131 Commits

Author SHA1 Message Date
Classic298 ba0c4b3932 fix: don't hold a database connection for the lifetime of an SSE stream (#28183)
With database session sharing enabled, which the docs recommend for PostgreSQL and for multi-replica deployments, the knowledge pending-files and file process-status endpoints each pinned one pooled connection for as long as their SSE stream stayed open, up to one and two hours respectively. A file wedged in processing keeps a stream open for the full duration, so a handful of users sitting on that page can consume every connection in the pool, and the held transactions sit idle and block autovacuum on those tables.

Both handlers took a request-scoped session for their access checks, and FastAPI only releases a yield dependency once the response body has finished streaming, so the session outlived the handler by the whole life of the stream. Neither generator ever used it. They no longer take that dependency, and the queries they run already open their own short-lived sessions when none is passed. This is the approach the chat completion endpoints already use for the same long-response problem.

Measured against a pool with capacity 11: before, at most 11 concurrent streams could ever be open and every further attempt failed, deterministically across repeat runs. After, 25 of 25 opened. Non-stream latency is unchanged, within run-to-run noise, and behaviour is identical whether session sharing is on or off.
2026-08-17 01:46:54 -06:00
Classic298 2d18727ab8 perf: build info log messages lazily so raising the log level actually saves work (#27837)
Raising GLOBAL_LOG_LEVEL to WARNING buys quieter output but not less work: 241 INFO call sites interpolate their payload into an f-string before the logging call gets to drop it. The heaviest is get_doc, which logs every chunk id and metadata dict in a collection, so on the full-context retrieval path that is the entire knowledge base, once per chat request.

That one line at WARNING, CPython 3.12:

| knowledge base | payload | before   | after   |
| -------------- | ------- | -------- | ------- |
| top-k of 3     | 1.2 kB  | 3.8 us   | 0.07 us |
| 500 chunks     | 201 kB  | 583.6 us | 0.08 us |
| 5000 chunks    | 2.0 MB  | 5.8 ms   | 0.15 us |

The lazy form log.info('query_doc:result %s %s', result.ids, result.metadatas) hands the payload to record.getMessage(), which the InterceptHandler only reaches once a record has passed the level check. Output at INFO is byte-identical. Two sites that already built their message eagerly, one str concat and one % operator, move to the same lazy form.
2026-08-02 15:39:10 -05:00
Classic298 52cfb02c72 perf: build debug log messages lazily so disabled debug logs cost nothing (#27834)
GLOBAL_LOG_LEVEL defaults to INFO, so every log.debug(...) in the backend is discarded, but the message is built first: 187 call sites interpolate their payload into an f-string before the logging call runs, so the work happens on every request and the result is thrown away. The worst one sits in process_chat_payload and stringifies the whole request body, full conversation history included, once per chat completion.

That one line with DEBUG disabled, CPython 3.12:

| conversation | payload | before   | after   |
| ------------ | ------- | -------- | ------- |
| 4 messages   | 1.2 kB  | 3.4 us   | 0.07 us |
| 20 messages  | 17 kB   | 24.8 us  | 0.07 us |
| 60 messages  | 123 kB  | 216.6 us | 0.07 us |

