✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-Y8kOaoVtlm1QZcMgsQlZzE
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_tf32.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 500 lr 0.006 FP32      mean 2.147%  4.41 s/call  draws [2.29, 1.91, 2.12, 2.22, 2.05, 2.29]
batch 500 lr 0.006 TF32      mean 2.130%  3.27 s/call  draws [2.34, 1.87, 2.1, 2.23, 2.06, 2.18]
batch 1000 lr 0.008 FP32     mean 2.228%  3.62 s/call  draws [2.35, 1.95, 2.35, 2.4, 2.16, 2.16]
batch 1000 lr 0.008 TF32     mean 2.200%  2.56 s/call  draws [2.45, 1.99, 2.26, 2.22, 2.13, 2.15]
batch 2000 lr 0.008 FP32     mean 2.268%  3.72 s/call  draws [2.51, 2.13, 2.24, 2.33, 2.18, 2.22]
{'gpu': 'NVIDIA A100-SXM4-80GB', 'batch 500 lr 0.006 FP32': (2.1466666211684546, [2.290000021457672, 1.9099999219179153, 2.119999937713146, 2.2199999541044235, 2.0499998703598976, 2.290000021457672], 4.409917724609375), 'batch 500 lr 0.006 TF32': (2.129999982813994, [2.3399999365210533, 1.8699999898672104, 2.0999999716877937, 2.2299999371170998, 2.0600000396370888, 2.1800000220537186], 3.265446044921875), 'batch 1000 lr 0.008 FP32': (2.228333273281654, [2.3499999195337296, 1.9500000402331352, 2.3499999195337296, 2.4000000208616257, 2.159999869763851, 2.159999869763851], 3.6158061930338543), 'batch 1000 lr 0.008 TF32': (2.1999999259908996, [2.449999935925007, 1.9899999722838402, 2.2599998861551285, 2.2199999541044235, 2.1299999207258224, 2.149999886751175], 2.558950602213542), 'batch 2000 lr 0.008 FP32': (2.2683332984646163, [2.5100000202655792, 2.1299999207258224, 2.239999920129776, 2.329999953508377, 2.1800000220537186, 2.2199999541044235], 3.7236569010416667), 'batch 2000 lr 0.008 TF32': (2.293333255996307, [2.359999902546406, 2.119999937713146, 2.499999850988388, 2.2599998861551285, 2.3099999874830246, 2.2099999710917473], 2.666193115234375)}
batch 2000 lr 0.008 TF32     mean 2.293%  2.67 s/call  draws [2.36, 2.12, 2.5, 2.26, 2.31, 2.21]
Stopping app - local entrypoint completed.
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-Y8kOaoVtlm1QZcMgsQlZzE
EXIT 0