107166976,
          209.1939290985465,
          210.7890360057354,
          189.09674393944442,
          215.25008999742568,
          205.97016590181738,
          194.27048799116164,
          214.7441089618951,
          180.85031094960868,
          193.71096102986485,
          206.99391001835465
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:process-shared/sparse-skew/16",
      "language": "python",
      "backend": "process-shared",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 924.2835689801723,
        "q1": 867.8617255063727,
        "q3": 955.674224998802,
        "min": 834.831201005727,
        "max": 1035.3852659463882,
        "p95": null,
        "p99": null,
        "count": 11
      },
      "first_ms": {
        "median": 1023.3178319176659,
        "q1": 1023.3178319176659,
        "q3": 1023.3178319176659,
        "min": 1023.3178319176659,
        "max": 1023.3178319176659,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 3519.7072349255905,
        "q1": 3519.7072349255905,
        "q3": 3519.7072349255905,
        "min": 3519.7072349255905,
        "max": 3519.7072349255905,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 15007.248747977428,
        "q1": 15007.248747977428,
        "q3": 15007.248747977428,
        "min": 15007.248747977428,
        "max": 15007.248747977428,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 272.3994140625,
      "max_processes": 18,
      "throughput_calls_per_second": {
        "median": 1.0875719517319915,
        "q1": 1.0875719517319915,
        "q3": 1.0875719517319915,
        "min": 1.0875719517319915,
        "max": 1.0875719517319915,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "process-shared",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 3519.7072349255905,
        "first_ms": 1023.3178319176659,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10114.273343002424,
        "iterations": 11,
        "validation_scope": "first,last",
        "samples_ms": [
          834.831201005727,
          858.2347279880196,
          869.5885100169107,
          889.327225042507,
          939.5217590499669,
          866.1349409958348,
          953.469694009982,
          1035.3852659463882,
          985.5686830123886,
          957.8787559876218,
          924.2835689801723
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {},
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "CPython scalar loops",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "format": "d",
            "bytes": 67108864
          },
          "x": {
            "format": "d",
            "bytes": 1048576
          },
          "output": {
            "format": "d",
            "bytes": 1048576
          },
          "indptr": {
            "format": "Q",
            "bytes": 1048584
          },
          "indices": {
            "format": "I",
            "bytes": 33554432
          }
        },
        "start_method": "spawn"
      }
    },
    {
      "id": "python:numpy-thread/dense/16",
      "language": "python",
      "backend": "numpy-thread",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 13.167954981327057,
        "q1": 12.09134398959577,
        "q3": 14.25923896022141,
        "min": 10.483255027793348,
        "max": 21.139352931641042,
        "p95": 16.350558795966208,
        "p99": 18.317568781785667,
        "count": 749
      },
      "first_ms": {
        "median": 16.66335598565638,
        "q1": 16.66335598565638,
        "q3": 16.66335598565638,
        "min": 16.66335598565638,
        "max": 16.66335598565638,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 686.7217411054298,
        "q1": 686.7217411054298,
        "q3": 686.7217411054298,
        "min": 686.7217411054298,
        "max": 686.7217411054298,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 10824.635323951952,
        "q1": 10824.635323951952,
        "q3": 10824.635323951952,
        "min": 10824.635323951952,
        "max": 10824.635323951952,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 152.5458984375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 74.84746585843794,
        "q1": 74.84746585843794,
        "q3": 74.84746585843794,
        "min": 74.84746585843794,
        "max": 74.84746585843794,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 686.7217411054298,
        "first_ms": 16.66335598565638,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10007.018827018328,
        "iterations": 749,
        "validation_scope": "first,last",
        "samples_ms": [
          14.796536997891963,
          13.552836026065052,
          14.26454505417496,
          13.84217501617968,
          14.729814953170717,
          14.587181969545782,
          13.969136984087527,
          15.500606037676334,
          16.07543195132166,
          17.351350048556924,
          16.12634491175413,
          16.365504008717835,
          14.866222976706922,
          14.143225038424134,
          14.140882063657045,
          13.959789066575468,
          12.946559931151569,
          14.380160020664334,
          14.680454041808844,
          16.467300010845065,
          18.756231991574168,
          19.25567793659866,
          16.74568303860724,
          14.719423023052514,
          13.996970024891198,
          14.335232903249562,
          13.21829401422292,
          17.053488991223276,
          14.26287298090756,
          15.745052951388061,
          13.837986974976957,
          13.09473009314388,
          13.340928009711206,
          13.737822067923844,
          13.634350034408271,
          13.395794085226953,
          16.328140976838768,
          13.979197014123201,
          14.62818100117147,
          15.991189051419497,
          13.234730111435056,
          14.552531996741891,
          14.434466022066772,
          15.034745098091662,
          14.800417935475707,
          15.219299006275833,
          13.187567004933953,
          13.722189934924245,
          14.841730007901788,
          14.897417975589633,
          15.048065921291709,
          13.915711897425354,
          16.183055005967617,
          17.38720608409494,
          18.36407498922199,
          15.960220945999026,
          15.40851395111531,
          18.417176906950772,
          18.61730101518333,
          21.139352931641042,
          18.457861966453493,
          15.817384934052825,
          13.934534974396229,
          14.307990088127553,
          16.455425997264683,
          16.32366597186774,
          17.805153038352728,
          15.62127098441124,
          16.026449971832335,
          15.957645955495536,
          17.982040997594595,
          15.647631022147834,
          15.054424991831183,
          14.876946923322976,
          15.149942017160356,
          15.585043001919985,
          15.045912005007267,
          16.23904297593981,
          15.135864960029721,
          12.127754045650363,
          13.177960994653404,
          13.659351971000433,
          14.387301984243095,
          13.807764975354075,
          13.05677997879684,
          12.661079061217606,
          14.433494070544839,
          15.5006879940629,
          16.060553025454283,
          14.046128955669701,
          14.850714011117816,
          13.516827952116728,
          14.317000983282924,
          14.00307600852102,
          13.669262058101594,
          14.076638966798782,
          13.447143021039665,
          13.649270054884255,
          12.858915026299655,
          13.689274084754288,
          13.707040925510228,
          16.02214900776744,
          15.238207997754216,
          15.2400879887864,
          16.25482994131744,
          16.80498500354588,
          14.872935018502176,
          15.877592959441245,
          14.045480056665838,
          13.92686297185719,
          17.501748981885612,
          14.63174307718873,
          14.577205991372466,
          13.558581005781889,
          12.698306003585458,
          14.745256979949772,
          13.914416078478098,
          15.193417086265981,
          13.08428100310266,
          13.435648055747151,
          13.627497013658285,
          14.403281966224313,
          13.852492906153202,
          13.878701953217387,
          12.937472085468471,
          13.523090980015695,
          13.295692973770201,
          14.119382947683334,
          14.510573935694993,
          13.811308075673878,
          13.328654924407601,
          15.41085506323725,
          13.542921049520373,
          13.15429003443569,
          16.88819599803537,
          14.380221022292972,
          14.953723992221057,
          16.45683404058218,
          14.039759058505297,
          14.572690008208156,
          16.60864392761141,
          15.219626016914845,
          14.64432803913951,
          16.303954063914716,
          18.228078028187156,
          14.35661199502647,
          14.864317025057971,
          15.119062038138509,
          13.349701999686658,
          13.31407600082457,
          14.030957012437284,
          13.565573026426136,
          15.151572995819151,
          13.321791077032685,
          14.41292802337557,
          13.608233071863651,
          13.647885993123055,
          14.25923896022141,
          16.367854084819555,
          15.327368979342282,
          13.243022025562823,
          13.273486983962357,
          16.061397036537528,
          13.718925998546183,
          14.728324953466654,
          13.598754070699215,
          10.691595962271094,
          11.248780996538699,
          10.935786995105445,
          16.308096004649997,
          15.864189947023988,
          16.209698980674148,
          18.267187057062984,
          12.641716049984097,
          13.011196977458894,
          14.763431041501462,
          12.767174979671836,
          12.110511073842645,
          12.621753034181893,
          12.625542003661394,
          12.50001706648618,
          12.883421964943409,
          12.946777045726776,
          12.76355201844126,
          12.382109998725355,
          13.973638066090643,
          14.511232962831855,
          13.324316940270364,
          10.960866929963231,
          12.279366957955062,
          11.573278927244246,
          11.494542006403208,
          12.07023300230503,
          13.852483010850847,
          12.474907911382616,
          13.771593919955194,
          12.45999603997916,
          14.357303036376834,
          13.487327028997242,
          12.89372704923153,
          16.501151956617832,
          14.355274033732712,
          14.541595941409469,
          12.661600951105356,
          13.511833036318421,
          12.578962021507323,
          13.85853299871087,
          13.76286696176976,
          12.657854007557034,
          13.764624018222094,
          13.269435963593423,
          14.003013959154487,
          12.696680962108076,
          15.312612056732178,
          15.136471949517727,
          12.44260894600302,
          17.598299076780677,
          15.961705008521676,
          13.478684006258845,
          13.930861023254693,
          12.612051097676158,
          12.618707027286291,
          13.160905917175114,
          11.487670009955764,
          14.612542930990458,
          13.672934961505234,
          16.5438320254907,
          13.299616053700447,
          13.47837201319635,
          16.483882907778025,
          14.07340308651328,
          13.69798299856484,
          12.890049954876304,
          13.686543912626803,
          13.229064992628992,
          14.296686043962836,
          11.215119040571153,
          12.59460300207138,
          10.549043072387576,
          10.703266016207635,
          11.277894023805857,
          10.912768077105284,
          12.029866920784116,
          12.584238895215094,
          11.97727001272142,
          11.944688973017037,
          11.12183800432831,
          13.703098986297846,
          11.672355001792312,
          11.095430003479123,
          11.679098941385746,
          13.04799399804324,
          11.899529956281185,
          10.929372976534069,
          14.417315018363297,
          11.74636697396636,
          12.50848500058055,
          12.240539072081447,
          12.445340980775654,
          12.244742014445364,
          11.35144499130547,
          11.727484059520066,
          12.022801907733083,
          13.413337990641594,
          11.50960405357182,
          16.015280969440937,
          13.726331992074847,
          11.800513020716608,
          13.92370299436152,
          12.240821029990911,
          13.247933005914092,
          13.167544035241008,
          13.670925982296467,
          12.184268911369145,
          13.646755018271506,
          10.947601986117661,
          12.51872698776424,
          11.692258063703775,
          13.0382739007473,
          11.94016297813505,
          11.933251051232219,
          11.662973905913532,
          11.530722957104445,
          11.377529008314013,
          13.122416916303337,
          11.695146095007658,
          11.232343036681414,
          12.588265002705157,
          11.787866009399295,
          11.592521099373698,
          14.826086000539362,
          11.297094053588808,
          13.323626015335321,
          11.59191399347037,
          13.736731954850256,
          13.290458009578288,
          11.528130969963968,
          12.776553048752248,
          14.377617975696921,
          14.743249979801476,
          14.575908076949418,
          13.814215082675219,
          11.933712987229228,
          12.942583998665214,
          11.991037987172604,
          13.379452982917428,
          13.23999697342515,
          12.60862103663385,
          12.479463941417634,
          13.888628920540214,
          11.548581998795271,
          13.687397935427725,
          13.086029095575213,
          13.159941998310387,
          11.548424023203552,
          12.748125940561295,
          12.284396099857986,
          12.98088498879224,
          12.259404989890754,
          11.652308981865644,
          12.381326989270747,
          11.486811912618577,
          11.687532998621464,
          11.096143978647888,
          13.68487102445215,
          11.29399600904435,
          11.799496947787702,
          12.378605082631111,
          11.513000004924834,
          11.749925906769931,
          11.299439938738942,
          11.67509495280683,
          13.156977947801352,
          11.961836949922144,
          14.339572051540017,
          11.412550928071141,
          12.497322983108461,
          16.624410985969007,
          12.354720965959132,
          15.012343996204436,
          11.808808078058064,
          12.583232019096613,
          12.025291915051639,
          13.079570955596864,
          13.796870014630258,
          13.466945965774357,
          11.691835010424256,
          12.41662201937288,
          11.604515020735562,
          12.472426984459162,
          12.130309012718499,
          13.520268956199288,
          12.160641024820507,
          11.472883052192628,
          11.723731993697584,
          12.305543990805745,
          13.090303051285446,
          12.501869001425803,
          12.351083918474615,
          11.981301009654999,
          10.948813986033201,
          12.17639702372253,
          10.783493984490633,
          15.60959208291024,
          15.096422983333468,
          11.9277429766953,
          10.635170037858188,
          11.352212051860988,
          11.852581985294819,
          16.151638003066182,
          16.05744392145425,
          19.574929028749466,
          16.230976907536387,
          14.019196038134396,
          14.829334919340909,
          12.396813952364028,
          15.598902944475412,
          12.679507955908775,
          12.97127001453191,
          15.896301018074155,
          14.228773070499301,
          13.785509043373168,
          13.156528933905065,
          14.319474925287068,
          12.999430065974593,
          12.40785198751837,
          13.049363042227924,
          13.321865000762045,
          11.836581979878247,
          13.019046047702432,
          14.078436070121825,
          12.161104939877987,
          12.99108995590359,
          12.892069993540645,
          12.576951994560659,
          14.50771908275783,
          13.652036082930863,
          14.66677407734096,
          11.787079041823745,
          11.820776970125735,
          12.66540796495974,
          13.557496014982462,
          12.397789978422225,
          11.792346951551735,
          13.333372888155282,
          12.354727950878441,
          12.029120000079274,
          14.292505919001997,
          11.780726024881005,
          13.622196041978896,
          14.205104089342058,
          15.749720972962677,
          11.90855703316629,
          12.970358948223293,
          11.58782106358558,
          13.342175050638616,
          11.369287967681885,
          11.818596976809204,
          12.84415100235492,
          13.214080012403429,
          11.724865064024925,
          12.875934946350753,
          13.055433984845877,
          12.751520029269159,
          13.302454026415944,
          13.571223942562938,
          11.161235044710338,
          12.862789910286665,
