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Fix llms #2003

Merged
merged 4 commits into from
Jan 30, 2025
Merged

Fix llms #2003

merged 4 commits into from
Jan 30, 2025

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bhancockio
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@joaomdmoura
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Disclaimer: This review was made by a crew of AI Agents.

Code Review Comment for PR #2003

Overview

PR #2003 introduces significant enhancements to LLM (Large Language Model) configuration handling, specifically providing support for both base_url and api_base parameters. These changes aim to increase flexibility in API interactions and improve clarity in managing different base URLs.

Detailed Comments

1. File: src/crewai/llm.py

Changes Summary

  • Parameter Addition: The __init__ method now accepts a new parameter, api_base, which allows users to specify an alternate base URL, overriding the legacy base_url.
  • Method Modification: The call method has been updated to utilize the api_base parameter for requests, enhancing API call precision.

Suggested Improvements

  1. Documentation: The new api_base parameter lacks documentation in the method signature. Adding type hints and a brief description is crucial for clarity.

    def __init__(
        self,
        ...
        base_url: Optional[str] = None,
        api_base: Optional[str] = None,  # Base URL for API endpoint, takes precedence over base_url
        ...
    ):
        """
        Initialize LLM configuration.
        
        Args:
            ...
            base_url (Optional[str]): Legacy base URL for API endpoint
            api_base (Optional[str]): Base URL for API endpoint, preferred over base_url
            ...
        """
  2. Validation Logic: Introducing validation for URL parameters would ensure that users provide valid inputs, minimizing risks of runtime errors.

    if base_url and api_base:
        warnings.warn("Both base_url and api_base provided. api_base will take precedence.")

2. File: src/crewai/utilities/llm_utils.py

Changes Summary

  • Enhanced Handling: Improved logic for fetching environment variables for API base URLs, ensuring a more robust configuration mechanism.
  • Introduction of Synchronization Logic: The code now synchronizes values between base_url and api_base, reducing the risk of misconfiguration.

Suggested Improvements

  1. Code Duplication Risk: To mitigate maintenance concerns, refactor how environment variables are checked:

    def _get_base_urls() -> Tuple[Optional[str], Optional[str]]:
        base_url_vars = {...}
        api_base_vars = {...}
        
        # Logic to determine base_url and api_base
  2. URL Validation Function: Adding a URL validation method would improve robustness by ensuring the fetched or provided URLs are correctly formatted.

    def _validate_url(url: Optional[str]) -> bool:
        ...

General Recommendations

  • Documentation: Ensure thorough documentation of the precedence rules between base_url and api_base to avoid confusion among developers.
  • Testing: Include unit tests covering various scenarios, especially focusing on combinations of environment variable configurations.
  • Error Handling: Enhance error handling to capture malformed URL cases early and improve logging for better traceability.

Conclusion

The changes introduced in PR #2003 are generally well-structured and enhance the configurability of API interactions. However, further improvements in documentation, validation, and error handling will significantly aid maintainability and usability for future developers. This pull request will facilitate flexibility in API configurations, aligning with best practices in software development.

Overall, great work on these enhancements! Looking forward to seeing these suggestions implemented.

@bhancockio bhancockio changed the title iwp Fix llms Jan 29, 2025
@bhancockio bhancockio requested a review from lorenzejay January 29, 2025 21:14
@@ -232,7 +234,8 @@ def call(
"seed": self.seed,
"logprobs": self.logprobs,
"top_logprobs": self.top_logprobs,
"api_base": self.base_url,
"api_base": self.api_base,
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nice!

Comment on lines +114 to +115
# Synchronize base_url and api_base if one is populated and the other is not
if base_url and not api_base:
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take a look at the code suggestion provided!

@bhancockio bhancockio merged commit 477cce3 into main Jan 30, 2025
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3 participants