Files
ww26 c3aceed1e0 metadata reveal for ast-chunking; smart detection of seq length in ollama; auto adjust chunk length for ast to prevent silent truncation (#157)
* feat: enhance token limits with dynamic discovery + AST metadata

Improves upon upstream PR #154 with two major enhancements:

1. **Hybrid Token Limit Discovery**
   - Dynamic: Query Ollama /api/show for context limits
   - Fallback: Registry for LM Studio/OpenAI
   - Zero maintenance for Ollama users
   - Respects custom num_ctx settings

2. **AST Metadata Preservation**
   - create_ast_chunks() returns dict format with metadata
   - Preserves file_path, file_name, timestamps
   - Includes astchunk metadata (line numbers, node counts)
   - Fixes content extraction bug (checks "content" key)
   - Enables --show-metadata flag

3. **Better Token Limits**
   - nomic-embed-text: 2048 tokens (vs 512)
   - nomic-embed-text-v1.5: 2048 tokens
   - Added OpenAI models: 8192 tokens

4. **Comprehensive Tests**
   - 11 tests for token truncation
   - 545 new lines in test_astchunk_integration.py
   - All metadata preservation tests passing

* fix: merge EMBEDDING_MODEL_LIMITS and remove redundant validation

- Merged upstream's model list with our corrected token limits
- Kept our corrected nomic-embed-text: 2048 (not 512)
- Removed post-chunking validation (redundant with embedding-time truncation)
- All tests passing except 2 pre-existing integration test failures

* style: apply ruff formatting and restore PR #154 version handling

- Remove duplicate truncate_to_token_limit and get_model_token_limit functions
- Restore version handling logic (model:latest -> model) from PR #154
- Restore partial matching fallback for model name variations
- Apply ruff formatting to all modified files
- All 11 token truncation tests passing

* style: sort imports alphabetically (pre-commit auto-fix)

* fix: show AST token limit warning only once per session

- Add module-level flag to track if warning shown
- Prevents spam when processing multiple files
- Add clarifying note that auto-truncation happens at embedding time
- Addresses issue where warning appeared for every code file

* enhance: add detailed logging for token truncation

- Track and report truncation statistics (count, tokens removed, max length)
- Show first 3 individual truncations with exact token counts
- Provide comprehensive summary when truncation occurs
- Use WARNING level for data loss visibility
- Silent (DEBUG level only) when no truncation needed

Replaces misleading "truncated where necessary" message that appeared
even when nothing was truncated.
2025-11-08 17:37:31 -08:00
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