          11.757729924283922,
          14.980386942625046,
          13.323737075552344,
          13.673853012733161,
          14.091589022427797,
          13.965925085358322,
          13.441179995425045,
          13.675212045200169,
          15.373670030385256,
          11.900221928954124,
          12.386645888909698,
          12.659998028539121,
          12.275396031327546,
          11.76591299008578,
          11.708647012710571,
          12.79220194555819,
          12.148826965130866,
          11.724122101441026,
          13.388382038101554,
          13.553188065998256,
          13.482712092809379,
          14.230269007384777,
          12.413638061843812,
          14.135636040009558,
          13.506439048796892,
          14.313507010228932,
          14.307084027677774,
          14.437880017794669,
          11.858566082082689,
          13.285252964124084,
          13.43783107586205,
          14.363272930495441,
          12.797283940017223,
          17.034406890161335,
          14.831142034381628,
          14.011043007485569,
          13.350342982448637,
          17.841275897808373,
          13.002324034459889,
          14.003894058987498,
          12.663398985750973,
          12.587391072884202,
          12.393631041049957,
          13.425461016595364,
          12.879683054052293,
          12.05153705086559,
          13.747935998253524,
          13.630792032927275,
          12.13790604379028,
          12.738725985400379,
          11.374608962796628,
          11.35381800122559,
          11.364561971276999,
          13.973672990687191,
          12.5780199887231,
          13.334612944163382,
          11.627392028458416,
          11.524307075887918,
          12.417512014508247,
          11.707897996529937,
          11.60830503795296,
          13.288496993482113,
          16.366358031518757,
          13.051530928350985,
          13.735758024267852,
          13.267213944345713,
          15.085344901308417,
          13.461968046613038,
          14.66414297465235,
          12.027353048324585,
          14.314768952317536,
          14.411244890652597,
          12.02667795587331,
          13.426915043964982,
          12.227052939124405,
          12.274835957214236,
          13.54396401438862,
          12.64057494699955,
          12.395548052154481,
          12.18386401887983,
          12.988877017050982,
          11.598729062825441,
          11.293748975731432,
          12.800356955267489,
          12.178946984931827,
          11.613912996836007,
          12.36405095551163,
          12.756731011904776,
          11.706046992912889,
          12.132558971643448,
          10.64674905501306,
          13.606876018457115,
          11.983804986812174,
          11.951650958508253,
          13.46058095805347,
          15.675375936552882,
          14.614047948271036,
          17.358976998366416,
          14.472950017079711,
          13.925126986578107,
          13.776574982330203,
          11.82033191435039,
          13.167954981327057,
          15.640776022337377,
          12.27461895905435,
          13.494940008968115,
          11.199637083336711,
          13.153997017070651,
          11.23792992439121,
          13.131393934600055,
          13.146204059012234,
          13.720380957238376,
          13.083901023492217,
          11.77403295878321,
          11.575400014407933,
          12.803012039512396,
          12.35350698698312,
          12.299934052862227,
          11.526976013556123,
          11.708823032677174,
          11.964447912760079,
          12.46940903365612,
          12.230235035531223,
          12.154686963185668,
          11.902546044439077,
          13.486631913110614,
          13.662131037563086,
          13.126977952197194,
          12.160200974904,
          10.483255027793348,
          10.49771998077631,
          10.794181958772242,
          10.821926989592612,
          13.684967067092657,
          14.227045932784677,
          16.020151902921498,
          17.776418942958117,
          15.968324965797365,
          17.075349926017225,
          16.410441021434963,
          13.40455305762589,
          13.963582925498486,
          13.173195999115705,
          14.830117928795516,
          11.174606974236667,
          12.828361010178924,
          12.322505936026573,
          14.31557396426797,
          14.452117960900068,
          13.37220601271838,
          13.926443993113935,
          12.073097052052617,
          12.03455706126988,
          12.971785967238247,
          12.344788061454892,
          11.957186041399837,
          13.164322008378804,
          11.887419037520885,
          11.248804978094995,
          12.064643087796867,
          13.361435965634882,
          12.920707929879427,
          13.62326997332275,
          12.6224709674716,
          14.988888055086136,
          11.819898965768516,
          11.76539994776249,
          14.121824991889298,
          12.737085111439228,
          12.026097974739969,
          11.681215022690594,
          11.05908292811364,
          11.63788407575339,
          14.192736009135842,
          16.85487199574709,
          15.194191946648061,
          14.58493690006435,
          12.94868707191199,
          15.958766103722155,
          15.11237199883908,
          11.868419009260833,
          12.807335006073117,
          12.872464023530483,
          11.580036953091621,
          11.985972989350557,
          12.214880902320147,
          11.773676960729063,
          11.469483026303351,
          12.836673995479941,
          10.934008983895183,
          12.30429601855576,
          12.032967060804367,
          13.853194890543818,
          12.744919979013503,
          12.213535024784505,
          11.865321081131697,
          11.27607503440231,
          13.00229993648827,
          15.62635600566864,
          13.363923993892968,
          12.343946960754693,
          13.089509913697839,
          13.459597015753388,
          14.42962302826345,
          15.469062956981361,
          14.358613989315927,
          13.092807028442621,
          12.87651399616152,
          11.918208911083639,
          12.34529900830239,
          13.68213095702231,
          12.925171991810203,
          12.42586993612349,
          11.692106956616044,
          11.789442040026188,
          10.928656905889511,
          11.490958975628018,
          11.060367920435965,
          11.335538001731038,
          12.034966028295457,
          11.107199941761792,
          11.308906017802656,
          11.576496995985508,
          12.524540070444345,
          11.430885992012918,
          12.01554189901799,
          11.024829000234604,
          13.590262038633227,
          13.328540953807533,
          14.256761991418898,
          14.814455062150955,
          13.536146027036011,
          13.149093021638691,
          13.6179180117324,
          15.663855010643601,
          11.381026939488947,
          12.840513023547828,
          13.21506593376398,
          13.550592004321516,
          12.11499294731766,
          12.696812977083027,
          12.723548919893801,
          11.862009996548295,
          13.76047800295055,
          12.633590027689934,
          11.749350000172853,
          11.971359024755657,
          12.129228096455336,
          11.770859942771494,
          11.333537986502051,
          12.455346994102001,
          12.634527985937893,
          13.501939945854247,
          11.681032017804682,
          11.345857987180352,
          11.14865008275956,
          12.783443089574575,
          13.620354002341628,
          11.400084011256695,
          11.619683937169611,
          11.590683017857373,
          11.796619975939393,
          11.040735989809036,
          11.577049968764186,
          10.868511046282947,
          15.98083705175668,
          13.658290030434728,
          11.98134501464665,
          13.265794957987964,
          12.856868910603225,
          13.746461947448552,
          13.451175997033715,
          13.48971901461482,
          12.849048944190145,
          12.541690026409924,
          11.886694002896547,
          14.24922898877412,
          14.655196107923985,
          15.222111949697137,
          11.599681922234595,
          12.2511190129444,
          13.156121945939958,
          11.660006013698876,
          13.438260997645557,
          12.211648980155587,
          12.32399302534759,
          12.242254102602601,
          13.9735919656232,
          12.225966900587082,
          11.739637004211545,
          12.04801897983998,
          13.219833024777472,
          11.894025024957955,
          11.383188073523343,
          12.001823051832616,
          11.338846990838647,
          13.154910993762314,
          11.726160068064928,
          15.425566933117807,
          15.408876934088767,
          14.487299951724708,
          13.684142963029444,
          11.52670499868691,
          13.910623965784907,
          14.356466010212898,
          13.43403896316886,
          14.979379950091243,
          13.635298935696483,
          12.829147977754474,
          12.554044951684773,
          12.390943942591548,
          13.674121932126582,
          10.973488097079098,
          13.792743091471493,
          11.293517891317606,
          12.642631074413657,
          14.296608045697212,
          11.822992004454136,
          12.612147023901343,
          11.041610967367887,
          12.09134398959577
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "NumPy dot; BLAS threads=1",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      }
    },
    {
      "id": "python:numpy-thread/sparse-uniform/16",
      "language": "python",
      "backend": "numpy-thread",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 12.531648972071707,
        "q1": 11.542248947080225,
        "q3": 13.817568018566817,
        "min": 9.043593890964985,
        "max": 24.623446981422603,
        "p95": 16.868290689308193,
        "p99": 21.3764797837939,
        "count": 774
      },
      "first_ms": {
        "median": 13.808335992507637,
        "q1": 13.808335992507637,
        "q3": 13.808335992507637,
        "min": 13.808335992507637,
        "max": 13.808335992507637,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 2800.2239719498903,
        "q1": 2800.2239719498903,
        "q3": 2800.2239719498903,
        "min": 2800.2239719498903,
        "max": 2800.2239719498903,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 13112.698903074488,
        "q1": 13112.698903074488,
        "q3": 13112.698903074488,
        "min": 13112.698903074488,
        "max": 13112.698903074488,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 249.4833984375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 77.39774832107322,
        "q1": 77.39774832107322,
        "q3": 77.39774832107322,
        "min": 77.39774832107322,
        "max": 77.39774832107322,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2800.2239719498903,
        "first_ms": 13.808335992507637,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.290923053399,
        "iterations": 774,
        "validation_scope": "first,last",
        "samples_ms": [
          12.781001045368612,
          10.605620918795466,
          10.148757020942867,
          11.872171075083315,
          10.703612002544105,
          9.94496198836714,
          10.094561032019556,
          14.111750992015004,
          15.519740991294384,
          13.401312986388803,
          12.824308010749519,
          13.083858997561038,
          13.413092936389148,
          13.53994698729366,
          13.784228940494359,
          12.951754033565521,
          10.484138038009405,
          10.78827097080648,
          12.672235956415534,
          12.354906066320837,
          11.01533998735249,
          11.443522060289979,
          14.741685008630157,
          11.658117058686912,
          10.316331987269223,
          9.451649035327137,
          13.675865950062871,
          15.42209298349917,
          11.535726021975279,
          13.756923959590495,
          12.937570922076702,
          13.056095922365785,
          15.210816985927522,
          12.485746992751956,
          14.199913945049047,
          12.129836017265916,
          11.61590707488358,
          10.816727997735143,
          10.91962808277458,
          12.319345027208328,
          9.665012010373175,
          9.986996999941766,
          11.298154015094042,
          10.222089942544699,
          10.408189031295478,
          11.295490898191929,
          13.408083003014326,
          14.124056906439364,
          14.029128011316061,
          13.70608201250434,
          12.166579952463508,
          16.18103194050491,
          13.180869980715215,
          12.109523988328874,
          11.639741016551852,
          11.009659967385232,
          11.715811095200479,
          10.702959960326552,
          11.541888932697475,
          11.005829088389874,
          11.698652058839798,
          10.004250914789736,
          10.54642500821501,
          12.014495907351375,
          13.250153977423906,
          11.272866046056151,
          11.198110063560307,
          17.547408933751285,
          23.110651061870158,
          16.990368021652102,
          13.139046961441636,
          11.862164014019072,
          11.646967963315547,
          11.882780003361404,
          12.522393022663891,
          12.87137100007385,
          14.241522992961109,
          11.543328990228474,
          10.900147026404738,
          11.468319920822978,
          10.763159021735191,
          12.069578981027007,
          14.460260979831219,
          11.80250896140933,
          12.318738969042897,
          13.00009002443403,
          10.927541996352375,
          11.12651196308434,
          11.001145001500845,
          10.167425032705069,
          13.267494039610028,
          11.53684698510915,
          11.68226997833699,
          11.733529041521251,
          11.920931050553918,
          13.476424966938794,
          10.949022020213306,
          12.770834029652178,
          9.21319902408868,
          9.88879706710577,
          10.175876901485026,
          11.022967053577304,
          12.823484023101628,
          11.709912098012865,
          11.693098931573331,
          14.372282079420984,
          16.55699999537319,
          13.239286025054753,
          12.23383005708456,
          15.286382054910064,
          11.016228003427386,
          13.817606028169394,
          12.057802989147604,
          10.537364985793829,
          10.62823599204421,
          10.29318303335458,
          9.817841928452253,
          10.8890519477427,
          11.139382026158273,
          10.782013065181673,
          10.82807092461735,
          11.4775380352512,
          10.567815974354744,
          14.113336917944252,
          13.772760983556509,
          14.189217006787658,
          12.677508988417685,
          11.899915989488363,
          12.075938051566482,
          16.345715965144336,
          15.844431007280946,
          12.609418015927076,
          12.133097974583507,
          11.286939028650522,
          11.028152075596154,
          11.845845961943269,
          10.33544703386724,
          10.919982916675508,
          11.269744019955397,
          9.653176995925605,
          10.229417006485164,
          11.631030938588083,
          13.50210199598223,
          15.944982995279133,
          12.847770005464554,
          16.88705093692988,
          12.164894957095385,
          13.406882993876934,
          17.282265005633235,
          13.184451963752508,
          12.167547014541924,
          11.937165050767362,
          11.377406888641417,
          13.89001403003931,
          10.551161016337574,
          10.102460975758731,
          11.651025037281215,
          11.116966954432428,
          9.302688064053655,
          9.452703990973532,
          10.518745984882116,
          13.78503197338432,
          16.79568295367062,
          13.256126083433628,
          13.160366099327803,
          12.967379996553063,
          16.50874689221382,
          12.456414988264441,
          12.808486935682595,
          11.723596951924264,
          11.147470911964774,
          11.978875030763447,
          11.413919972255826,
          12.759083998389542,
          10.859800968319178,
          12.891675112769008,
          13.61833093687892,
          11.103052063845098,
          14.840214978903532,
          11.269429000094533,
          13.686364982277155,
          19.52696603257209,
          20.54496295750141,
          14.092435012571514,
          15.584136941470206,
          12.940049986355007,
          12.41140894126147,
          16.787737025879323,
          12.064081965945661,
          13.257232960313559,
          12.246689992025495,
          10.848248028196394,
          13.549966039136052,
          9.773339959792793,
          12.36559497192502,
          11.29099098034203,
          13.456123997457325,
          11.776512023061514,
          15.412540989927948,
          11.445867014117539,
          11.934870039112866,
          12.12638895958662,
          11.892887996509671,