The lazy form log.debug('form_data: %s', form_data) hands the payload to record.getMessage(), which the InterceptHandler only reaches once a record has passed the level check. With DEBUG enabled the emitted lines are byte-identical, f'{x=}' sites included: those map to %r. MistralLoader._debug_log callers get the same treatment, since that wrapper already forwards *args.
2026-07-31 19:09:01 -05:00
Timothy Jaeryang Baek bb0f898b43 refac 2026-07-31 17:41:14 -04:00
Timothy Jaeryang Baek db2d24896b refac 2026-07-27 03:32:21 -04:00
Timothy Jaeryang Baek 49e57f4e7e chore: format 2026-07-20 22:11:42 -04:00
Timothy Jaeryang Baek f5b196c060 refac 2026-07-09 17:59:17 -05:00
Timothy Jaeryang Baek 517cd8d102 refac 2026-06-29 13:03:14 -05:00
Timothy Jaeryang Baek 248315de14 refac 2026-06-29 12:25:29 -05:00
Timothy Jaeryang Baek f8ec63203c refac 2026-06-29 04:31:43 -05:00
Timothy Jaeryang Baek fd7a59d37a refac 2026-06-29 04:27:48 -05:00
Timothy Jaeryang Baek d3676b4f71 refac 2026-06-29 04:11:46 -05:00
G30 7b1aa749eb perf(retrieval): make URL fetch and file hash non-blocking with asyncio.to_thread (#25822)
- Wrap get_content_from_url() in asyncio.to_thread() inside
  get_sources_from_items() to prevent sync requests.get() from blocking
  the event loop when users attach URL sources to chat messages.
  The same function was already properly wrapped at retrieval.py:1839.

- Wrap hashlib.sha256(contents).hexdigest() in asyncio.to_thread()
  inside upload_file_handler() to prevent CPU-bound hashing from
  blocking the event loop during file uploads (44ms/100MB, scales
  linearly with file size).
2026-06-29 03:46:24 -05:00
Timothy Jaeryang Baek b5c43968db refac 2026-06-25 03:31:45 +01:00
G30 b4aef82401 feat(ui): show total file count in FilesModal title (#25873) 2026-06-17 02:55:13 +02:00
Timothy Jaeryang Baek 5cdcdbaeec refac 2026-06-17 02:52:35 +02:00
Classic298 b7626f05fb Authorize KB write access before auto-linking an uploaded file (CWE-862/863) (#26001)
process_uploaded_file auto-links an uploaded file to the knowledge base named in
client-supplied metadata.knowledge_id, but it called Knowledges.add_file_to_knowledge_by_id
directly with no authorization, while the dedicated POST /knowledge/{id}/file/add endpoint
gates the same operation on owner / admin / write grant. A read-only collaborator (or any
verified user who knows the KB id) could therefore attach arbitrary files to a knowledge base
they cannot write: the KnowledgeFile membership row was committed, and the later vector-index
write check failed closed but left the row in place.

Gate the auto-link on the same owner/admin/write check before inserting the membership row;
otherwise skip the link and log. The file still uploads as the user's own file, it just is
not linked to a KB they cannot write.

Co-authored-by: jagstack <52110932+jagstack@users.noreply.github.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-16 22:56:24 +02:00
Timothy Jaeryang Baek 6fce92aa12 chore: format 2026-06-01 13:56:55 -07:00
Timothy Jaeryang Baek 6f0277db52 refac 2026-06-01 09:53:04 -07:00
Timothy Jaeryang Baek 73bdf86766 refac 2026-05-20 01:30:26 +04:00
Timothy Jaeryang Baek 60c9db1cb8 refac: kb sync 2026-05-20 01:13:52 +04:00
Timothy Jaeryang Baek d0b17f0569 refac 2026-05-20 00:37:04 +04:00
Timothy Jaeryang Baek 94b66b1797 refac 2026-05-19 21:35:12 +04:00
Timothy Jaeryang Baek 42c86e7283 refac 2026-05-14 02:25:16 +09:00
Timothy Jaeryang Baek 3127f1b462 refac 2026-05-14 01:43:33 +09:00
Timothy Jaeryang Baek 6d0295588e refac: modernize type annotations (PEP 604 / PEP 585) 2026-05-12 17:10:15 +09:00
Jacob Leksan 8b78821ba4 Refactor file processing to use asyncio for transcribing, improving concurrency. (#24379) 2026-05-09 03:17:47 +09:00
Timothy Jaeryang Baek 4866bec0f2 refac 2026-04-14 10:55:11 -05:00
Classic298 804f9f3153 fix(retrieval): offload sync VECTOR_DB_CLIENT calls in async paths via AsyncVectorDBClient (#23706)
* fix(retrieval): offload sync VECTOR_DB_CLIENT calls in async paths via AsyncVectorDBClient

The vector DB backends (Chroma, pgvector, Qdrant, Milvus, Pinecone,
Weaviate, …) are uniformly synchronous and their methods perform
blocking network or disk I/O. Multiple async route handlers and helpers
were calling them directly on the event loop — file processing,
memories, knowledge bases, hybrid search bookkeeping — so a single
upsert/delete/search would freeze every other in-flight request for the
duration of the call.

