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Migrate insight creation to the command system with automatic retry logic
to prevent SurrealDB transaction conflicts during batch imports.
Changes:
- Add create_insight_command with retry logic for transaction conflicts
- Add run_transformation_command for async transformation execution
- Make Source.add_insight() fire-and-forget (returns command_id)
- Update POST /sources/{id}/insights to return 202 Accepted immediately
- Frontend polls command status until complete, then refreshes
- Auto-update notebook page icon when source gains insights
- Add i18n keys for insight generation feedback
Related to #489
105 lines
4.8 KiB
Markdown
105 lines
4.8 KiB
Markdown
# Domain Module
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Core data models for notebooks, sources, notes, and settings with async SurrealDB persistence, auto-embedding, and relationship management.
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## Purpose
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Two base classes support different persistence patterns: **ObjectModel** (mutable records with auto-increment IDs) and **RecordModel** (singleton configuration with fixed IDs).
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## Key Components
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### base.py
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- **ObjectModel**: Base for notebooks, sources, notes
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- `save()`: Create/update with auto-embedding for searchable content
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- `delete()`: Remove by ID
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- `relate(relationship, target_id)`: Create graph relationships (reference, artifact, refers_to)
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- `get(id)`: Polymorphic fetch; resolves subclass from ID prefix
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- `get_all(order_by)`: Fetch all records from table
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- Integrates with ModelManager for automatic embedding
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- **RecordModel**: Singleton configuration (ContentSettings, DefaultPrompts)
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- Fixed record_id per subclass
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- `update()`: Upsert to database
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- Lazy DB loading via `_load_from_db()`
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### notebook.py
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- **Notebook**: Research project container
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- `get_sources()`, `get_notes()`, `get_chat_sessions()`: Navigate relationships
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- `get_delete_preview()`: Returns counts of notes, exclusive sources, and shared sources that would be affected by deletion
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- `delete(delete_exclusive_sources)`: Cascade deletion - always deletes notes, optionally deletes exclusive sources, always unlinks all sources
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- **Source**: Content item (file/URL)
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- `vectorize()`: Submit async embedding job (returns command_id, fire-and-forget)
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- `get_status()`, `get_processing_progress()`: Track job via surreal_commands
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- `get_context()`: Returns summary for LLM context
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- `add_insight()`: Submit async insight creation via `create_insight_command` (fire-and-forget, returns command_id)
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- **Note**: Standalone or linked notes
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- `save()`: Submits `embed_note` command after save (fire-and-forget)
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- `add_to_notebook()`: Link to notebook
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- **SourceInsight, SourceEmbedding**: Derived content models
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- **ChatSession**: Conversation container with optional model_override
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- **Asset**: File/URL reference helper
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- **Search functions**:
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- `text_search()`: Full-text keyword search
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- `vector_search()`: Semantic search via embeddings (default minimum_score=0.2)
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### content_settings.py
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- **ContentSettings**: Singleton for processing engines, embedding strategy, file deletion, YouTube languages
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### transformation.py
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- **Transformation**: Reusable prompts for content transformation
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- **DefaultPrompts**: Singleton with transformation instructions
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## Important Patterns
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- **Async/await**: All DB operations async; always use await
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- **Polymorphic get()**: `ObjectModel.get(id)` determines subclass from ID prefix (table:id format)
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- **Fire-and-forget embedding**: Models submit embed_* commands after save via `submit_command()` (non-blocking)
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- **Nullable fields**: Declare via `nullable_fields` ClassVar to allow None in database
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- **Timestamps**: `created` and `updated` auto-managed as ISO strings
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- **Fire-and-forget jobs**: `source.vectorize()` returns command_id without waiting
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## Key Dependencies
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- `surrealdb`: RecordID type for relationships
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- `pydantic`: Validation and field_validator decorators
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- `open_notebook.database.repository`: CRUD and relationship functions
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- `open_notebook.ai.models`: ModelManager for embeddings
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- `surreal_commands`: Async job submission (vectorization, insights)
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- `loguru`: Logging
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## Quirks & Gotchas
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- **Polymorphic resolution**: `ObjectModel.get()` fails if subclass not imported (search subclasses list)
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- **RecordModel singleton**: __new__ returns existing instance; call `clear_instance()` in tests
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- **Source.command field**: Stored as RecordID; auto-parsed from strings via field_validator
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- **Text truncation**: `Note.get_context(short)` hardcodes 100-char limit
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- **Auto-embedding behavior**:
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- `Note.save()` → auto-submits `embed_note` command
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- `Source.save()` → does NOT auto-submit (must call `vectorize()` explicitly)
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- `Source.add_insight()` → submits `create_insight_command` which handles DB insert + `embed_insight` command (all fire-and-forget)
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- **Relationship strings**: Must match SurrealDB schema (reference, artifact, refers_to)
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## How to Add New Model
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1. Inherit from ObjectModel with table_name ClassVar
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2. Define Pydantic fields with validators
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3. Override `save()` to submit embedding command if searchable (use `submit_command("embed_*", id)`)
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4. Add custom methods for domain logic (get_X, add_to_Y)
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5. Implement `_prepare_save_data()` if custom serialization needed
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## Usage
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```python
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notebook = Notebook(name="Research", description="My project")
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await notebook.save()
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obj = await ObjectModel.get("notebook:123") # Polymorphic fetch
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# Search
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await text_search("quantum", results=5)
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await vector_search("quantum computing", results=10, minimum_score=0.3)
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```
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