{
 "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: 61.810 ms, scorer's clock 62.965 ms\n  call  2/15: 61.851 ms, scorer's clock 63.004 ms\n  call  3/15: 61.793 ms, scorer's clock 62.539 ms\n  call  4/15: 61.478 ms, scorer's clock 62.015 ms\n  call  5/15: 61.714 ms, scorer's clock 62.336 ms\n  call  6/15: 61.789 ms, scorer's clock 62.525 ms\n  call  7/15: 61.703 ms, scorer's clock 62.857 ms\n  call  8/15: 61.744 ms, scorer's clock 62.844 ms\n  call  9/15: 58.110 ms, scorer's clock 58.650 ms\n  call 10/15: 58.680 ms, scorer's clock 59.310 ms\n  call 11/15: 61.683 ms, scorer's clock 62.689 ms\n  call 12/15: 61.786 ms, scorer's clock 62.879 ms\n  call 13/15: 60.447 ms, scorer's clock 61.429 ms\n  call 14/15: 61.747 ms, scorer's clock 62.698 ms\n  call 15/15: 61.765 ms, scorer's clock 63.024 ms\nMNIST 95.26% (104,783/110,000), 61.942 ms/call; hold-out (fashion) 85.85%, 61.078 ms/call (floored by the scorer's clock); score 61.942 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 18.5 TFLOP/s at 7.51 J/TFLOP above idle (a healthy NVIDIA A100-SXM4-80GB reads 6-11)\n  the round trip alone: 14.1 mJ per call over 3,380 empty calls, subtracted\n  the method: 370 calls in 20.0 s, MNIST 95.12%, 49.800 ms per call, 112.9 W on average\nenergy 2112.862 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": [
   {
    "dataset": "fashion",
    "ms": 61.80966567993164,
    "parent_ms": 64.77805300000128,
    "correct": 8567,
    "total": 10000,
    "overhead_ms": 1.8127255001910818
   },
   {
    "dataset": "mnist",
    "ms": 61.850624084472656,
    "parent_ms": 64.61881000000069,
    "correct": 9541,
    "total": 10000,
    "overhead_ms": 1.6143435006465623
   },
   {
    "dataset": "mnist",
    "ms": 61.79328155517578,
    "parent_ms": 64.64840699999996,
    "correct": 9551,
    "total": 10000,
    "overhead_ms": 2.1092339993035623
   },
   {
    "dataset": "mnist",
    "ms": 61.47788619995117,
    "parent_ms": 64.08494799999787,
    "correct": 9523,
    "total": 10000,
    "overhead_ms": 2.0698060003650767
   },
   {
    "dataset": "mnist",
    "ms": 61.71443176269531,
    "parent_ms": 64.36234699999943,
    "correct": 9553,
    "total": 10000,
    "overhead_ms": 2.0265690004502375
   },
   {
    "dataset": "mnist",
    "ms": 61.7891845703125,
    "parent_ms": 64.60467100000145,
    "correct": 9510,
    "total": 10000,
    "overhead_ms": 2.0796079999086032
   },
   {
    "dataset": "mnist",
    "ms": 61.70316696166992,
    "parent_ms": 64.5388699999998,
    "correct": 9489,
    "total": 10000,
    "overhead_ms": 1.6820784991284654
   },
   {
    "dataset": "mnist",
    "ms": 61.7441291809082,
    "parent_ms": 64.38538500000135,
    "correct": 9529,
    "total": 10000,
    "overhead_ms": 1.5414795000617119
   },
   {
    "dataset": "fashion",
    "ms": 58.10995101928711,
    "parent_ms": 60.733540000001085,
    "correct": 8582,
    "total": 10000,
    "overhead_ms": 2.0833589995626767
   },
   {
    "dataset": "mnist",
    "ms": 58.680320739746094,
    "parent_ms": 61.36180600000074,
    "correct": 9534,
    "total": 10000,
    "overhead_ms": 2.052225000019831
   },
   {
    "dataset": "mnist",
    "ms": 61.68268966674805,
    "parent_ms": 64.25708199999747,
    "correct": 9506,
    "total": 10000,
    "overhead_ms": 1.5683004993062752
   },
   {
    "dataset": "fashion",
    "ms": 61.78611373901367,
    "parent_ms": 64.43260700000053,
    "correct": 8602,
    "total": 10000,
    "overhead_ms": 1.5538549994730317
   },
   {
    "dataset": "fashion",
    "ms": 60.446720123291016,
    "parent_ms": 63.07172800000416,
    "correct": 8590,
    "total": 10000,
    "overhead_ms": 1.642717000059065
   },
   {
    "dataset": "mnist",
    "ms": 61.74720001220703,
    "parent_ms": 64.32513800000095,
    "correct": 9511,
    "total": 10000,
    "overhead_ms": 1.626867500020552
   },
   {
    "dataset": "mnist",
    "ms": 61.76460647583008,
    "parent_ms": 64.55824500000062,
    "correct": 9536,
    "total": 10000,
