{
 "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: 60.606 ms, scorer's clock 61.507 ms\n  call  2/15: 60.697 ms, scorer's clock 60.841 ms\n  call  3/15: 60.714 ms, scorer's clock 61.274 ms\n  call  4/15: 60.600 ms, scorer's clock 61.160 ms\n  call  5/15: 60.555 ms, scorer's clock 60.569 ms\n  call  6/15: 60.554 ms, scorer's clock 62.101 ms\n  call  7/15: 60.872 ms, scorer's clock 60.642 ms\n  call  8/15: 60.662 ms, scorer's clock 62.899 ms\n  call  9/15: 60.513 ms, scorer's clock 61.704 ms\n  call 10/15: 60.621 ms, scorer's clock 63.665 ms\n  call 11/15: 60.558 ms, scorer's clock 62.994 ms\n  call 12/15: 60.658 ms, scorer's clock 61.918 ms\n  call 13/15: 60.670 ms, scorer's clock 64.140 ms\n  call 14/15: 60.658 ms, scorer's clock 60.786 ms\n  call 15/15: 60.701 ms, scorer's clock 63.179 ms\nMNIST 95.01% (104,513/110,000), 61.701 ms/call; hold-out (fashion) 85.75%, 61.154 ms/call (floored by the scorer's clock); score 61.701 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 18.2 TFLOP/s at 7.82 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 16.3 mJ per call over 1,754 empty calls, subtracted\n  the method: 352 calls in 20.0 s, MNIST 95.05%, 49.819 ms per call, 100.0 W on average\nenergy 2185.070 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": "fashion",
  "device": "NVIDIA A100-SXM4-80GB",
  "torch": "2.12.0+cu130",
  "calls": [
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    "ms": 60.60646438598633,
    "parent_ms": 64.88851800000006,
    "correct": 9477,
    "total": 10000,
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   {
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    "parent_ms": 64.63653000000136,
    "correct": 8537,
    "total": 10000,
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   {
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    "correct": 9486,
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   {
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    "correct": 9518,
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   {
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    "correct": 9509,
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   {
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    "correct": 9526,
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   {
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   {
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   },
   {
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    "correct": 9491,
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   },
   {
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    "correct": 9516,
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   },
   {
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   {
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  "problems": [],
  "summary": "MNIST 95.01% (104,513/110,000), 61.701 ms/call; hold-out (fashion) 85.75%, 61.154 ms/call (floored by the scorer's clock)",
  "ranked_ms": 61.70122073899587,
  "energy": {
   "mj_per_call": 2185.0703916690227,
   "problems": [],
   "net_mj_before_control": 2201.404215874484,
   "control_mj_per_call": 16.33382420546143,
   "control_calls": 1754,
   "gross_mj_per_call": 5696.789772727273,
   "idle_w": 61.375491688314604,
   "active_w": 100.02995882975318,
   "calls": 352,
   "seconds": 20.046694244999998,
   "ms_median": 49.81862258911133,
   "timed_mnist_ms_median": 60.62080001831055,
   "correct": 3345732,
   "total": 3520000,
   "reference": {
    "tflops_per_s": 18.17191646652768,
    "j_per_tflop": 7.8175806842698785,
    "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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     "matmuls": 688,
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