✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-9TDc4ZQEmn84t70seoWTfo
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_t.py
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/ladder_t.py
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/ladder.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.



decode s=1000: rel err out/du/dlat/dp = ['4.7e-08', '1.1e-07', '7.7e-08', '1.3e-07']
decode s=250: rel err out/du/dlat/dp = ['5.1e-08', '1.1e-07', '8.1e-08', '1.2e-07']
decode s=60: rel err out/du/dlat/dp = ['4.3e-08', '1.1e-07', '8.6e-08', '2.0e-07']
decode s=10: rel err out/du/dlat/dp = ['5.0e-08', '1.2e-07', '1.1e-07', '2.1e-07']
encode d=1000 top=False: rel err z/h/draw/dbeta[/dgamma] = ['7.7e-08', '6.2e-08', '9.0e-08', '1.3e-07']
encode d=250 top=False: rel err z/h/draw/dbeta[/dgamma] = ['7.1e-08', '5.9e-08', '8.5e-08', '1.1e-07']
encode d=10 top=True: rel err z/h/draw/dbeta[/dgamma] = ['8.2e-08', '7.9e-08', '1.0e-07', '1.9e-07', '1.1e-07']
noise mean 0.0006 std 0.2998; step-to-step change 0.338
2000 steps: 3.65% in 2.01 s (1.007 ms/step), warm-up 5.7 s
9000 steps: 2.07% in 9.04 s (1.005 ms/step), warm-up 9.1 s
{'gpu': 'NVIDIA A100-SXM4-80GB', 'decode_worst_rel': 2.1373669767399406e-07, 'encode_worst_rel': 1.882189906154963e-07, 'noise': (0.0005536332027986646, 0.29978808760643005, 0.33824294805526733), 'fit_2000': (3.6499999463558197, 2013.4912109375), 'fit_9000': (2.070000022649765, 9040.716796875), 'fit_24000': (1.7899999395012856, 24034.34765625)}
Stopping app - local entrypoint completed.
24000 steps: 1.79% in 24.03 s (1.001 ms/step), warm-up 24.1 s
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-9TDc4ZQEmn84t70seoWTfo
EXIT 0