✓ Initialized. View run at 
https://modal.com/apps/seth-45699/main/ap-tOluoTfRdlvkKZQiK9DyGJ
✓ Created objects.
├── 🔨 Created mount 
│   /private/tmp/claude-501/-Users-sethstafford-dev-research-sutro/aabe6221-ffef
│   -4b0f-bafe-aa419c95eb0e/scratchpad/c6/probe_samp_steps.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 900 mix0.9-anneal    mean 2.444%  1.45 s/call  draws [2.49, 1.97, 2.44, 2.55, 2.47, 2.53, 2.49, 2.46, 2.35, 2.72, 2.41]
steps 1000 mix0.9-anneal   mean 2.328%  1.62 s/call  draws [2.43, 2.02, 2.4, 2.43, 2.3, 2.23, 2.47, 2.17, 2.26, 2.54, 2.36]
steps 1100 mix0.9-anneal   mean 2.349%  1.78 s/call  draws [2.3, 1.99, 2.24, 2.38, 2.35, 2.96, 2.4, 2.18, 2.22, 2.52, 2.3]
steps 1800 mix0.5-anneal   mean 2.068%  2.91 s/call  draws [2.26, 1.84, 2.08, 2.12, 1.89, 2.01, 2.12, 2.08, 2.04, 2.28, 2.03]
steps 2000 mix0.5-anneal   mean 2.014%  3.23 s/call  draws [2.14, 1.71, 2.09, 2.04, 1.92, 2.06, 2.07, 2.06, 1.94, 2.09, 2.03]
{'gpu': 'NVIDIA A100 80GB PCIe', 'steps 900 mix0.9-anneal': (2.443636293438348, [2.489999867975712, 1.9700000062584877, 2.4399999529123306, 2.549999952316284, 2.4699999019503593, 2.5299999862909317, 2.489999867975712, 2.459999918937683, 2.3499999195337296, 2.719999849796295, 2.410000003874302], 1.4541667258522728), 'steps 1000 mix0.9-anneal': (2.328181757845662, [2.4299999698996544, 2.019999921321869, 2.4000000208616257, 2.4299999698996544, 2.3000000044703484, 2.2299999371170998, 2.4699999019503593, 2.1699998527765274, 2.2599998861551285, 2.539999969303608, 2.359999902546406], 1.6193625599254262), 'steps 1100 mix0.9-anneal': (2.349090880968354, [2.3000000044703484, 1.9899999722838402, 2.239999920129776, 2.3799998685717583, 2.3499999195337296, 2.9600000008940697, 2.4000000208616257, 2.1800000220537186, 2.2199999541044235, 2.5200000032782555, 2.3000000044703484], 1.7816198841441762), 'steps 1800 mix0.5-anneal': (2.068181759254499, [2.2599998861551285, 1.8400000408291817, 2.0800000056624413, 2.119999937713146, 1.8899999558925629, 2.0099999383091927, 2.119999937713146, 2.0800000056624413, 2.0399998873472214, 2.279999852180481, 2.029999904334545], 2.909697088068182), 'steps 2000 mix0.5-anneal': (2.0136363127014856, [2.1399999037384987, 1.7099998891353607, 2.0899999886751175, 2.0399998873472214, 1.9199999049305916, 2.0600000396370888, 2.070000022649765, 2.0600000396370888, 1.939999870955944, 2.0899999886751175, 2.029999904334545], 3.232105246803977), 'steps 2200 mix0.5-anneal': (1.9899999553507024, [1.9999999552965164, 1.6599999740719795, 2.10999995470047, 1.9999999552965164, 1.8199998885393143, 1.899999938905239, 2.070000022649765, 2.070000022649765, 2.0099999383091927, 2.1299999207258224, 2.119999937713146], 3.550001309481534)}
Stopping app - local entrypoint completed.
steps 2200 mix0.5-anneal   mean 1.990%  3.55 s/call  draws [2.0, 1.66, 2.11, 2.0, 1.82, 1.9, 2.07, 2.07, 2.01, 2.13, 2.12]
✓ App completed. View run at 
https://modal.com/apps/seth-45699/main/ap-tOluoTfRdlvkKZQiK9DyGJ
EXIT 0