Commit Graph
17 Commits
Author SHA1 Message Date
stumpylog ec7745e71f Minor improvements from a Claude review 2026-09-02 08:14:41 -07:00
stumpylog 98e87d91ad Fix: skip vector store document id filter for unrestricted chat users
ChatStreamingView built an IN filter from every permitted document id
for the "chat over all documents" case, which exceeds the vector
store's SQLite bound-parameter safety limit on installs with more
than ~32700 documents, silently returning no context. For a user who
can see every document (an active superuser), that filter never
narrows anything, so skip it and let the retriever search the whole
index instead.
2026-09-02 08:14:23 -07:00
Trenton Handshamoon b17a512539 Refactor: render paperless_ai prompts via Jinja2 templates instead of f-strings (#13698)
* Refactor: render paperless_ai prompts via Jinja2 templates instead of f-strings

* Apply suggestions from code review

Co-authored-by: shamoon <4887959+shamoon@users.noreply.github.com>
2026-08-18 18:32:21 +00:00
Trenton H 59a2651804 Fix: pass document chat queries as a QuerySet instead of a materialized list (#13638)
In tracemalloc based profiling, not materializing the whole Document list
reduced memory to approximately 20% of the baseline, with a peak memory
that scaled with the library size.  Now, the lazt queryset is used and only
the needed pk value is actually contributing to memory
2026-08-11 15:25:08 +00:00
shamoon 7b9e56ef22 Chore: specify AI chat refine template (#13564) 2026-08-05 08:27:18 -07:00
shamoon 0c0faf7f80 Fixhancement: pass LLM output language to chat if specified (#13340) 2026-07-27 16:51:31 +00:00
Trenton HandClaude Opus 4.8 a020f64d08 Enhancement(beta): replace LanceDB vector store with sqlite-vec (#12990)
* Chore(beta): add sqlite-vec 0.1.9 dependency

Pinned exactly: the 0.1.9 wheels carry no baked SIMD flags (safe on
pre-AVX2 CPUs, the point of this migration); the 0.1.10 alphas bake
-mavx and would reintroduce the #12970 crash class.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Test(beta): port vector store tests to sqlite-vec backend

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Enhancement(beta): switch AI vector store from LanceDB to sqlite-vec

Fixes the non-AVX2 SIGILL class (#12970) at the root: lancedb is no
longer imported. sqlite-vec 0.1.9 wheels carry no baked SIMD, vec0
metadata columns give parameterized EQ/IN filtering, WAL preserves the
lock-free-reader model, and compact() rebuilds the table because vec0
DELETEs never reclaim space.

Implementation notes vs. the Task 3A draft:
- compact() uses a file-swap approach (new db file + Path.replace) rather
  than ALTER TABLE RENAME, which does not cascade to shadow tables in
  sqlite-vec 0.1.9 (upstream limitation).
- Bloat is tracked via a cumulative total_inserts counter in index_meta
  because the _rowids shadow table does not accumulate deleted rows in
  0.1.9 (contrary to the design doc assumption from #54).
- None distances from the zero-vector cosine edge case are mapped to
  similarity 0.0 rather than raising TypeError.
- Test suite updated accordingly: _bloat_ratio reads index_meta instead
  of _rowids; seed collision in force-compact test fixed (seed=100.0).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Enhancement(beta): wire indexing pipeline to the sqlite-vec store

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Enhancement(beta): move filename/storage path/ASN to node metadata

Same treatment as title/tags/correspondent in #12944: excluded from
the embedded text, visible to the LLM via metadata prepend. Changes
embedded text for every document, so it ships inside the sqlite-vec
transition, whose forced rebuild re-embeds everything anyway.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Test(beta): cover legacy LanceDB index cleanup and forced rebuild

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Chore(beta): drop lancedb dependency

Fixes #12970: the package whose wheels SIGILL on non-AVX2 CPUs is no
longer installed at all.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Chore(beta): partial pyrefly cleanup on sqlite-vec vector store

- Add MetadataFilter import and isinstance guard in _build_where()
- Add query_embedding None guard in query()
- Fix dict.get() type-checker ambiguity in get_configured_model_name()

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Chore(beta): drop automatic LanceDB index cleanup on startup

Leave legacy Lance directory removal to the user rather than deleting it
automatically on first run. Beta policy: user is expected to do a clean
re-embed anyway; no need for the system to silently delete their data.

Remove _cleanup_legacy_lance_index(), the forced-rebuild path that called
it, and the associated tests.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Chore(beta): ruff format pass on sqlite-vec AI files

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Removes the benchmarking file

* Try to resolve or silence some semgrep.  But we're using SQL here, not an ORM and we control the inputs, not users

* Enhancement(beta): add schema migration machinery to sqlite-vec vector store

Adds versioned schema migration support modelled after PR #12968's LanceDB
approach, adapted for sqlite-vec's file-swap compaction pattern.

