[NA][SDK] Optimizer update LLM call/trace helpers #4215
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Contributor
There was a problem hiding this comment.
Pull request overview
This PR refactors and centralizes trace tagging functionality for LLM calls in the optimizer SDK. The main purpose is to standardize how optimization traces are tagged across different optimizer implementations and add support for conditionally disabling tracing based on environment variables.
Key changes:
- Centralized trace tagging logic in
BaseOptimizerwith a new_tag_trace()helper method - Added optimizer short name mapping for consistent tag prefixes across all optimizer types
- Implemented conditional tracing based on
OPIK_TRACK_DISABLEandOPIK_API_KEYenvironment variables
Reviewed changes
Copilot reviewed 8 out of 8 changed files in this pull request and generated 4 comments.
Show a summary per file
| File | Description |
|---|---|
| optimizable_agent.py | Added trace_phase attribute and automatic trace tagging during LLM completions |
| base_optimizer.py | Added _tag_trace() centralized method and optimizer short name mapping |
| meta_prompt_optimizer/ops/evaluation_ops.py | Removed manual trace tagging code, replaced with centralized helper |
| hierarchical_reflective_optimizer.py | Removed manual trace tagging code, replaced with centralized helper |
| gepa_optimizer.py | Removed manual trace tagging code, replaced with centralized helper |
| few_shot_bayesian_optimizer.py | Removed manual trace tagging code, replaced with centralized helper |
| evolutionary_optimizer/ops/evaluation_ops.py | Removed manual trace tagging code, replaced with centralized helper |
| _llm_calls.py | Added stack-based trace tagging, optimizer short name detection, and conditional tracing logic |
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Copilot <[email protected]>
Co-authored-by: Copilot <[email protected]>
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Details
Add some improvements and refactoring for LLM calls mostly to centralize trace tagging and manipulation. Added support (partially) to block tracing if enabled.
Change checklist
Issues
Testing
Locally
Documentation
n.a