    "overhead_ms": 1.5342869994775583
   }
  ],
  "problems": [],
  "summary": "MNIST 95.26% (104,783/110,000), 61.942 ms/call; hold-out (fashion) 85.85%, 61.078 ms/call (floored by the scorer's clock)",
  "ranked_ms": 61.941924808660296,
  "energy": {
   "mj_per_call": 2112.8616764743574,
   "problems": [],
   "net_mj_before_control": 2126.9683704877434,
   "control_mj_per_call": 14.106694013386178,
   "control_calls": 3380,
   "gross_mj_per_call": 6108.183783783784,
   "idle_w": 73.59576551873525,
   "active_w": 112.91437785440554,
   "calls": 370,
   "seconds": 20.015413828999996,
   "ms_median": 49.800193786621094,
   "timed_mnist_ms_median": 61.7441291809082,
   "correct": 3519469,
   "total": 3700000,
   "reference": {
    "tflops_per_s": 18.465452053286707,
    "j_per_tflop": 7.5146622735192965,
    "exact": true,
    "band": [
     [
      6.0,
      11.0
     ],
     [
      15.0,
      23.0
     ]
    ]
   },
   "device": {
    "name": "NVIDIA A100-SXM4-80GB",
    "uuid": "GPU-5b95ae6f-0dae-a718-88a6-25b52c40c280",
    "vbios": "92.00.9E.00.02",
    "driver": "580.95.05",
    "power_limit_w": 500.0
   },
   "windows": [
    {
     "name": "idle 1",
     "seconds": 5.010671958000003,
     "joules": 371.599,
     "utilization_max": 0,
     "contexts": 1
    },
    {
     "name": "reference",
     "seconds": 5.180350383000004,
     "joules": 1103.843,
     "matmuls": 696,
     "dim": 4096,
     "exact": true
    },
    {
     "name": "idle 2",
     "seconds": 5.003504273999994,
     "joules": 372.664,
     "utilization_max": 0,
     "contexts": 1
    },
    {
     "name": "control",
     "seconds": 5.002826267999993,
     "joules": 415.761,
     "calls": 3380
    },
    {
     "name": "idle 3",
     "seconds": 5.020106870000006,
     "joules": 364.803,
     "utilization_max": 0,
     "contexts": 1
    },
    {
     "name": "method",
     "seconds": 20.015413828999996,
     "joules": 2260.028,
     "calls": 370,
     "ms": [
      61.80147171020508,
      62.002174377441406,
      61.88032150268555,
      56.011775970458984,
      49.83091354370117,
      49.83295822143555,
      49.78483200073242,
      49.81760025024414,
      49.772544860839844,
      49.90361785888672,
      49.87187194824219,
      49.83500671386719,
      49.79404830932617,
      49.7889289855957,
      49.83295822143555,
      49.783809661865234,
      49.781761169433594,
      49.79199981689453,
      49.78278350830078,
      49.82681655883789,
      49.774593353271484,
      49.75718307495117,
      49.80531311035156,
      49.7889289855957,
      49.80121612548828,
      49.80633544921875,
      49.77766418457031,
      49.77356719970703,
      49.758209228515625,
      49.760257720947266,
      49.79199981689453,
      49.7520637512207,
      49.76128005981445,
      49.772544860839844,
      49.78073501586914,
      49.79609680175781,
      49.79916763305664,
      49.82067108154297,
      49.800193786621094,
      49.79302215576172,
      49.76947021484375,
      49.880062103271484,
      49.8606071472168,
      49.797119140625,
      49.765377044677734,
      49.78995132446289,
      49.81657409667969,
      49.82476806640625,
      49.80223846435547,
      49.77356719970703,
      49.78483200073242,
      49.75923156738281,
      49.756160736083984,
      49.797119140625,
      49.78995132446289,
      49.76844787597656,
      49.76947021484375,
      49.76639938354492,
      49.800193786621094,
      49.79199981689453,
      49.78073501586914,
      49.77356719970703,
      49.79404830932617,
      49.797119140625,
      49.765377044677734,
      49.76230239868164,
      49.950721740722656,
      49.776641845703125,
      49.85958480834961,
      49.8790397644043,
      49.82169723510742,
      49.83091354370117,
      49.78483200073242,
      49.77561569213867,
      49.81964874267578,
      49.80121612548828,
      49.80531311035156,
      49.76947021484375,
      49.76128005981445,
      49.78585433959961,
