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 "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: 36.851 ms, scorer's clock 37.472 ms\n  call  2/15: 37.027 ms, scorer's clock 37.926 ms\n  call  3/15: 37.100 ms, scorer's clock 37.690 ms\n  call  4/15: 36.920 ms, scorer's clock 38.438 ms\n  call  5/15: 37.095 ms, scorer's clock 40.473 ms\n  call  6/15: 37.110 ms, scorer's clock 38.462 ms\n  call  7/15: 36.876 ms, scorer's clock 38.053 ms\n  call  8/15: 37.028 ms, scorer's clock 41.074 ms\n  call  9/15: 36.881 ms, scorer's clock 39.257 ms\n  call 10/15: 36.940 ms, scorer's clock 38.360 ms\n  call 11/15: 36.930 ms, scorer's clock 39.629 ms\n  call 12/15: 36.908 ms, scorer's clock 42.197 ms\n  call 13/15: 37.208 ms, scorer's clock 41.127 ms\n  call 14/15: 37.171 ms, scorer's clock 38.071 ms\n  call 15/15: 36.988 ms, scorer's clock 39.781 ms\nMNIST 97.10% (106,810/110,000), 38.605 ms/call; hold-out (kmnist) 95.99%, 39.770 ms/call (floored by the scorer's clock); score 39.770 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 73.6 W with the method frozen; telemetry reference 18.4 TFLOP/s at 8.18 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 11.2 mJ per call over 3,296 empty calls, subtracted\n  the method: 569 calls in 20.0 s, MNIST 97.08%, 31.297 ms per call, 303.3 W on average\nenergy 8070.956 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": 36.85068893432617,
    "parent_ms": 40.383945000002086,
    "correct": 9724,
    "total": 10000,
    "overhead_ms": 2.9117849999913403
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   {
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    "correct": 9729,
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   {
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   {
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  "problems": [],
  "summary": "MNIST 97.10% (106,810/110,000), 38.605 ms/call; hold-out (kmnist) 95.99%, 39.770 ms/call (floored by the scorer's clock)",
  "ranked_ms": 39.76980912428016,
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    "j_per_tflop": 8.176229062974642,
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