Checks / ordering
Normalization at output
Check R08. Runs in the editor as you build, in CI through the
GitHub Action, and over the wire at
POST /api/v1/check. Milliseconds, before any GPU is billed.
warn
ordering
R08
| Trigger | A normalization layer is wired directly into Output without a final linear / classification head. |
|---|---|
| Why | Normalization zero-centers the logits, breaking calibration. The model's output scale is no longer meaningful. |
Why it is not a lint you can ignore
A structural mistake does not fail at review time and it does not fail at import
time. It fails when the module is constructed on the training node, after the job was queued and
the dataset was downloaded. That is why this runs before the spend and not after it.
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Every check
41 structural checks: 6 guardrail gates and 35 architecture advisor rules. See the full catalogue.
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