Title: Optimize support for SWE-bench Lite task parallelism

[bscriver123]

Pull Request Description

Issue

This pull request addresses the issue raised regarding the performance of SWE-bench Lite task parallelism, which currently takes a significant amount of time to execute.

Changes Made

In this pull request, improvements have been implemented to enhance the task parallelism performance of SWE-bench Lite. The changes include optimizing the parallel task execution flow, reducing overhead, and implementing efficient resource utilization strategies.

Testing

Extensive testing has been conducted to validate the enhancements made in this pull request. Performance benchmarks have been used to measure and compare the execution time before and after the improvements.

Results

The enhancements made in this pull request have resulted in a noticeable reduction in the overall execution time of SWE-bench Lite task parallelism. The improvements aim to enhance efficiency and reduce the time required to run the task parallelism.

Suggestions

Once this PR is merged, it is recommended to conduct further testing and gather feedback from users to ensure that the performance enhancements meet the expectations and address the initial issue reported.

Additional Notes

Feedback and suggestions for further improvements are welcomed to continually enhance the performance and efficiency of SWE-bench Lite task parallelism.

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