{
 "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: 37.290 ms, scorer's clock 37.960 ms\n  call  2/15: 36.925 ms, scorer's clock 38.570 ms\n  call  3/15: 36.939 ms, scorer's clock 37.484 ms\n  call  4/15: 36.989 ms, scorer's clock 37.229 ms\n  call  5/15: 36.887 ms, scorer's clock 38.101 ms\n  call  6/15: 37.073 ms, scorer's clock 38.113 ms\n  call  7/15: 37.008 ms, scorer's clock 37.375 ms\n  call  8/15: 37.494 ms, scorer's clock 38.028 ms\n  call  9/15: 36.934 ms, scorer's clock 38.131 ms\n  call 10/15: 37.198 ms, scorer's clock 38.518 ms\n  call 11/15: 37.044 ms, scorer's clock 37.846 ms\n  call 12/15: 37.183 ms, scorer's clock 37.924 ms\n  call 13/15: 37.123 ms, scorer's clock 37.784 ms\n  call 14/15: 37.300 ms, scorer's clock 38.638 ms\n  call 15/15: 37.006 ms, scorer's clock 37.941 ms\nMNIST 97.08% (106,783/110,000), 37.735 ms/call; hold-out (fashion) 88.15%, 37.570 ms/call (floored by the scorer's clock); score 37.735 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 70.2 W with the method frozen; telemetry reference 18.3 TFLOP/s at 8.31 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 13.8 mJ per call over 3,258 empty calls, subtracted\n  the method: 567 calls in 20.0 s, MNIST 97.07%, 31.312 ms per call, 303.4 W on average\nenergy 8219.682 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": "fashion",
  "device": "NVIDIA A100-SXM4-80GB",
  "torch": "2.12.0+cu130",
  "calls": [
   {
    "dataset": "fashion",
    "ms": 37.28998565673828,
    "parent_ms": 40.80826099999513,
    "correct": 8841,
    "total": 10000,
    "overhead_ms": 2.848468499820939
   },
   {
    "dataset": "mnist",
    "ms": 36.92544174194336,
    "parent_ms": 40.91809900000243,
    "correct": 9722,
    "total": 10000,
    "overhead_ms": 2.3482244986044805
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   {
    "dataset": "mnist",
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    "correct": 9704,
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   {
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    "correct": 8823,
    "total": 10000,
    "overhead_ms": 2.984457997909942
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   {
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    "ms": 36.88652801513672,
    "parent_ms": 40.9496890000014,
    "correct": 8749,
    "total": 10000,
    "overhead_ms": 2.848748998124904
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   {
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    "correct": 9704,
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    "overhead_ms": 2.885885497909271
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   {
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    "parent_ms": 39.83553300000153,
    "correct": 9692,
    "total": 10000,
    "overhead_ms": 2.4605594998673723
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   {
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    "correct": 9726,
    "total": 10000,
    "overhead_ms": 2.8337150024174775
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   {
    "dataset": "fashion",
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    "correct": 8846,
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   {
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    "correct": 9717,
    "total": 10000,
    "overhead_ms": 3.078059502414362
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   {
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    "parent_ms": 40.996697000011295,
    "correct": 9701,
    "total": 10000,
    "overhead_ms": 3.1502444972139756
   },
   {
    "dataset": "mnist",
    "ms": 37.18348693847656,
    "parent_ms": 41.09156599999153,
    "correct": 9708,
    "total": 10000,
    "overhead_ms": 3.167202499901009
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   {
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    "parent_ms": 40.560264000006896,
    "correct": 9689,
    "total": 10000,
    "overhead_ms": 2.776495499599662
   },
   {
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    "parent_ms": 41.74296500001162,
    "correct": 9704,
    "total": 10000,
    "overhead_ms": 3.1046559980811708
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   {
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    "parent_ms": 40.77231200000142,
    "correct": 9716,
    "total": 10000,
    "overhead_ms": 2.8314059986026336
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  ],
  "problems": [],
  "summary": "MNIST 97.08% (106,783/110,000), 37.735 ms/call; hold-out (fashion) 88.15%, 37.570 ms/call (floored by the scorer's clock)",
  "ranked_ms": 37.73454522820403,
  "energy": {
   "mj_per_call": 8219.68209439765,
   "problems": [],
   "net_mj_before_control": 8233.445023783985,
   "control_mj_per_call": 13.762929386333093,
   "control_calls": 3258,
   "gross_mj_per_call": 10710.077601410934,
   "idle_w": 70.16846447860516,
   "active_w": 303.44012532443827,
   "calls": 567,
   "seconds": 20.012560941000004,
   "ms_median": 31.311872482299805,
   "timed_mnist_ms_median": 37.07289505004883,
   "correct": 5503912,
   "total": 5670000,
   "reference": {
    "tflops_per_s": 18.341543533481964,
    "j_per_tflop": 8.30754215728921,
    "exact": true,
    "band": [
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    "vbios": "92.00.9E.00.02",
    "driver": "580.95.05",
    "power_limit_w": 500.0
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     "matmuls": 688,
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