{
  "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: 32.490 ms, scorer's clock 32.868 ms\n  call  2/15: 32.493 ms, scorer's clock 36.220 ms\n  call  3/15: 32.384 ms, scorer's clock 36.400 ms\n  call  4/15: 32.497 ms, scorer's clock 37.680 ms\n  call  5/15: 32.456 ms, scorer's clock 34.130 ms\n  call  6/15: 32.570 ms, scorer's clock 37.833 ms\n  call  7/15: 32.685 ms, scorer's clock 36.805 ms\n  call  8/15: 32.460 ms, scorer's clock 33.968 ms\n  call  9/15: 32.308 ms, scorer's clock 32.651 ms\n  call 10/15: 32.798 ms, scorer's clock 34.679 ms\n  call 11/15: 32.367 ms, scorer's clock 32.772 ms\n  call 12/15: 32.390 ms, scorer's clock 33.571 ms\n  call 13/15: 32.383 ms, scorer's clock 35.242 ms\n  call 14/15: 32.484 ms, scorer's clock 32.558 ms\n  call 15/15: 32.339 ms, scorer's clock 32.807 ms\nMNIST 97.05% (106,760/110,000), 34.793 ms/call; hold-out (kmnist) 96.09%, 33.382 ms/call (floored by the scorer's clock); score 34.793 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 75.8 W with the method frozen; telemetry reference 18.1 TFLOP/s at 7.96 J/TFLOP above idle (a healthy NVIDIA A100 80GB PCIe reads 6-11)\n  the round trip alone: 20.9 mJ per call over 3,317 empty calls, subtracted\n  the method: 534 calls in 20.0 s, MNIST 97.11%, 32.513 ms per call, 280.1 W on average\nenergy 7642.708 mJ per call above idle\n",
  "stderr": "",
  "index": 3,
  "method": "ours",
  "started_utc": "2026-09-29T23:53:07.979339+00:00",
  "finished_utc": "2026-09-29T23:56:09.795565+00:00",
  "before": {
    "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
  },
  "after": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 44.0,
    "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": "kmnist",
    "device": "NVIDIA A100 80GB PCIe",
    "torch": "2.12.0+cu130",
    "calls": [
      {
        "dataset": "mnist",
        "ms": 32.49049758911133,
        "parent_ms": 35.533439000005274,
        "correct": 9717,
        "total": 10000,
        "overhead_ms": 2.665572999372671
      },
      {
        "dataset": "mnist",
        "ms": 32.4925422668457,
        "parent_ms": 38.81071999995811,
        "correct": 9681,
        "total": 10000,
        "overhead_ms": 2.5909479992824345
      },
      {
        "dataset": "mnist",
        "ms": 32.38399887084961,
        "parent_ms": 38.745286999983364,
        "correct": 9698,
        "total": 10000,
        "overhead_ms": 2.345756499724075
      },
      {
        "dataset": "mnist",
        "ms": 32.496639251708984,
        "parent_ms": 40.08088999995607,
        "correct": 9695,
        "total": 10000,
        "overhead_ms": 2.4006180005023907
      },
      {
        "dataset": "mnist",
        "ms": 32.45568084716797,
        "parent_ms": 36.792654999999286,
        "correct": 9711,
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        "overhead_ms": 2.6626075000792753
      },
      {
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        "ms": 32.570369720458984,
        "parent_ms": 40.286085999980514,
        "correct": 9689,
        "total": 10000,
        "overhead_ms": 2.4532065008284007
      },
      {
        "dataset": "mnist",
        "ms": 32.685054779052734,
        "parent_ms": 39.35643900001651,
        "correct": 9716,
        "total": 10000,
        "overhead_ms": 2.5517010022299473
      },
      {
        "dataset": "kmnist",
        "ms": 32.45977783203125,
        "parent_ms": 36.40792499999179,
        "correct": 9596,
        "total": 10000,
        "overhead_ms": 2.43998100171234
      },
      {
        "dataset": "mnist",
        "ms": 32.308223724365234,
        "parent_ms": 35.11875700002065,
        "correct": 9715,
        "total": 10000,
        "overhead_ms": 2.467719496878999
      },
      {
        "dataset": "mnist",
        "ms": 32.79769515991211,
        "parent_ms": 37.18455799997855,
        "correct": 9715,
        "total": 10000,
        "overhead_ms": 2.505952501897127
      },
      {
        "dataset": "mnist",
        "ms": 32.36659240722656,
        "parent_ms": 35.027361000004475,
        "correct": 9701,
        "total": 10000,
        "overhead_ms": 2.2556369968656327
      },
      {
        "dataset": "mnist",
        "ms": 32.39014434814453,
        "parent_ms": 35.95478599999069,
        "correct": 9722,
        "total": 10000,
        "overhead_ms": 2.38331749738677
      },
      {
        "dataset": "kmnist",
        "ms": 32.38297653198242,
        "parent_ms": 38.332842999977856,
        "correct": 9637,
        "total": 10000,
        "overhead_ms": 3.0905024977441826
      },
      {
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        "parent_ms": 35.25142099999812,
        "correct": 9624,
        "total": 10000,
        "overhead_ms": 2.6929369993772525
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      {
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        "ms": 32.33894348144531,
        "parent_ms": 35.29711200002339,
        "correct": 9580,
        "total": 10000,
        "overhead_ms": 2.48978900234556
      }
    ],
    "problems": [],
    "summary": "MNIST 97.05% (106,760/110,000), 34.793 ms/call; hold-out (kmnist) 96.09%, 33.382 ms/call (floored by the scorer's clock)",
    "ranked_ms": 34.79279580091105,
    "energy": {
      "mj_per_call": 7642.708336121546,
      "problems": [],
      "net_mj_before_control": 7663.5848350626065,
      "control_mj_per_call": 20.876498941060106,
      "control_calls": 3317,
      "gross_mj_per_call": 10509.166666666666,
      "idle_w": 75.8397171609056,
      "active_w": 280.08761468214027,
      "calls": 534,
      "seconds": 20.036212620000015,
      "ms_median": 32.51251220703125,
      "timed_mnist_ms_median": 32.49049758911133,
      "correct": 5185506,
      "total": 5340000,
      "reference": {
        "tflops_per_s": 18.145661462987498,
        "j_per_tflop": 7.96137143557301,
        "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": 369.574,
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          "joules": 1152.501,
          "matmuls": 696,
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