honcho/src/reconciler
Aakash Kattelu ddbb90e36f
fix(embedding): truncate in batch embed and return results breakdown (#1019)
* fix(deriver): truncate oversize observations so one cannot drop the batch

simple_batch_embed raised ValueError when any input exceeded the per-input
token cap, which failed the entire deriver save when a single observation
was over-length. Add on_oversize="truncate": oversize inputs are embedded
from a token-capped prefix (re-encoded until it fits, with a warning),
preserving one vector per input. Default stays "raise" so existing callers
are unchanged. RepresentationManager opts into truncate.

Also add a live embedding test that fails on main (raise / missing kwarg)
and passes once a mixed short+oversize batch survives.

Refs #569

* fix(deriver): surface failure when all observer saves fail

When every observer's save_representation failed (e.g. embedding retries
exhausted under a sustained 429), the deriver logged the error and returned
normally, so the queue marked the work unit processed with zero documents
saved. Collect per-observer errors and, after telemetry is emitted, raise
RepresentationSaveError when no observer succeeded. Partial failures stay
processed (saved observers must not be discarded) and are recorded via an
additive failed_observer_count on RepresentationCompletedEvent.

Refs #728

* fix(embedding): guarantee truncation progress and truncate on re-embed

The retry slice in _truncate_to_token_limit always recomputed the same
keep count, so a slice whose re-encode grew past the cap could oscillate.
Decrement keep after each unsuccessful retry.

Document re-embed in the reconciler used the default on_oversize="raise",
so one oversize document failed every other document in the batch.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

* chore: drop ticket ids and shrink comments to one sentence

Comments and docstrings describe current behavior, not the PR that
introduced them. Ticket numbers stay in the commit/PR.

* chore: annotate RepresentationSaveError and assert truncate on re-embed

* fix(embedding): truncate on conclusion create paths and document BPE loop

Storage callers in create_observations (API + agent tools) now pass
on_oversize="truncate" so a single oversize item cannot drop the batch.
Docstring on _truncate_to_token_limit notes why decode/re-encode is load-bearing.

---------

Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
2026-08-20 11:42:38 -04:00
..
__init__.py Turbopuffer and LanceDB Integration (#287) 2026-01-16 17:04:01 -05:00
embed_now.py add prometheus metric for in_flight 2026-07-09 12:01:09 -04:00
queue_cleanup.py fix: only emit CleanupStaleItemsCompletedEvent if queue item was deleted (#454) 2026-03-26 16:12:36 -04:00
scheduler.py telemetry: zero-initialize bounded-label metrics so an absent series means a broken scrape (#927) 2026-08-20 10:24:49 -04:00
sync_vectors.py fix(embedding): truncate in batch embed and return results breakdown (#1019) 2026-08-20 11:42:38 -04:00