      49.74591827392578,
      49.76639938354492,
      49.80223846435547,
      49.76435089111328,
      49.79302215576172,
      49.78790283203125,
      49.76435089111328,
      49.79814529418945,
      49.86163330078125,
      49.82783889770508,
      49.82886505126953,
      49.80326461791992,
      49.8155517578125,
      49.78995132446289,
      49.82988739013672,
      49.79302215576172,
      49.78073501586914,
      49.81248092651367,
      49.7786865234375,
      49.80121612548828,
      49.800193786621094,
      49.79302215576172,
      49.84012985229492,
      49.77971267700195,
      49.84320068359375,
      49.772544860839844,
      49.79302215576172,
      49.76230239868164,
      49.7889289855957,
      49.81248092651367,
      49.80531311035156,
      49.81350326538086,
      49.80940628051758,
      49.772544860839844,
      49.81145477294922,
      49.895423889160156,
      49.80428695678711,
      49.80326461791992,
      49.80940628051758,
      49.774593353271484,
      49.76947021484375,
      49.80940628051758,
      49.7889289855957,
      49.746944427490234,
      49.7889289855957,
      49.81043243408203,
      49.83500671386719,
      49.81248092651367,
      49.79404830932617,
      49.79609680175781,
      49.87596893310547,
      49.882110595703125,
      49.909759521484375,
      49.91078567504883,
      49.87596893310547,
      49.85548782348633,
      49.79916763305664,
      49.77971267700195,
      49.81145477294922,
      51.05152130126953,
      50.4903678894043,
      50.569217681884766,
      50.535423278808594,
      50.80268859863281,
      50.5978889465332,
      50.58867263793945,
      50.91532897949219,
      51.550209045410156,
      51.32902526855469,
      50.60812759399414,
      50.553855895996094,
      50.718719482421875,
      50.855934143066406,
      50.78220748901367,
      50.5978889465332,
      51.378177642822266,
      50.911231994628906,
      51.01055908203125,
      50.925567626953125,
      51.13139343261719,
      50.78630447387695,
      50.61324691772461,
      50.96345520019531,
      50.967552185058594,
      50.739200592041016,
      50.63270568847656,
      50.788352966308594,
      51.17542266845703,
      50.95219039916992,
      50.67059326171875,
      51.01772689819336,
      51.0648307800293,
      51.10784149169922,
      50.91328048706055,
      51.02182388305664,
      51.23788833618164,
      50.76582336425781,
      51.26348876953125,
      50.75455856323242,
      51.18873596191406,
      50.68083190917969,
      50.98700714111328,
      50.63372802734375,
      50.05311965942383,
      49.88108825683594,
      49.82681655883789,
      49.78790283203125,
      49.774593353271484,
      49.84012985229492,
      49.78483200073242,
      49.93843078613281,
      49.97529602050781,
      49.932289123535156,
      49.84832000732422,
      49.85958480834961,
      49.85139083862305,
      49.81145477294922,
      49.82476806640625,
      49.85753631591797,
      49.77971267700195,
      49.772544860839844,
      49.80121612548828,
      49.833984375,
      49.77356719970703,
      49.81248092651367,
      49.8790397644043,
      50.25996780395508,
      49.884159088134766,
      49.907711029052734,
      49.82783889770508,
      49.81964874267578,
      49.84320068359375,
      49.77971267700195,
      49.7889289855957,
      49.930240631103516,
      49.85446548461914,
      49.80428695678711,
      49.800193786621094,
      49.80121612548828,
      49.81350326538086,
      50.06745529174805,
      49.80223846435547,
      49.89440155029297,
      49.83603286743164,
      49.81248092651367,
      49.880062103271484,
      49.930240631103516,
      49.916927337646484,
      49.82579040527344,
      49.937408447265625,
      49.80531311035156,
      49.79609680175781,
      49.81862258911133,
      49.797119140625,
      49.80223846435547,
      49.81760025024414,
      49.7889289855957,
      49.62508773803711,
      49.79609680175781,
