diff --git a/CHANGELOG.md b/CHANGELOG.md index c133bc020..04c8fcb9e 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -1,5 +1,132 @@ # Changelog +## [0.8.0](https://github.com/microsoft/RD-Agent/compare/v0.7.0...v0.8.0) (2025-11-03) + + +### Features + +* add a rag mcp in proposal ([#1267](https://github.com/microsoft/RD-Agent/issues/1267)) ([a0cd102](https://github.com/microsoft/RD-Agent/commit/a0cd1025c141aee6d4e6cb10286c77d827b89379)) +* 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)) +* 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)) +* 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)) +* 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)) +* add improve_mode to MultiProcessEvolvingStrategy for selective task implementation ([#1273](https://github.com/microsoft/RD-Agent/issues/1273)) ([9344635](https://github.com/microsoft/RD-Agent/commit/93446356952803d8b1f1eb0c39da825c19274cb6)) +* 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)) +* add mask inference in debug mode ([#1154](https://github.com/microsoft/RD-Agent/issues/1154)) ([ef749ab](https://github.com/microsoft/RD-Agent/commit/ef749ab744fb6fbafd1a8e6a3642cce20ce96069)) +* 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)) +* add option to enable hyperparameter tuning only in first eval loop ([#1211](https://github.com/microsoft/RD-Agent/issues/1211)) ([bc3fa17](https://github.com/microsoft/RD-Agent/commit/bc3fa170b029f50c8f7b1828cdf4ffd024e64b8b)) +* 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)) +* 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)) +* add sample submission file check ([#1053](https://github.com/microsoft/RD-Agent/issues/1053)) ([6a840d8](https://github.com/microsoft/RD-Agent/commit/6a840d819251e64d98daa40289592a05ac5fb369)) +* 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)) +* add stdout into workspace for easier debugging ([#1236](https://github.com/microsoft/RD-Agent/issues/1236)) ([d3d4967](https://github.com/microsoft/RD-Agent/commit/d3d4967a129ad986d5087add4b101d913e1e14ba)) +* 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)) +* add user interaction in data science scenario ([#1251](https://github.com/microsoft/RD-Agent/issues/1251)) ([2afef70](https://github.com/microsoft/RD-Agent/commit/2afef703ca0e670197d02aab7f9c4f6e3e409872)) +* 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)) +* analyze feedback based on sota numbers ([#1116](https://github.com/microsoft/RD-Agent/issues/1116)) ([167f5e2](https://github.com/microsoft/RD-Agent/commit/167f5e2fe9a5679d5beca2f7d3093ac0fd17e664)) +* 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)) +* enable drafting with knowledge ([#998](https://github.com/microsoft/RD-Agent/issues/998)) ([8e385eb](https://github.com/microsoft/RD-Agent/commit/8e385ebf422256d08f02c055ab64115872b69d94)) +* enable finetune llm ([#1055](https://github.com/microsoft/RD-Agent/issues/1055)) ([909c7d6](https://github.com/microsoft/RD-Agent/commit/909c7d6e8a35ce8c43d29201eccfe5cd2a21049d)) +* enable LLM‑based hypothesis selection with time‑aware prompt & colored logging ([#1122](https://github.com/microsoft/RD-Agent/issues/1122)) ([1c4ab89](https://github.com/microsoft/RD-Agent/commit/1c4ab89f52fbdff7cab68ee1b778703b20514a9b)) +* enable meta planner ([#1103](https://github.com/microsoft/RD-Agent/issues/1103)) ([c208209](https://github.com/microsoft/RD-Agent/commit/c20820929b7fcdd5c9fbb81e63bad0ba76239c50)) +* enable to inject diversity cross async multi-trace ([#1173](https://github.com/microsoft/RD-Agent/issues/1173)) ([bcdd957](https://github.com/microsoft/RD-Agent/commit/bcdd957c71b59d8664ecb1523b5fcf2179aa1138)) +* 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)) +* 