{
  "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: 250.040 ms, scorer's clock 251.026 ms\n  call  2/15: 251.216 ms, scorer's clock 256.941 ms\n  call  3/15: 250.095 ms, scorer's clock 254.886 ms\n  call  4/15: 250.982 ms, scorer's clock 255.239 ms\n  call  5/15: 249.999 ms, scorer's clock 254.511 ms\n  call  6/15: 252.170 ms, scorer's clock 256.860 ms\n  call  7/15: 251.614 ms, scorer's clock 256.052 ms\n  call  8/15: 249.454 ms, scorer's clock 250.602 ms\n  call  9/15: 251.943 ms, scorer's clock 256.156 ms\n  call 10/15: 250.200 ms, scorer's clock 251.003 ms\n  call 11/15: 250.671 ms, scorer's clock 255.282 ms\n  call 12/15: 250.856 ms, scorer's clock 255.464 ms\n  call 13/15: 251.075 ms, scorer's clock 255.424 ms\n  call 14/15: 251.117 ms, scorer's clock 254.983 ms\n  call 15/15: 250.035 ms, scorer's clock 254.420 ms\nMNIST 96.90% (106,588/110,000), 253.356 ms/call; hold-out (kmnist) 94.84%, 252.907 ms/call (floored by the scorer's clock); score 253.356 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 73.9 W with the method frozen; telemetry reference 17.0 TFLOP/s at 7.81 J/TFLOP above idle (a healthy NVIDIA A100 80GB PCIe reads 6-11)\n  the round trip alone: 22.2 mJ per call over 2,861 empty calls, subtracted\n  the method: 78 calls in 20.2 s, MNIST 96.95%, 252.588 ms per call, 131.5 W on average\nenergy 14897.366 mJ per call above idle\n",
  "stderr": "",
  "index": 5,
  "method": "baseline",
  "started_utc": "2026-09-29T23:59:23.114377+00:00",
  "finished_utc": "2026-09-30T00:02:37.212507+00:00",
  "before": {
    "uuid": "GPU-3536d6c5-505f-4e14-94e6-326bbd769c02",
    "name": "NVIDIA A100 80GB PCIe",
    "power_limit_w": 300.0,
    "temperature_c": 38.0,
    "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": 39.0,
    "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": "kmnist",
    "device": "NVIDIA A100 80GB PCIe",
    "torch": "2.12.0+cu130",
    "calls": [
      {
        "dataset": "mnist",
        "ms": 250.04031372070312,
        "parent_ms": 253.46244399997886,
        "correct": 9703,
        "total": 10000,
        "overhead_ms": 2.436933001654779
      },
      {
        "dataset": "kmnist",
        "ms": 251.2158660888672,
        "parent_ms": 259.27338300004976,
        "correct": 9487,
        "total": 10000,
        "overhead_ms": 2.332574001555713
      },
      {
        "dataset": "mnist",
        "ms": 250.09458923339844,
        "parent_ms": 257.482557000003,
        "correct": 9660,
        "total": 10000,
        "overhead_ms": 2.5965124971112346
      },
      {
        "dataset": "mnist",
        "ms": 250.98240661621094,
        "parent_ms": 257.6441460000751,
        "correct": 9710,
        "total": 10000,
        "overhead_ms": 2.4052220022072106
      },
      {
        "dataset": "kmnist",
        "ms": 249.99935913085938,
        "parent_ms": 256.83797099998174,
        "correct": 9490,
        "total": 10000,
        "overhead_ms": 2.3272485009470074
      },
      {
        "dataset": "mnist",
        "ms": 252.1702423095703,
        "parent_ms": 259.26812000000155,
        "correct": 9678,
        "total": 10000,
        "overhead_ms": 2.408497502560749
      },
      {
        "dataset": "mnist",
        "ms": 251.6142120361328,
        "parent_ms": 258.4695540000439,
        "correct": 9711,
        "total": 10000,
        "overhead_ms": 2.4171790000850706
      },
      {
        "dataset": "kmnist",
        "ms": 249.4535675048828,
        "parent_ms": 252.99668000002384,
        "correct": 9480,
        "total": 10000,
        "overhead_ms": 2.394658497925775
      },
      {
        "dataset": "mnist",
        "ms": 251.9429168701172,
        "parent_ms": 258.47410699998363,
        "correct": 9682,
        "total": 10000,
        "overhead_ms": 2.3182194997671104
      },
      {
        "dataset": "mnist",
        "ms": 250.20005798339844,
        "parent_ms": 253.30290399995192,
        "correct": 9689,
        "total": 10000,
        "overhead_ms": 2.2998634998912166
      },
      {
        "dataset": "mnist",