      49.76435089111328,
      49.79916763305664,
      49.82374572753906,
      49.82783889770508,
      49.83910369873047,
      49.81350326538086,
      49.80428695678711,
      49.76844787597656,
      49.74591827392578,
      49.774593353271484,
      49.867774963378906,
      49.872894287109375,
      49.83910369873047,
      49.85753631591797,
      49.85036849975586,
      49.79916763305664,
      49.79916763305664,
      49.81145477294922,
      49.889278411865234,
      49.8073616027832,
      49.80428695678711,
      49.763328552246094,
      49.77766418457031,
      49.78483200073242,
      49.76947021484375,
      49.800193786621094,
      49.79814529418945,
      49.79404830932617,
      49.78483200073242,
      49.79302215576172,
      49.79916763305664,
      49.81248092651367,
      49.83500671386719,
      49.81964874267578,
      49.81760025024414,
      49.781761169433594,
      49.79916763305664,
      49.80326461791992,
      49.80531311035156,
      49.748992919921875,
      49.81657409667969,
      49.78688049316406,
      49.79609680175781,
      49.772544860839844,
      49.79199981689453,
      49.82681655883789,
      49.76947021484375,
      49.776641845703125,
      49.79916763305664,
      49.7786865234375,
      49.78995132446289,
      49.790977478027344,
      49.76947021484375,
      49.78483200073242,
      49.75923156738281,
      49.77561569213867,
      49.79916763305664,
      49.77766418457031,
      49.77151870727539,
      49.76435089111328,
      49.81350326538086,
      49.65990447998047,
      49.76230239868164,
      49.80223846435547,
      49.776641845703125,
      49.79814529418945,
      49.76128005981445,
      49.80940628051758,
      49.79507064819336,
      49.77561569213867,
      49.8155517578125,
      49.774593353271484,
      49.76435089111328,
      49.800193786621094,
      49.77971267700195,
      49.80428695678711,
      49.78585433959961,
      49.80428695678711,
      49.82476806640625,
      49.76639938354492,
      49.76128005981445,
      49.800193786621094,
      49.765377044677734,
      49.81043243408203,
      49.800193786621094,
      49.774593353271484,
      49.77561569213867,
      49.767425537109375,
      49.77971267700195,
      49.774593353271484,
      49.77561569213867,
      49.78790283203125,
      49.78073501586914,
      49.78278350830078,
      49.774593353271484,
      49.77971267700195,
      49.77971267700195,
      49.772544860839844,
      49.763328552246094,
      49.800193786621094,
      49.74591827392578,
      49.78483200073242,
      49.65375900268555,
      49.78585433959961,
      49.76435089111328,
      49.78688049316406,
      49.756160736083984,
      49.76435089111328,
      49.79916763305664,
      49.77971267700195,
      49.78688049316406,
      49.78278350830078,
      49.78995132446289,
      49.75718307495117,
      49.81043243408203,
      49.78688049316406,
      49.78483200073242,
      49.765377044677734,
      49.78073501586914,
      49.75001525878906,
      49.84524917602539,
      49.79302215576172,
      49.80326461791992,
      49.781761169433594,
      49.739776611328125,
      49.82067108154297,
      49.781761169433594,
      49.765377044677734,
      49.712127685546875,
      49.800193786621094,
      49.8073616027832
     ],
     "correct": [
      9505,
      9539,
      9519,
      9523,
      9515,
      9511,
      9506,
      9494,
      9482,
      9514,
      9536,
      9536,
      9479,
      9507,
      9505,
      9492,
      9511,
      9513,
      9509,
      9510,
      9495,
      9515,
      9509,
      9498,
      9460,
      9534,
      9481,
      9473,
      9516,
      9552,
      9509,
      9552,
      9511,
      9528,
      9530,
      9511,
      9504,
      9507,
      9517,
      9510,
      9477,
      9537,
      9527,
      9530,
      9484,
      9499,
      9484,
      9523,
      9500,
      9529,
      9499,
      9520,
      9501,