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)) +* fallback to acceptable results ([#1129](https://github.com/microsoft/RD-Agent/issues/1129)) ([3ce2bd4](https://github.com/microsoft/RD-Agent/commit/3ce2bd41c442c6b756810c7895b1e6a1df13dfbb)) +* 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)) +* init pydantic ai agent & context 7 mcp ([#1240](https://github.com/microsoft/RD-Agent/issues/1240)) ([59af538](https://github.com/microsoft/RD-Agent/commit/59af5383d7d1d73a5e3630da9d1bbfed31111436)) +* **mcp:** cache with one-click toggle ([#1269](https://github.com/microsoft/RD-Agent/issues/1269)) ([6f86863](https://github.com/microsoft/RD-Agent/commit/6f86863b63ae331f9b7761eaf9ae0a85aca7ba42)) +* mcts policy based on trace scheduler ([#1203](https://github.com/microsoft/RD-Agent/issues/1203)) ([13890e0](https://github.com/microsoft/RD-Agent/commit/13890e0bbcaf5a7a87a7bff55e720b0c3bbbbfe9)) +* new prompt for auto-sota-selector ([#1109](https://github.com/microsoft/RD-Agent/issues/1109)) ([13c92a9](https://github.com/microsoft/RD-Agent/commit/13c92a90eee275e40a9a2fb0b853c8ecb2bd59fd)) +* offline selector ([#1231](https://github.com/microsoft/RD-Agent/issues/1231)) ([76b2e87](https://github.com/microsoft/RD-Agent/commit/76b2e87348cbeb983606691fdf343c4fc721c2bb)) +* prob-based trace scheduler ([#1131](https://github.com/microsoft/RD-Agent/issues/1131)) ([970561a](https://github.com/microsoft/RD-Agent/commit/970561a057ed5e56e29be3577b7c062aca4b49b6)) +* query & cache package_info ([#1083](https://github.com/microsoft/RD-Agent/issues/1083)) ([19869ea](https://github.com/microsoft/RD-Agent/commit/19869ea4752b67b62ffdcb8d54632a59661b5466)) +* 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)) +* refine the logic of enabling hyperparameter tuning and add criteira ([#1175](https://github.com/microsoft/RD-Agent/issues/1175)) ([af071f5](https://github.com/microsoft/RD-Agent/commit/af071f5f45bfeb524a0f16da84d802e523478213)) +* show the summarized final difference between the final workspace and the base workspace ([#1281](https://github.com/microsoft/RD-Agent/issues/1281)) ([2bf8345](https://github.com/microsoft/RD-Agent/commit/2bf83453921457e44c802913a8e24b0de98611bd)) +* 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)) +* ui, support disable cache ([#1217](https://github.com/microsoft/RD-Agent/issues/1217)) ([92efe33](https://github.com/microsoft/RD-Agent/commit/92efe33fa9c8be54a71bf0840f867edc877236fe)) +* update README with latest paper acceptance to NeurIPS 2025 ([#1252](https://github.com/microsoft/RD-Agent/issues/1252)) ([8332960](https://github.com/microsoft/RD-Agent/commit/833296084f3b3d0fea15fd693e302c26b2d80762)) + + +### Bug Fixes + +* add a switch for ensemble_time_upper_bound and fix some bug in main ([#1226](https://github.com/microsoft/RD-Agent/issues/1226)) ([f00a538](https://github.com/microsoft/RD-Agent/commit/f00a5382b16379aaea2dfabf09a681be25e29d3e)) +* add gpu_info in research phase ([#1094](https://github.com/microsoft/RD-Agent/issues/1094)) ([58c9c1b](https://github.com/microsoft/RD-Agent/commit/58c9c1b9b62d6d25b9b6980e19959664ef7272d7)) +* add json format response fallback to prompt templates ([#1246](https://github.com/microsoft/RD-Agent/issues/1246)) ([4dfb8a1](https://github.com/microsoft/RD-Agent/commit/4dfb8a130b3970192d3a8da799152de492c79aec)) +* 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)) +* add missing self parameter to instance methods in DSProposalV2ExpGen ([#1213](https://github.com/microsoft/RD-Agent/issues/1213)) ([68af035](https://github.com/microsoft/RD-Agent/commit/68af03517749cff4726acb016daad561148147bf)) +* 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)) +* 