* feat: refactor CoSTEER classes to use DSCoSTEER and update max seconds handling
* remove useless line
* enable time_ratio_limit_to_enable_hyperparameter_tuning
* add scores.csv metric name in both task_gen and coder
* a little fix to column names
* small fix
* avoid sample submission read in task_gen
* avoid sample_submission reading in coding
* code change summary bug fix
* little update
* little refinement to eval
* refine coder and runner eval prompts
---------
Co-authored-by: Xu Yang <peteryang@vip.qq.com>
* feat: introduce max_seconds_multiplier for timeout management across components
* avoid using assert in test
* hot fix a very small bug
* runner multiply twice
* revert feedback change
* add a switch to longer timeout
* init commit
* remove the 5-fold spec from prompts
* refine the hyperparameter specification
* do not sample data
* a small spelling issue
* refine prompt to avoid submission cheating
* do not sample data
* simplify code
* refine the coder evaluator prompt
* refine wording
* remove runtime from proposal
* refine wording
* refine prompt
* add gpu info in runtime_info.py
* modify the spec
* add router and add refinement exp gen
* fix prompt bug
* use rule-based logic for router
* complete the prompt
* fix circular import bug
* fix bug
* make refine_decision optional
* update pipeline prompts: (1) add scenary: in an iterative cooding loop and use sample datasets (2)add some generation tops in coding (3)add evaluation guidelines in evaluation (4)polish the json schema and description
* fix a small bug
* fix a small bug
* rdagent/scenarios/data_science/loop.py back to the original version
* refactor: replace _get_exp_gen with default_exp_gen for exp generation
* import
* refactor: make the __init__ back to main
* fix small bugs
* fix bugs for proposal_version
* move refine into runner
* check early stop
* EDA improvement & coder classes number
* fix CI
* slightly refine the prompt
* remove rule_base_eval and remove useless prompt
---------
Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: TPLin22 <tplin2@163.com>
Co-authored-by: amstrongzyf <amstrongzyf@126.com>
Co-authored-by: Xu Yang <peteryang@vip.qq.com>
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: Young <afe.young@gmail.com>
* commit all code
* fix feedback bug
* add debug mode in ds
* update prompt
* prioritize performance than time lit
* use run instead
* store running time
* move all data running into running phase
* fix a bug
* use sample data as default
---------
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
* add coder version
* merge cooder and feedback prompts
* align v2 and v3 proposal prompts
* fix a small bug
* fix a bug
* fix another bug
* support both function calling and json mode in v2 proposal
* fix minor bug
* reformat
* remove proposal v3
* fix a small bug in json mode
* fix CI
* remove tmp file
* remove v3 check
---------
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
* feat: add model dump flag and multi-evaluator support
* tmp code
* refactor: update evaluator feedback and FBWorkspace types
* feat: add get_clear_ws_cmd and CPU count in Docker environment
* feat: Add model dump check level and enhance evaluator functionality
fix data type bug
* fix: Ensure required files exist before model dump evaluation
* refactor: streamline prompt and file checks in model dump evaluation
* fix: add assertions and reorder file reads in model dump evaluator
* feat: remove EDA part from evaluation output
* docs: update dump_model guidelines and eval prompt to include template
* style: reformat multiline dicts and lists in conf and eval files
* fix: add DOTALL flag to EDA removal regex
* 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
* 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>
Tim