Introduce `AsyncVectorDBClient`, a thin async facade that wraps the
existing sync client and dispatches each method through
`asyncio.to_thread`. It mirrors `VectorDBBase` exactly and forwards
*args/**kwargs so backend-specific extra parameters keep working.

Update every async-context call site (routers/retrieval, routers/files,
routers/memories, routers/knowledge, retrieval/utils,
tools/builtin) to await `ASYNC_VECTOR_DB_CLIENT` instead of calling the
sync client directly. Two helpers that were sync-only also acquire
async siblings or are awaited via `asyncio.to_thread` at their async
call site (`remove_knowledge_base_metadata_embedding`,
`get_all_items_from_collections`, `query_doc`).

The original sync `VECTOR_DB_CLIENT` is unchanged, so callers that
already run inside `run_in_threadpool` (e.g. `save_docs_to_vector_db`
and the sync `query_doc`/`get_doc` helpers) are unaffected.

https://claude.ai/code/session_01JSr4NZSskEUQvoJnavVXh8

* fix(retrieval): restore explicit AsyncVectorDBClient signatures matching VectorDBBase

Per PR review: the original *args/**kwargs forwarding lost type
safety and IDE/static-analysis support. Restore explicit signatures
that mirror VectorDBBase exactly, so:

  * Bad kwargs fail at the facade boundary instead of inside the
    worker thread (where the resulting TypeError tends to be
    swallowed by surrounding `try/except`).
  * IDE autocomplete and static analysis work as expected.
  * The stated intent ("mirror VectorDBBase exactly") now holds at
    the API contract level, not just behaviourally.

While doing this, surface a pre-existing bug in
`delete_entries_from_collection` that the stricter typing flagged:
the call passed `metadata={'hash': hash}` which is not a parameter
on `VectorDBBase.delete` nor any backend. The TypeError raised
inside the sync delete was silently swallowed by `except Exception`
so the endpoint always reported `{'status': False}` for every
request instead of actually deleting matching vectors. Replace with
`filter=...` to do what the endpoint name promises.

The thorough review's other note (no concurrency/backpressure on
the shared default threadpool) is intentionally not addressed here:
asyncio.to_thread on the shared executor is the right primitive for
this use case; per-domain bounded executors would add lifecycle
complexity disproportionate to the problem and the loop is no
longer blocked, which was the actual bug.

https://claude.ai/code/session_01JSr4NZSskEUQvoJnavVXh8

* fix(retrieval): parallelize hybrid-search collection prefetch; document async facade contracts

Address PR review findings:

1. Hybrid-search prefetch was sequential
   `query_collection_with_hybrid_search` previously awaited
   `ASYNC_VECTOR_DB_CLIENT.get(name)` once per collection in a for
   loop. Each call already off-loaded to a worker thread, but
   awaiting them serially meant total prefetch latency scaled
   linearly with the number of collections. Run them concurrently
   with `asyncio.gather` so multi-collection queries actually
   benefit from the threadpool. Per-collection exception handling
   is preserved by wrapping each fetch in a small helper that
   logs and returns `(name, None)` on failure, so a single bad
   collection cannot poison the whole gather.

2. Document the thread-safety expectation explicitly
   The facade now formally states what was always implicit: the
   sync `VECTOR_DB_CLIENT` is shared across worker threads, so the
   underlying backend driver must be thread-safe. This is not a
   new exposure — `save_docs_to_vector_db` already called the sync
   client from `run_in_threadpool`. Adding a global lock here
   would defeat the responsiveness the facade exists to provide;
   backends that cannot tolerate concurrent access should grow
   their own internal serialization.

