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CHANGELOG.md

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# Changelog
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## [0.8.0](https://github.com/microsoft/RD-Agent/compare/v0.7.0...v0.8.0) (2025-08-08)
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### Features
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* add coder check and give more time ([#1127](https://github.com/microsoft/RD-Agent/issues/1127)) ([e32d229](https://github.com/microsoft/RD-Agent/commit/e32d229f2b722acac53f4e2f7d8a98e29cb19dc1))
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* add enable_cache toggle for UI data caching ([#1075](https://github.com/microsoft/RD-Agent/issues/1075)) ([0c9f193](https://github.com/microsoft/RD-Agent/commit/0c9f1930e8d5df1c00bfb32ee578da2dc53db1ec))
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* add extra_eval config and import_class for custom evaluators ([#1097](https://github.com/microsoft/RD-Agent/issues/1097)) ([5accec3](https://github.com/microsoft/RD-Agent/commit/5accec37c8828ac42005c2d12b815bef599b547e))
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* add hypo_critic and hypo_rewrite in proposal ([#1106](https://github.com/microsoft/RD-Agent/issues/1106)) ([71440f6](https://github.com/microsoft/RD-Agent/commit/71440f643fc9d952dfa064359c1945b729dbfd9f))
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* add loop ID mapping to trace nodes and update UI labels ([#1098](https://github.com/microsoft/RD-Agent/issues/1098)) ([5437851](https://github.com/microsoft/RD-Agent/commit/54378518dadd6c38496eceda8ef5b33b375a5c97))
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* add mask inference in debug mode ([#1154](https://github.com/microsoft/RD-Agent/issues/1154)) ([ef749ab](https://github.com/microsoft/RD-Agent/commit/ef749ab744fb6fbafd1a8e6a3642cce20ce96069))
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* add only success filter toggle for traces ([#1047](https://github.com/microsoft/RD-Agent/issues/1047)) ([5e582cc](https://github.com/microsoft/RD-Agent/commit/5e582cc71d5c153666c465cb2d797dc71e43c501))
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* add previous runner loops to runner history ([#1142](https://github.com/microsoft/RD-Agent/issues/1142)) ([8de9f75](https://github.com/microsoft/RD-Agent/commit/8de9f757ea134b04cde0622c6225678d85a87862))
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* add reasoning attribute to DSRunnerFeedback for enhanced evaluation context ([#1162](https://github.com/microsoft/RD-Agent/issues/1162)) ([4e41c97](https://github.com/microsoft/RD-Agent/commit/4e41c9797cbafd35cc0d883fede4226398c573e1))
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* add sample submission file check ([#1053](https://github.com/microsoft/RD-Agent/issues/1053)) ([6a840d8](https://github.com/microsoft/RD-Agent/commit/6a840d819251e64d98daa40289592a05ac5fb369))
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* add show_hard_limit option and update time limit handling in DataScience settings ([#1144](https://github.com/microsoft/RD-Agent/issues/1144)) ([fe762cd](https://github.com/microsoft/RD-Agent/commit/fe762cd860a109b426e3d89a6fbc3c161d77b5e2))
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* add time ratio limit for hyperparameter tuning in Kaggle settin… ([#1135](https://github.com/microsoft/RD-Agent/issues/1135)) ([e44bc83](https://github.com/microsoft/RD-Agent/commit/e44bc8356a93b63eb120e88336eaf4c5b05ccd97))
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* add ws CLI and support optional timeout/cache ([#1066](https://github.com/microsoft/RD-Agent/issues/1066)) ([fae3def](https://github.com/microsoft/RD-Agent/commit/fae3defefa38e91131d4e351d68f4484ca280956))
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* analyze feedback based on sota numbers ([#1116](https://github.com/microsoft/RD-Agent/issues/1116)) ([167f5e2](https://github.com/microsoft/RD-Agent/commit/167f5e2fe9a5679d5beca2f7d3093ac0fd17e664))
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* create Jupyter notebook pipeline file based on main.py file ([#1134](https://github.com/microsoft/RD-Agent/issues/1134)) ([2fa1790](https://github.com/microsoft/RD-Agent/commit/2fa1790cb3852d96a197fd7970af4063339dfa26))
