This PR introduces enhancements and fixes to the Evaluation Framework to
improve accuracy, robustness, and performance.
## Key Improvements
- **Refactored Evaluation Loading**: Extracted evaluation file loading
and suite loading logic into utility functions `get_eval_files` and
`load_eval_suites` in `arcade/cli/utils.py`.
- **Benefit**: Enhances code modularity and maintainability.
- **Asynchronous Execution of Evaluations**: Modified the evaluations to
run asynchronously using `asyncio`.
- **Benefit**: Significantly reduces total execution time when running
multiple evaluations.
- **Improved Error Handling**: Wrapped critic evaluations in try-except
blocks to handle exceptions gracefully.
- **Benefit**: Ensures that a single failing critic doesn't halt the
entire evaluation process.
## Other Changes
- **Case-Insensitive Tool Name Comparison**: Made tool name comparisons
case-insensitive to improve robustness against casing differences.
- **Refactored Cost Matrix Creation**: Revised cost matrix creation to
handle varying numbers of expected and actual tool calls properly,
ensuring accurate assignment and scoring.
- **Type Casting in `BinaryCritic`**: Added type casting for actual
values to match the expected value's type before comparison, improving
accuracy in evaluations.
- **Removed Synchronous Code Paths**: Simplified the codebase by
removing synchronous evaluation methods, focusing on asynchronous
execution.
- **General Code Cleanup**: Removed unused imports and performed general
code cleanup to enhance readability and maintainability.
## Example
For the google calendar and gmail tools eval set you can run
```go
> arcade evals . -c 8 --models gpt-4o,gpt-4o-mini,gpt-4,gpt-4-turbo
Running evaluations in calendar_eval_suite
Running evaluations in gmail_eval_suite
Model: gpt-4o
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4o-mini
FAILED Create calendar event -- Score: 0.84
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.86
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4-turbo
PASSED Create calendar event -- Score: 1.00
FAILED List calendar events -- Score: 0.87
PASSED Update a calendar event -- Score: 1.00
PASSED Delete a calendar event -- Score: 1.00
Model: gpt-4o
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4o-mini
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4
PASSED Send email to user with clear username -- Score: 1.00
Model: gpt-4-turbo
PASSED Send email to user with clear username -- Score: 1.00
Summary -- Total: 20 -- Passed: 15 -- Failed: 5
```
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