        "ms": 250.6710968017578,
        "parent_ms": 257.580153000049,
        "correct": 9686,
        "total": 10000,
        "overhead_ms": 2.2983785017368064
      },
      {
        "dataset": "mnist",
        "ms": 250.8564453125,
        "parent_ms": 257.97545800003263,
        "correct": 9707,
        "total": 10000,
        "overhead_ms": 2.5115474995936893
      },
      {
        "dataset": "mnist",
        "ms": 251.07455444335938,
        "parent_ms": 257.8878420000592,
        "correct": 9687,
        "total": 10000,
        "overhead_ms": 2.4641359969182304
      },
      {
        "dataset": "kmnist",
        "ms": 251.11654663085938,
        "parent_ms": 258.4330999999338,
        "correct": 9477,
        "total": 10000,
        "overhead_ms": 3.45039099949463
      },
      {
        "dataset": "mnist",
        "ms": 250.0352020263672,
        "parent_ms": 256.75296999997954,
        "correct": 9675,
        "total": 10000,
        "overhead_ms": 2.3327654987338065
      }
    ],
    "problems": [],
    "summary": "MNIST 96.90% (106,588/110,000), 253.356 ms/call; hold-out (kmnist) 94.84%, 252.907 ms/call (floored by the scorer's clock)",
    "ranked_ms": 253.35569002846643,
    "energy": {
      "mj_per_call": 14897.366277896053,
      "problems": [],
      "net_mj_before_control": 14919.51951783768,
      "control_mj_per_call": 22.153239941626442,
      "control_calls": 2861,
      "gross_mj_per_call": 34059.5641025641,
      "idle_w": 73.91773753220632,
      "active_w": 131.53605304575495,
      "calls": 78,
      "seconds": 20.197093789000064,
      "ms_median": 252.58802795410156,
      "timed_mnist_ms_median": 250.8564453125,
      "correct": 756230,
      "total": 780000,
      "reference": {
        "tflops_per_s": 17.043837477596306,
        "j_per_tflop": 7.814963552503388,
        "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": 5.006032588000039,
          "joules": 369.579,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "reference",
          "seconds": 5.612439789000064,
          "joules": 1163.648,
          "matmuls": 696,
          "dim": 4096,
          "exact": true
        },
        {
          "name": "idle 2",
          "seconds": 5.004676572999983,
          "joules": 372.582,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "control",
          "seconds": 5.003568602999962,
          "joules": 431.834,
          "calls": 2861
        },
        {
          "name": "idle 3",
          "seconds": 5.004809227999999,
          "joules": 364.498,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "method",
          "seconds": 20.197093789000064,
          "joules": 2656.646,
          "calls": 78,
          "ms": [
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            253.76666259765625,
            252.26956176757812,
            252.46310424804688,
            253.79737854003906,
            253.68678283691406,
            252.93927001953125,
            252.05760192871094,
            252.77235412597656,
            252.98739624023438,
            252.52659606933594,
            252.00332641601562,
            250.77349853515625,
            252.03199768066406,
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            252.89932250976562,
            254.17318725585938,
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            251.18719482421875,
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            261.2787170410156,
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          "correct": [
            9711,
            9706,
            9656,
            9710,
            9715,
            9690,
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            9696,
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            9688,
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        {
          "name": "idle 4",
          "seconds": 5.003471336000075,
          "joules": 375.29,
          "utilization_max": 0,
          "contexts": 1
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}