{
  "returncode": 0,
  "stdout": "kernel_pcg.py:classify at 3.40% error: 15 timed calls, each in a fresh process\n  NVIDIA A100 80GB PCIe, torch 2.12.0+cu130, sandbox on\n  call  1/15: 32.459 ms, scorer's clock 33.501 ms\n  call  2/15: 32.415 ms, scorer's clock 36.269 ms\n  call  3/15: 32.360 ms, scorer's clock 33.292 ms\n  call  4/15: 37.966 ms, scorer's clock 49.521 ms\n  call  5/15: 32.566 ms, scorer's clock 33.728 ms\n  call  6/15: 32.321 ms, scorer's clock 33.795 ms\n  call  7/15: 32.435 ms, scorer's clock 37.028 ms\n  call  8/15: 32.344 ms, scorer's clock 32.987 ms\n  call  9/15: 32.342 ms, scorer's clock 36.544 ms\n  call 10/15: 32.432 ms, scorer's clock 34.245 ms\n  call 11/15: 32.404 ms, scorer's clock 33.776 ms\n  call 12/15: 32.430 ms, scorer's clock 36.374 ms\n  call 13/15: 32.365 ms, scorer's clock 41.595 ms\n  call 14/15: 32.365 ms, scorer's clock 33.266 ms\n  call 15/15: 32.313 ms, scorer's clock 36.631 ms\nMNIST 96.98% (106,679/110,000), 35.509 ms/call; hold-out (fashion) 88.02%, 37.000 ms/call (floored by the scorer's clock); score 37.000 ms\nenergy: one more fresh process runs the method back to back on fresh MNIST draws for 20 s, between idle windows in which it is frozen\n  NVIDIA A100 80GB PCIe: idle 76.2 W with the method frozen; telemetry reference 18.1 TFLOP/s at 7.93 J/TFLOP above idle (a healthy NVIDIA A100 80GB PCIe reads 6-11)\n  the round trip alone: 20.7 mJ per call over 2,944 empty calls, subtracted\n  the method: 517 calls in 20.0 s, MNIST 97.04%, 32.654 ms per call, 276.0 W on average\nenergy 7725.035 mJ per call above idle\n",
  "stderr": "",
  "index": 2,
  "method": "ours",
  "started_utc": "2026-09-29T23:50:06.045275+00:00",
  "finished_utc": "2026-09-29T23:53:07.899098+00:00",
  "before": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 40.0,
    "sm_clock_mhz": 1410.0
  },
  "after": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 45.0,
    "sm_clock_mhz": 1410.0
  },
  "scorer_sha256": "1bc6d8d96a776565bc70f3ccdb91be7de57187d4495b2b0437fac98f5e120064",
  "source_sha256": "fc0ddef0d3dba8f00fc44f9cd576548c2a5184c5cb88741767d33d6f10b38012",
  "record": {
    "version": "mnist-a100/1.2.0 (protections of sutro-mnist-medium/3.0.0, tightened; energy column)",
    "file": "kernel_pcg.py",
    "function": "classify",
    "source_sha256": "fc0ddef0d3dba8f00fc44f9cd576548c2a5184c5cb88741767d33d6f10b38012",
    "band_bp": 340,
    "sandboxed": true,
    "holdout": "fashion",
    "device": "NVIDIA A100 80GB PCIe",
    "torch": "2.12.0+cu130",
    "calls": [
      {
        "dataset": "mnist",
        "ms": 32.4587516784668,
        "parent_ms": 36.174917000010964,
        "correct": 9693,
        "total": 10000,
        "overhead_ms": 2.6736335013840744
      },
      {
        "dataset": "mnist",
        "ms": 32.41471862792969,
        "parent_ms": 38.800316000020985,
        "correct": 9693,
        "total": 10000,
        "overhead_ms": 2.5311745016203986
      },
      {
        "dataset": "mnist",
        "ms": 32.36044692993164,
        "parent_ms": 35.77226799998812,
        "correct": 9728,
        "total": 10000,
        "overhead_ms": 2.4798504993945016
      },
      {
        "dataset": "mnist",
        "ms": 37.965824127197266,
        "parent_ms": 53.05043199999204,
        "correct": 9695,
        "total": 10000,
        "overhead_ms": 3.52949750067728
      },
      {
        "dataset": "mnist",
        "ms": 32.5662727355957,
        "parent_ms": 36.329127000016115,
