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| 1 | +# Cursor Memory - Openlayer Python SDK |
| 2 | + |
| 3 | +## Project Guidelines and Lessons Learned |
| 4 | + |
| 5 | +### Trace Metadata Enhancement Implementation (2025) |
| 6 | + |
| 7 | +**Successfully implemented dynamic trace metadata update functionality allowing users to set trace-level metadata (user_id, session_id, etc.) without passing through function arguments.** |
| 8 | + |
| 9 | +#### Key Implementation Patterns: |
| 10 | + |
| 11 | +1. **Enhanced Trace Class Design** |
| 12 | + - Added metadata fields to Trace class: `name`, `tags`, `metadata`, `thread_id`, `user_id`, `input`, `output`, `feedback`, `test_case` |
| 13 | + - Created `update_metadata()` method with merge logic for existing metadata |
| 14 | + - Used Optional typing for all new fields to maintain backward compatibility |
| 15 | + |
| 16 | +2. **Context Variable Management** |
| 17 | + - Leveraged existing `_current_trace` and `_current_step` context variables |
| 18 | + - No additional context variables needed - reused existing infrastructure |
| 19 | + - Thread-safe by design using Python's contextvars module |
| 20 | + |
| 21 | +3. **Public API Design** |
| 22 | + - `update_current_trace()` - Updates trace-level metadata dynamically |
| 23 | + - `update_current_span()` - Updates current step/span metadata |
| 24 | + - Both functions include comprehensive error handling with meaningful warning messages |
| 25 | + - Used Optional parameters with None defaults for clean API |
| 26 | + |
| 27 | +4. **Trace Processing Integration** |
| 28 | + - Modified `post_process_trace()` to include trace-level metadata in final trace data |
| 29 | + - Trace metadata takes precedence over step metadata in final output |
| 30 | + - Maintained backward compatibility with existing trace data structure |
| 31 | + |
| 32 | +5. **Type Safety and Exports** |
| 33 | + - Created placeholder types `LLMTestCase` and `Feedback` as `Dict[str, Any]` |
| 34 | + - Exported new functions and types through `src/openlayer/lib/__init__.py` |
| 35 | + - Used forward references for type annotations to avoid circular imports |
| 36 | + |
| 37 | +#### Critical Design Decisions: |
| 38 | + |
| 39 | +- **Metadata Merging Strategy**: Trace-level metadata overrides step-level metadata in final output |
| 40 | +- **Error Handling**: Warning messages instead of exceptions when no active trace/span |
| 41 | +- **Type Definitions**: Simple Dict[str, Any] placeholders for extensibility |
| 42 | +- **API Naming**: `update_current_trace()` and `update_current_span()` for clarity |
| 43 | + |
| 44 | +#### Usage Pattern: |
| 45 | +```python |
| 46 | +import openlayer |
| 47 | + |
| 48 | +@openlayer.trace() |
| 49 | +def my_function(): |
| 50 | + # Set trace metadata dynamically |
| 51 | + openlayer.update_current_trace( |
| 52 | + user_id="user123", |
| 53 | + metadata={"session_id": "sess456"} |
| 54 | + ) |
| 55 | + # ... function logic |
| 56 | +``` |
| 57 | + |
| 58 | +#### Testing Approach: |
| 59 | +- All modified files compile successfully with `python3 -m py_compile` |
| 60 | +- Created comprehensive example in `examples/tracing/trace_metadata_updates.py` |
| 61 | +- Demonstrated error handling, async support, and complex metadata scenarios |
| 62 | + |
| 63 | +#### Key Files Modified: |
| 64 | +- `src/openlayer/lib/tracing/traces.py` - Enhanced Trace class |
| 65 | +- `src/openlayer/lib/tracing/tracer.py` - Added update functions and trace processing |
| 66 | +- `src/openlayer/lib/__init__.py` - Exported new functionality |
| 67 | +- `examples/tracing/trace_metadata_updates.py` - Comprehensive usage examples |
| 68 | + |
| 69 | +#### Backward Compatibility: |
| 70 | +- All existing functionality preserved |
| 71 | +- New fields optional with None defaults |
| 72 | +- No breaking changes to existing APIs |
| 73 | +- Maintains existing trace data structure compatibility |
| 74 | + |
| 75 | +--- |
| 76 | + |
| 77 | +*This implementation successfully addresses the user requirement to dynamically set trace metadata without passing it through function arguments, providing a clean and intuitive API for complex tracing scenarios.* |
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