kubernetes-sigs / inference-perf / 36467322280

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fix(reportgen): include stage and schedule in per-request reports (#839)

Per-request reports omit `stage_id` and `scheduled_time`, so requests
cannot be reliably grouped by stage or compared with their scheduled
send times. Add both fields, omitting `stage_id` only when it is unset.
They remain available when raw request, response, and info fields are
disabled.

Latency metrics and `session_id` are already present on main; this
change adds the two remaining fields from #714.

Validation:

- Five new regression cases fail before the fix; all 15 focused report
tests pass afterward.
- `pdm run validate` passed. Full suite: 1,676 passed, 7 skipped.
- Coverage check passed: 80.80% versus 80.27% on a fresh upstream
baseline.
- A two-stage, two-worker benchmark wrote eight entries with both fields
while raw payload fields were disabled.

The first full run hit a stage-teardown timing assertion. That test
passed in isolation and on the full rerun.

Fixes #714.

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