        "correct": 9686,
        "total": 10000,
        "overhead_ms": 2.600832999467457
      },
      {
        "dataset": "fashion",
        "ms": 32.32051086425781,
        "parent_ms": 36.39953199999013,
        "correct": 8806,
        "total": 10000,
        "overhead_ms": 2.6047055009853466
      },
      {
        "dataset": "fashion",
        "ms": 32.43519973754883,
        "parent_ms": 39.66233599999214,
        "correct": 8806,
        "total": 10000,
        "overhead_ms": 2.6340594995696165
      },
      {
        "dataset": "mnist",
        "ms": 32.34406280517578,
        "parent_ms": 35.51201100000867,
        "correct": 9692,
        "total": 10000,
        "overhead_ms": 2.5253024997037983
      },
      {
        "dataset": "mnist",
        "ms": 32.34201431274414,
        "parent_ms": 39.013920000002145,
        "correct": 9678,
        "total": 10000,
        "overhead_ms": 2.4695635022568467
      },
      {
        "dataset": "mnist",
        "ms": 32.43212890625,
        "parent_ms": 36.603070000012394,
        "correct": 9692,
        "total": 10000,
        "overhead_ms": 2.3579905030699138
      },
      {
        "dataset": "mnist",
        "ms": 32.40447998046875,
        "parent_ms": 36.25299300000506,
        "correct": 9720,
        "total": 10000,
        "overhead_ms": 2.477380498593675
      },
      {
        "dataset": "mnist",
        "ms": 32.43008041381836,
        "parent_ms": 39.8002169999927,
        "correct": 9712,
        "total": 10000,
        "overhead_ms": 3.425811001041211
      },
      {
        "dataset": "fashion",
        "ms": 32.36454391479492,
        "parent_ms": 44.62750900000856,
        "correct": 8797,
        "total": 10000,
        "overhead_ms": 3.032123502797731
      },
      {
        "dataset": "mnist",
        "ms": 32.36454391479492,
        "parent_ms": 35.6986470000038,
        "correct": 9690,
        "total": 10000,
        "overhead_ms": 2.4321900000074947
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      {
        "dataset": "fashion",
        "ms": 32.3133430480957,
        "parent_ms": 39.125011999999515,
        "correct": 8801,
        "total": 10000,
        "overhead_ms": 2.494435500264899
      }
    ],
    "problems": [],
    "summary": "MNIST 96.98% (106,679/110,000), 35.509 ms/call; hold-out (fashion) 88.02%, 37.000 ms/call (floored by the scorer's clock)",
    "ranked_ms": 37.000474252137316,
    "energy": {
      "mj_per_call": 7725.035437498213,
      "problems": [],
      "net_mj_before_control": 7745.701352074382,
      "control_mj_per_call": 20.665914576169214,
      "control_calls": 2944,
      "gross_mj_per_call": 10697.297872340425,
      "idle_w": 76.1508509806915,
      "active_w": 275.98905561090675,
      "calls": 517,
      "seconds": 20.038848959999996,
      "ms_median": 32.654335021972656,
      "timed_mnist_ms_median": 32.41471862792969,
      "correct": 5016762,
      "total": 5170000,
      "reference": {
        "tflops_per_s": 18.054860221166557,
        "j_per_tflop": 7.926430735112244,
        "exact": true,
        "band": [
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        "vbios": "92.00.A0.00.03",
        "driver": "580.95.05",
        "power_limit_w": 300.0
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          "joules": 369.901,
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          "joules": 1150.526,
          "matmuls": 696,
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