✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-geTD6e4bkQUCkQRgnd1QOR
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_epochs.py
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/ladder_tb.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 600 lr 0.008 (6 draws)       mean 3.060%  0.93 s/call  draws [3.35, 2.81, 3.09, 3.25, 2.89, 2.97]
steps 900 lr 0.008 (6 draws)       mean 2.615%  1.40 s/call  draws [2.78, 2.36, 2.59, 2.54, 2.79, 2.63]
steps 1200 lr 0.008 (6 draws)      mean 2.363%  1.86 s/call  draws [2.61, 2.23, 2.34, 2.32, 2.35, 2.33]
steps 2400 lr 0.008 (6 draws)      mean 1.998%  3.72 s/call  draws [2.21, 1.65, 2.08, 2.2, 1.99, 1.86]
steps 3600 lr 0.008 (6 draws)      mean 1.822%  5.58 s/call  draws [1.96, 1.64, 1.85, 1.97, 1.8, 1.71]
steps 6000 lr 0.008 (11 draws)     mean 1.878%  9.31 s/call  draws [2.08, 1.44, 1.83, 1.89, 1.72, 1.81, 2.06, 1.95, 1.84, 2.03, 2.01]
steps 9000 lr 0.008 (11 draws)     mean 1.780%  13.93 s/call  draws [1.89, 1.59, 1.83, 1.74, 1.65, 1.67, 1.9, 1.89, 1.74, 1.87, 1.81]
{'gpu': 'NVIDIA A100-SXM4-80GB', 'steps 600 lr 0.008 (6 draws)': (3.0599999551971755, [3.3500000834465027, 2.8099998831748962, 3.0899999663233757, 3.2499998807907104, 2.889999933540821, 2.969999983906746], 0.9336620483398438), 'steps 900 lr 0.008 (6 draws)': (2.614999935030937, [2.7799999341368675, 2.359999902546406, 2.589999884366989, 2.539999969303608, 2.7899999171495438, 2.630000002682209], 1.3978134155273436), 'steps 1200 lr 0.008 (6 draws)': (2.3633332612613835, [2.6099998503923416, 2.2299999371170998, 2.3399999365210533, 2.319999970495701, 2.3499999195337296, 2.329999953508377], 1.86295458984375), 'steps 2400 lr 0.008 (6 draws)': (1.9983333225051563, [2.2099999710917473, 1.6499999910593033, 2.0800000056624413, 2.199999988079071, 1.9899999722838402, 1.8600000068545341], 3.7157198486328125), 'steps 3600 lr 0.008 (6 draws)': (1.8216666455070178, [1.9600000232458115, 1.640000008046627, 1.850000023841858, 1.9700000062584877, 1.7999999225139618, 1.7099998891353607], 5.580455403645833), 'steps 6000 lr 0.008 (11 draws)': (1.8781817772171714, [2.0800000056624413, 1.4399999752640724, 1.8299998715519905, 1.8899999558925629, 1.719999872148037, 1.809999905526638, 2.0600000396370888, 1.9500000402331352, 1.8400000408291817, 2.029999904334545, 2.0099999383091927], 9.308174538352274), 'steps 9000 lr 0.008 (11 draws)': (1.7799999564886093, [1.8899999558925629, 1.589999906718731, 1.8299998715519905, 1.7400000244379044, 1.6499999910593033, 1.6699999570846558, 1.899999938905239, 1.8899999558925629, 1.7400000244379044, 1.8699999898672104, 1.809999905526638], 13.926678178267046), 'steps 9000 lr 0.006 (11 draws)': (1.7327272333204746, [1.8199998885393143, 1.4999999664723873, 1.640000008046627, 1.8899999558925629, 1.640000008046627, 1.549999974668026, 1.850000023841858, 1.8199998885393143, 1.6899999231100082, 1.8899999558925629, 1.769999973475933], 13.92649041193182)}
steps 9000 lr 0.006 (11 draws)     mean 1.733%  13.93 s/call  draws [1.82, 1.5, 1.64, 1.89, 1.64, 1.55, 1.85, 1.82, 1.69, 1.89, 1.77]
Stopping app - local entrypoint completed.
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-geTD6e4bkQUCkQRgnd1QOR
EXIT 0