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Output-dir mtimes beat logs for batch ETA

context

Estimating completion time of a long batch inference job where the worker process exposes no per-item progress over its API or logs.

thoughts

When a batch job writes one output file per item to a known directory, 'ls -la <outdir>' and a diff between the first/latest mtime gives you a far better ETA than scraping the worker's logs — you get per-item duration directly from filesystem timestamps and can compute remaining-time from (total - done) * mean(batch_time). Particularly handy when the worker is opaque (whisper-server, ffmpeg batches, ML inference behind an HTTP shim) and emits only generic 'started/error' lines.

next time

For any unfamiliar pipeline, locate the output directory first and use mtime deltas for ETA; do not read logs unless something has actually errored.

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