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* enable drafting with knowledge ([#998](https://github.com/microsoft/RD-Agent/issues/998)) ([8e385eb](https://github.com/microsoft/RD-Agent/commit/8e385ebf422256d08f02c055ab64115872b69d94))
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* enable finetune llm ([#1055](https://github.com/microsoft/RD-Agent/issues/1055)) ([909c7d6](https://github.com/microsoft/RD-Agent/commit/909c7d6e8a35ce8c43d29201eccfe5cd2a21049d))
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* enable meta planner ([#1103](https://github.com/microsoft/RD-Agent/issues/1103)) ([c208209](https://github.com/microsoft/RD-Agent/commit/c20820929b7fcdd5c9fbb81e63bad0ba76239c50))
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* enhance timeout handling in CoSTEER and DataScience scenarios ([#1150](https://github.com/microsoft/RD-Agent/issues/1150)) ([06233cb](https://github.com/microsoft/RD-Agent/commit/06233cb95acb1df01ca71b1a554cf4a5f2c4d092))
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* enhance timeout management and knowledge base handling in CoSTEER components ([#1130](https://github.com/microsoft/RD-Agent/issues/1130)) ([963d260](https://github.com/microsoft/RD-Agent/commit/963d26001e346c05bcc540536f65d9a199ca6ac5))
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* fallback to acceptable results ([#1129](https://github.com/microsoft/RD-Agent/issues/1129)) ([3ce2bd4](https://github.com/microsoft/RD-Agent/commit/3ce2bd41c442c6b756810c7895b1e6a1df13dfbb))
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* improve fallback handling in CoSTEER and add GPU usage guidelin… ([#1165](https://github.com/microsoft/RD-Agent/issues/1165)) ([cec4240](https://github.com/microsoft/RD-Agent/commit/cec424046759f02735a6b49e3a9f615a403b62c9))
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* new prompt for auto-sota-selector ([#1109](https://github.com/microsoft/RD-Agent/issues/1109)) ([13c92a9](https://github.com/microsoft/RD-Agent/commit/13c92a90eee275e40a9a2fb0b853c8ecb2bd59fd))
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* prob-based trace scheduler ([#1131](https://github.com/microsoft/RD-Agent/issues/1131)) ([970561a](https://github.com/microsoft/RD-Agent/commit/970561a057ed5e56e29be3577b7c062aca4b49b6))
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* query & cache package_info ([#1083](https://github.com/microsoft/RD-Agent/issues/1083)) ([19869ea](https://github.com/microsoft/RD-Agent/commit/19869ea4752b67b62ffdcb8d54632a59661b5466))
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* refactor CoSTEER classes to use DSCoSTEER and update max seconds handling ([#1156](https://github.com/microsoft/RD-Agent/issues/1156)) ([6d01e3e](https://github.com/microsoft/RD-Agent/commit/6d01e3e1ca1eec281b52f461724bf63adefe5d81))
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* streamline hyperparameter tuning checks and update evaluation g… ([#1167](https://github.com/microsoft/RD-Agent/issues/1167)) ([383e5ed](https://github.com/microsoft/RD-Agent/commit/383e5ed488c73abedb41acb2ea27afd60738669f))
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### Bug Fixes
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* add gpu_info in research phase ([#1094](https://github.com/microsoft/RD-Agent/issues/1094)) ([58c9c1b](https://github.com/microsoft/RD-Agent/commit/58c9c1b9b62d6d25b9b6980e19959664ef7272d7))
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* add metric in scores.csv and avoid reading sample_submission.csv ([#1152](https://github.com/microsoft/RD-Agent/issues/1152)) ([fd039f1](https://github.com/microsoft/RD-Agent/commit/fd039f1f8184c9107539f270735f227cf68c62c0))
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* add spec for hyperparameters in task design and coder ([#995](https://github.com/microsoft/RD-Agent/issues/995)) ([10246fd](https://github.com/microsoft/RD-Agent/commit/10246fd2491d48560d5f7055f78906e7a6a2882e))
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* align scenario descriptions and include debug timeout ([#1079](https://github.com/microsoft/RD-Agent/issues/1079)) ([13b6663](https://github.com/microsoft/RD-Agent/commit/13b66630ec17f1ed4f52a9d8ea0913722ca74483))
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* based on response schema; not function calling ([#1038](https://github.com/microsoft/RD-Agent/issues/1038)) ([99da8c5](https://github.com/microsoft/RD-Agent/commit/99da8c58f0f779aa19edc2522d4cf143577811d8))