          12.676061945967376,
          12.315812986344099,
          11.278897989541292,
          13.420275994576514,
          14.933499973267317,
          14.236939023248851,
          12.808578903786838,
          13.727833982557058,
          10.386958019807935,
          11.99889904819429,
          11.53147907461971,
          15.167012927122414,
          13.018760946579278,
          12.385751935653389,
          13.835754012688994,
          15.066955937072635,
          15.100016025826335,
          12.435265933163464,
          14.888623030856252,
          10.99042606074363,
          12.8420100081712,
          10.932508972473443,
          11.506750015541911,
          11.277626967057586,
          12.136528035625815,
          13.381022959947586,
          11.435072054155171,
          13.29193206038326,
          11.224863003008068,
          10.442162049002945,
          12.759117060340941,
          17.046248074620962,
          12.595969019457698,
          12.89928110782057,
          12.358840089291334,
          15.904910978861153,
          17.37826899625361,
          13.042259961366653,
          12.398786027915776,
          11.578511912375689,
          13.713075080886483,
          10.355468024499714,
          9.985435055568814,
          10.690395953133702,
          9.746839990839362,
          11.309541994705796,
          10.77044999692589,
          11.29572105128318,
          11.425380012951791,
          12.094177072867751,
          14.485183986835182,
          15.293746022507548,
          14.103153953328729,
          13.869522954337299,
          12.643842957913876,
          15.108697931282222,
          13.66017700638622,
          13.128506019711494,
          11.826675035990775,
          10.968205984681845,
          10.469343978911638,
          11.854193988256156,
          10.624228976666927,
          12.828366016037762,
          11.535039055161178,
          11.950955027714372,
          12.35837209969759,
          11.793388053774834,
          12.08262296859175,
          13.540496001951396,
          14.3871009349823,
          15.14442393090576,
          14.411687036044896,
          15.282311011105776,
          21.238066954538226,
          13.724696007557213,
          12.011095997877419,
          11.68426196090877,
          11.759237037040293,
          14.596301014535129,
          14.271970023401082,
          15.464153955690563,
          12.256572023034096,
          11.980141047388315,
          20.96346695907414,
          13.837059028446674,
          11.399431969039142,
          11.845159926451743,
          11.523780995048583,
          12.430863920599222,
          13.726949924603105,
          23.002701927907765,
          22.93462201487273,
          21.750707062892616,
          22.427060990594327,
          14.946622075513005,
          17.52110500819981,
          19.613899989053607,
          20.219505997374654,
          17.257484956644475,
          14.116980019025505,
          13.847089954651892,
          15.62334003392607,
          14.694727957248688,
          14.928134973160923,
          16.313249012455344,
          19.371989998035133,
          15.048284083604813,
          9.043593890964985,
          9.394916938617826,
          9.781336993910372,
          10.092237032949924,
          12.869638972915709,
          11.319065932184458,
          15.185446944087744,
          11.459180037491024,
          14.567103935405612,
          16.192086972296238,
          12.87411991506815,
          10.290228994563222,
          11.034931056201458,
          10.941535932943225,
          10.369434021413326,
          11.122590047307312,
          11.699047987349331,
          16.29933703225106,
          11.644601006992161,
          12.34979392029345,
          13.610603986307979,
          14.393315999768674,
          12.46781600639224,
          14.910130994394422,
          10.508729028515518,
          14.656831976026297,
          11.477952008135617,
          11.433462030254304,
          12.295464985072613,
          11.371742002665997,
          12.14995898772031,
          11.965297046117485,
          11.559108039364219,
          10.310888988897204,
          10.572327999398112,
          12.64203095342964,
          11.367926956154406,
          10.433383053168654,
          10.298975044861436,
          15.443844953551888,
          14.600133989006281,
          14.511095941998065,
          16.858189017511904,
          12.630601064302027,
          13.504259055480361,
          17.374882008880377,
          14.013524982146919,
          12.616141932085156,
          11.716859065927565,
          11.387655977159739,
          12.351857963949442,
          10.859476984478533,
          9.63282398879528,
          10.772644891403615,
          9.61206795182079,
          10.911497054621577,
          11.889770976267755,
          12.453107978217304,
          10.250138933770359,
          10.900143999606371,
          13.854848919436336,
          14.242077013477683,
          17.379892989993095,
          12.87200499791652,
          11.824084911495447,
          14.865427976474166,
          13.489934033714235,
          13.71226494666189,
          13.619352015666664,
          12.065164977684617,
          12.45326898060739,
          10.506740072742105,
          10.529838968068361,
          11.900456971488893,
          10.91176993213594,
          10.397294070571661,
          10.337190004065633,
          11.10314205288887,
          16.384348971769214,
          18.386619980446994,
          15.507132047787309,
          13.556035002693534,
          14.361859066411853,
          14.92617605254054,
          13.277053949423134,
          12.876035063527524,
          13.457210967317224,
          11.869153939187527,
          11.354297050274909,
          13.684256933629513,
          20.299548050388694,
          24.623446981422603,
          9.121151058934629,
          10.454194038175046,
          17.173253931105137,
          18.79068894777447,
          17.97843398526311,
          18.5408330289647,
          12.82956195063889,
          12.198818963952363,
          12.06175796687603,
          13.733129017055035,
          12.047420023009181,
          13.66030192002654,
          12.972349999472499,
          12.880082940682769,
          13.761186972260475,
          11.734234052710235,
          14.18104104232043,
          14.888846897520125,
          13.19538801908493,
          12.49520992860198,
          12.890413985587656,
          12.823467026464641,
          13.888026005588472,
          13.32935004029423,
          11.662277043797076,
          13.332612928934395,
          12.608277960680425,
          11.570666101761162,
          11.805324000306427,
          11.514418991282582,
          11.587281012907624,
          13.176248990930617,
          11.620801058597863,
          13.359278091229498,
          14.318953966721892,
          14.300482929684222,
          13.850554940290749,
          11.789700016379356,
          12.2286609839648,
          11.783726047724485,
          10.650017065927386,
          12.818485964089632,
          14.188195113092661,
          12.310193968005478,
          12.702684965915978,
          13.464845949783921,
          11.21510996017605,
          14.068244956433773,
          12.987261987291276,
          10.850001010112464,
          12.647746945731342,
          13.615367002785206,
          13.29574000556022,
          14.487256994470954,
          11.588135035708547,
          14.258129056543112,
          12.647492927499115,
          15.86920500267297,
          12.32765696477145,
          12.01055501587689,
          12.397023034282029,
          12.279639020562172,
          12.203279067762196,
          13.317784992977977,
          11.708316975273192,
          10.800536023452878,
          11.807725997641683,
          10.556310066021979,
          12.452110997401178,
          11.409098049625754,
          13.110631029121578,
          11.742135975509882,
          12.028002995066345,
          11.272501084022224,
          15.20575291942805,
          12.320516048930585,
          13.852799078449607,
          13.102761004120111,
          15.29232901521027,
          14.387493953108788,
          15.278303995728493,
          14.308279030956328,
          13.755160965956748,
          14.246596023440361,
          10.547139099799097,
          11.320687015540898,
          11.431640014052391,
          10.326646035537124,
          9.809270966798067,
          13.179826084524393,
          12.46925804298371,
          10.275810025632381,
          11.564270942471921,
          11.351758963428438,
          15.503259957768023,
          13.623546925373375,
          12.297621928155422,
          23.360879044048488,
          13.744710013270378,
          12.99517706502229,
          12.268729042261839,
          12.564128963276744,
          12.922651949338615,
          11.631158995442092,
          10.491051012650132,
          12.220519944094121,
          11.839233920909464,
          10.505290934816003,
          11.462706024758518,
          11.53520296793431,
          10.255616973154247,
          12.08193798083812,
          14.058948028832674,
          14.363319030962884,
          13.05957103613764,
          13.422313961200416,
          14.449233887717128,
          12.977700913324952,
          14.263090095482767,
          11.303965002298355,
          10.476419935002923,
          12.01993995346129,
          11.033625924028456,
          10.056647937744856,
          12.013180064968765,
          12.281880946829915,
          10.847834986634552,
          13.06058804038912,
          14.12306900601834,
          11.962568038143218,
          12.108730967156589,
          10.76874800492078,
          10.178575059399009,
          9.688641992397606,
          9.451046935282648,
          10.58357604779303,
          17.024405067786574,
          24.05253704637289,
          16.12017210572958,
          13.832433032803237,
          13.341024983674288,
          14.40406497567892,
          12.151857023127377,
          13.54337902739644,
          14.395504025742412,
          12.189050088636577,
          13.01885989960283,
          12.513712979853153,
          13.89652700163424,
          12.748974026180804,
          11.800363077782094,
          14.24629392568022,
          13.230912969447672,
          12.81235704664141,
          13.916582916863263,
          13.258767081424594,
          14.67644702643156,
          12.237409013323486,
          14.430007082410157,
          11.193973943591118,
          11.789754033088684,
          12.86496699322015,
          12.292377068661153,
          12.362675974145532,
          12.731657014228404,
          11.829428025521338,
          12.583418982103467,
          14.18842701241374,
          13.416150002740324,
          13.865111977793276,
          11.628877953626215,
          11.28621504176408,
          13.11330497264862,
          11.212415061891079,
          12.07392499782145,
          13.632005080580711,
          14.70363698899746,
          15.188788995146751,
          13.278009952045977,
          12.239871080964804,
          11.797409038990736,
          13.335654977709055,
          14.536761096678674,
          12.386793969199061,
          13.045149971731007,
          12.37873500213027,
          13.715688022784889,
          13.607579981908202,
          12.51009397674352,
          11.9963469915092,
          11.733273975551128,
          11.116747977212071,
          10.555298998951912,
          10.721978032961488,
          11.983111035078764,
          14.440812054090202,
          11.525589972734451,
          10.684633045457304,
          11.92634494509548,
          13.052375987172127,
          11.365275015123188,
          11.931997025385499,
          12.867611949332058,
          11.621208977885544,
          11.776739032939076,
          13.017559889703989,
          14.250274049118161,
          16.91012002993375,
          14.209705987013876,
          13.115065987221897,
          12.859123991802335,
          14.418987091630697,
          13.987962040118873,
          12.99416203983128,
          12.335040955804288,
          11.336733005009592,
          12.124586035497487,
          10.92576899100095,
          13.37920711375773,
          11.226721922867,
          11.48058904800564,
          11.160982074216008,
          13.283387990668416,
          11.86948106624186,
          12.442756094969809,
          13.228280935436487,
          11.072532972320914,
          10.30672900378704,
          16.05951599776745,
          13.228193041868508,
          15.174151048995554,
          13.630850007757545,
          13.575420947745442,
          13.025772059336305,
          14.352157013490796,
          15.50127996597439,
          16.568191000260413,
          18.48393294494599,
          13.142012991011143,
          13.77157005481422,
          12.160375947132707,
          12.904912000522017,
          11.647928971797228,
          13.754694955423474,
          12.168604996986687,
          12.012860039249063,
          13.201007037423551,
          11.72388403210789,
          14.998003956861794,
          14.150422066450119,
          15.286635025404394,
          12.984955101273954,
          14.312273007817566,
          13.560016988776624,
          14.642665046267211,
          13.450413942337036,
          14.974156976677477,
          14.336423948407173,
          11.929656961001456,
          15.078251017257571,
          11.971215950325131,
          11.777603067457676,
          11.918624979443848,
          11.562188970856369,
          11.695838999003172,
          11.110065039247274,
          14.294645050540566,
          12.977396952919662,
          11.083074961788952,
          14.517012983560562,
          12.502956902608275,
          10.352674988098443,
          10.18343004398048,
          18.680108012631536,
          18.419235944747925,
          16.893560998141766,
          13.085281010717154,
          15.403234981931746,
          13.036821968853474,
          14.4450010266155,
          12.31847598683089,
          14.576000976376235,
          13.861840008758008,
          13.126085046678782,
          14.364720904268324,
          12.290980899706483,
          11.410769075155258,
          12.449449975974858,
          12.403975939378142,
          10.63122705090791,
          11.515104095451534,
          11.888649081811309,
          13.940740027464926,
          13.453410007059574,
          14.62535501923412,
          14.091930002905428,
          11.699472088366747,
          12.179511017166078,
          12.269182945601642,
          11.0182820353657,
          12.933738064020872,
          12.540904921479523,
          12.245488935150206,
          12.32421409804374,
          11.11015910282731,
          13.37806403171271,
          14.075031038373709,
          14.362003887072206,
          12.885459000244737,
          11.226658942177892,
          14.705984038300812,
          14.08872299361974,
          13.282274012453854,
          12.45980802923441,
          12.856710003688931,
          11.323180049657822,
          12.97356397844851,
          14.449225040152669,
          11.401943978853524,
          13.225889066234231,
          13.208021060563624,
          13.968345010653138,
          12.190693989396095,
          13.057790929451585,
          13.027299894019961,
          12.412789976224303,
          13.074746006168425,
          13.08162696659565,
          12.213866109959781,
          12.793790083378553,
          13.157836976461112,
          11.890087043866515,
          12.456970987841487,
          11.684156022965908,
          12.245272984728217,
          13.592800009064376,
          13.742313021793962,
          13.817453989759088,
          12.069209944456816,
          11.603538994677365,
          17.497097956947982,
          16.096725943498313,
          19.679859979078174,
          14.481361024081707,
          12.731900089420378,
          13.449623016640544,
          12.900724075734615,
          12.802247074432671,
          13.039045967161655,
          12.789667001925409,
          11.985251097939909,
          12.730923015624285,
          12.356771971099079,
          11.994880973361433,
          12.162946979515254,
          13.25817103497684,
          12.218035059049726,
          12.794345966540277,
          11.603075079619884,
          12.383107910864055,
          11.742949951440096,
          15.382847981527448,
          13.980812043882906,
          12.846854981034994,
          13.669267063960433,
          14.652638114057481,
          12.735645053908229,
          13.243678957223892,
          12.961165979504585,
          14.426509966142476,
          16.6744829621166
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      }
    },
    {
      "id": "python:numpy-thread/sparse-skew/16",
      "language": "python",
      "backend": "numpy-thread",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 22.74705102900043,
        "q1": 19.558809784939513,
