✓ Initialized. View run at https://modal.com/apps/seth-45699/main/ap-rrQGTf9J83lfLcCtqE2cNM ✓ Created objects. ├── 🔨 Created mount │ /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef │ -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_avg.py ├── 🔨 Created mount │ /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef │ -4b0f-bafe-aa419c95eb0e/scratchpad/c6/ladder_avg.py ├── 🔨 Created mount │ /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef │ -4b0f-bafe-aa419c95eb0e/scratchpad/c6/mnist.py └── 🔨 Created function probe. ========== == CUDA == ========== CUDA Version 13.3.0 Container image Copyright (c) 2016-2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved. steps 1200 none mean 2.353% 1.97 s/call draws [2.51, 2.01, 2.52, 2.39, 2.31, 2.38] steps 1200 tail25 mean 2.390% 1.97 s/call draws [2.56, 2.01, 2.49, 2.47, 2.37, 2.44] steps 1200 tail50 mean 2.503% 1.97 s/call draws [2.69, 2.18, 2.66, 2.54, 2.43, 2.52] steps 1200 ema10@50 mean 2.368% 1.97 s/call draws [2.55, 1.97, 2.48, 2.44, 2.4, 2.37] steps 1200 nodecay+tail33 mean 2.440% 1.96 s/call draws [2.57, 2.14, 2.56, 2.5, 2.42, 2.45] steps 2400 none mean 2.015% 3.91 s/call draws [2.27, 1.7, 2.08, 2.05, 2.0, 1.99] steps 2400 tail25 mean 2.045% 3.91 s/call draws [2.16, 1.78, 2.15, 2.12, 2.08, 1.98] steps 2400 tail50 mean 2.107% 3.91 s/call draws [2.27, 1.83, 2.2, 2.13, 2.13, 2.08] steps 2400 ema10@50 mean 2.023% 3.91 s/call draws [2.17, 1.72, 2.15, 2.09, 2.04, 1.97] steps 2400 nodecay+tail33 mean 2.110% 3.92 s/call draws [2.21, 2.14, 2.14, 2.16, 2.06, 1.95] steps 9000 none mean 1.695% 14.73 s/call draws [1.77, 1.51, 1.83, 1.76, 1.59, 1.71] steps 9000 tail25 mean 1.698% 14.73 s/call draws [1.72, 1.49, 1.85, 1.77, 1.65, 1.71] steps 9000 tail50 mean 1.708% 14.73 s/call draws [1.81, 1.47, 1.85, 1.81, 1.6, 1.71] steps 9000 ema10@50 mean 1.695% 14.72 s/call draws [1.75, 1.49, 1.83, 1.78, 1.63, 1.69] steps 9000 nodecay+tail33 mean 1.702% 14.73 s/call draws [1.76, 1.46, 1.81, 1.78, 1.65, 1.75] {'gpu': 'NVIDIA A100-SXM4-80GB', 'steps 1200 none': (2.3533332782487073, [2.5100000202655792, 2.0099999383091927, 2.5200000032782555, 2.3899998515844345, 2.3099999874830246, 2.3799998685717583], 1.9667950032552082), 'steps 1200 tail25': (2.389999913672606, [2.5599999353289604, 2.0099999383091927, 2.489999867975712, 2.4699999019503593, 2.369999885559082, 2.4399999529123306], 1.9665911051432292), 'steps 1200 tail50': (2.5033333028356233, [2.6899999007582664, 2.1800000220537186, 2.6599999517202377, 2.539999969303608, 2.4299999698996544, 2.5200000032782555], 1.966599609375), 'steps 1200 ema10@50': (2.3683332838118076, [2.549999952316284, 1.9700000062584877, 2.4799998849630356, 2.4399999529123306, 2.4000000208616257, 2.369999885559082], 1.9666632486979168), 'steps 1200 nodecay+tail33': (2.4399999218682447, [2.5699999183416367, 2.1399999037384987, 2.5599999353289604, 2.499999850988388, 2.419999986886978, 2.449999935925007], 1.964558125813802), 'steps 2400 none': (2.0149999298155308, [2.2699998691678047, 1.6999999061226845, 2.0800000056624413, 2.0499998703598976, 1.9999999552965164, 1.9899999722838402], 3.91236181640625), 'steps 2400 tail25': (2.044999940941731, [2.159999869763851, 1.7799999564886093, 2.149999886751175, 2.119999937713146, 2.0800000056624413, 1.979999989271164], 3.9146097005208333), 'steps 2400 tail50': (2.106666595985492, [2.2699998691678047, 1.8299998715519905, 2.199999988079071, 2.1299999207258224, 2.1299999207258224, 2.0800000056624413], 3.914227579752604), 'steps 2400 ema10@50': (2.023333248992761, [2.1699998527765274, 1.719999872148037, 2.149999886751175, 2.0899999886751175, 2.0399998873472214, 1.9700000062584877], 3.9145700276692708), 'steps 2400 nodecay+tail33': (2.10999995470047, [2.2099999710917473, 2.1399999037384987, 2.1399999037384987, 2.159999869763851, 2.0600000396370888, 1.9500000402331352], 3.915001180013021), 'steps 9000 none': (1.6949999301383893, [1.769999973475933, 1.5099999494850636, 1.8299998715519905, 1.7599999904632568, 1.589999906718731, 1.7099998891353607], 14.730123860677082), 'steps 9000 tail25': (1.698333288853367, [1.719999872148037, 1.489999983459711, 1.850000023841858, 1.769999973475933, 1.6499999910593033, 1.7099998891353607], 14.728873046875), 'steps 9000 tail50': (1.7083332563440006, [1.809999905526638, 1.4699999243021011, 1.850000023841858, 1.809999905526638, 1.5999998897314072, 1.7099998891353607], 14.726824381510417), 'steps 9000 ema10@50': (1.694999961182475, [1.7500000074505806, 1.489999983459711, 1.8299998715519905, 1.7799999564886093, 1.6300000250339508, 1.6899999231100082], 14.724824381510416), 'steps 9000 nodecay+tail33': (1.701666632046302, [1.7599999904632568, 1.459999941289425, 1.809999905526638, 1.7799999564886093, 1.6499999910593033, 1.7500000074505806], 14.729016438802084)} Stopping app - local entrypoint completed. ✓ App completed. View run at https://modal.com/apps/seth-45699/main/ap-rrQGTf9J83lfLcCtqE2cNM EXIT 0