{
  "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: 32.601 ms, scorer's clock 34.440 ms\n  call  2/15: 32.461 ms, scorer's clock 37.162 ms\n  call  3/15: 32.450 ms, scorer's clock 36.552 ms\n  call  4/15: 32.214 ms, scorer's clock 37.073 ms\n  call  5/15: 32.287 ms, scorer's clock 33.206 ms\n  call  6/15: 32.322 ms, scorer's clock 33.012 ms\n  call  7/15: 32.348 ms, scorer's clock 36.375 ms\n  call  8/15: 32.332 ms, scorer's clock 33.339 ms\n  call  9/15: 32.543 ms, scorer's clock 34.434 ms\n  call 10/15: 32.287 ms, scorer's clock 33.068 ms\n  call 11/15: 32.218 ms, scorer's clock 33.606 ms\n  call 12/15: 32.287 ms, scorer's clock 33.179 ms\n  call 13/15: 32.488 ms, scorer's clock 33.671 ms\n  call 14/15: 32.437 ms, scorer's clock 36.196 ms\n  call 15/15: 32.313 ms, scorer's clock 33.181 ms\nMNIST 97.17% (106,891/110,000), 33.837 ms/call; hold-out (fashion) 88.03%, 35.589 ms/call (floored by the scorer's clock); score 35.589 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 76.1 W with the method frozen; telemetry reference 17.9 TFLOP/s at 8.00 J/TFLOP above idle (a healthy NVIDIA A100 80GB PCIe reads 6-11)\n  the round trip alone: 20.5 mJ per call over 2,677 empty calls, subtracted\n  the method: 528 calls in 20.0 s, MNIST 97.21%, 32.616 ms per call, 278.7 W on average\nenergy 7664.458 mJ per call above idle\n",
  "stderr": "",
  "index": 6,
  "method": "ours",
  "started_utc": "2026-09-30T00:02:37.297429+00:00",
  "finished_utc": "2026-09-30T00:05:36.992112+00:00",
  "before": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 39.0,
    "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": "fashion",
    "device": "NVIDIA A100 80GB PCIe",
    "torch": "2.12.0+cu130",
    "calls": [
      {
        "dataset": "mnist",
        "ms": 32.60108947753906,
        "parent_ms": 37.01692399999956,
        "correct": 9726,
        "total": 10000,
        "overhead_ms": 2.577202000063153
      },
      {
        "dataset": "fashion",
        "ms": 32.46080017089844,
        "parent_ms": 39.9263270001029,
        "correct": 8806,
        "total": 10000,
        "overhead_ms": 2.7641335011339834
      },
      {
        "dataset": "mnist",
        "ms": 32.44953536987305,
        "parent_ms": 38.92511000003651,
        "correct": 9726,
        "total": 10000,
        "overhead_ms": 2.3731180028230483
      },
      {
        "dataset": "mnist",
        "ms": 32.21401596069336,
        "parent_ms": 39.49385099997471,
        "correct": 9750,
        "total": 10000,
        "overhead_ms": 2.420608498694037
      },
      {
        "dataset": "mnist",
        "ms": 32.286720275878906,
        "parent_ms": 35.8355109999593,
        "correct": 9720,
        "total": 10000,
        "overhead_ms": 2.6292159998802163
      },
      {
        "dataset": "mnist",
        "ms": 32.321537017822266,
        "parent_ms": 35.611053000025095,
        "correct": 9693,
        "total": 10000,
        "overhead_ms": 2.599243501338151
      },
      {
        "dataset": "fashion",
        "ms": 32.34815979003906,
        "parent_ms": 38.78005900003245,
        "correct": 8826,
        "total": 10000,
        "overhead_ms": 2.4055265008055358
      },
      {
        "dataset": "mnist",
        "ms": 32.3317756652832,
        "parent_ms": 35.68442799996774,
        "correct": 9715,
        "total": 10000,
        "overhead_ms": 2.345692001680618
      },
      {
        "dataset": "mnist",
        "ms": 32.542720794677734,
        "parent_ms": 37.018521999925724,
        "correct": 9705,
        "total": 10000,
        "overhead_ms": 2.584425500796442
      },
      {
        "dataset": "mnist",
        "ms": 32.286720275878906,
        "parent_ms": 35.47975399999359,
        "correct": 9719,
        "total": 10000,
        "overhead_ms": 2.4114049977370087
      },
      {
        "dataset": "mnist",
        "ms": 32.21811294555664,
        "parent_ms": 36.01177899997765,
        "correct": 9731,
        "total": 10000,
        "overhead_ms": 2.4055570028090187
      },
      {
        "dataset": "mnist",
        "ms": 32.286720275878906,
        "parent_ms": 35.74146899995867,
        "correct": 9712,
        "total": 10000,
        "overhead_ms": 2.56277300110105
      },
      {
        "dataset": "fashion",
        "ms": 32.48844909667969,
        "parent_ms": 35.967102999848066,
        "correct": 8790,
        "total": 10000,
        "overhead_ms": 2.296366497278541
      },
      {
        "dataset": "fashion",
        "ms": 32.43724822998047,
        "parent_ms": 38.54566500012879,
        "correct": 8790,
        "total": 10000,
        "overhead_ms": 2.3493085001946383
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      {
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        "ms": 32.3133430480957,
        "parent_ms": 35.28143900007308,
        "correct": 9694,
        "total": 10000,
        "overhead_ms": 2.1004395014606416
      }
    ],
    "problems": [],
    "summary": "MNIST 97.17% (106,891/110,000), 33.837 ms/call; hold-out (fashion) 88.03%, 35.589 ms/call (floored by the scorer's clock)",
    "ranked_ms": 35.58878642856538,
    "energy": {
      "mj_per_call": 7664.458254710305,
      "problems": [],
      "net_mj_before_control": 7684.970127843858,
      "control_mj_per_call": 20.51187313355288,
      "control_calls": 2677,
      "gross_mj_per_call": 10574.64393939394,
      "idle_w": 76.14797281192213,
      "active_w": 278.6604134951759,
      "calls": 528,
      "seconds": 20.036617078000063,
      "ms_median": 32.615936279296875,
      "timed_mnist_ms_median": 32.3133430480957,
      "correct": 5132875,
      "total": 5280000,
      "reference": {
        "tflops_per_s": 17.912164772285042,
        "j_per_tflop": 8.002213791740049,
        "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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      "windows": [
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          "joules": 362.551,
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          "joules": 1157.562,
          "matmuls": 696,
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