        "q3": 26.776460435939953,
        "min": 12.714944081380963,
        "max": 68.82632407359779,
        "p95": 36.199619638500714,
        "p99": 46.65475327521559,
        "count": 424
      },
      "first_ms": {
        "median": 22.96336297877133,
        "q1": 22.96336297877133,
        "q3": 22.96336297877133,
        "min": 22.96336297877133,
        "max": 22.96336297877133,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 2702.2643570089713,
        "q1": 2702.2643570089713,
        "q3": 2702.2643570089713,
        "min": 2702.2643570089713,
        "max": 2702.2643570089713,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 13023.380502942018,
        "q1": 13023.380502942018,
        "q3": 13023.380502942018,
        "min": 13023.380502942018,
        "max": 13023.380502942018,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 183.1943359375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 42.36879480222062,
        "q1": 42.36879480222062,
        "q3": 42.36879480222062,
        "min": 42.36879480222062,
        "max": 42.36879480222062,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numpy-thread",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2702.2643570089713,
        "first_ms": 22.96336297877133,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10007.365136989392,
        "iterations": 424,
        "validation_scope": "first,last",
        "samples_ms": [
          27.142273960635066,
          18.33989704027772,
          16.795906936749816,
          14.832841930910945,
          20.41016099974513,
          14.213870046660304,
          15.643385937437415,
          28.170269913971424,
          26.973610976710916,
          22.58665207773447,
          22.75544300209731,
          14.826819999143481,
          13.848513015545905,
          14.940171968191862,
          28.2303859712556,
          27.235226007178426,
          25.42478300165385,
          18.059086985886097,
          21.036279969848692,
          22.571195964701474,
          40.92445899732411,
          23.22769199963659,
          16.86880795750767,
          18.21091305464506,
          25.77617799397558,
          22.18754100613296,
          19.160589901730418,
          24.508839938789606,
          20.27929900214076,
          18.148333067074418,
          25.65583202522248,
          22.622230928391218,
          15.856930986046791,
          20.68144001532346,
          22.612186963669956,
          24.45356291718781,
          21.861204993911088,
          21.218504989519715,
          13.143243035301566,
          14.81722597964108,
          20.57222998701036,
          31.929634045809507,
          25.552624952979386,
          18.106010043993592,
          22.01542304828763,
          21.191399078816175,
          20.922856056131423,
          29.187938082031906,
          27.85201498772949,
          18.308136030100286,
          22.599029005505145,
          20.611017011106014,
          23.48325401544571,
          30.726571916602552,
          26.105126016773283,
          23.72583607211709,
          14.873933978378773,
          16.143772983923554,
          17.249315977096558,
          32.548360992223024,
          26.801570085808635,
          16.065009986050427,
          18.272291054017842,
          21.51838701684028,
          14.641665969975293,
          13.026831089518964,
          25.506760110147297,
          23.692594026215374,
          21.176207927055657,
          14.24950803630054,
          23.868082091212273,
          17.105193925090134,
          15.562292071990669,
          13.45195306930691,
          23.782625095918775,
          23.30975409131497,
          26.82939695660025,
          25.600599008612335,
          22.02585490886122,
          13.318087090738118,
          15.072316979058087,
          13.065563049167395,
          22.566859959624708,
          30.23371798917651,
          25.995780946686864,
          20.567185943946242,
          15.796642983332276,
          13.857888989150524,
          16.5274899918586,
          13.330918038263917,
          26.025054045021534,
          28.833946911618114,
          27.5376639328897,
          22.401053924113512,
          21.24434197321534,
          23.652454954572022,
          30.089050065726042,
          26.539794984273612,
          19.029862014576793,
          23.989055072888732,
          21.86966605950147,
          24.222868960350752,
          41.404591989703476,
          25.94905102159828,
          20.57132194750011,
          15.1947500417009,
          22.977281012572348,
          21.130115957930684,
          16.87962596770376,
          14.034057036042213,
          21.622820058837533,
          18.735540099442005,
          26.107944082468748,
          22.518828976899385,
          20.380734000355005,
          26.973381056450307,
          20.406620926223695,
          20.943692070432007,
          21.223964053206146,
          21.20125398505479,
          14.487175969406962,
          14.393227989785373,
          14.03344003483653,
          25.261549977585673,
          22.58945000357926,
          28.497926075942814,
          22.20478607341647,
          13.500827015377581,
          21.11820294521749,
          22.242327104322612,
          30.281721032224596,
          23.497859947383404,
          23.20451696868986,
          21.295937011018395,
          16.078902990557253,
          14.01280693244189,
          14.595124055631459,
          33.852018998004496,
          29.870430007576942,
          18.856924027204514,
          16.22017496265471,
          16.536063980311155,
          24.315848015248775,
          34.14568898733705,
          22.28190703317523,
          19.553352030925453,
          24.20423796866089,
          19.5829690201208,
          14.8167620645836,
          14.845469035208225,
          24.164800997823477,
          25.27889097109437,
          22.43766305036843,
          19.475396955385804,
          19.952578004449606,
          20.958165056072176,
          23.14268797636032,
          19.34700191486627,
          28.430960956029594,
          21.78685402031988,
          22.65833003912121,
          23.196383961476386,
          16.246744082309306,
          13.917982927523553,
          12.967712944373488,
          31.447067973203957,
          22.738659055903554,
          21.312493947334588,
          24.754154961556196,
          29.54816201236099,
          13.654574984684587,
          15.631440095603466,
          28.21235707961023,
          23.54616904631257,
          22.30397693347186,
          16.792963026091456,
          22.05072098877281,
          17.912606010213494,
          14.937038999050856,
          29.098341008648276,
          30.205349903553724,
          19.202791969291866,
          23.004470975138247,
          22.520623984746635,
          20.221199956722558,
          45.17792398110032,
          24.623351986519992,
          24.75027902983129,
          22.06870203372091,
          17.37229898571968,
          26.092892047017813,
          13.877190998755395,
          21.790069993585348,
          26.654402958229184,
          17.38992298487574,
          13.202297035604715,
          20.729998010210693,
          14.654825907200575,
          20.235658041201532,
          25.01663099974394,
          26.26980096101761,
          17.562815104611218,
          20.912223029881716,
          21.323599037714303,
          22.58134796284139,
          27.11551100946963,
          28.045539977028966,
          29.380009975284338,
          23.117734002880752,
          15.557712991721928,
          14.434127020649612,
          17.4710649298504,
          29.2224760632962,
          40.63986905384809,
          32.23060700111091,
          24.04241997282952,
          25.278315064497292,
          19.593257922679186,
          27.964391047134995,
          41.54858202673495,
          32.565135043114424,
          21.48972498252988,
          19.63974500540644,
          21.216902998276055,
          26.05445997323841,
          39.953268016688526,
          23.351863026618958,
          26.104099000804126,
          29.763245955109596,
          18.821596982888877,
          17.423447920009494,
          25.775196962058544,
          28.817067970521748,
          22.84844999667257,
          23.557489039376378,
          28.50851498078555,
          23.85307103395462,
          22.945091011933982,
          23.19252595771104,
          22.956594941206276,
          28.19976396858692,
          27.377767954021692,
          26.60359302535653,
          25.260455906391144,
          22.416180931031704,
          22.80737494584173,
          22.826744941994548,
          41.421847068704665,
          31.758181983605027,
          25.207369006238878,
          20.568778039887547,
          18.409000942483544,
          23.135027033276856,
          23.63668300677091,
          37.63498493935913,
          33.219606964848936,
          21.42725302837789,
          23.54129101149738,
          24.195019039325416,
          21.972998045384884,
          31.11971204634756,
          32.65184897463769,
          26.551009039394557,
          24.112086044624448,
          22.947630961425602,
          22.903317934833467,
          29.873208957724273,
          36.30272904410958,
          23.93200295045972,
          27.536056004464626,
          17.28917204309255,
          16.365499002858996,
          22.324703983031213,
          24.326822021976113,
          19.136623945087194,
          19.694025977514684,
          25.189211941324174,
          34.68481299933046,
          33.42451306525618,
          26.527074980549514,
          31.107073067687452,
          31.05629305355251,
          42.84966900013387,
          39.10021099727601,
          33.646397991105914,
          28.595237992703915,
          23.95444200374186,
          21.834871033206582,
          23.227302939631045,
          39.4441980170086,
          27.75040501728654,
          29.76211695931852,
          22.248456021770835,
          21.06007991824299,
          24.47316306643188,
          20.191823015920818,
          24.425075040198863,
          39.77901698090136,
          38.0291270557791,
          28.456559986807406,
          22.0629790564999,
          25.009714998304844,
          24.991768063046038,
          20.085958996787667,
          30.60176898725331,
          32.520469976589084,
          30.38721694611013,
          22.02526805922389,
          20.103967981413007,
          23.434040951542556,
          38.47530507482588,
          48.916137078776956,
          32.324740081094205,
          28.859226033091545,
          30.26023495476693,
          32.497212989255786,
          20.554909016937017,
          24.05399503186345,
          34.80822907295078,
          26.792899006977677,
          23.874334059655666,
          21.041112951934338,
          35.615333006717265,
          33.29783899243921,
          23.77436403185129,
          26.228911941871047,
          28.445508098229766,
          28.183426009491086,
          39.621825912036,
          25.65164305269718,
          22.07276609260589,
          20.68637206684798,
          13.384857098571956,
          19.695751019753516,
          32.13614004198462,
          27.280975016765296,
          31.28468105569482,
          24.946436984464526,
          68.82632407359779,
          53.17240802105516,
          41.53046093415469,
          28.35370902903378,
          26.77098091226071,
          29.446014086715877,
          47.09588410332799,
          27.10614795796573,
          19.70947498921305,
          20.07376402616501,
          20.906943012960255,
          15.249760937877,
          26.224211906082928,
          14.12477798294276,
          20.808961940929294,
          17.162080039270222,
          24.647988961078227,
          13.986633974127471,
          13.564380933530629,
          13.461110997013748,
          25.586033007130027,
          26.44152194261551,
          20.59506403747946,
          23.657085956074297,
          20.57872898876667,
          13.980619027279317,
          19.560629036277533,
          21.347332978621125,
          27.841905946843326,
          26.281220954842865,
          21.684273961000144,
          21.56335802283138,
          13.677417999133468,
          16.552451997995377,
          23.369889007881284,
          28.04376697167754,
          26.228645932860672,
          17.557443934492767,
          22.380274953320622,
          13.66416597738862,
          15.734825050458312,
          15.214023063890636,
          26.334811002016068,
          26.942312018945813,
          25.913457036949694,
          17.873457982204854,
          21.83989598415792,
          23.244242067448795,
          35.259634954854846,
          48.670849995687604,
          23.069403949193656,
          14.64631105773151,
          19.957142998464406,
          26.60405298229307,
          22.1981150098145,
          25.005363044328988,
          16.62362099159509,
          12.714944081380963,
          22.073014988563955,
          16.15410705562681,
          19.22601996921003,
          26.64760302286595,
          23.630580981262028,
          16.274734982289374,
          16.049180063419044,
          13.391974032856524,
          12.97708391211927,
          19.441899028606713,
          26.98129799682647,
          27.74749498348683,
          25.18136997241527,
          22.646509925834835,
          21.696568001061678,
          19.98729701153934,
          21.745780017226934,
          33.57717604376376,
          31.357403961010277,
          22.821588907390833,
          21.36397990398109,
          20.392025006003678,
          13.803145964629948,
          29.303082963451743,
          30.702064046636224,
          19.671023008413613,
          21.42446907237172,
          21.94434800185263
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "scipy": "1.15.3"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "SciPy CSR matvec; contiguous row slabs",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "int32",
            "bytes": 524292
          },
          "indices": {
            "dtype": "int32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 524352
        },
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          }
        ]
      }
    },
    {
      "id": "python:numba-parallel/dense/16",
      "language": "python",
      "backend": "numba-parallel",
      "workers": 16,
      "workload": "dense",
      "rows": 4096,
      "cols": 4096,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 13.022688974160701,
        "q1": 11.912852729437873,
        "q3": 14.535221009282395,
        "min": 9.509489056654274,
        "max": 26.985010015778244,
        "p95": 16.92986461566761,
        "p99": 20.487734546186385,
        "count": 748
      },
      "first_ms": {
        "median": 963.5314790066332,
        "q1": 963.5314790066332,
        "q3": 963.5314790066332,
        "min": 963.5314790066332,
        "max": 963.5314790066332,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 799.3449360365048,
        "q1": 799.3449360365048,
        "q3": 799.3449360365048,
        "min": 799.3449360365048,
        "max": 799.3449360365048,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 12118.616372928955,
        "q1": 12118.616372928955,
        "q3": 12118.616372928955,
        "min": 12118.616372928955,
        "max": 12118.616372928955,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 268.87109375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 74.7974788834507,
        "q1": 74.7974788834507,
        "q3": 74.7974788834507,
        "min": 74.7974788834507,
        "max": 74.7974788834507,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "dense",
        "rows": 4096,
        "cols": 4096,
        "nnz_per_row": 64,
        "nnz": 16777216,
        "repeats": 5,
        "setup_ms": 799.3449360365048,
        "first_ms": 963.5314790066332,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.337059027515,
        "iterations": 748,
        "validation_scope": "first,last",
        "samples_ms": [
          15.932757058180869,
          13.350181048735976,
          11.277382029220462,
          10.286636068485677,
          10.71888895239681,
          13.355286908335984,
          24.857172975316644,
          21.19427698198706,
          16.021898947656155,
          16.122627072036266,
          12.983807944692671,
          15.64605301246047,
          14.315793989226222,
          19.518033019267023,
          16.200880985707045,
          16.407912014983594,
          14.175362070091069,
          16.936752945184708,
          18.37547996547073,
          14.144959044642746,
          13.171227998100221,
          15.123802935704589,
          12.723744963295758,
          14.40177799668163,
          15.452275052666664,
          14.371266006492078,
          15.0554379215464,
          13.88723705895245,
          12.378480052575469,
          13.590326067060232,
          13.436854002065957,
          14.944561989977956,
          12.532173073850572,
          12.7993100322783,
          16.16969902534038,
          16.06554805766791,
