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* Initial plan * Fix: Preserve FLAML_sample_size in best_config_per_estimator Modified best_config_per_estimator property to keep FLAML_sample_size when returning best configurations. Previously, AutoMLState.sanitize() was removing this key, which caused the sample size information to be lost when using starting_points from a previous run. Co-authored-by: thinkall <3197038+thinkall@users.noreply.github.com> * Add a test to verify the improvement of starting_points * Update documentation to reflect FLAML_sample_size preservation Updated Task-Oriented-AutoML.md to document that best_config_per_estimator now preserves FLAML_sample_size: - Added note in "Warm start" section explaining that FLAML_sample_size is preserved for effective warm-starting - Added note in "Get best configuration" section with example showing FLAML_sample_size in output - Explains importance of sample size preservation for continuing optimization with correct sample sizes Co-authored-by: thinkall <3197038+thinkall@users.noreply.github.com> * Fix unintended code change * Improve docstrings and docs --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: thinkall <3197038+thinkall@users.noreply.github.com> Co-authored-by: Li Jiang <bnujli@gmail.com> Co-authored-by: Li Jiang <lijiang1@microsoft.com>
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