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)) +* allow prev_out keys to be None in workspace cleanup assertion ([#1214](https://github.com/microsoft/RD-Agent/issues/1214)) ([1f4d190](https://github.com/microsoft/RD-Agent/commit/1f4d190a3209bbe4ec960f8dd79be59672cd0e7f)) +* 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)) +* cancel tasks on resume and kill subprocesses on termination ([#1166](https://github.com/microsoft/RD-Agent/issues/1166)) ([cf6e418](https://github.com/microsoft/RD-Agent/commit/cf6e418eb8d899e22c93279055d42c185397fa2a)) +* change runner prompts ([#1223](https://github.com/microsoft/RD-Agent/issues/1223)) ([6d3e73d](https://github.com/microsoft/RD-Agent/commit/6d3e73d679a8ffe4a48923590a7c37b4fdcd207a)) +* 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)) +* 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)) +* **dockerfile:** install coreutils to resolve timeout command error ([#1260](https://github.com/microsoft/RD-Agent/issues/1260)) ([07f89b0](https://github.com/microsoft/RD-Agent/commit/07f89b013ea99102f4875fda5704adde14cf9978)) +* **docs:** update rdagent ui with correct params ([#1249](https://github.com/microsoft/RD-Agent/issues/1249)) ([f360d0a](https://github.com/microsoft/RD-Agent/commit/f360d0a212793eb044c218b5e13b095e684a632d)) +* enable embedding truncation ([#1188](https://github.com/microsoft/RD-Agent/issues/1188)) ([2421fa4](https://github.com/microsoft/RD-Agent/commit/2421fa4493bd86c98ff672afc26ec71ba510e391)) +* enhance feedback handling in MultiProcessEvolvingStrategy for improved task evolution ([#1274](https://github.com/microsoft/RD-Agent/issues/1274)) ([961e561](https://github.com/microsoft/RD-Agent/commit/961e56102cddae3348af46a30f9085f353151890)) +* error in prompt template ([#1065](https://github.com/microsoft/RD-Agent/issues/1065)) ([a90e598](https://github.com/microsoft/RD-Agent/commit/a90e598e568c0339a5f29577fbf44e302bc0d96f)) +* filter log folders bug in ui ([#1073](https://github.com/microsoft/RD-Agent/issues/1073)) ([d0f33c5](https://github.com/microsoft/RD-Agent/commit/d0f33c56733bb28222c1f2c8f8a0ff5604ddf858)) +* 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)) +* 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)) +* 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)) +* fix bug for hypo_select_with_llm when not support response_schema ([#1208](https://github.com/microsoft/RD-Agent/issues/1208)) ([54cc2c4](https://github.com/microsoft/RD-Agent/commit/54cc2c492e3f6b22b3836899f2ddf83b1296f173)) +* fix chat_max_tokens calculation method to show true input_max_tokens ([#1241](https://github.com/microsoft/RD-Agent/issues/1241)) ([7d749b8](https://github.com/microsoft/RD-Agent/commit/7d749b819557f1abfca58189ae2abf2aec41fef5)) +* fix code diff bug ([#1115](https://github.com/microsoft/RD-Agent/issues/1115)) ([4603e88](https://github.com/microsoft/RD-Agent/commit/4603e88dbe910614f20a843f29463f17eebdda32)) +* fix mcts ([#1270](https://github.com/microsoft/RD-Agent/issues/1270)) ([c73f67a](https://github.com/microsoft/RD-Agent/commit/c73f67affee035def37474c66ebdd00dbc16c4ca)) +* 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)) +* **graph:** using assignment expression to avoid repeated function call ([#1174](https://github.com/microsoft/RD-Agent/issues/1174)) ([b4f57ce](https://github.com/microsoft/RD-Agent/commit/b4f57cec87bc61e8aa408319532cec055cb2d632)) +* handle mixed str and dict types in code_list ([#1279](https://github.com/microsoft/RD-Agent/issues/1279)) ([63ecb3b](https://github.com/microsoft/RD-Agent/commit/63ecb3bf26604d93f85595f6f6470c860be3c5ba)) +* handle None output and conditional step dump in LoopBase execution ([#1212](https://github.com/microsoft/RD-Agent/issues/1212)) ([68b6985](https://github.com/microsoft/RD-Agent/commit/68b69851916ed5bca42aab859ba7a9938bec4eb7)) +* 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)) +* handle ValueError in stdout shrinking and refactor shrink logic ([#1228](https://github.com/microsoft/RD-Agent/issues/1228)) ([bc7a3b4](https://github.com/microsoft/RD-Agent/commit/bc7a3b43b7cef45f036d508f95231b5885ad65f7)) +* ignore case when checking metric name ([#1160](https://github.com/microsoft/RD-Agent/issues/1160)) ([fc0df6e](https://github.com/microsoft/RD-Agent/commit/fc0df6e9fc7d8a9e7a0b4d4cb879cffbbcb9162f)) +* 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)) +* 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)) +* 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)) +* increase retry count in hypothesis_gen decorator to 10 ([#1230](https://github.com/microsoft/RD-Agent/issues/1230)) ([c4b8baa](https://github.com/microsoft/RD-Agent/commit/c4b8baaa5829567833ea2328fe89941423bf4cf2)) +* increase time default not controlled by LLM ([#1196](https://github.com/microsoft/RD-Agent/issues/1196)) ([8c62561](https://github.com/microsoft/RD-Agent/commit/8c62561d1c6bd3c8b3d354951cd154b08d567ef2)) +* insert await asyncio.sleep(0) to yield control in loop ([#1186](https://github.com/microsoft/RD-Agent/issues/1186)) ([5705be0](https://github.com/microsoft/RD-Agent/commit/5705be0512b788337c6798aea0bdf52791dd8e73)) +* jinja problem of enumerate ([#1216](https://github.com/microsoft/RD-Agent/issues/1216)) ([af9068c](https://github.com/microsoft/RD-Agent/commit/af9068c0b5263c5f58a43ccd13c19808020f77aa)) +* kaggle competition metric direction ([#1195](https://github.com/microsoft/RD-Agent/issues/1195)) ([a933b6c](https://github.com/microsoft/RD-Agent/commit/a933b6cabe6f6b673a30601f9b0974bc3ca806ae)) +* merge candidates ([#1254](https://github.com/microsoft/RD-Agent/issues/1254)) ([5a78c89](https://github.com/microsoft/RD-Agent/commit/5a78c89cee1fb593e3503bd4266042ba1e29569a)) +* minor conflict in prompts ([#1081](https://github.com/microsoft/RD-Agent/issues/1081)) ([f821e4c](https://github.com/microsoft/RD-Agent/commit/f821e4c1c56462c54d5fbe15dd797c147334b182)) +* minor fix to runtime_environment ([#1089](https://github.com/microsoft/RD-Agent/issues/1089)) ([bff82ef](https://github.com/microsoft/RD-Agent/commit/bff82ef93e225c43c6b55bb642c484d5b88f3cff)) +* model/factor experiment filtering in Qlib proposals ([#1257](https://github.com/microsoft/RD-Agent/issues/1257)) ([0f722e1](https://github.com/microsoft/RD-Agent/commit/0f722e1ce713d2010fe8b8181b905145a1186f95)) +* move snapshot saving after step index update in loop execution ([#1206](https://github.com/microsoft/RD-Agent/issues/1206)) ([0e3a9af](https://github.com/microsoft/RD-Agent/commit/0e3a9afd0a30b5a12ef3431043405f3314b4c635)) +* move task cancellation to finally block and fix subprocess kill typo ([#1234](https://github.com/microsoft/RD-Agent/issues/1234)) ([fb628e3](https://github.com/microsoft/RD-Agent/commit/fb628e3bcaded1f292e5827f258fa7d5f9ed74a9)) +* package and timer bug ([#1092](https://github.com/microsoft/RD-Agent/issues/1092)) ([7faf6d9](https://github.com/microsoft/RD-Agent/commit/7faf6d9b215d678b8cb146270a3e917a62ac1d88)) +* path traversal risk ([#1050](https://github.com/microsoft/RD-Agent/issues/1050)) ([2f78216](https://github.com/microsoft/RD-Agent/commit/2f782169ebeb0453422621ac8ace06353ca72615)) +* prevent JSON content from being added multiple times during retries ([#1255](https://github.com/microsoft/RD-Agent/issues/1255)) ([9d46a68](https://github.com/microsoft/RD-Agent/commit/9d46a68a36f237ef99bbc4a78668d71339fa9f91)) +* 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)) +* prompt yaml ([#1112](https://github.com/microsoft/RD-Agent/issues/1112)) ([1f2c9b1](https://github.com/microsoft/RD-Agent/commit/1f2c9b17b8d5250dc2ff81ad564139746d11a7c3)) +* 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)) +* refine DSCoSTEER_eval prompts ([#1157](https://github.com/microsoft/RD-Agent/issues/1157)) ([c62e5fc](https://github.com/microsoft/RD-Agent/commit/c62e5fcc871d4f88babc5a4c9cf8e4655e8ba437)) +* 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)) +* 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)) +* refine prompts and add additional package info ([#1179](https://github.com/microsoft/RD-Agent/issues/1179)) ([22428a4](https://github.com/microsoft/RD-Agent/commit/22428a45053b6eefcfb805802b8bef4384a1ddda)) +* refine task scheduling logic in MultiProcessEvolvingStrategy for… ([#1275](https://github.com/microsoft/RD-Agent/issues/1275)) ([417766e](https://github.com/microsoft/RD-Agent/commit/417766ee366d1fdf4a54e297a93d05cb606d5144)) +* 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)) +* remove refine decision & bug fix ([#1031](https://github.com/microsoft/RD-Agent/issues/1031)) ([0059a6a](https://github.com/microsoft/RD-Agent/commit/0059a6aeb658a76bdc28cd7741a2bc9e6569363f)) +* 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)) +* replace hardcoded ChromeDriver path with webdriver-manager ([#1271](https://github.com/microsoft/RD-Agent/issues/1271)) ([40876e2](https://github.com/microsoft/RD-Agent/commit/40876e2085fb0e30e46b69fec34208d7e0dd1162)) +* revert 2 commits ([#1239](https://github.com/microsoft/RD-Agent/issues/1239)) ([1265ae9](https://github.com/microsoft/RD-Agent/commit/1265ae94e357190132fb2cd9ba3579d353ed6cee)) +* revert to v10 setting ([#1220](https://github.com/microsoft/RD-Agent/issues/1220)) ([d868188](https://github.com/microsoft/RD-Agent/commit/d868188f9a6fd451d1daf1b1cc14017a50232b0d)) +* scheduler next selection parallel disorder ([#1028](https://github.com/microsoft/RD-Agent/issues/1028)) ([f468595](https://github.com/microsoft/RD-Agent/commit/f468595169512b89f436396ee976404879e00d7a)) +* set requires_documentation_search to None to disable feature in eval ([#1245](https://github.com/microsoft/RD-Agent/issues/1245)) ([e117234](https://github.com/microsoft/RD-Agent/commit/e1172343e483638dc24715402048ec7116e8a429)) +* skip res_ratio check if timer or res_time is None ([#1189](https://github.com/microsoft/RD-Agent/issues/1189)) ([17400a3](https://github.com/microsoft/RD-Agent/commit/17400a3dc46ab987ef4670cf697a22c7145858be)) +* 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)) +* 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)) +* summary page bug ([#1219](https://github.com/microsoft/RD-Agent/issues/1219)) ([36fec9a](https://github.com/microsoft/RD-Agent/commit/36fec9afa6d740a9f1ac32ac661cf7ec9fdaefc8)) +* 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)) +* ui bug ([#1192](https://github.com/microsoft/RD-Agent/issues/1192)) ([ad901aa](https://github.com/microsoft/RD-Agent/commit/ad901aaf4f7b344b8171b98ea753fde67b058a9b)) +* update fallback criterion ([#1210](https://github.com/microsoft/RD-Agent/issues/1210)) ([05fca1a](https://github.com/microsoft/RD-Agent/commit/05fca1acced3d3cfddbab3871d3dcee597b675bd)) +* update requirements.txt's streamlit ([#1133](https://github.com/microsoft/RD-Agent/issues/1133)) ([512d08f](https://github.com/microsoft/RD-Agent/commit/512d08f56c210edfa2ff45c71e53724909f10d8f)) +* use CoSTEERSettings for DSRunnerCoSTEERSettings ([#1096](https://github.com/microsoft/RD-Agent/issues/1096)) ([152a70f](https://github.com/microsoft/RD-Agent/commit/152a70f25a090e175e7b55c2285ca710954be9cc)) + ## [0.7.0](https://github.com/microsoft/RD-Agent/compare/v0.6.1...v0.7.0) (2025-07-08)