          14.290897059254348,
          14.146402943879366,
          14.12446703761816,
          12.899046065285802,
          13.712700922042131,
          13.30093597061932,
          12.538498034700751,
          12.46765407267958,
          13.254910008981824,
          12.600981048308313,
          12.736552977003157,
          13.156995992176235,
          14.909121906384826,
          15.084794024005532,
          15.51838603336364,
          15.99908503703773,
          15.8395329490304,
          16.057667904533446,
          13.481721049174666,
          11.916935094632208,
          12.956112041138113,
          13.774622930213809,
          14.241016935557127,
          13.320127036422491,
          13.082375982776284,
          12.769803986884654,
          12.505185091868043,
          12.787988991476595,
          17.910727998241782,
          14.50995693448931,
          16.409063013270497,
          15.822802088223398,
          17.659686040133238,
          16.54478895943612,
          15.449238941073418,
          12.182418955489993,
          11.463861097581685,
          13.081045006401837,
          12.374383979476988,
          14.454731019213796,
          13.279730919748545,
          12.723452993668616,
          11.88422495033592,
          13.251950033009052,
          18.380765919573605,
          17.280787113122642,
          17.757766996510327,
          15.862195054069161,
          14.615274034440517,
          17.581432010047138,
          14.87029402051121,
          13.201738009229302,
          12.738573946990073,
          12.66036694869399,
          12.460915022529662,
          12.89850496686995,
          11.671176995150745,
          16.300039016641676,
          17.666699015535414,
          13.024796964600682,
          11.257520993240178,
          10.51298901438713,
          10.520588955841959,
          10.950763942673802,
          11.02706789970398,
          11.471305973827839,
          11.02625799831003,
          11.337268981151283,
          13.20076105184853,
          12.548381928354502,
          11.28351001534611,
          11.07336301356554,
          11.448028031736612,
          11.19134109467268,
          10.76100894715637,
          10.810774052515626,
          11.167856981046498,
          11.224403977394104,
          10.996205965057015,
          11.123763979412615,
          10.837703011929989,
          10.351501987315714,
          10.679451981559396,
          10.199589072726667,
          11.081527103669941,
          10.197096969932318,
          11.158833047375083,
          11.594288982450962,
          11.552297044545412,
          10.993905016221106,
          10.830741026438773,
          11.514961021021008,
          10.695076081901789,
          11.870610993355513,
          12.19977403525263,
          11.595804942771792,
          15.151167986914515,
          11.155618936754763,
          11.254812008701265,
          13.837079983204603,
          19.00635799393058,
          15.489863930270076,
          14.15227900724858,
          13.591476017609239,
          14.219333999790251,
          16.05303504038602,
          17.416969989426434,
          16.389728989452124,
          13.27602006494999,
          12.7696170238778,
          13.261544983834028,
          12.873281026259065,
          15.621483093127608,
          16.23417402151972,
          15.773291001096368,
          13.676731963641942,
          14.43197496701032,
          14.20363609213382,
          12.802397948689759,
          15.280626947060227,
          14.858360053040087,
          16.91707200370729,
          14.316504006274045,
          13.470578007400036,
          13.978503993712366,
          14.931132085621357,
          14.531192951835692,
          15.109605970792472,
          11.913871974684298,
          15.346258063800633,
          13.844387023709714,
          14.732798910699785,
          14.901555958203971,
          16.90891303587705,
          13.121686992235482,
          16.421927022747695,
          14.26974800415337,
          13.425629935227334,
          12.01503595802933,
          12.19810196198523,
          12.682561995461583,
          13.80533108022064,
          12.34141003806144,
          13.528649928048253,
          12.161370017565787,
          12.317040003836155,
          13.177974964492023,
          14.076833962462842,
          15.615463024005294,
          15.26659494265914,
          17.522025969810784,
          13.503397000022233,
          14.089585980400443,
          12.366370996460319,
          13.9299719594419,
          14.296917011961341,
          13.09805701021105,
          16.20796706993133,
          19.860983942635357,
          17.722965101711452,
          13.543770066462457,
          14.163154060952365,
          11.880109901539981,
          12.13756704237312,
          13.237722916528583,
          13.548357994295657,
          16.138317994773388,
          15.479746041819453,
          14.85064800363034,
          12.822700082324445,
          16.721792984753847,
          15.340800979174674,
          15.909989015199244,
          15.272341086529195,
          14.272982021793723,
          16.121950931847095,
          15.065821935422719,
          12.065107934176922,
          12.143008061684668,
          12.54028093535453,
          13.714791042730212,
          15.691144042648375,
          15.539673040620983,
          17.29608199093491,
          15.867209993302822,
          18.027559970505536,
          16.90733397845179,
          13.960030977614224,
          15.846757916733623,
          14.186742948368192,
          14.977103914134204,
          13.729389989748597,
          12.076233979314566,
          12.47805601451546,
          14.3610400846228,
          20.15268604736775,
          13.76412098761648,
          14.632189995609224,
          12.96735496725887,
          14.945921022444963,
          14.128645067103207,
          26.109218946658075,
          16.774829011410475,
          17.21210905816406,
          16.11652597784996,
          14.703129068948328,
          13.4356040507555,
          14.21818695962429,
          13.344499981030822,
          13.43316794373095,
          13.341524987481534,
          14.64462699368596,
          13.389548053964972,
          12.474886956624687,
          14.047848992049694,
          13.301450060680509,
          13.675953028723598,
          14.813750050961971,
          15.137287904508412,
          13.871355913579464,
          13.16813996527344,
          12.718860991299152,
          12.6522749196738,
          12.502721045166254,
          13.944473932497203,
          12.949908035807312,
          14.761841972358525,
          14.719358994625509,
          12.136981938965619,
          12.904684990644455,
          11.903565027751029,
          15.8234330592677,
          12.337542953900993,
          14.863905031234026,
          13.96332390140742,
          12.969066970981658,
          14.169886009767652,
          14.02008009608835,
          13.266780064441264,
          15.24630596395582,
          14.353656908497214,
          20.784853026270866,
          15.159488073550165,
          16.635888954624534,
          14.554416993632913,
          14.448851929046214,
          13.706873054616153,
          12.908958015032113,
          13.365239021368325,
          13.042828999459743,
          12.555775931105018,
          12.491713976487517,
          13.177754008211195,
          13.944874983280897,
          18.48788990173489,
          17.718265997245908,
          15.352051006630063,
          14.916471904143691,
          15.489534009248018,
          18.536800984293222,
          12.579557951539755,
          12.10114301647991,
          11.173981009051204,
          13.145850040018559,
          16.398775042034686,
          13.205943978391588,
          12.421951978467405,
          15.194654930382967,
          11.798055027611554,
          13.30127997789532,
          14.168106950819492,
          13.353712041862309,
          14.062962960451841,
          17.790392972528934,
          15.695185982622206,
          13.053716043941677,
          15.290191979147494,
          15.048560919240117,
          16.093941987492144,
          14.705020003020763,
          13.84536293335259,
          13.162962975911796,
          12.657822924666107,
          12.933162972331047,
          13.464008923619986,
          13.840049970895052,
          12.504364945925772,
          12.681640917435288,
          12.57318106945604,
          12.493578949943185,
          13.02058098372072,
          12.691330979578197,
          16.78517193067819,
          16.79089607205242,
          14.90932295564562,
          15.236102044582367,
          14.833934023045003,
          13.062200043350458,
          16.624654992483556,
          12.61305098887533,
          13.732129940763116,
          13.356690993532538,
          13.81288398988545,
          14.439968974329531,
          12.798723997548223,
          13.30273097846657,
          12.766626081429422,
          12.980597093701363,
          15.700138988904655,
          14.940505032427609,
          11.031882022507489,
          10.98190899938345,
          10.244466015137732,
          10.731518967077136,
          10.330713004805148,
          10.578764020465314,
          11.869647074490786,
          14.750260044820607,
          11.815011966973543,
          11.40616403426975,
          10.690119001083076,
          10.410935035906732,
          14.385235961526632,
          26.985010015778244,
          15.460191061720252,
          12.99367391038686,
          13.905811938457191,
          15.561230015009642,
          15.264386078342795,
          15.8586889738217,
          14.978540013544261,
          13.204158982262015,
          12.764072977006435,
          10.852186009287834,
          9.901223005726933,
          10.857459041289985,
          10.837637004442513,
          11.696091038174927,
          12.386801070533693,
          10.264726937748492,
          10.855313041247427,
          10.35057206172496,
          10.243049007840455,
          9.781832923181355,
          11.190632008947432,
          11.667927028611302,
          12.302613933570683,
          11.991258012130857,
          11.35337504092604,
          10.914769023656845,
          12.102443957701325,
          10.873710038140416,
          11.214914033189416,
          10.516718961298466,
          10.645564994774759,
          10.45732805505395,
          10.13419299852103,
          10.133033967576921,
          10.236459085717797,
          10.36893599666655,
          10.53727394901216,
          10.214283945970237,
          10.47282898798585,
          10.201268014498055,
          10.571102029643953,
          11.071123066358268,
          10.459052980877459,
          9.509489056654274,
          10.121323983184993,
          9.925122023560107,
          10.112648946233094,
          10.2318509016186,
          11.093157925643027,
          9.97906003613025,
          10.918930056504905,
          9.969161008484662,
          9.877571952529252,
          9.873989038169384,
          10.244619916193187,
          10.01271593850106,
          10.000695940107107,
          10.670452029444277,
          10.737905977293849,
          10.089825955219567,
          10.1075719576329,
          10.861149989068508,
          10.454084957018495,
          10.809488012455404,
          10.195438982918859,
          11.33779704105109,
          10.487586027011275,
          10.151015012525022,
          10.956844897009432,
          10.747839929535985,
          10.766261024400592,
          10.633992962539196,
          10.056473081931472,
          10.91014000121504,
          10.52046602126211,
          10.363152949139476,
          10.777890915051103,
          10.213761939667165,
          11.061538010835648,
          10.975962970405817,
          10.777911054901779,
          10.74582792352885,
          10.474719922058284,
          14.859264018014073,
          13.690992025658488,
          13.937702984549105,
          13.178877998143435,
          12.737078010104597,
          12.343020993284881,
          12.643879046663642,
          11.586704989895225,
          12.542949989438057,
          15.062037971802056,
          16.303712036460638,
          15.340537996962667,
          12.96442502643913,
          12.830439954996109,
          10.900419089011848,
          11.7865689098835,
          12.509126914665103,
          12.15826696716249,
          12.489640968851745,
          10.371024021878839,
          9.963172022253275,
          10.806004982441664,
          10.175817995332181,
          10.943857952952385,
          10.59427298605442,
          11.535153025761247,
          12.189724016934633,
          11.534453020431101,
          11.40174304600805,
          12.589270016178489,
          15.31217503361404,
          11.92120392806828,
          13.196625979617238,
          14.7703179391101,
          15.717827016487718,
          14.303102972917259,
          11.98547100648284,
          13.866014080122113,
          13.499086955562234,
          16.7861629743129,
          13.613868039101362,
          12.473450042307377,
          12.447018991224468,
          10.861895978450775,
          11.896679061464965,
          13.174141058698297,
          12.302624993026257,
          12.356689083389938,
          11.92793797235936,
          11.467531090602279,
          12.001877999864519,
          11.147190001793206,
          12.455328018404543,
          12.14593299664557,
          11.936800903640687,
          15.348498011007905,
          13.802757952362299,
          12.952752993442118,
          17.947609070688486,
          13.842038111761212,
          12.598924920894206,
          16.022041090764105,
          13.349220040254295,
          16.645921976305544,
          12.628718977794051,
          13.506665942259133,
          12.266951031051576,
          12.892566970549524,
          12.479498982429504,
          12.90431001689285,
          12.598765082657337,
          12.053070007823408,
          11.961697018705308,
          15.175059903413057,
          16.9048469979316,
          15.460517955943942,
          15.894351061433554,
          15.189700992777944,
          15.474846004508436,
          14.663137029856443,
          13.260771054774523,
          13.449687976390123,
          13.237481005489826,
          12.278153095394373,
          12.547846999950707,
          11.445361073128879,
          14.328790013678372,
          11.961519019678235,
          12.838948983699083,
          12.707573943771422,
          14.850685955025256,
          15.689269988797605,
          17.443504999391735,
          14.606971992179751,
          13.420528965070844,
          14.884812058880925,
          12.734779971651733,
          11.909794993698597,
          10.516718961298466,
          9.802210028283298,
          10.57601603679359,
          12.77580694295466,
          13.702312018722296,
          13.379761949181557,
          13.098791940137744,
          12.310363003052771,
          12.656002072617412,
          13.183647068217397,
          16.84595493134111,
          12.528096907772124,
          14.310198952443898,
          14.951565070077777,
          24.991175974719226,
          15.488735982216895,
          13.860339066013694,
          14.433970907703042,
          13.711942941881716,
          13.633500086143613,
          14.287309953942895,
          14.061813009902835,
          11.751507059670985,
          11.90246397163719,
          12.071450939401984,
          12.088010087609291,
          13.374481000937521,
          13.391758082434535,
          16.491324990056455,
          12.042682035826147,
          13.211588026024401,
          11.260548024438322,
          11.692911968566477,
          12.2251829598099,
          13.672237982973456,
          13.420183910056949,
          14.711163006722927,
          12.585336924530566,
          11.91581308376044,
          11.743795941583812,
          12.897829990833998,
          12.126152985729277,
          13.294137082993984,
          12.955883983522654,
          14.011539053171873,
          17.31410704087466,
          19.00209509767592,
          14.589858008548617,
          12.601759051904082,
          13.150113984011114,
          14.289526967331767,
          14.711076044477522,
          12.18118704855442,
          11.503570945933461,
          11.757730040699244,
          11.819386039860547,
          10.69603010546416,
          12.185937026515603,
          11.624937993474305,
          11.804262059740722,
          11.46657089702785,
          11.947227059863508,
          15.301428968086839,
          14.309115009382367,
          15.32668899744749,
          13.243215042166412,
          12.883316958323121,
          14.15158505551517,
          14.984396984800696,
          13.603714993223548,
          12.291177990846336,
          12.938916101120412,
          12.257418944500387,
          10.888656950555742,
          10.763337020762265,
          11.964429984800518,
          13.302071020007133,
