* rebase selection code
* bug-free run: checkpoint selection and dynamic EDA loading
* add prototypes of various selectors, to imp. and test later
* fix EDA write bug
* move selector to from proposal.py tp seletc.py
* auto lint
* fix line-too-long typos
* aligh the design of "selection", rm extra instance check
* make auto-lint
* add non-trival selector: SOTAjump
* cache function
* fix test
* bin cache
* fix test
* fix test
* fix test
* cache for different source
* cache for localenv
* remove unnecessary log
* reformat
* remove unrelated modify
* init commit
* limit problem numbers
* ensemble lower case
* add runtime and spec to coder
* submission check notice
* sub EDA in sample execution
* avoid lightgbm
* add time limit to scenario
* rephrase the submission check
* give positive feedback when facing warning in check
* ENABLE FEEDBACK
* fix feedback bug
---------
Co-authored-by: Xu Yang <peteryang@vip.qq.com>
* docs: Update prompts and descriptions for data science components
* chore: Remove outdated comments from conf.py
* feat: Add metric_name attribute to DataScienceScen class
* style: Update description in prompts.yaml and reorder metric_name init
* docs: Update prompts.yaml with feature engineering guidelines
* update metric_name
* fix some bugs
* add an evaluation in workflow
* add an evalution in runner
* fix ci
* test change
* fix CI
---------
Co-authored-by: TPLin22 <tplin2@163.com>
Co-authored-by: yuanteli <1957922024@qq.com>
* feat: Add spec_enabled configuration for data science settings
* make spec alternative
* change spec logic in exp_gen
* remove some general texts
* align
---------
Co-authored-by: Young <afe.young@gmail.com>
Co-authored-by: yuanteli <1957922024@qq.com>
* prune model task
* add component_description
* add model removal logic to component, hypo, and task gen
* fix ci
* adjust coder to meet the requirement of model removal
* fix and refine the logic of model removal
* add model removal logic in model_eval
* fix ci
* fix ci
* prune some unnecessary codes
* use conda to run kaggle and mlebench code
* refactor: Simplify environment configuration and execution logic
* add setting to use local env in ds
* refine dockerfile
* fix: Move MLEBDockerEnv initialization inside conditionals & fix condaenv
* refactor: reformat code for better readability and consistency
* feat: add conda env to all envs.
* fix: fix bugs when run loop
* refactor: Simplify DockerEnv configuration in mle_summary.py
* fix image bug
* style: reformat code for better readability and consistency
* change commit
* feat: Add entrypoint script for sing_docker scenario in rdagent
* refactor: add Any type hints and comments for clarity in env.py
* feat: Create log directory if it doesn't exist in entrypoint script
* feat: Add debug mode and list root directory in entrypoint script
* fix: Remove specific branch checkout in Dockerfile for RD-Agent
* fix: Add competition argument to loop.py script execution
* fix: Correct directory navigation and dependency installation in entrypoint.sh
* fix: Correct user ownership assignment in entrypoint script
* refactor: Comment out redundant log copying to RD_OUTPUT_DIR
* fix: Unset LOG_TRACE_PATH to prevent log contamination in entrypoint.sh
---------
Co-authored-by: Xu Yang <peteryang@vip.qq.com>
* move cache auto continue and retry to all api backend
* add type checker to json mode output
* fix CI
* feat: Add json_mode handling and streaming support in chat completion function
* lint
* fix a bug when returning a dict which value could contain int or bool
* remove litellm
---------
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: Young <afe.young@gmail.com>
* fix a bug in cross_validation
* fix cross-validation prompt position
* fix
* fix
* append all error messages and full traceback details in execution
---------
Co-authored-by: Bowen Xian <xianbowen@outlook.com>
* refactor: Add run_ret_code method and update run method to use it
* feat: Add kwargs support to run methods and test for run_ret_code
* fix: preserve exit code after chmod in DockerEnv entry command
* chore: Change file permissions from 755 to 644 in env_tpl directory
* refactor: Return execution code and update evaluator logic
* lint
* refactor: Use MappingProxyType for running_extra_volume in DockerEnv methods
* lint
xuangu-fang