Commit graph

4 commits

Author SHA1 Message Date
unendless314
6aabacfca6
feat: use token-based sizing for embedding chunking (#749)
* feat: make chunk sizing token-based with 512-token default

* fix: defer embedding debug token metrics

* chore: lower default chunk size to 400 tokens and document rationale

The previous 512-token default matched exactly the context window of
BERT-family embedders like mxbai-embed-large, leaving no margin for:
- tokenizer mismatch between our o200k_base measurement and the
  embedder's own WordPiece tokenizer
- occasional splitter overshoot (RecursiveCharacterTextSplitter can
  emit chunks slightly above chunk_size when separators are sparse)
- special tokens ([CLS], [SEP]) that consume context-window budget

400 tokens keeps ~20% headroom below 512 while still being a large
improvement over the old character-based default for most content.
Users with larger-context embedders can raise OPEN_NOTEBOOK_CHUNK_SIZE
via env var. Also adds a CHANGELOG entry for the full PR behavior
change.

* chore: move chunking changelog entry under 1.8.5

Target release is 1.8.5 — moving the Changed section out of Unreleased.

---------

Co-authored-by: Luis Novo <lfnovo@gmail.com>
2026-04-19 13:49:09 -03:00
Luis Novo
4f33b854dd
feat: add environment variables for chunk size configuration (#520)
Adds OPEN_NOTEBOOK_CHUNK_SIZE and OPEN_NOTEBOOK_CHUNK_OVERLAP environment
variables to allow users to configure chunking behavior for different
embedding models with varying context window limits.

Key changes:
- CHUNK_SIZE is now configurable via OPEN_NOTEBOOK_CHUNK_SIZE (default: 1200)
- CHUNK_OVERLAP is configurable via OPEN_NOTEBOOK_CHUNK_OVERLAP (default: 15%)
- Validation with warnings for invalid or out-of-range values
- Updated documentation with configuration examples

This enables users of models like mxbai-embed-large with limited context
windows to reduce chunk size accordingly.

Closes #510
2026-01-31 19:30:56 -03:00
Luis Novo
4e411e0488
feat: add cascade deletion for notebooks with delete preview (#471)
* feat: decrease chunking size for maximum ollama compatibility

* docs: improve i18n info on Claude.md

* feat: add cascade deletion for notebooks with delete preview

- Add Notebook.get_delete_preview() to show counts of affected items
- Add Notebook.delete(delete_exclusive_sources) for cascade deletion
- Always delete notes when notebook is deleted
- Allow user to choose: delete or keep exclusive sources
- Shared sources are always unlinked but never deleted
- Add NotebookDeleteDialog component with radio button options
- Add delete-preview API endpoint
- Update delete endpoint with delete_exclusive_sources param
- Add i18n support for all 5 locales

Closes #77

* docs: remove harcoded config settings
2026-01-25 14:56:14 -03:00
Luis Novo
d8006ff5cb
feat: content-type aware chunking and unified embedding (#444)
* feat: content-type aware chunking and unified embedding

- Add chunking.py with HTML, Markdown, and plain text detection
- Add embedding.py with mean pooling for large content
- Create dedicated commands: embed_note, embed_insight, embed_source
- Use fire-and-forget pattern for embedding via submit_command()
- Refactor rebuild_embeddings_command to delegate to individual commands
- Remove legacy commands and needs_embedding() methods
- Reduce chunk size to 1500 chars for Ollama compatibility
- Update CLAUDE.md documentation for new architecture

Fixes #350, #142

* fix: address code review issues

- Note.save() now returns command_id for tracking embedding jobs
- Add length check after generate_embeddings() to fail fast on mismatch
- Add numpy as explicit dependency (was transitive)
- Remove hardcoded chunk sizes from docstrings

* docs: address code review comments

- Rename "SYNC PATH" to "DOMAIN MODEL PATH" in embedding router
- Add test_chunking.py and test_embedding.py to Testing Strategy
- Clarify auto-embedding behavior for each domain model

* fix: clean thinking tags from prompt graph output

Adds clean_thinking_content() to prompt.py to handle extended thinking
models that return <think>...</think> tags. This fixes empty titles
when saving notes from chat.

* chore: remove local docker-compose from git

* fix(frontend): handle null parent_id in search results

Add defensive check for null parent_id in search results to prevent
"Cannot read properties of null (reading 'split')" error. This can
happen with orphaned records in the database.

* fix: cascade delete embeddings and insights when source is deleted

When deleting a Source, now also deletes associated:
- source_embedding records
- source_insight records

This prevents orphaned records that cause null parent_id errors
in vector search results.

* fix: add cleanup for orphan embedding/insight records in migration 10

Deletes source_embedding and source_insight records where the
linked source no longer exists (source.id = NONE).

* chore: bump esperanto to 2.16

Increases ctx_num for Ollama models to accommodate larger notebook
context windows. See: https://github.com/lfnovo/esperanto/pull/69
2026-01-21 23:49:08 -03:00