- SCHEMA_VERSION = 1 written to index_meta at table creation and preserved
  through compact()
- Migration dataclass with from_version, to_version, kind ("structural" or
  "re-embed"), description, and an optional apply(src, dst, dim) callable
- MIGRATIONS registry (empty at v1 baseline); add entries and bump
  SCHEMA_VERSION when the schema changes
- check_and_run_migrations(): structural migrations run via the same
  file-swap as compact() (no re-embed); re-embed migrations return True
  so the caller forces a full rebuild
- update_llm_index() calls check_and_run_migrations() under the write lock
  before any indexing work

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Chore(beta): deduplicate vector store internals via helper methods

Extract three helpers to remove copy-paste between compact() and
_run_structural_migration():
- _meta_set_on(conn, key, value): static upsert into any connection's
  index_meta; _meta_set() now delegates to it
- _create_vec_table(conn, dim): CREATE VIRTUAL TABLE DDL (carries the
  nosemgrep annotation)
- _swap_in_compact(compact_path, db_path): close/replace/reconnect
  sequence used by both file-swap callers

Also normalises compact() error-path cleanup to unlink(missing_ok=True).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Adds equality test and no covers some defensive error handling stuff

* Ensures an embed migration stops the migration chain, just in case

* Silence one kind right but not really semgrep

* Trims dead assignment

* Fix(beta): address Copilot review on sqlite-vec vector store

Three findings from the PR review:

- compact() failure cleanup now unlinks the temporary .compact-wal and
  .compact-shm files, matching _run_structural_migration(); previously
  only the main .compact file was removed.
- _build_where() fails closed (1 = 0) when filters are requested but none
  translate, instead of emitting "()" which is invalid SQL; filters scope
  document access, so an empty translation must match no rows.
- Drop the unused table_name constructor parameter (all SQL hardcodes
  DEFAULT_TABLE_NAME) and its callers in indexing.py.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* Enhancement(beta): guard sqlite-vec compaction swap against concurrent readers

The compaction/migration file swap replaces the database via os.replace,
but the -wal/-shm files are keyed by path, not inode. A reader holding an
open connection across the swap leaves the old WAL aliased onto the new
file; a subsequent write then corrupts the database (reproduced via
PRAGMA integrity_check).

Add a cross-process read/write lock (filelock.ReadWriteLock) over the
index:

- read_store() holds it shared for the whole connection lifetime (and
  closes the connection on exit); concurrent readers do not block.
- compaction and the migration check run under an exclusive lock that
  drains readers, and skip with an info log on Timeout (maintenance op,
  retries next run).
- Normal writes are untouched: WAL gives reader/writer concurrency and
  LLM_INDEX_LOCK still serializes writers, so they never block readers.

load_or_build_index() now takes the store from the caller's read_store()
so the lock and connection span the whole retrieval; chat holds it across
the streamed response. Two new settings: LLM_INDEX_RWLOCK and
LLM_INDEX_COMPACTION_LOCK_TIMEOUT.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>

* Ensures the store alays cleans up SQLite connections for any operations, even on errors

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-06-15 13:20:41 -07:00
eb292baa69 Enhancement (beta): Switch the AI vector store to LanceDB (#12944)
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: shamoon <shamoon@users.noreply.github.com>
2026-06-07 11:31:26 -07:00
shamoon f6c865bf47 Enhancement: AI LLM chunk size and context window config (#12891) 2026-06-01 17:56:21 +00:00
shamoon 4ce5f2022c Fix (beta): better catch chat errors (#12854) 2026-05-26 19:05:47 +00:00
shamoon ab47185712 Performance (beta): dont re-build vector index with each chat (#12847) 2026-05-26 11:36:05 -07:00
shamoon 57b91ad2cf Fix: use response synthesizer for RAG doc chat (#12751) 2026-05-08 20:01:44 +00:00
shamoon 354df34e47 Enhancement: chat message document links (#12670) 2026-04-28 13:00:20 -07:00
Trenton H f5c0c21922 Chore: Lazy imports of the heavy AI modules (#12275) 2026-03-07 12:53:22 -08:00
Sebastian Steinbeißer 3b5ffbf9fa Chore(mypy): Annotate None returns for typing improvements (#11213) 2026-02-02 08:44:12 -08:00
dependabot[bot]andshamoon a9548afb42 Chore(deps): Bump the ai-group (#11798)
* Chore(deps): Bump llama-index-core from 0.12.33.post1 to 0.13.0

Bumps [llama-index-core](https://github.com/run-llama/llama_index) from 0.12.33.post1 to 0.13.0.
- [Release notes](https://github.com/run-llama/llama_index/releases)
- [Changelog](https://github.com/run-llama/llama_index/blob/main/CHANGELOG.md)
- [Commits](https://github.com/run-llama/llama_index/commits/v0.13.0)

---
updated-dependencies:
- dependency-name: llama-index-core
  dependency-version: 0.13.0
  dependency-type: direct:production
...

Signed-off-by: dependabot[bot] <support@github.com>

* Update llama-index to latest versions

* Fix embedding mock

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: shamoon <4887959+shamoon@users.noreply.github.com>
2026-01-16 16:31:47 +00:00
shamoon e940764fe0 Feature: Paperless AI (#10319) 2026-01-13 16:24:42 +00:00