{
  "returncode": 0,
  "stdout": "mlpg_k4_w256_s800_b512.py:mlp 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: 249.899 ms, scorer's clock 250.260 ms\n  call  2/15: 250.323 ms, scorer's clock 250.556 ms\n  call  3/15: 252.669 ms, scorer's clock 253.024 ms\n  call  4/15: 250.058 ms, scorer's clock 250.462 ms\n  call  5/15: 249.946 ms, scorer's clock 250.205 ms\n  call  6/15: 250.670 ms, scorer's clock 250.892 ms\n  call  7/15: 251.932 ms, scorer's clock 252.969 ms\n  call  8/15: 252.075 ms, scorer's clock 252.334 ms\n  call  9/15: 250.631 ms, scorer's clock 251.121 ms\n  call 10/15: 251.676 ms, scorer's clock 252.583 ms\n  call 11/15: 251.205 ms, scorer's clock 255.464 ms\n  call 12/15: 250.710 ms, scorer's clock 251.410 ms\n  call 13/15: 250.618 ms, scorer's clock 254.260 ms\n  call 14/15: 251.560 ms, scorer's clock 251.778 ms\n  call 15/15: 251.358 ms, scorer's clock 255.261 ms\nMNIST 96.92% (106,607/110,000), 251.029 ms/call; hold-out (fashion) 87.49%, 251.801 ms/call (floored by the scorer's clock); score 251.801 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 75.6 W with the method frozen; telemetry reference 18.2 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 3,016 empty calls, subtracted\n  the method: 77 calls in 20.1 s, MNIST 96.77%, 254.495 ms per call, 132.9 W on average\nenergy 14916.850 mJ per call above idle\n",
  "stderr": "",
  "index": 1,
  "method": "baseline",
  "started_utc": "2026-09-29T23:46:57.791719+00:00",
  "finished_utc": "2026-09-29T23:50:05.954655+00:00",
  "before": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 50.0,
    "sm_clock_mhz": 210.0
  },
  "after": {
    "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
  },
  "scorer_sha256": "1bc6d8d96a776565bc70f3ccdb91be7de57187d4495b2b0437fac98f5e120064",
  "source_sha256": "24453851a3faec1808bb157296ac3bab21f8c88b170dea11352bd98dbd6d0ba5",
  "record": {
    "version": "mnist-a100/1.2.0 (protections of sutro-mnist-medium/3.0.0, tightened; energy column)",
    "file": "mlpg_k4_w256_s800_b512.py",
    "function": "mlp",
    "source_sha256": "24453851a3faec1808bb157296ac3bab21f8c88b170dea11352bd98dbd6d0ba5",
    "band_bp": 340,
    "sandboxed": true,
    "holdout": "fashion",
    "device": "NVIDIA A100 80GB PCIe",
    "torch": "2.12.0+cu130",
    "calls": [
      {
        "dataset": "mnist",
        "ms": 249.8990020751953,
        "parent_ms": 252.8509000000003,
        "correct": 9708,
        "total": 10000,
        "overhead_ms": 2.5911760024101085
      },
      {
        "dataset": "mnist",
        "ms": 250.32293701171875,
        "parent_ms": 252.99256999999997,
        "correct": 9676,
        "total": 10000,
        "overhead_ms": 2.4363464986020062
      },
      {
        "dataset": "mnist",
        "ms": 252.66893005371094,
        "parent_ms": 255.71592699999712,
        "correct": 9686,
        "total": 10000,
        "overhead_ms": 2.6922270010263247
      },
      {
        "dataset": "mnist",
        "ms": 250.05772399902344,
        "parent_ms": 253.01494800000057,
        "correct": 9683,
        "total": 10000,
        "overhead_ms": 2.552902001636454
      },
      {
        "dataset": "mnist",
        "ms": 249.94610595703125,
        "parent_ms": 252.96798699999812,
        "correct": 9694,
        "total": 10000,
        "overhead_ms": 2.7631429985200953
      },
      {
        "dataset": "mnist",
        "ms": 250.67007446289062,
        "parent_ms": 254.33014899999762,
        "correct": 9703,
        "total": 10000,
        "overhead_ms": 3.437907500506981
      },
      {
        "dataset": "mnist",
        "ms": 251.931640625,
        "parent_ms": 255.5901010000028,
        "correct": 9660,
        "total": 10000,
        "overhead_ms": 2.621460498949858
      },
      {
        "dataset": "mnist",
        "ms": 252.07501220703125,
        "parent_ms": 254.77982399999632,
        "correct": 9690,
