{
  "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: 249.981 ms, scorer's clock 255.399 ms\n  call  2/15: 251.842 ms, scorer's clock 257.250 ms\n  call  3/15: 250.924 ms, scorer's clock 252.433 ms\n  call  4/15: 249.164 ms, scorer's clock 253.598 ms\n  call  5/15: 253.793 ms, scorer's clock 257.900 ms\n  call  6/15: 251.092 ms, scorer's clock 251.812 ms\n  call  7/15: 252.136 ms, scorer's clock 256.698 ms\n  call  8/15: 250.411 ms, scorer's clock 254.729 ms\n  call  9/15: 250.720 ms, scorer's clock 251.974 ms\n  call 10/15: 250.787 ms, scorer's clock 255.873 ms\n  call 11/15: 250.036 ms, scorer's clock 254.136 ms\n  call 12/15: 250.974 ms, scorer's clock 258.368 ms\n  call 13/15: 251.312 ms, scorer's clock 255.902 ms\n  call 14/15: 250.970 ms, scorer's clock 252.177 ms\n  call 15/15: 249.821 ms, scorer's clock 253.841 ms\nMNIST 97.04% (106,745/110,000), 253.518 ms/call; hold-out (kmnist) 95.12%, 253.267 ms/call (floored by the scorer's clock); score 253.518 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 74.5 W with the method frozen; telemetry reference 18.1 TFLOP/s at 7.89 J/TFLOP above idle (a healthy NVIDIA A100 80GB PCIe reads 6-11)\n  the round trip alone: 20.9 mJ per call over 2,770 empty calls, subtracted\n  the method: 77 calls in 20.0 s, MNIST 97.05%, 252.263 ms per call, 131.2 W on average\nenergy 14715.605 mJ per call above idle\n",
  "stderr": "",
  "index": 4,
  "method": "baseline",
  "started_utc": "2026-09-29T23:56:09.875573+00:00",
  "finished_utc": "2026-09-29T23:59:23.013136+00:00",
  "before": {
    "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
  },
  "after": {
    "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
  },
  "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": 249.98092651367188,
        "parent_ms": 257.79207899995527,
        "correct": 9681,
        "total": 10000,
        "overhead_ms": 2.392913003212925
      },
      {
        "dataset": "mnist",
        "ms": 251.84153747558594,
        "parent_ms": 259.69301099996756,
        "correct": 9667,
        "total": 10000,
        "overhead_ms": 2.443405501457164
      },
      {
        "dataset": "kmnist",
        "ms": 250.9240264892578,
        "parent_ms": 255.02778500003842,
        "correct": 9517,
        "total": 10000,
        "overhead_ms": 2.5950355005143138
      },
      {
        "dataset": "mnist",
        "ms": 249.1637725830078,
        "parent_ms": 256.05527400000483,
        "correct": 9687,
        "total": 10000,
        "overhead_ms": 2.4573144981336554
      },
      {
        "dataset": "mnist",
        "ms": 253.79327392578125,
        "parent_ms": 260.3567959999964,
        "correct": 9725,
        "total": 10000,
        "overhead_ms": 2.4563299988940344
      },
      {
        "dataset": "kmnist",
        "ms": 251.0919647216797,
        "parent_ms": 254.24107800006368,
        "correct": 9493,
        "total": 10000,
        "overhead_ms": 2.4287840024758225
      },
      {
        "dataset": "mnist",
        "ms": 252.13644409179688,
        "parent_ms": 259.0808890000744,
        "correct": 9730,
        "total": 10000,
        "overhead_ms": 2.3829465025960417
      },
      {
        "dataset": "mnist",
        "ms": 250.4110107421875,
        "parent_ms": 257.2872409999718,
        "correct": 9683,
        "total": 10000,
        "overhead_ms": 2.5586030008366833
      },
      {
        "dataset": "mnist",
        "ms": 250.7202606201172,
        "parent_ms": 254.26243399999748,
        "correct": 9711,
        "total": 10000,
        "overhead_ms": 2.288718998335753
      },
      {
        "dataset": "kmnist",
        "ms": 250.7868194580078,
        "parent_ms": 258.9872230000765,
        "correct": 9526,
        "total": 10000,
        "overhead_ms": 3.1141065011938736
      },
      {
        "dataset": "mnist",
        "ms": 250.03622436523438,
        "parent_ms": 256.4645109999901,
        "correct": 9722,
        "total": 10000,
        "overhead_ms": 2.3285949996843556
      },
      {
        "dataset": "kmnist",
        "ms": 250.97421264648438,
        "parent_ms": 260.7524090000197,
        "correct": 9511,
        "total": 10000,
        "overhead_ms": 2.3844715000309407
      },
      {
        "dataset": "mnist",
        "ms": 251.3121337890625,
        "parent_ms": 258.3090389999825,
        "correct": 9706,
        "total": 10000,
        "overhead_ms": 2.4068790000428635
      },
      {
        "dataset": "mnist",
        "ms": 250.97010803222656,
        "parent_ms": 254.4872400000031,
        "correct": 9732,
        "total": 10000,
        "overhead_ms": 2.3100649967332174
      },
      {
        "dataset": "mnist",
        "ms": 249.82118225097656,
        "parent_ms": 256.4506449999726,
        "correct": 9701,
        "total": 10000,
        "overhead_ms": 2.609610000354678
      }
    ],
    "problems": [],
    "summary": "MNIST 97.04% (106,745/110,000), 253.518 ms/call; hold-out (kmnist) 95.12%, 253.267 ms/call (floored by the scorer's clock)",
    "ranked_ms": 253.51844037524424,
    "energy": {
      "mj_per_call": 14715.605310796915,
      "problems": [],
      "net_mj_before_control": 14736.492121490553,
      "control_mj_per_call": 20.8868106936388,
      "control_calls": 2770,
      "gross_mj_per_call": 34101.01298701299,
      "idle_w": 74.50659340587453,
      "active_w": 131.20646397585304,
      "calls": 77,
      "seconds": 20.01256584800001,
      "ms_median": 252.263427734375,
      "timed_mnist_ms_median": 250.7202606201172,
      "correct": 747310,
      "total": 770000,
      "reference": {
        "tflops_per_s": 18.0756697745736,
        "j_per_tflop": 7.886374209836627,
        "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": 5.0051512959998945,
          "joules": 369.596,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "reference",
          "seconds": 5.292059039000037,
          "joules": 1146.789,
          "matmuls": 696,
          "dim": 4096,
          "exact": true
        },
        {
          "name": "idle 2",
          "seconds": 5.004780651000033,
          "joules": 372.625,
          "utilization_max": 0,
          "contexts": 1
        },
        {
          "name": "control",
          "seconds": 5.004698700999938,
          "joules": 429.869,
          "calls": 2770
        },
        {
          "name": "idle 3",
          "seconds": 5.005424056999914,
          "joules": 371.46,
          "utilization_max": 0,
          "contexts": 1
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        {
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          "seconds": 20.01256584800001,
          "joules": 2625.778,
          "calls": 77,
          "ms": [
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          "correct": [
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            9725,
            9721,
            9695,
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        {
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          "seconds": 5.005501728000013,
          "joules": 374.42,
          "utilization_max": 0,
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}