          11.330562992952764,
          11.677626986056566,
          10.990635957568884,
          11.928617022931576,
          11.322196922264993,
          12.33282603789121,
          11.57711900305003,
          11.931802029721439,
          14.177485019899905,
          17.416130984202027,
          12.141423998400569,
          18.832631059922278,
          14.195858035236597,
          14.498803997412324,
          15.825312002561986,
          13.07626802008599,
          12.555630994029343,
          12.460491969250143,
          11.711411993019283,
          12.43991800583899,
          12.833235901780427,
          12.90918793529272,
          11.629580054432154,
          11.784191941842437,
          11.641229037195444,
          15.549873001873493,
          14.53238702379167,
          13.336521107703447,
          13.78181902691722,
          12.470665038563311,
          14.543722965754569,
          13.584680040366948,
          13.952968991361558,
          12.31176103465259,
          11.63785601966083,
          12.239058967679739,
          11.887294007465243,
          11.632756097242236,
          12.054080027155578,
          11.867059976793826,
          12.126166955567896,
          11.896895011886954,
          12.875307002104819,
          12.12282304186374,
          12.362075969576836,
          16.236281022429466,
          21.416482981294394,
          19.45330190937966,
          14.617892913520336,
          12.59778009261936,
          12.23234599456191,
          14.264559024013579,
          13.613039045594633,
          12.826662976294756,
          12.987429043278098,
          13.672561035491526,
          12.55213504191488,
          12.136569945141673,
          12.245684047229588,
          12.746109976433218,
          14.370879041962326,
          13.959184987470508,
          22.000903030857444,
          16.2369420286268,
          13.542423956096172,
          11.651017935946584,
          11.936765047721565,
          11.670570936985314,
          12.550726998597383,
          13.871702016331255,
          15.520991990342736,
          14.136951067484915,
          12.339286971837282,
          12.738912017084658,
          12.301821960136294,
          12.154538999311626,
          10.955784004181623,
          13.513220939785242,
          12.072842917405069,
          12.535045971162617,
          13.633982045575976,
          15.284497058019042,
          12.794069945812225,
          14.330356032587588,
          13.751315069384873,
          13.24148999992758,
          13.707717997021973,
          13.310825917869806,
          12.761089019477367,
          11.070749023929238,
          11.845690081827343,
          12.589893070980906,
          12.343037989921868,
          11.798372957855463,
          11.85189699754119,
          11.978175956755877,
          12.681834981776774,
          11.318209930323064,
          15.132614062167704,
          16.243239981122315,
          13.622330967336893,
          15.812310972250998,
          12.417990015819669,
          12.558363960124552,
          15.089410007931292,
          14.879825990647078,
          12.011379934847355,
          13.744847965426743,
          12.987951980903745,
          11.386318015865982,
          11.596681899391115,
          12.63748505152762,
          12.670652009546757,
          12.321554007939994,
          12.431040988303721,
          11.782965972088277,
          15.36174607463181,
          14.587828074581921,
          14.221071032807231,
          13.866803026758134,
          13.370163040235639,
          15.372861991636455,
          13.284451910294592,
          13.303430052474141,
          12.623581918887794,
          12.518457020632923,
          13.61852406989783,
          12.14659889228642,
          11.787088005803525,
          12.11371598765254
        ],
        "checksum": "50006",
        "output_hash": "9cda8095244c7ee3",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 134283264,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 134217728
          },
          "x": {
            "dtype": "float64",
            "bytes": 32768
          },
          "output": {
            "dtype": "float64",
            "bytes": 32768
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      }
    },
    {
      "id": "python:numba-parallel/sparse-uniform/16",
      "language": "python",
      "backend": "numba-parallel",
      "workers": 16,
      "workload": "sparse-uniform",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 10.134172509424388,
        "q1": 9.272616560338065,
        "q3": 11.453235725639388,
        "min": 6.523475982248783,
        "max": 21.765050012618303,
        "p95": 13.187833729898557,
        "p99": 15.191822845954443,
        "count": 958
      },
      "first_ms": {
        "median": 878.0002070125192,
        "q1": 878.0002070125192,
        "q3": 878.0002070125192,
        "min": 878.0002070125192,
        "max": 878.0002070125192,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 2657.790479948744,
        "q1": 2657.790479948744,
        "q3": 2657.790479948744,
        "min": 2657.790479948744,
        "max": 2657.790479948744,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 14070.521900895983,
        "q1": 14070.521900895983,
        "q3": 14070.521900895983,
        "min": 14070.521900895983,
        "max": 14070.521900895983,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 239.380859375,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 95.7982968695197,
        "q1": 95.7982968695197,
        "q3": 95.7982968695197,
        "min": 95.7982968695197,
        "max": 95.7982968695197,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-uniform",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2657.790479948744,
        "first_ms": 878.0002070125192,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10000.177782960236,
        "iterations": 958,
        "validation_scope": "first,last",
        "samples_ms": [
          14.49099404271692,
          10.755272000096738,
          11.702612973749638,
          12.766688945703208,
          13.216089108027518,
          21.212595980614424,
          13.9903329545632,
          12.023631017655134,
          10.602744994685054,
          11.211571982130408,
          11.217694962397218,
          11.719677015207708,
          11.559191043488681,
          10.523500037379563,
          12.867045006714761,
          12.357815983705223,
          10.060113039799035,
          9.831261006183922,
          12.453565956093371,
          10.117279016412795,
          9.786291979253292,
          11.108417995274067,
          12.224439997226,
          11.552306008525193,
          11.454715975560248,
          13.120829011313617,
          10.489612934179604,
          9.59220400545746,
          9.166784002445638,
          11.937157018110156,
          21.765050012618303,
          15.245631919242442,
          12.732809060253203,
          11.723540956154466,
          11.477114050649107,
          10.29621995985508,
          7.892742985859513,
          9.742593974806368,
          10.351635981351137,
          10.463564074598253,
          9.396307053975761,
          11.645129998214543,
          8.961014915257692,
          11.635209899395704,
          11.332898982800543,
          8.50078696385026,
          10.282695991918445,
          14.345832983963192,
          11.99373695999384,
          13.064889935776591,
          10.215061949566007,
          11.834023986011744,
          12.966990005224943,
          9.358822950161994,
          10.418393998406827,
          10.535869048908353,
          10.21082594525069,
          10.520310024730861,
          9.969347971491516,
          8.744959952309728,
          9.724039933644235,
          10.02060598693788,
          8.824085001833737,
          8.872654056176543,
          11.355053051374853,
          9.772990015335381,
          7.396797998808324,
          9.813345037400723,
          10.004733107052743,
          8.60631198156625,
          10.059144929982722,
          11.067452025599778,
          14.602313982322812,
          12.310545076616108,
          9.866226930171251,
          11.772155063226819,
          9.719282039441168,
          9.467968018725514,
          9.028607979416847,
          9.761604014784098,
          11.88147603534162,
          13.903658953495324,
          12.332356069236994,
          11.604422004893422,
          10.452359914779663,
          11.064854101277888,
          11.234099976718426,
          11.081091943196952,
          11.098537012003362,
          9.707854012958705,
          8.619297994300723,
          9.985832963138819,
          9.56809299532324,
          9.727168013341725,
          9.642577962949872,
          10.780924931168556,
          9.744546958245337,
          10.935856029391289,
          10.373796918429434,
          10.277585941366851,
          8.855564054101706,
          14.8539220681414,
          12.681763037107885,
          12.945042923092842,
          13.795951032079756,
          10.807076003402472,
          12.559361057356,
          11.304100044071674,
          12.32262805569917,
          12.796766008250415,
          10.296019027009606,
          11.363720055669546,
          11.651918990537524,
          11.357145034708083,
          9.994752006605268,
          9.40290605649352,
          9.082194999791682,
          9.534195996820927,
          9.426115080714226,
          9.606139035895467,
          9.530875948257744,
          9.599228971637785,
          9.852028102613986,
          10.174285969696939,
          13.799981097690761,
          13.80717905703932,
          12.627696036361158,
          12.364886002615094,
          11.214416939765215,
          11.548275011591613,
          11.977287009358406,
          11.793495970778167,
          11.00214698817581,
          8.674644981510937,
          10.009730933234096,
          9.572662995196879,
          11.391620035283267,
          11.372414068318903,
          10.103104053996503,
          8.904790040105581,
          11.466626077890396,
          10.670228977687657,
          10.882125003263354,
          9.784207097254694,
          11.316730058752,
          10.007814969867468,
          12.568144011311233,
          9.226044989190996,
          9.291165973991156,
          11.487287003546953,
          10.801339987665415,
          14.82204394415021,
          19.93520511314273,
          10.684584034606814,
          8.613197947852314,
          8.664585999213159,
          11.5947260055691,
          10.93311293516308,
          10.568312020041049,
          11.29565795417875,
          19.274306017905474,
          10.483276098966599,
          11.769925011321902,
          12.314149993471801,
          10.553920990787446,
          13.449715101160109,
          11.544913984835148,
          10.691283037886024,
          9.858213015832007,
          8.7756720604375,
          9.0964239789173,
          8.993331925012171,
          10.467236046679318,
          9.965069009922445,
          9.999800007790327,
          12.06954603549093,
          11.953835026361048,
          11.61382906138897,
          12.389131938107312,
          10.877802968025208,
          10.430056951008737,
          9.032086003571749,
          10.632710065692663,
          10.513711022213101,
          10.459548910148442,
          11.805300018750131,
          11.106864083558321,
          11.610809015110135,
          13.94945802167058,
          11.080967960879207,
          10.542224976234138,
          9.77265799883753,
          8.51407297886908,
          10.595047031529248,
          10.601532063446939,
          11.04532997123897,
          11.0262930393219,
          11.688151978887618,
          9.84185398556292,
          11.909564025700092,
          10.827302001416683,
          11.59998495131731,
          12.573888059705496,
          12.076799990609288,
          8.901093970052898,
          14.320838963612914,
          10.00944001134485,
          11.340262019075453,
          10.257076937705278,
          11.697522015310824,
          10.676451958715916,
          9.909871965646744,
          10.181450983509421,
          9.0504219988361,
          12.459518969990313,
          9.992962935939431,
          9.045596001669765,
          9.869629982858896,
          9.725137962959707,
          9.681266034021974,
          9.226259076967835,
          8.831714978441596,
          9.596832911483943,
          9.574729017913342,
          10.047735995613039,
          11.013134033419192,
          9.795416961424053,
          8.696272037923336,
          11.770711047574878,
          11.574152973480523,
          11.234411969780922,
          11.791403056122363,
          11.704240925610065,
          11.878435034304857,
          11.418379028327763,
          11.969443992711604,
          9.309891960583627,
          11.24959799926728,
          11.525431997142732,
          8.876716950908303,
          10.146350017748773,
          9.694423992186785,
          8.484680904075503,
          10.093134013004601,
          10.602856986224651,
          10.41808701120317,
          10.92438492923975,
          9.145615971647203,
          10.02362696453929,
          10.4571069823578,
          9.488234063610435,
          9.688620106317103,
          10.427933069877326,
          9.725327021442354,
          8.936794009059668,
          9.737469023093581,
          12.012417078949511,
          11.991273961029947,
          11.498944950290024,
          13.951013912446797,
          15.15123003628105,
          14.120748033747077,
          11.685438104905188,
          12.183137005195022,
          10.381856001913548,
          9.937723050825298,
          11.398882023058832,
          9.101978968828917,
          10.37544896826148,
          9.919069008901715,
          10.956100071780384,
          9.922724915668368,
          9.495920035988092,
          10.511226952075958,
          8.858929970301688,
          10.36741305142641,
          9.778520092368126,
          9.582028957083821,
          9.998142952099442,
          8.758991956710815,
          9.065759018994868,
          13.763430994004011,
          12.791626970283687,
          11.549276998266578,
          12.290340033359826,
          13.283114996738732,
          9.147683042101562,
          10.410827002488077,
          13.107978971675038,
          12.207522988319397,
          11.883761966601014,
          11.126371915452182,
          10.428178939037025,
          9.882665937766433,
          11.92516798619181,
          10.235312045551836,
          9.458648972213268,
          10.684747016057372,
          11.405066004954278,
          10.476893046870828,
          7.8956830548122525,
          9.272240102291107,
          9.977443027310073,
          11.567150941118598,
          11.544949025847018,
          10.9159080311656,
          9.16403706651181,
          7.806533947587013,
          8.15790705382824,
          9.13495197892189,
          12.400672072544694,
          10.586024960502982,
          7.021780009381473,
          8.791540982201695,
          8.685454027727246,
          7.500848034396768,
          8.576944004744291,
          8.941182983107865,
          7.674869033508003,
          8.131998940370977,
          8.765463018789887,
          8.308407966978848,
          7.707600016146898,
          8.665406028740108,
          8.351719938218594,
          8.622625027783215,
          8.270276943221688,
          8.493094937875867,
          8.262087008915842,
          9.783639921806753,
          14.988265931606293,
          14.779558987356722,
          13.74727999791503,
          13.07932601775974,
          11.368514969944954,
          12.077347957529128,
          10.472087073139846,
          10.019909008406103,
          12.196945026516914,
          9.514853009022772,
          11.776330997236073,
          10.550939943641424,
          12.85514491610229,
          10.012696031481028,
          10.39776997640729,
          9.656953974626958,
          10.378009057603776,
          10.901979985646904,
          10.1151829585433,
          10.673993034288287,
          11.432230938225985,
          11.971928062848747,
          12.182911043055356,
          10.114197968505323,
          11.198168969713151,
          10.309314937330782,
          10.321720968931913,
          11.402703006751835,
          10.85835206322372,
          13.635493931360543,
          12.160101905465126,
          12.527532991953194,
          12.38900306634605,
          9.617867995984852,
          9.75428195670247,
          10.057725012302399,
          9.593801922164857,
          9.364761994220316,
          9.39439598005265,
          10.459462995640934,
          10.124517022632062,
          11.409266968257725,
          11.272835079580545,
          7.7631850726902485,
          11.027488042600453,
          9.099488030187786,
          12.718513957224786,
          13.1837670924142,
          11.506695998832583,
          11.543810949660838,
          10.397753911092877,
          13.975188951008022,
          11.239579995162785,
