| # Task progress |
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| The Quantization and Evaluation queues show Azure DevOps pipeline-step progress. |
| The dispatcher fetches the Build Timeline API for active runs every 60 seconds, |
| using the existing server-side `AZP_DEVOPS_PAT`. The queue UI refreshes every five |
| seconds and reads an in-memory snapshot; browser refreshes do not call Azure. |
| The app and dispatcher must run in the same process (as with `python app.py`). |
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| The bar counts completed Task records, including skipped steps, and displays the |
| currently running task names. It measures pipeline steps, not elapsed time, |
| AutoRound iterations, or evaluation samples. Steps can differ substantially in |
| duration. Retried steps use their latest attempt. Snapshots older than three |
| minutes are no longer displayed; missing credentials, unavailable timelines, and |
| API failures produce an indeterminate bar with “Waiting for progress information”. |
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| For iteration/sample percentages, the external quantization/evaluation runner |
| must additionally expose structured progress (completed units, total units, |
| stage, run ID, and timestamp), through an authenticated endpoint or status artifact. |
| The current integration requires no changes to that runner. |
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