v0.5.0

0.5.0 (2025-06-18)

Features

• add a check for whether values in score_df are NaN (#756) (d9cc780)
• add competition level filter and extract constants to utils (#869) (b40b605)
• add DocDev for auto-generating workspace documentation (#781) (bcba6ea)
• add drafting pipeline (#832) (efedddf)
• add last_exp_fb to DSTrace and update feedback retrieval usage (#910) (10531fd)
• add mlflow logger in RD loop to log (#815) (b91b54f)
• add naive experiment generator and update proposal configurations (#759) (75494f4)
• add RD-Agent-Quant scenario (#838) (6e42d52)
• add reasoning_effort parameter to LiteLLMAPIBackend and LLMSett… (#754) (113889f)
• add reviewer in feedback (#765) (1a95bee)
• advanced checkpoint selectors (#790) (50ea033)
• archive python and csv files in workspace to maintain results (#814) (67d0e01)
• checkpoint selection (#744) (a15a06a)
• custom data (#810) (6322916)
• dump model (#776) (b49481e)
• enable to set different version of idea-proposal for multi traces (#895) (236c28f)
• enhance compatibility with more LLM models (#905) (8800624)
• idea pool integrated to exp_gen & add timer to RD-Agent & pause-resume to RD-loops (#795) (e62aefa)
• joblib cache (#749) (83a0411)
• log api status to mlflow (#860) (049921b)
• log reaching max time limit before breaking CoSTEER evolution (#921) (837fff2)
• merge failed and successful traces together (#766) (3a2aa8c)
• merge selectively (#888) (06ba314)
• multi-trace online merge (#886) (2112d67)
• new proposal (structured outputs) prompts (#887) (150796a)
• parallel loop running based on asyncio (#932) (c63e207)
• propose hypothesis across multiple parts in pipeline (#827) (acb0e21)
• pull image with progress (#777) (5cad086)
• raise error when timeout in api call (#793) (eafd4df)
• raise policy violation (#894) (5b9d007)
• reanalyze competition info & pipeline coding evaluator prompt (#837) (f7b5258)
• refine merge (#842) (99463b4)
• refine prompt (#760) (a91b182)
• replace hard-coded cache paths with dynamic cache_path config (#952) (db56894)
• revert draft stage into a soft decay in hypothesis selection (#849) (d41db0c)
• trace merging (#836) (a3d5473)
• truncate by time (#863) (2b9427a)
• update prompt to improve json respond format of some LLM models (#928) (0b84709)
• using different chat model in different part (#822) (c052ea6)

Bug Fixes

• 'DSProposalV2ExpGen' object has no attribute 'COMPONENT_TASK_MAP… (#950) (e353895)
• adapting UI to mock trace (#841) (8a5754c)
• add missing semicolon after chmod in env shell command (#955) (1128eaa)
• add time to timer when api timeout bug (#826) (f45d6ae)
• add wait_retry to exp_gen v2 (#783) (b9fb7cf)
• adjust ds_trace lookup and add stderr redirect to mlebench command (#853) (4e53108)
• align competion_full_desc and scenario_all_desc, remove redundant info in problems proposal (#808) (76d8536)
• bug fix in timer start (#807) (9af7161)
• bug in problem identification (#806) (e1d5a29)
• conda error information (#941) (fd39a94)
• default cost to NaN when calculation fails in LiteLLM backend (#912) (51a4048)
• ds trace (#929) (127e441)
• duplicate model names test in pipeline coder & runner (#763) (be3ee9d)
• filter system metadata dirs and init missing DSTrace attribute (#946) (10050ef)
• fix a bug in docker result extraction (#824) (e1c0f98)
• fix competition metric direction (#784) (3be0057)
• fix model input shape bug and costeer_model bug (#821) (b34bd89)
• fix some minor bugs (#758) (963f96e)
• fix some minor bugs in qlib scenario (#817) (79962a7)
• fix the bug in the regular expression matching for stdout (#890) (ee57e37)
• fix the bug of Exceed-LLM-Context in online merge of multi-tarce (#892) (f760a3e)
• fix the problems weights bug (#898) (013d79f)
• fixed CI execution failures caused by document builds (#857) (5c116b2)
• get_metric_direction for aerial-cactus-identification (#970) (70dc62d)
• import path of T (#787) (ac008a6)
• improve eval alignment check (e.g. small-scale finetuning) (#802) (d391578)
• improve file tree and _walk symlink handling (#877) (516cb69)
• log info (#965) (f1dbc21)
• main bug (#938) (c6d34d6)
• non-exist variable test_eval.py (#847) (4948c38)
• refine feedback prompt (#901) (12bb2c4)
• refine the time/memory constraints prompt in hypothesis proposal (#856) (51ce8ef)
• Set PYTHONPATH in env.run_ret_code call in FBWorkspace class (#755) (68b5018)
• task_gen for better understanding (#752) (6bfc1e5)
• trace list but (#852) (32cdc57)
• typo in workflow (#861) (0e54c9f)
• update DS env setup with competition volume and timeout (#878) (816ada0)
• update feedback.py (#772) (133778c)
• update metric direction to return bool (#791) (0bf365e)
• update runner max loop to 1 in DS scenario (#820) (3da378e)
• use fallback messages for missing submission and scores files (#882) (898fdea)
• use simple stdout and stderr (#966) (0b1c445)
• use trace count as index (#909) (b87de56)
• wrong variable test_eval.py (#846) (808ea6c)