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* clear ws_ckp after extraction to reduce workspace object size ([#1137](https://github.com/microsoft/RD-Agent/issues/1137)) ([783affe](https://github.com/microsoft/RD-Agent/commit/783affe0d513b2e9fbcbb11e0408cc79db19a274))
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* correct DS_LOCAL_DATA_PATH error in devcontainer ([#1063](https://github.com/microsoft/RD-Agent/issues/1063)) ([588fcfa](https://github.com/microsoft/RD-Agent/commit/588fcfa3ab0a4eca5afee766e3f56f094b28a999))
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* error in prompt template ([#1065](https://github.com/microsoft/RD-Agent/issues/1065)) ([a90e598](https://github.com/microsoft/RD-Agent/commit/a90e598e568c0339a5f29577fbf44e302bc0d96f))
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* filter log folders bug in ui ([#1073](https://github.com/microsoft/RD-Agent/issues/1073)) ([d0f33c5](https://github.com/microsoft/RD-Agent/commit/d0f33c56733bb28222c1f2c8f8a0ff5604ddf858))
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* fix a bug in return curve display ([#1042](https://github.com/microsoft/RD-Agent/issues/1042)) ([249f661](https://github.com/microsoft/RD-Agent/commit/249f6614a67d8b38e9ad2f0d95154db7071e8e3a))
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* fix a small bug in json_mode ([#1041](https://github.com/microsoft/RD-Agent/issues/1041)) ([8bc12ea](https://github.com/microsoft/RD-Agent/commit/8bc12eaaa7ecda69043ec781896299a6796c8140))
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* fix a small bug in response_schema ([#1043](https://github.com/microsoft/RD-Agent/issues/1043)) ([66cadcd](https://github.com/microsoft/RD-Agent/commit/66cadcd7b2a91bac416acd94196b96f43b572c2b))
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* fix code diff bug ([#1115](https://github.com/microsoft/RD-Agent/issues/1115)) ([4603e88](https://github.com/microsoft/RD-Agent/commit/4603e88dbe910614f20a843f29463f17eebdda32))
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* fix some bugs in RD-Agent(Q) ([#1143](https://github.com/microsoft/RD-Agent/issues/1143)) ([44fd2ee](https://github.com/microsoft/RD-Agent/commit/44fd2ee68031599e106cbd99b8e86a110d8f2423))
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* handle the no-update case of root node in uncommited_rec_status ([#1062](https://github.com/microsoft/RD-Agent/issues/1062)) ([ead8dce](https://github.com/microsoft/RD-Agent/commit/ead8dced0e5b157b6e1bded380f440ee0b8a86f7))
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* ignore case when checking metric name ([#1160](https://github.com/microsoft/RD-Agent/issues/1160)) ([fc0df6e](https://github.com/microsoft/RD-Agent/commit/fc0df6e9fc7d8a9e7a0b4d4cb879cffbbcb9162f))
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* ignore class types when filtering workflow steps ([#1085](https://github.com/microsoft/RD-Agent/issues/1085)) ([64e3ec8](https://github.com/microsoft/RD-Agent/commit/64e3ec8f9afb5611814f9b64d50e6dc0685df8b2))
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* ignore RuntimeError for shared workspace double recovery ([#1140](https://github.com/microsoft/RD-Agent/issues/1140)) ([8fc1e9b](https://github.com/microsoft/RD-Agent/commit/8fc1e9bf8f5242e56d7bacf53cf58f9abe94e356))
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* improve the logic of json_schema and refine the reasoning extraction logic for reasoning model ([#1044](https://github.com/microsoft/RD-Agent/issues/1044)) ([12060b1](https://github.com/microsoft/RD-Agent/commit/12060b197ca618ca8901f93cde6bc2b42d79e4e9))
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* minor conflict in prompts ([#1081](https://github.com/microsoft/RD-Agent/issues/1081)) ([f821e4c](https://github.com/microsoft/RD-Agent/commit/f821e4c1c56462c54d5fbe15dd797c147334b182))
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* minor fix to runtime_environment ([#1089](https://github.com/microsoft/RD-Agent/issues/1089)) ([bff82ef](https://github.com/microsoft/RD-Agent/commit/bff82ef93e225c43c6b55bb642c484d5b88f3cff))
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* package and timer bug ([#1092](https://github.com/microsoft/RD-Agent/issues/1092)) ([7faf6d9](https://github.com/microsoft/RD-Agent/commit/7faf6d9b215d678b8cb146270a3e917a62ac1d88))
