Add noise run log

logs/noise.log

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+== 17:49:13 install
+WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning.
+== 17:49:35 download data
+Hint: The `hf-cli` skill is not installed. Run `hf skills add -g` to teach your AI agents how to use the `hf` CLI.
+Hint: The `hf-cli` skill is not installed. Run `hf skills add -g` to teach your AI agents how to use the `hf` CLI.
+
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+  path: /workspace/act-experiments/data/dl/sample/10BT/000_00000.parquet
+== 17:51:19 download means
+
+  path: /workspace/act-experiments/out/means_14B.pt
+== 17:55:41 test
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+replace at site  -1: max relative error resid  1.7e-06
+replace at site  -1: max relative error attn   2.9e-06
+replace at site  -1: max relative error mlp    3.2e-06
+replace at site  -1: max relative error logits 1.3e-06
+replace at site   0: max relative error resid  2.4e-06
+replace at site   0: max relative error attn   3.9e-06
+replace at site   0: max relative error mlp    3.9e-06
+replace at site   0: max relative error logits 4.2e-06
+replace at site   1: max relative error resid  2.2e-06
+replace at site   1: max relative error attn   4.3e-06
+replace at site   1: max relative error mlp    3.0e-06
+replace at site   1: max relative error logits 1.4e-06
+replace at site  14: max relative error resid  5.3e-06
+replace at site  14: max relative error attn   7.8e-06
+replace at site  14: max relative error mlp    8.6e-06
+replace at site  14: max relative error logits 6.0e-06
+replace at site  28: max relative error resid  1.7e-06
+replace at site  28: max relative error attn   2.9e-06
+replace at site  28: max relative error mlp    3.2e-06
+replace at site  28: max relative error logits 3.4e-07
+add at site  -1: max relative error resid  1.7e-06
+add at site  -1: max relative error attn   2.9e-06
+add at site  -1: max relative error mlp    3.2e-06
+add at site  -1: max relative error logits 1.3e-06
+add at site   0: max relative error resid  2.5e-06
+add at site   0: max relative error attn   4.7e-06
+add at site   0: max relative error mlp    3.8e-06
+add at site   0: max relative error logits 3.1e-06
+add at site   1: max relative error resid  1.7e-06
+add at site   1: max relative error attn   3.5e-06
+add at site   1: max relative error mlp    3.3e-06
+add at site   1: max relative error logits 1.2e-06
+add at site  14: max relative error resid  1.4e-06
+add at site  14: max relative error attn   2.5e-06
+add at site  14: max relative error mlp    2.9e-06
+add at site  14: max relative error logits 1.4e-06
+add at site  28: max relative error resid  1.7e-06
+add at site  28: max relative error attn   2.9e-06
+add at site  28: max relative error mlp    3.2e-06
+add at site  28: max relative error logits 1.3e-06
+OK
+
+== 17:56:24 noise 14B
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+
+100/3000 samples
+200/3000 samples
+300/3000 samples
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+2800/3000 samples
+2900/3000 samples
+3000/3000 samples
+wandb: [wandb.login()] Loaded credentials for https://api.wandb.ai from WANDB_API_KEY.
+wandb: Currently logged in as: syvb (octahedral-systems) to https://api.wandb.ai. Use `wandb login --relogin` to force relogin
+wandb: setting up run vb41ya95
+wandb: Tracking run with wandb version 0.30.0
+wandb: Run data is saved locally in /workspace/act-experiments/wandb/run-20261015_190022-vb41ya95
+wandb: Run `wandb offline` to turn off syncing.
+wandb: Syncing run Qwen3-14B-Base
+wandb: ⭐️ View project at https://wandb.ai/octahedral-systems/qwen3-self-correction-noise
+wandb: 🚀 View run at https://wandb.ai/octahedral-systems/qwen3-self-correction-noise/runs/vb41ya95
+wandb: updating run metadata
+wandb: uploading requirements.txt; uploading wandb-summary.json; uploading config.yaml; uploading wandb-metadata.json
+wandb: 
+wandb: Run history:
+wandb: add_context_x0.25/disruption  ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▃▃▃▄▅▅▆▆▇████
+wandb:      add_context_x0.25/dloss ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▃▃▄█
+wandb:         add_context_x0.25/kl ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▃▃█
+wandb:   add_context_x0.25/retained  ▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▃▃▃▄▄▄▅▅▆▆▇▇███████▇▇▇▇▇
+wandb:    add_context_x1/disruption  ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▂▃▃▃▄▄▄▅▅▆▆▆▇▇▇▇█
+wandb:         add_context_x1/dloss ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▃▃▃▃▄▄▄▄▄▄▄▅█
+wandb:            add_context_x1/kl ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▃▃▃▃▄▄▄▄▄▄▄▅█
+wandb:      add_context_x1/retained  ▂▃▁▃▃▃▃▃▃▃▃▃▃▃▃▄▄▄▅▅▆▆▆▇▇██████▇▇▇▇▇▇▇▇
+wandb:   add_context_x16/disruption  ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▃█
+wandb:        add_context_x16/dloss ▁▂▂▂▂▂▂▂▂▃▃▃▃▃▃▃▃▃▃▃▄▄▄▄▄▄▄▄▅▅▅▆▆▇▇▇███▆
+wandb:                          +33 ...
+wandb: 
+wandb: Run summary:
+wandb: add_context_x0.25/disruption 0.06494
+wandb:      add_context_x0.25/dloss 0.11054
+wandb:         add_context_x0.25/kl 0.11625
+wandb:   add_context_x0.25/retained 1.0
+wandb:    add_context_x1/disruption 1.03903
+wandb:         add_context_x1/dloss 2.17651
+wandb:            add_context_x1/kl 2.19894
+wandb:      add_context_x1/retained 1.0
+wandb:   add_context_x16/disruption 265.99063
+wandb:        add_context_x16/dloss 18.12283
+wandb:                          +34 ...
+wandb: 
+wandb: 🚀 View run Qwen3-14B-Base at: https://wandb.ai/octahedral-systems/qwen3-self-correction-noise/runs/vb41ya95
+wandb: ⭐️ View project at: https://wandb.ai/octahedral-systems/qwen3-self-correction-noise
+wandb: Synced 4 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)
+wandb: Find logs at: ./wandb/run-20261015_190022-vb41ya95/logs
+== 19:00:29 plot
+== 19:00:36 done