{
 "returncode": 0,
 "stdout": "fast_mlp.py:fast_mlp at 5.40% 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: 60.857 ms, scorer's clock 61.135 ms\n  call  2/15: 60.720 ms, scorer's clock 59.996 ms\n  call  3/15: 60.695 ms, scorer's clock 60.893 ms\n  call  4/15: 60.700 ms, scorer's clock 60.814 ms\n  call  5/15: 60.733 ms, scorer's clock 60.390 ms\n  call  6/15: 60.844 ms, scorer's clock 59.977 ms\n  call  7/15: 60.928 ms, scorer's clock 63.341 ms\n  call  8/15: 60.836 ms, scorer's clock 61.114 ms\n  call  9/15: 60.850 ms, scorer's clock 61.441 ms\n  call 10/15: 60.761 ms, scorer's clock 61.121 ms\n  call 11/15: 60.781 ms, scorer's clock 60.937 ms\n  call 12/15: 60.634 ms, scorer's clock 62.930 ms\n  call 13/15: 60.780 ms, scorer's clock 61.284 ms\n  call 14/15: 60.725 ms, scorer's clock 63.011 ms\n  call 15/15: 60.653 ms, scorer's clock 60.797 ms\nMNIST 95.00% (104,502/110,000), 60.797 ms/call; hold-out (kmnist) 91.62%, 61.280 ms/call (floored by the scorer's clock); score 61.280 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 61.4 W with the method frozen; telemetry reference 18.3 TFLOP/s at 8.23 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 11.2 mJ per call over 1,867 empty calls, subtracted\n  the method: 356 calls in 20.1 s, MNIST 94.99%, 49.887 ms per call, 99.4 W on average\nenergy 2131.405 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": "fast_mlp.py",
  "function": "fast_mlp",
  "source_sha256": "44cb0c03d4ac869e99186c584d234c8743c12565e0a3b49cf3172bd5c8a82325",
  "band_bp": 540,
  "sandboxed": true,
  "holdout": "kmnist",
  "device": "NVIDIA A100-SXM4-80GB",
  "torch": "2.12.0+cu130",
  "calls": [
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    "ms": 60.85734558105469,
    "parent_ms": 64.75226400000089,
    "correct": 9473,
    "total": 10000,
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   },
   {
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    "correct": 9142,
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   {
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   {
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   {
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   {
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  "problems": [],
  "summary": "MNIST 95.00% (104,502/110,000), 60.797 ms/call; hold-out (kmnist) 91.62%, 61.280 ms/call (floored by the scorer's clock)",
  "ranked_ms": 61.280137840387,
  "energy": {
   "mj_per_call": 2131.4053467988415,
   "problems": [],
   "net_mj_before_control": 2142.5959290291853,
   "control_mj_per_call": 11.190582230343908,
   "control_calls": 1867,
   "gross_mj_per_call": 5599.244382022472,
   "idle_w": 61.35728329365121,
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   "calls": 356,
   "seconds": 20.055758391000012,
   "ms_median": 49.88672065734863,
   "timed_mnist_ms_median": 60.78054428100586,
   "correct": 3381747,
   "total": 3560000,
   "reference": {
    "tflops_per_s": 18.270105462692378,
    "j_per_tflop": 8.234692405128524,
    "exact": true,
    "band": [
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    "vbios": "92.00.45.00.0E",
    "driver": "580.95.05",
    "power_limit_w": 400.0
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   "windows": [
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     "matmuls": 688,
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