✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-xmpmJKvkeLrEWCRZRdNJHP
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_batch.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.



batch 250 steps 6520 lr 0.004    mean 2.153%  6.51 s/call  draws [2.29, 1.9, 2.15, 2.23, 2.14, 2.21]
batch 500 steps 3260 lr 0.004    mean 2.277%  4.42 s/call  draws [2.58, 2.06, 2.2, 2.3, 2.25, 2.27]
batch 500 steps 3260 lr 0.006    mean 2.147%  4.42 s/call  draws [2.29, 1.91, 2.12, 2.22, 2.05, 2.29]
batch 500 steps 3260 lr 0.008    mean 2.250%  4.42 s/call  draws [3.01, 1.79, 2.29, 2.25, 2.12, 2.04]
batch 1000 steps 1630 lr 0.004   mean 2.402%  3.62 s/call  draws [2.39, 2.14, 2.65, 2.45, 2.37, 2.41]
batch 1000 steps 1630 lr 0.008   mean 2.228%  3.63 s/call  draws [2.35, 1.95, 2.35, 2.4, 2.16, 2.16]
batch 1000 steps 1630 lr 0.012   mean 2.260%  3.63 s/call  draws [2.39, 2.07, 2.52, 2.2, 2.14, 2.24]
batch 2000 steps 815 lr 0.008    mean 2.268%  3.77 s/call  draws [2.51, 2.13, 2.24, 2.33, 2.18, 2.22]
batch 2000 steps 815 lr 0.012    mean 2.302%  3.78 s/call  draws [2.49, 2.05, 2.34, 2.35, 2.35, 2.23]
{'batch 250 steps 6520 lr 0.004': (2.1533332765102386, [2.290000021457672, 1.899999938905239, 2.149999886751175, 2.2299999371170998, 2.1399999037384987, 2.2099999710917473], 6.513433430989584), 'batch 500 steps 3260 lr 0.004': (2.276666617641846, [2.579999901354313, 2.0600000396370888, 2.199999988079071, 2.3000000044703484, 2.2499999031424522, 2.2699998691678047], 4.424486897786458), 'batch 500 steps 3260 lr 0.006': (2.1466666211684546, [2.290000021457672, 1.9099999219179153, 2.119999937713146, 2.2199999541044235, 2.0499998703598976, 2.290000021457672], 4.420272216796875), 'batch 500 steps 3260 lr 0.008': (2.249999934186538, [3.009999915957451, 1.7899999395012856, 2.290000021457672, 2.2499999031424522, 2.119999937713146, 2.0399998873472214], 4.418700927734375), 'batch 1000 steps 1630 lr 0.004': (2.401666591564814, [2.3899998515844345, 2.1399999037384987, 2.6499999687075615, 2.449999935925007, 2.369999885559082, 2.410000003874302], 3.6239715169270834), 'batch 1000 steps 1630 lr 0.008': (2.228333273281654, [2.3499999195337296, 1.9500000402331352, 2.3499999195337296, 2.4000000208616257, 2.159999869763851, 2.159999869763851], 3.6278614908854165), 'batch 1000 steps 1630 lr 0.012': (2.2599999482433, [2.3899998515844345, 2.070000022649765, 2.5200000032782555, 2.199999988079071, 2.1399999037384987, 2.239999920129776], 3.6280723063151044), 'batch 2000 steps 815 lr 0.008': (2.2683332984646163, [2.5100000202655792, 2.1299999207258224, 2.239999920129776, 2.329999953508377, 2.1800000220537186, 2.2199999541044235], 3.77038525390625), 'batch 2000 steps 815 lr 0.012': (2.301666575173537, [2.489999867975712, 2.0499998703598976, 2.3399999365210533, 2.3499999195337296, 2.3499999195337296, 2.2299999371170998], 3.7800723876953124), 'batch 2000 steps 815 lr 0.016': (2.3033332700530686, [2.419999986886978, 2.199999988079071, 2.2299999371170998, 2.4399999529123306, 2.279999852180481, 2.2499999031424522], 3.781767862955729)}
batch 2000 steps 815 lr 0.016    mean 2.303%  3.78 s/call  draws [2.42, 2.2, 2.23, 2.44, 2.28, 2.25]
Stopping app - local entrypoint completed.
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-xmpmJKvkeLrEWCRZRdNJHP
EXIT 0