        "total": 10000,
        "overhead_ms": 2.446269999468626
      },
      {
        "dataset": "fashion",
        "ms": 250.63116455078125,
        "parent_ms": 253.62897500001225,
        "correct": 8721,
        "total": 10000,
        "overhead_ms": 2.507511001285252
      },
      {
        "dataset": "mnist",
        "ms": 251.67564392089844,
        "parent_ms": 255.36286500000926,
        "correct": 9698,
        "total": 10000,
        "overhead_ms": 2.779704000244351
      },
      {
        "dataset": "fashion",
        "ms": 251.20460510253906,
        "parent_ms": 258.3877329999922,
        "correct": 8770,
        "total": 10000,
        "overhead_ms": 2.9232444996092113
      },
      {
        "dataset": "mnist",
        "ms": 250.71002197265625,
        "parent_ms": 254.31101799999567,
        "correct": 9704,
        "total": 10000,
        "overhead_ms": 2.901498500681953
      },
      {
        "dataset": "fashion",
        "ms": 250.61785888671875,
        "parent_ms": 256.8272240000056,
        "correct": 8728,
        "total": 10000,
        "overhead_ms": 2.566869002248609
      },
      {
        "dataset": "fashion",
        "ms": 251.5599365234375,
        "parent_ms": 254.2519409999926,
        "correct": 8778,
        "total": 10000,
        "overhead_ms": 2.4743729999912034
      },
      {
        "dataset": "mnist",
        "ms": 251.35821533203125,
        "parent_ms": 257.9536140000016,
        "correct": 9705,
        "total": 10000,
        "overhead_ms": 2.6923720028486855
      }
    ],
    "problems": [],
    "summary": "MNIST 96.92% (106,607/110,000), 251.029 ms/call; hold-out (fashion) 87.49%, 251.801 ms/call (floored by the scorer's clock)",
    "ranked_ms": 251.80095191788774,
    "energy": {
      "mj_per_call": 14916.849704075448,
      "problems": [],
      "net_mj_before_control": 14937.53377735372,
      "control_mj_per_call": 20.684073278271228,
      "control_calls": 3016,
      "gross_mj_per_call": 34619.74025974026,
      "idle_w": 75.56807654336234,
      "active_w": 132.91940536242953,
      "calls": 77,
      "seconds": 20.05516043899999,
      "ms_median": 254.49472045898438,
      "timed_mnist_ms_median": 250.71002197265625,
      "correct": 745108,
      "total": 770000,
      "reference": {
        "tflops_per_s": 18.210866662626973,
        "j_per_tflop": 7.93137814915816,
        "exact": true,
        "band": [
          [
            6.0,
            11.0
          ],
          [
            15.0,
            23.0
          ]
        ]
      },
      "device": {
        "name": "NVIDIA A100 80GB PCIe",
        "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
        "vbios": "92.00.A0.00.03",
        "driver": "580.95.05",
        "power_limit_w": 300.0
      },
      "windows": [
        {
          "name": "idle 1",
          "seconds": 5.005279285,
          "joules": 376.874,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "reference",
          "seconds": 5.2527709630000174,
          "joules": 1155.983,
          "matmuls": 696,
          "dim": 4096,
          "exact": true
        },
        {
          "name": "idle 2",
          "seconds": 5.003756019999997,
          "joules": 380.147,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "control",
          "seconds": 5.003603353000017,
          "joules": 441.573,
          "calls": 3016
        },
        {
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          "seconds": 5.005015251000003,
          "joules": 378.351,
          "utilization_max": 0,
          "contexts": 1
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        {
          "name": "method",
          "seconds": 20.05516043899999,
          "joules": 2665.72,
          "calls": 77,
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          "joules": 378.019,
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}