{
 "returncode": 0,
 "stdout": "kernel_pcg.py:classify at 3.40% error: 15 timed calls, each in a fresh process\n  NVIDIA A100-SXM4-80GB, torch 2.12.0+cu130, sandbox on\n  call  1/15: 36.762 ms, scorer's clock 37.711 ms\n  call  2/15: 36.805 ms, scorer's clock 37.292 ms\n  call  3/15: 36.766 ms, scorer's clock 37.426 ms\n  call  4/15: 36.846 ms, scorer's clock 38.467 ms\n  call  5/15: 36.992 ms, scorer's clock 37.783 ms\n  call  6/15: 37.023 ms, scorer's clock 38.045 ms\n  call  7/15: 36.805 ms, scorer's clock 37.605 ms\n  call  8/15: 36.887 ms, scorer's clock 38.491 ms\n  call  9/15: 36.986 ms, scorer's clock 41.185 ms\n  call 10/15: 36.853 ms, scorer's clock 38.146 ms\n  call 11/15: 37.000 ms, scorer's clock 37.906 ms\n  call 12/15: 36.913 ms, scorer's clock 37.689 ms\n  call 13/15: 36.822 ms, scorer's clock 37.467 ms\n  call 14/15: 36.888 ms, scorer's clock 41.545 ms\n  call 15/15: 36.921 ms, scorer's clock 40.793 ms\nMNIST 97.03% (106,728/110,000), 38.182 ms/call; hold-out (kmnist) 96.04%, 38.320 ms/call (floored by the scorer's clock); score 38.320 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-SXM4-80GB: idle 70.9 W with the method frozen; telemetry reference 18.3 TFLOP/s at 7.73 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 14.6 mJ per call over 3,396 empty calls, subtracted\n  the method: 565 calls in 20.0 s, MNIST 97.14%, 31.336 ms per call, 297.9 W on average\nenergy 8031.206 mJ per call above idle\n",
 "stderr": "",
 "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-SXM4-80GB",
  "torch": "2.12.0+cu130",
  "calls": [
   {
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    "ms": 36.761600494384766,
    "parent_ms": 40.335409000000766,
    "correct": 9721,
    "total": 10000,
    "overhead_ms": 2.624380498472476
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   {
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    "correct": 9691,
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   {
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    "correct": 9690,
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   {
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    "correct": 9585,
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    "correct": 9728,
    "total": 10000,
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   {
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    "correct": 9712,
    "total": 10000,
    "overhead_ms": 2.5122054998702197
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   {
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    "correct": 9702,
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   {
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   {
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   {
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    "correct": 9692,
    "total": 10000,
    "overhead_ms": 2.754776999992714
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   {
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    "ms": 36.913150787353516,
    "parent_ms": 40.53696799999784,
    "correct": 9606,
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    "overhead_ms": 2.847679498604407
   },
   {
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    "correct": 9619,
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   {
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    "correct": 9605,
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  "problems": [],
  "summary": "MNIST 97.03% (106,728/110,000), 38.182 ms/call; hold-out (kmnist) 96.04%, 38.320 ms/call (floored by the scorer's clock)",
  "ranked_ms": 38.319671646705785,
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   "problems": [],
   "net_mj_before_control": 8045.8554902504275,
   "control_mj_per_call": 14.649552102787368,
   "control_calls": 3396,
   "gross_mj_per_call": 10557.421238938054,
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   "calls": 565,
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   "ms_median": 31.336448669433594,
   "timed_mnist_ms_median": 36.88652801513672,
   "correct": 5488295,
   "total": 5650000,
   "reference": {
    "tflops_per_s": 18.312105059476856,
    "j_per_tflop": 7.734024315998906,
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    "power_limit_w": 500.0
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