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* path traversal risk ([#1050](https://github.com/microsoft/RD-Agent/issues/1050)) ([2f78216](https://github.com/microsoft/RD-Agent/commit/2f782169ebeb0453422621ac8ace06353ca72615))
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* prevent parallelism in feedback and record steps ([#1046](https://github.com/microsoft/RD-Agent/issues/1046)) ([d0272a9](https://github.com/microsoft/RD-Agent/commit/d0272a9de104a629ccd2652b9e95c9bb58ac6cb1))
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* prompt yaml ([#1112](https://github.com/microsoft/RD-Agent/issues/1112)) ([1f2c9b1](https://github.com/microsoft/RD-Agent/commit/1f2c9b17b8d5250dc2ff81ad564139746d11a7c3))
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* properly assign sota_exp_fb before None comparison ([#1037](https://github.com/microsoft/RD-Agent/issues/1037)) ([5d6a927](https://github.com/microsoft/RD-Agent/commit/5d6a927501e95b6afa520294d23fcf9ca16c69ae))
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* refine DSCoSTEER_eval prompts ([#1157](https://github.com/microsoft/RD-Agent/issues/1157)) ([c62e5fc](https://github.com/microsoft/RD-Agent/commit/c62e5fcc871d4f88babc5a4c9cf8e4655e8ba437))
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* refine prompt, equal lightgbm, discourage over hypertuning ([#1072](https://github.com/microsoft/RD-Agent/issues/1072)) ([56ba15a](https://github.com/microsoft/RD-Agent/commit/56ba15a03fc278e7d701b40bbb5209411b27e561))
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* refine prompt; runner focus on low hanging fruit ([#1076](https://github.com/microsoft/RD-Agent/issues/1076)) ([1778b8c](https://github.com/microsoft/RD-Agent/commit/1778b8c953888e9b3b91d28483e0b64d126e3eb6))
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* refine the prompt to force complete code & refine the logic of running ([#1069](https://github.com/microsoft/RD-Agent/issues/1069)) ([1e61de3](https://github.com/microsoft/RD-Agent/commit/1e61de3e60566029f1c89ca2c747bfbf3a354693))
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* remove refine decision & bug fix ([#1031](https://github.com/microsoft/RD-Agent/issues/1031)) ([0059a6a](https://github.com/microsoft/RD-Agent/commit/0059a6aeb658a76bdc28cd7741a2bc9e6569363f))
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* remove unused imports in data science scenario module ([#1136](https://github.com/microsoft/RD-Agent/issues/1136)) ([2307237](https://github.com/microsoft/RD-Agent/commit/23072377659da0bd206dc64dd858c9da75283f39))
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* scheduler next selection parallel disorder ([#1028](https://github.com/microsoft/RD-Agent/issues/1028)) ([f468595](https://github.com/microsoft/RD-Agent/commit/f468595169512b89f436396ee976404879e00d7a))
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* split then sample & remove simple model guide in ds proposal ([#1034](https://github.com/microsoft/RD-Agent/issues/1034)) ([2dde8b8](https://github.com/microsoft/RD-Agent/commit/2dde8b84a1d08cf0ca39b2f50de64d053fd73ba8))
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* stop evolve if global timer is timeout ([#1039](https://github.com/microsoft/RD-Agent/issues/1039)) ([ad37417](https://github.com/microsoft/RD-Agent/commit/ad374176a14be1fa5aac43fd8df48f89b2a81fe0))
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* TypeError: cannot unpack non-iterable bool object ([#1036](https://github.com/microsoft/RD-Agent/issues/1036)) ([f4370a4](https://github.com/microsoft/RD-Agent/commit/f4370a4265c84cefc4844d21b7f296929ca7638c))
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* update requirements.txt's streamlit ([#1133](https://github.com/microsoft/RD-Agent/issues/1133)) ([512d08f](https://github.com/microsoft/RD-Agent/commit/512d08f56c210edfa2ff45c71e53724909f10d8f))
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* use CoSTEERSettings for DSRunnerCoSTEERSettings ([#1096](https://github.com/microsoft/RD-Agent/issues/1096)) ([152a70f](https://github.com/microsoft/RD-Agent/commit/152a70f25a090e175e7b55c2285ca710954be9cc))
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## [0.7.0](https://github.com/microsoft/RD-Agent/compare/v0.6.1...v0.7.0) (2025-07-08)
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