      9493,
      9516,
      9507,
      9482,
      9530,
      9492,
      9528,
      9521,
      9528,
      9488,
      9550,
      9514,
      9529,
      9525,
      9518,
      9519,
      9494,
      9505,
      9526,
      9482,
      9514,
      9540,
      9530,
      9490,
      9492,
      9521,
      9492,
      9515,
      9529,
      9501,
      9515,
      9504,
      9516,
      9493,
      9510,
      9472,
      9540,
      9479,
      9507,
      9513,
      9551,
      9510,
      9536,
      9508,
      9527,
      9524,
      9518,
      9514,
      9508,
      9490,
      9526,
      9485,
      9529,
      9514,
      9527,
      9500,
      9497,
      9495,
      9517,
      9530,
      9541,
      9516,
      9545,
      9497,
      9495,
      9503,
      9537,
      9480,
      9517,
      9473,
      9504,
      9498,
      9541,
      9518,
      9531,
      9514,
      9523,
      9541,
      9539,
      9527,
      9516,
      9518,
      9525,
      9486,
      9529,
      9521,
      9535,
      9489,
      9502,
      9531,
      9511,
      9527,
      9537,
      9504,
      9530,
      9505,
      9498,
      9513,
      9498,
      9502,
      9536,
      9490,
      9492,
      9541,
      9553,
      9488,
      9542,
      9533,
      9519,
      9544,
      9520,
      9528,
      9484,
      9508,
      9543,
      9487,
      9553,
      9540,
      9518,
      9502,
      9513,
      9527,
      9520,
      9519,
      9514,
      9499,
      9525,
      9486,
      9488,
      9503,
      9520,
      9489,
      9526,
      9479,
      9509,
      9514,
      9533,
      9490,
      9552,
      9516,
      9527,
      9510,
      9516,
      9509,
      9500,
      9511,
      9517,
      9496,
      9537,
      9513,
      9521,
      9513,
      9493,
      9510,
      9505,
      9500,
      9538,
      9501,
      9524,
      9502,
      9512,
      9504,
      9527,
      9482,
      9519,
      9478,
      9486,
      9524,
      9547,
      9505,
      9545,
      9511,
      9515,
      9509,
      9520,
      9535,
      9468,
      9504,
      9520,
      9496,
      9533,
      9530,
      9535,
      9505,
      9502,
      9498,
      9502,
      9502,
      9537,
      9519,
      9506,
      9516,
      9505,
      9488,
      9498,
      9474,
      9544,
      9509,
      9491,
      9503,
      9552,
      9497,
      9538,
      9502,
      9517,
      9533,
      9529,
      9535,
      9507,
      9499,
      9515,
      9482,
      9534,
      9528,
      9551,
      9515,
      9501,
      9511,
      9504,
      9513,
      9528,
      9506,
      9534,
      9495,
      9492,
      9503,
      9521,
      9503,
      9497,
      9491,
      9502,
      9522,
      9531,
      9512,
      9519,
      9514,
      9525,
      9517,
      9510,
      9523,
      9508,
      9480,
      9533,
      9496,
      9526,
      9524,
      9525,
      9493,
      9516,
      9492,
      9480,
      9501,
      9503,
      9491,
      9527,
      9505,
      9496,
      9517,
      9516,
      9469,
      9523,
      9499,
      9483,
      9522,
      9524,
      9501,
      9525,
      9504,
      9501,
      9521,
      9524,
      9518,
      9504,
      9500,
      9526,
      9515,
      9515,
      9535,
      9530,
      9494,
      9500,
      9505,
      9511,
      9506,
      9517,
      9521,
      9504,
      9488,
      9512,
      9515,
      9514,
      9468,
      9528,
      9471,
      9515,
      9512,
      9537,
      9484,
      9519,
      9498,
      9519,
      9518,
      9512,
      9535,
      9507,
      9505,
      9525,
      9495,
      9526,
      9537,
      9514,
      9497,
      9508,
      9495,
      9501,
      9501,
      9518
     ]
    },
    {
     "name": "idle 4",
     "seconds": 5.003585614000002,
     "joules": 372.883,
     "utilization_max": 0,
     "contexts": 1
    }
   ]
  }
 }
}