✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-EMi2v3eCGa88jBaIDtWZ8R
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_samp.py
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/ladder_samp.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 epoch-shuffle   mean 2.353%  1.88 s/call  draws [2.51, 2.01, 2.52, 2.39, 2.31, 2.38]
steps 1200 iid-uniform     mean 2.365%  1.92 s/call  draws [2.52, 1.97, 2.47, 2.52, 2.37, 2.34]
steps 1200 mix50-anneal    mean 2.267%  1.91 s/call  draws [2.4, 1.84, 2.42, 2.26, 2.37, 2.31]
steps 1200 mix90-anneal    mean 2.228%  1.91 s/call  draws [2.48, 1.79, 2.26, 2.23, 2.33, 2.28]
steps 1200 mix50-hold      mean 2.375%  1.91 s/call  draws [2.38, 2.05, 2.28, 2.5, 2.59, 2.45]
steps 2400 epoch-shuffle   mean 2.015%  3.75 s/call  draws [2.27, 1.7, 2.08, 2.05, 2.0, 1.99]
steps 2400 iid-uniform     mean 2.015%  3.83 s/call  draws [2.12, 1.78, 2.11, 2.02, 1.98, 2.08]
steps 2400 mix50-anneal    mean 1.883%  3.83 s/call  draws [2.16, 1.64, 1.93, 1.94, 1.87, 1.76]
steps 2400 mix90-anneal    mean 1.957%  3.83 s/call  draws [2.02, 1.79, 2.09, 2.01, 1.89, 1.94]
steps 2400 mix50-hold      mean 2.080%  3.83 s/call  draws [2.12, 1.88, 2.19, 2.09, 2.06, 2.14]
steps 9000 epoch-shuffle   mean 1.695%  13.97 s/call  draws [1.77, 1.51, 1.83, 1.76, 1.59, 1.71]
steps 9000 iid-uniform     mean 1.738%  14.35 s/call  draws [1.96, 1.44, 1.77, 1.82, 1.71, 1.73]
steps 9000 mix50-anneal    mean 1.683%  14.34 s/call  draws [1.79, 1.4, 1.7, 1.83, 1.7, 1.68]
steps 9000 mix90-anneal    mean 1.758%  14.34 s/call  draws [1.88, 1.48, 1.82, 1.82, 1.88, 1.67]
steps 9000 mix50-hold      mean 1.838%  14.34 s/call  draws [1.93, 1.64, 1.89, 1.81, 1.94, 1.82]
{'gpu': 'NVIDIA A100-SXM4-80GB', 'steps 1200 epoch-shuffle': (2.3533332782487073, [2.5100000202655792, 2.0099999383091927, 2.5200000032782555, 2.3899998515844345, 2.3099999874830246, 2.3799998685717583], 1.8753934733072917), 'steps 1200 iid-uniform': (2.3649999561409154, [2.5200000032782555, 1.9700000062584877, 2.4699999019503593, 2.5200000032782555, 2.369999885559082, 2.3399999365210533], 1.9154325968424477), 'steps 1200 mix50-anneal': (2.26666663462917, [2.4000000208616257, 1.8400000408291817, 2.419999986886978, 2.2599998861551285, 2.369999885559082, 2.3099999874830246], 1.9145391438802084), 'steps 1200 mix90-anneal': (2.228333242237568, [2.4799998849630356, 1.7899999395012856, 2.2599998861551285, 2.2299999371170998, 2.329999953508377, 2.279999852180481], 1.914565470377604), 'steps 1200 mix50-hold': (2.37499987706542, [2.3799998685717583, 2.0499998703598976, 2.279999852180481, 2.499999850988388, 2.589999884366989, 2.449999935925007], 1.9144759521484376), 'steps 2400 epoch-shuffle': (2.0149999298155308, [2.2699998691678047, 1.6999999061226845, 2.0800000056624413, 2.0499998703598976, 1.9999999552965164, 1.9899999722838402], 3.746596883138021), 'steps 2400 iid-uniform': (2.0149999608596167, [2.119999937713146, 1.7799999564886093, 2.10999995470047, 2.019999921321869, 1.979999989271164, 2.0800000056624413], 3.830177042643229), 'steps 2400 mix50-anneal': (1.8833332695066929, [2.159999869763851, 1.640000008046627, 1.9299998879432678, 1.939999870955944, 1.8699999898672104, 1.7599999904632568], 3.8291156005859377), 'steps 2400 mix90-anneal': (1.956666602442662, [2.019999921321869, 1.7899999395012856, 2.0899999886751175, 2.0099999383091927, 1.8899999558925629, 1.939999870955944], 3.8290234375), 'steps 2400 mix50-hold': (2.0799999746183553, [2.119999937713146, 1.8799999728798866, 2.190000005066395, 2.0899999886751175, 2.0600000396370888, 2.1399999037384987], 3.8287259521484374), 'steps 9000 epoch-shuffle': (1.6949999301383893, [1.769999973475933, 1.5099999494850636, 1.8299998715519905, 1.7599999904632568, 1.589999906718731, 1.7099998891353607], 13.974751627604165), 'steps 9000 iid-uniform': (1.7383332985142868, [1.9600000232458115, 1.4399999752640724, 1.769999973475933, 1.8199998885393143, 1.7099998891353607, 1.7300000414252281], 14.347673990885417), 'steps 9000 mix50-anneal': (1.6833332522461812, [1.7899999395012856, 1.39999995008111, 1.6999999061226845, 1.8299998715519905, 1.6999999061226845, 1.679999940097332], 14.344780436197917), 'steps 9000 mix90-anneal': (1.758333280061682, [1.8799999728798866, 1.4800000004470348, 1.8199998885393143, 1.8199998885393143, 1.8799999728798866, 1.6699999570846558], 14.344521321614584), 'steps 9000 mix50-hold': (1.8383332528173923, [1.9299998879432678, 1.640000008046627, 1.8899999558925629, 1.809999905526638, 1.939999870955944, 1.8199998885393143], 14.343218261718752)}
Stopping app - local entrypoint completed.
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-EMi2v3eCGa88jBaIDtWZ8R
EXIT 0