3. Document the API-surface choice and `.sync` escape hatch
   The strict `VectorDBBase` mirror was a deliberate choice (the
   previous `*args/**kwargs` revision let a `metadata=` typo
   silently break an endpoint). Document it, and call out the
   `.sync` escape hatch with an example for callers that genuinely
   need a backend-specific parameter not on `VectorDBBase`.

https://claude.ai/code/session_01JSr4NZSskEUQvoJnavVXh8

* fix(retrieval): guard /delete against null file.hash and let HTTPException reach the client

Address PR review finding on the `metadata=` → `filter=` change in
`delete_entries_from_collection`.

The new `filter={'hash': hash}` query was correct for files that
have a hash, but did not handle `file.hash is None` (unprocessed,
failed, or legacy records). The match semantics of a null filter
value are backend-dependent — some ignore the key entirely, some
treat it as "metadata field absent" and match every such row — so
issuing the query risked deleting unrelated entries.

  * Reject `hash is None` up front with a 400 explaining the file
    has no hash to target.

  * Narrow the surrounding `except Exception` so it no longer
    swallows `HTTPException`. Without this fix the new 400 (and the
    pre-existing 404 for missing files) would be silently re-shaped
    into `{'status': False}` and the caller could not distinguish a
    bad-request input from a backend error.

https://claude.ai/code/session_01JSr4NZSskEUQvoJnavVXh8

---------

Co-authored-by: Claude <noreply@anthropic.com>
2026-04-14 10:50:18 -05:00
Timothy Jaeryang Baek 8172c7e3d5 refac 2026-04-12 19:08:30 -05:00
Timothy Jaeryang Baek 25898116ea chore: format 2026-04-12 18:12:59 -05:00
Timothy Jaeryang Baek de27a12151 refac 2026-04-12 14:39:23 -05:00
Timothy Jaeryang Baek 27169124f2 refac: async db 2026-04-12 14:22:11 -05:00
Timothy Jaeryang Baek 6acaaea59a refac 2026-04-11 15:23:37 -06:00
Timothy Jaeryang Baek 8c2afb8157 refac 2026-04-02 17:58:11 -05:00
Timothy Jaeryang Baek ade617efa8 refac 2026-03-24 04:49:48 -05:00
Timothy Jaeryang Baek 2e165926de refac 2026-03-22 06:40:39 -05:00
Timothy Jaeryang Baek de3317e26b refac 2026-03-17 17:58:01 -05:00
Timothy Jaeryang Baek f9756de693 refac 2026-03-15 17:35:06 -05:00
Timothy Jaeryang Baek 0bfacca0a0 refac 2026-03-08 18:30:16 -05:00
Timothy Jaeryang Baek 352391fa76 chore: format 2026-03-08 18:14:09 -05:00
Timothy Jaeryang Baek 259d5ca596 refac 2026-03-01 13:49:36 -06:00
Timothy Jaeryang Baek 9044abf3bb chore: format 2026-02-23 01:40:53 -06:00
Timothy Jaeryang Baek f651809001 refac 2026-02-22 17:05:39 -06:00
Timothy Jaeryang Baek 631e30e22d refac 2026-02-21 15:35:34 -06:00
G30 8c713a171d fix(backend): catch 404 http exceptions before generalized exception block in files router (#21687) 2026-02-21 14:48:51 -06:00
Classic298 c5c31ab769 fix: respect BYPASS_ADMIN_ACCESS_CONTROL in file list/search endpoints (#21595) 2026-02-19 16:36:48 -06:00
Timothy Jaeryang Baek f7406ff576 refac 2026-02-09 13:28:14 -06:00
Timothy Jaeryang Baek f9ab66f51a refac
Co-Authored-By: Hsienz <55347238+hsienz@users.noreply.github.com>
2026-01-30 00:46:42 +04:00
Timothy Jaeryang Baek 93ed4ae2cd enh: files data controls 2026-01-29 19:50:06 +04:00