          9.953244007192552,
          9.969517006538808,
          9.439112967811525,
          10.597454034723341,
          10.739329038187861,
          9.836799930781126,
          11.061216937378049,
          11.825907975435257,
          8.927599061280489,
          11.565514956600964,
          11.833883007057011,
          10.81272296141833,
          9.84757300466299,
          8.82246799301356,
          9.749632910825312,
          9.999123984016478,
          13.23304302059114,
          13.239272986538708,
          13.673297013156116,
          11.984838056378067,
          11.79250399582088,
          11.717448011040688,
          12.672448996454477,
          12.417000951245427,
          10.15244796872139,
          9.957857080735266,
          9.147798991762102,
          9.178781067021191,
          9.659282979555428,
          8.905967930331826,
          9.170296951197088,
          9.300914010964334,
          10.686113964766264,
          9.923732024617493,
          11.523238033987582,
          11.031675967387855,
          9.5420639263466,
          8.843568968586624,
          9.356525959447026,
          8.712922921404243,
          8.92517901957035,
          8.930610958486795,
          9.857508004643023,
          12.004241929389536,
          10.702266008593142,
          13.60973296687007,
          12.081863009370863,
          12.265093042515218,
          10.884796967729926,
          14.544359990395606,
          13.094924972392619,
          11.45986607298255,
          12.351915007457137,
          13.127048965543509,
          10.404343018308282,
          10.704849963076413,
          9.800861007533967,
          12.334014056250453,
          10.571875027380884,
          9.504709974862635,
          10.1690290030092,
          10.119467042386532,
          9.155223029665649,
          10.856893029995263,
          11.376763926818967,
          9.748846059665084,
          9.388539008796215,
          9.929292020387948,
          9.857041062787175,
          9.837322984822094,
          9.368559927679598,
          9.534234995953739,
          12.563648982904851,
          13.210878008976579,
          12.501575984060764,
          10.106361005455256,
          8.828279096633196,
          10.061609093099833,
          9.396611014381051,
          13.402212061919272,
          11.995926033705473,
          10.898326057940722,
          12.658811057917774,
          11.221189983189106,
          11.433499050326645,
          12.276639929041266,
          11.119781993329525,
          10.445734020322561,
          9.292550035752356,
          10.297297034412622,
          9.671487961895764,
          9.274130105040967,
          8.921460015699267,
          9.24589205533266,
          9.940390009433031,
          9.355089045129716,
          8.778924937359989,
          9.740859968587756,
          12.029318953864276,
          9.770430042408407,
          9.765506023541093,
          8.48786998540163,
          8.11412394978106,
          8.200821001082659,
          7.151467027142644,
          8.36395495571196,
          8.333973004482687,
          8.144125924445689,
          8.162384969182312,
          8.349878014996648,
          8.495748043060303,
          8.643190027214587,
          8.435791009105742,
          9.639760944992304,
          8.772638975642622,
          7.309651933610439,
          8.346793008968234,
          7.967309909872711,
          7.930635940283537,
          8.225293946452439,
          6.977883982472122,
          8.300322922877967,
          8.403957937844098,
          7.712443941272795,
          8.37022508494556,
          7.95043190009892,
          7.568259024992585,
          7.705575088039041,
          8.395469980314374,
          6.523475982248783,
          8.593332022428513,
          8.141472004354,
          7.3320199735462666,
          7.812964962795377,
          9.494161000475287,
          20.21424798294902,
          13.110792962834239,
          12.49172689858824,
          9.802414919249713,
          9.360260097309947,
          10.156371048651636,
          9.5861810259521,
          9.144403040409088,
          14.128620969131589,
          9.46413492783904,
          11.147925048135221,
          10.085067944601178,
          10.153561015613377,
          9.437319007702172,
          8.613570942543447,
          8.556297048926353,
          12.101378059014678,
          10.170683963224292,
          7.931654923595488,
          10.577174019999802,
          10.079642990604043,
          10.202040080912411,
          10.999073972925544,
          12.340795947238803,
          8.67250596638769,
          9.143451927229762,
          9.937211056239903,
          8.121885941363871,
          8.604182046838105,
          9.668539045378566,
          8.762930985540152,
          9.332495974376798,
          10.839159018360078,
          10.28336794115603,
          12.396048987284303,
          11.68431993573904,
          8.930382085964084,
          8.883873000741005,
          9.449996054172516,
          9.254635078832507,
          8.967214031144977,
          10.119223035871983,
          9.331611916422844,
          9.14910004939884,
          9.891271009109914,
          10.566674056462944,
          11.016626027412713,
          11.970452964305878,
          11.529813054949045,
          8.802335010841489,
          10.47670899424702,
          12.031989987008274,
          11.110072024166584,
          12.23074400331825,
          10.972110088914633,
          14.22919100150466,
          11.448794975876808,
          10.72716899216175,
          9.914159076288342,
          9.898182936012745,
          9.617506992071867,
          10.023977025412023,
          10.098514962010086,
          10.973891010507941,
          9.159801993519068,
          9.87160298973322,
          9.086542995646596,
          8.544296026229858,
          10.513740940950811,
          9.030927903950214,
          9.914229973219335,
          9.576166979968548,
          10.437656077556312,
          10.23589598480612,
          11.969906045123935,
          11.528662987984717,
          11.547047994099557,
          13.089458923786879,
          11.014137067832053,
          11.860347003675997,
          10.478366049937904,
          10.694680968299508,
          8.523750002495944,
          10.456817923113704,
          10.301686939783394,
          10.88242104742676,
          9.530815994367003,
          11.305773979984224,
          8.738133939914405,
          8.252649917267263,
          10.91774005908519,
          9.524540975689888,
          8.667332003824413,
          9.229035931639373,
          9.123891009949148,
          9.415053995326161,
          9.252764051780105,
          10.01122104935348,
          8.782892022281885,
          8.613002020865679,
          9.571125963702798,
          9.589495020918548,
          11.590851005166769,
          10.866677039302886,
          11.512880912050605,
          12.043321039527655,
          12.234512949362397,
          11.968737933784723,
          10.366200003772974,
          12.20240001566708,
          11.619634926319122,
          8.900366025045514,
          11.505512986332178,
          9.327596984803677,
          10.226118029095232,
          10.65167598426342,
          9.723427938297391,
          9.305252926424146,
          10.263976990245283,
          10.046598967164755,
          8.57562106102705,
          9.207022958435118,
          10.484711034223437,
          14.095354010351002,
          10.115873999893665,
          12.274287990294397,
          11.863102088682353,
          12.28502206504345,
          12.39850395359099,
          12.201808043755591,
          11.515021091327071,
          11.382899014279246,
          11.942884069867432,
          11.685949983075261,
          12.128186994232237,
          9.707778925076127,
          10.197568917647004,
          9.590071975253522,
          10.694153024815023,
          9.685440105386078,
          10.725741973146796,
          9.216899052262306,
          9.108430007472634,
          11.513108969666064,
          10.418728925287724,
          9.418789995834231,
          7.953602937050164,
          8.761936915107071,
          11.635384056717157,
          11.563240899704397,
          11.098269023932517,
          9.502577944658697,
          8.385022985748947,
          8.862067013978958,
          7.676020031794906,
          9.90449299570173,
          8.089869981631637,
          8.484859019517899,
          8.843378978781402,
          9.236723999492824,
          8.220514981076121,
          9.41588100977242,
          8.60465900041163,
          9.113308973610401,
          8.149326080456376,
          7.999792927876115,
          7.4566679541021585,
          7.917670998722315,
          7.559677003882825,
          7.672940962947905,
          9.88867599517107,
          18.4538810281083,
          15.767773962579668,
          10.43910498265177,
          11.470839031971991,
          9.333741967566311,
          10.108203976415098,
          10.232005966827273,
          9.807518101297319,
          9.558029007166624,
          9.516427060589194,
          11.380003998056054,
          8.687780005857348,
          10.39339997805655,
          12.042559101246297,
          12.652881094254553,
          9.20849503017962,
          9.066759026609361,
          9.880012948997319,
          9.178652078844607,
          8.765583042986691,
          9.109769016504288,
          9.082845994271338,
          9.327742038294673,
          10.30251500196755,
          9.53614094760269,
          11.396851972676814,
          10.683237109333277,
          8.976079989224672,
          10.466926032677293,
          8.972606039606035,
          9.785159025341272,
          8.889654069207609,
          10.585982003249228,
          9.54766699578613,
          9.387684054672718,
          9.521367028355598,
          9.36108489986509,
          8.152298047207296,
          8.541482035070658,
          9.669141960330307,
          9.171409998089075,
          9.627994964830577,
          11.15647004917264,
          11.634179973043501,
          11.274282005615532,
          8.796950103715062,
          9.758352069184184,
          9.634573012590408,
          8.130467962473631,
          8.32178199198097,
          9.223753935657442,
          9.141840040683746,
          9.137516026385128,
          9.849464055150747,
          9.328924003057182,
          9.498054045252502,
          8.561705937609076,
          8.952105999924242,
          11.717107961885631,
          9.734997060149908,
          12.208231957629323,
          9.324803948402405,
          11.161186033859849,
          11.771474033594131,
          11.021207086741924,
          13.108826940879226,
          8.947917958721519,
          9.883731021545827,
          13.276337995193899,
          10.344056063331664,
          10.622944915667176,
          10.298717999830842,
          9.661191958002746,
          9.496727026998997,
          10.055272956378758,
          9.930902975611389,
          8.425962994806468,
          9.75233200006187,
          10.503475088626146,
          9.988946025259793,
          8.25633795466274,
          9.673112072050571,
          9.939895942807198,
          8.258669986389577,
          9.110499988310039,
          12.65038107521832,
          9.98609303496778,
          11.160008027218282,
          11.978531954810023,
          11.225859052501619,
          8.301123976707458,
          9.837030083872378,
          11.090796091593802,
          10.685257031582296,
          12.117015896365047,
          11.558399070054293,
          9.54641995485872,
          10.852595907635987,
          11.40121091157198,
          11.964360950514674,
          10.013115010224283,
          8.628292009234428,
          10.143827996216714,
          9.812060045078397,
          10.493756039068103,
          10.509982006624341,
          9.141791961155832,
          9.003772982396185,
          10.468650027178228,
          9.853239986114204,
          11.21212006546557,
          11.567612993530929,
          12.477851007133722,
          13.078724965453148,
          13.533825054764748,
          10.544640012085438,
          12.12472899351269,
          11.751686921343207,
          8.6479049641639,
          10.584163013845682,
          10.226862970739603,
          10.405841981992126,
          11.630189954303205,
          10.527739999815822,
          9.202533052302897,
          9.268688037991524,
          9.482124936766922,
          9.905725019052625,
          9.325132006779313,
          9.8491869866848,
          8.93943605478853,
          9.66718711424619,
          10.2261210558936,
          13.124597957357764,
          12.58043700363487,
          10.707824025303125,
          11.439137975685298,
          11.670284089632332,
          11.266938992775977,
          12.577223009429872,
          11.22921402566135,
          10.804841993376613,
          10.323691996745765,
          9.642953984439373,
          10.00586908776313,
          9.998515015468001,
          10.818121954798698,
          9.583048056811094,
          8.807199075818062,
          9.85840696375817,
          9.958064067177474,
          8.907453971914947,
          9.32253198698163,
          9.43115504924208,
          9.760882938280702,
          13.310236972756684,
          10.759845026768744,
          9.848445071838796,
          7.550118025392294,
          7.780664949677885,
          6.691194954328239,
          8.423096965998411,
          8.136527030728757,
          7.578584016300738,
          8.18876491393894,
          8.004955016076565,
          8.59516195487231,
          8.458444965071976,
          9.129407000727952,
          8.098750957287848,
          9.938008966855705,
          8.763835998252034,
          8.150744950398803,
          8.270452031865716,
          7.892883033491671,
          7.521384046413004,
          7.9477219842374325,
          8.059522951953113,
          7.798600010573864,
          8.240507915616035,
          9.05100698582828,
          10.036822059191763,
          9.02315799612552,
          12.904510949738324,
          19.246285082772374,
          15.500548062846065,
          13.121901080012321,
          8.811587933450937,
          10.572723927907646,
          9.758310043253005,
          9.795467951335013,
          9.62409796193242,
          9.918353985995054,
          11.67015393730253,
          12.24577403627336,
          12.62112206313759,
          11.27658097539097,
          11.524547939188778,
          8.876336039975286,
          10.765771032311022,
          10.458955075591803,
          9.528208058327436,
          9.079121984541416,
          9.946627076715231,
          10.478048003278673,
          10.78356895595789,
          12.05090805888176,
          11.666498961858451,
          13.248650007881224,
          10.451007983647287,
          9.047845029272139,
          10.214269976131618,
          8.603097987361252,
          7.972610997967422,
          8.698352961800992,
          9.273745934478939,
          9.165695053525269,
          9.950203006155789,
          11.699352995492518,
          9.531173971481621,
          10.720941005274653,
          10.994562995620072,
          10.300218942575157,
          12.483563041314483,
          9.727885015308857,
          9.316858020611107,
          9.973585954867303,
          8.501750999130309,
          7.6284249080345035,
          8.584261988289654,
          8.824982913210988,
          11.301877093501389,
          10.299199027940631,
          9.135836968198419,
          10.397534933872521,
          10.460259043611586,
          10.803209035657346,
          10.469233966432512,
          8.377474965527654,
          11.1179439118132,
          12.523245997726917,
          8.652226999402046,
          11.02634402923286,
          12.989428010769188,
          11.209593969397247,
          12.005332973785698,
          11.354214046150446,
          11.00175897590816,
          9.698005043901503,
          9.132463950663805,
          9.31857991963625,
          9.931958047673106,
          8.874549996107817,
          9.458919987082481,
          9.697974077425897,
          9.700429043732584,
          8.368360111489892,
          9.540681028738618,
          10.116899968124926,
          8.009402081370354,
          9.722442016936839,
          10.583805968053639,
          11.042174999602139,
          9.271304006688297,
          10.898220003582537,
          11.612748028710485,
          12.273428961634636,
          11.495682992972434,
          12.868068995885551
        ],
        "checksum": "18461",
        "output_hash": "06a9552e206d5d48",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      }
    },
    {
      "id": "python:numba-parallel/sparse-skew/16",
      "language": "python",
      "backend": "numba-parallel",
      "workers": 16,
      "workload": "sparse-skew",
      "rows": 131072,
      "cols": 131072,
      "nnz_per_row": 64,
      "warm_ms": {
        "median": 20.70378593634814,
        "q1": 19.257463718531653,
        "q3": 22.751207259716466,
        "min": 16.9691740302369,
        "max": 43.20918093435466,
        "p95": 27.62383274966851,
        "p99": 34.95091981603769,
        "count": 466
      },
      "first_ms": {
        "median": 839.667865075171,
        "q1": 839.667865075171,
        "q3": 839.667865075171,
        "min": 839.667865075171,
        "max": 839.667865075171,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "setup_ms": {
        "median": 2884.7538270056248,
        "q1": 2884.7538270056248,
        "q3": 2884.7538270056248,
        "min": 2884.7538270056248,
        "max": 2884.7538270056248,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "process_wall_ms": {
        "median": 14216.040988918394,
        "q1": 14216.040988918394,
        "q3": 14216.040988918394,
        "min": 14216.040988918394,
        "max": 14216.040988918394,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "peak_tree_pss_mib": 239.4580078125,
      "max_processes": 1,
      "throughput_calls_per_second": {
        "median": 46.50986218012826,
        "q1": 46.50986218012826,
        "q3": 46.50986218012826,
        "min": 46.50986218012826,
        "max": 46.50986218012826,
        "p95": null,
        "p99": null,
        "count": 1
      },
      "measurement_details": {
        "backend": "numba-parallel",
        "language": "python",
        "workers": 16,
        "workload": "sparse-skew",
        "rows": 131072,
        "cols": 131072,
        "nnz_per_row": 64,
        "nnz": 8388608,
        "repeats": 5,
        "setup_ms": 2884.7538270056248,
        "first_ms": 839.667865075171,
        "stress_seconds_requested": 10.0,
        "elapsed_warm_ms": 10019.380367011763,
        "iterations": 466,
        "validation_scope": "first,last",
        "samples_ms": [
          18.17685307469219,
          18.53986398782581,
          18.982386915013194,
          23.198027978651226,
          23.326026974245906,
          22.676842054352164,
          22.89028000086546,
          21.96511102374643,
          20.789740956388414,
          21.329879062250257,
          19.117389107123017,
          17.6333449780941,
          18.225362990051508,
          18.45077599864453,
          23.49017292726785,
          27.66248001717031,
          23.070735973306,
          24.695904925465584,
          21.180889918468893,
          20.342965028248727,
          19.891649950295687,
          20.522917970083654,
          19.210599013604224,
          19.13397596217692,
          22.38192001823336,
          37.798325065523386,
          23.482379037886858,
          21.06719696894288,
          22.08339690696448,
          22.16386201325804,
          21.965630003251135,
          19.369291956536472,
          21.133819012902677,
          20.018378971144557,
          21.611319039948285,
          22.25773804821074,
          22.31558703351766,
          18.89190194196999,
          19.23643599729985,
          20.71238891221583,
          22.76401303242892,
          19.79508006479591,
          18.742209998890758,
          17.875836929306388,
          19.168155966326594,
          20.98495594691485,
          21.25609398353845,
          22.549421060830355,
          23.779485025443137,
          21.24153496697545,
          21.241297014057636,
          19.310744013637304,
          19.853857927955687,
          17.835579928942025,
          19.867683993652463,
          19.50557401869446,
          18.021655967459083,
          19.685924984514713,
          28.14120100811124,
          25.855342973954976,
          23.961885017342865,
          19.473641994409263,
          19.758866052143276,
          20.06383507978171,
          20.446478971280158,
          19.028014969080687,
          17.133828019723296,
          18.998475978150964,
          23.042213986627758,
          25.428872904740274,
          22.669266094453633,
          25.98011400550604,
          19.989010994322598,
          19.581625005230308,
          19.003247027285397,
          19.025605986826122,
          20.08206897880882,
          18.480942002497613,
          20.66759706940502,
          24.034930975176394,
          23.56526197399944,
          22.553624003194273,
          24.068307015113533,
          19.589154049754143,
          21.344469976611435,
          20.157936960458755,
          19.341140054166317,
          19.278059946373105,
          22.20500400289893,
          29.049791977740824,
          32.260832958854735,
          19.878406077623367,
          21.441692020744085,
          22.164516034536064,
          23.681470076553524,
          19.93202301673591,
          19.73219495266676,
          19.693518057465553,
          20.434356993064284,
          23.651433060877025,
          20.286808954551816,
          19.59802396595478,
          19.364953972399235,
          18.987483927048743,
          21.919516031630337,
          22.124047041870654,
          19.196921959519386,
          18.649001023732126,
          19.58794705569744,
          18.415287020616233,
          20.844451966695487,
          21.1933950195089,
          23.947871988639235,
          22.491817944683135,
          30.829741968773305,
          23.777328082360327,
          19.6789720794186,
          18.301795003935695,
          17.67093106172979,
          18.095748033374548,
          18.760493956506252,
          17.59914995636791,
          24.35702201910317,
          24.49384005740285,
          22.05455396324396,
          22.48624200001359,
          19.73863400053233,
          20.33913100603968,
          18.282857025042176,
          18.024660064838827,
          19.09093395806849,
          18.00290506798774,
          19.382874947041273,
          27.791275992058218,
          24.13014101330191,
          22.9983200551942,
          22.457699989899993,
          18.690634984523058,
          21.993317059241235,
          20.279124029912055,
          19.87065002322197,
          17.43772905319929,
          18.70866701938212,
          22.50454807654023,
          23.81111599970609,
          22.46116998139769,
          23.86959793511778,
          21.141545032151043,
          20.91507299337536,
          19.29988502524793,
          19.221946015022695,
          18.66079308092594,
          19.5988689083606,
          22.712789941579103,
          37.133289966732264,
          22.263275110162795,
          20.20045998506248,
          20.960130961611867,
          22.603988996706903,
          22.043514996767044,
          20.00971103552729,
          18.958813976496458,
          20.26667003519833,
          21.691666916012764,
          23.846876923926175,
          22.24664099048823,
          19.479667069390416,
          19.503110088407993,
          19.9773219646886,
          22.239184007048607,
          20.820179022848606,
          18.665404058992863,
          19.025955931283534,
          17.993440967984498,
          20.374796935357153,
          21.442095981910825,
          23.063511005602777,
          21.154714981094003,
          23.447583080269396,
          20.75596700888127,
          21.041227970272303,
          19.2330339923501,
          20.02958790399134,
          17.02408108394593,
          18.839058931916952,
          18.587413942441344,
          20.87348303757608,
          24.444743059575558,
          23.95290893036872,
          24.08112899865955,
          20.63301100861281,
          20.561213023029268,
          20.08573105558753,
          18.488872912712395,
          17.227525007911026,
          19.421509001404047,
          20.13202605303377,
          21.953635034151375,
          24.37643799930811,
          23.661882034502923,
          22.921380936168134,
          21.14112803246826,
          20.811932045035064,
          18.988133990205824,
          18.480761907994747,
          18.468167050741613,
          19.17719398625195,
          22.323000011965632,
          25.332975084893405,
          23.98248401004821,
          25.220745941624045,
          19.84102197457105,
          20.103649934753776,
          18.902317038737237,
          19.61795601528138,
          19.000309985131025,
          20.79280896577984,
          22.926021018065512,
          36.42861102707684,
          22.921236930415034,
          19.703138968907297,
          21.085849031805992,
          21.890828968025744,
          22.20943896099925,
          20.07254201453179,
          19.579523941501975,
          19.33303603436798,
          21.456949994899333,
          24.25077697262168,
          19.809685996733606,
          17.938429955393076,
          18.80180893931538,
          20.552885020151734,
          22.090974962338805,
          21.043598069809377,
          19.85280797816813,
          18.529350985772908,
          19.033471937291324,
          19.696490024216473,
          22.245657979510725,
          21.661514998413622,
          22.31722790747881,
          20.740078995004296,
          23.575197090394795,
          21.138921030797064,
          19.6658339118585,
          17.454495071433485,
          18.97384994663298,
          18.81769800093025,
          17.05705700442195,
          19.2539639538154,
          23.237741901539266,
          24.68923688866198,
          22.44918094947934,
          23.694740026257932,
          19.577063038013875,
          19.78014607448131,
          19.157462054863572,
          19.18615004979074,
          19.019454950466752,
          18.34770105779171,
          18.716381979174912,
          25.58231691364199,
          24.49304796755314,
          22.405597032047808,
          22.858422016724944,
          20.093178958632052,
          19.661516998894513,
          18.922041985206306,
          18.54332908987999,
          18.263995996676385,
          18.60029308591038,
          22.674449952319264,
          24.0223080618307,
          23.709926987066865,
          23.902855929918587,
          20.92264499515295,
          22.646843921393156,
          20.40701499208808,
          18.725809990428388,
          19.035660079680383,
          21.355462027713656,
          26.36907307896763,
          40.603538043797016,
          28.05101196281612,
          20.056815003044903,
          21.843004040420055,
          20.551006076857448,
          21.402561105787754,
          20.69518296048045,
          19.10652802325785,
          19.729465944692492,
          21.622032043524086,
          22.531273076310754,
          18.700107000768185,
          18.438235973007977,
          19.36990802641958,
          19.73574608564377,
          21.40976209193468,
          21.91744197625667,
          22.66613009851426,
          21.542176022194326,
          19.738776958547533,
          21.220293012447655,
          22.51515502575785,
          24.01723898947239,
          24.900221033021808,
          23.892366094514728,
          19.453018088825047,
          18.935999018140137,
          18.737912992946804,
          18.386672949418426,
          18.61218991689384,
          18.697140039876103,
          17.514958046376705,
          18.559644930064678,
          24.151333956979215,
          23.562385933473706,
          21.70696493703872,
          22.861295961774886,
          19.917275058105588,
          20.79443505499512,
          19.03122488874942,
          18.84285593405366,
          20.37308202125132,
          20.42116702068597,
          20.5160389887169,
          24.590631015598774,
          24.17286392301321,
          24.278008029796183,
          21.990288980305195,
          21.10800996888429,
          19.876492908224463,
          18.45766301266849,
          19.653827999718487,
          18.45942798536271,
          17.821575049310923,
          28.581951977685094,
          26.699961978010833,
          23.29783304594457,
          21.920298924669623,
          20.587690989486873,
          19.482810981571674,
          19.171507912687957,
          19.26796301268041,
          19.236822030507028,
          22.020574077032506,
          29.773930087685585,
          33.718191902153194,
          20.566122024320066,
          20.39206598419696,
          21.32420998532325,
          24.05800495762378,
          19.113602000288665,
          19.24689090810716,
          19.998094998300076,
          21.856535924598575,
          22.818046039901674,
          18.259954056702554,
          19.402098027057946,
          19.73169995471835,
          19.203805015422404,
          21.122890058904886,
          22.289411979727447,
          20.939226960763335,
          18.666894058696926,
          19.570984062738717,
          20.731383003294468,
          22.038800991140306,
          20.948651945218444,
          23.239384056068957,
          21.69562503695488,
          21.372442948631942,
          18.60843796748668,
          18.773258896544576,
          18.90309201553464,
          17.978074960410595,
          19.022959982976317,
          18.91184295527637,
          17.53911399282515,
          21.499957074411213,
          25.08087595924735,
          22.85373699851334,
          23.122834973037243,
          22.029440966434777,
          20.90632391627878,
          19.927338929846883,
          20.363118033856153,
          16.9691740302369,
          19.820096902549267,
          20.585337071679533,
          23.133976967073977,
          24.005459039472044,
          23.415457922965288,
          26.999808032996953,
          21.224068012088537,
          20.134874968789518,
          20.0084219686687,
          18.62297800835222,
          18.328795908018947,
          18.432749900966883,
          18.512440961785614,
          33.4544840734452,
          31.316361972130835,
          29.688879963941872,
          29.471251997165382,
          29.61885998956859,
          30.146781005896628,
          29.84167297836393,
          34.15523993317038,
          31.33609308861196,
          43.20918093435466,
          25.927684037014842,
          22.297756979241967,
          23.74580001924187,
          24.790848954580724,
          19.18027305509895,
          20.404242910444736,
          22.40290294867009,
          22.82929897774011,
          19.964755047112703,
          19.600817002356052,
          20.10959293693304,
          24.908569059334695,
          20.456922939047217,
          19.367826054804027,
          20.203661057166755,
          20.072499057278037,
          22.469170042313635,
          22.242192993871868,
          23.595185950398445,
          23.54555600322783,
          21.07815898489207,
          19.651998998597264,
          20.037763053551316,
          18.375248997472227,
          17.80439796857536,
          18.827398074790835,
          19.899112987332046,
          25.056688929907978,
          24.59462604019791,
          22.139440989121795,
          23.30060303211212,
          20.371841033920646,
          20.876490976661444,
          19.318086910061538,
          19.211997976526618,
          18.23082601185888,
          18.6015369836241,
          23.03172298707068,
          26.245779008604586,
          21.194519940763712,
          23.85535801295191,
          20.804634084925056,
          20.671000005677342,
          19.368411041796207,
          19.3618000485003,
          19.692954025231302,
          20.76460001990199,
          25.96633299253881,
          23.939033038914204,
          27.507890947163105,
          24.954515974968672,
          22.189976065419614,
          25.857240078039467,
          26.77894791122526
        ],
        "checksum": "-6710",
        "output_hash": "a6de5c397eaf04f7",
        "validated": true,
        "python": "3.12.3",
        "versions": {
          "numpy": "2.2.6",
          "numba": "0.61.2"
        },
        "python_implementation": "CPython",
        "python_compiler": "GCC 13.3.0",
        "python_full": "3.12.3 (main, Aug 31 2026, 10:18:26) [GCC 13.3.0]",
        "implementation": "Numba fused row loops; fastmath=False",
        "partition": "equal contiguous rows",
        "logical_data_bytes": 103809032,
        "storage": {
          "values": {
            "dtype": "float64",
            "bytes": 67108864
          },
          "x": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "output": {
            "dtype": "float64",
            "bytes": 1048576
          },
          "indptr": {
            "dtype": "uint64",
            "bytes": 1048584
          },
          "indices": {
            "dtype": "uint32",
            "bytes": 33554432
          },
          "shard_row_pointer_bytes": 0
        },
        "threading_layer": "omp",
        "numba_threads": 16,
        "threadpool_runtimes": [
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.29",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "blas",
            "internal_api": "openblas",
            "num_threads": 1,
            "prefix": "libscipy_openblas",
            "version": "0.3.28",
            "threading_layer": "pthreads",
            "architecture": "Haswell"
          },
          {
            "user_api": "openmp",
            "internal_api": "openmp",
            "num_threads": 16,
            "prefix": "libgomp",
            "version": null
          }
        ]
      }
    }
  ]
}