58abebded5
update setuptools to resolve install bug ( #1295 )
2025-11-20 10:51:20 +08:00
a027f6851c
fix: (to main) litellm's Timeout error is not picklable ( #1294 )
2025-11-19 19:41:49 +08:00
5e0d969206
docs: add execution environment configuration guide (Docker vs Conda) ( #1288 )
...
* docs: add execution environment configuration guide (Docker vs Conda)
* docs: extend execution environment configuration with additional scenario support
2025-11-18 16:08:05 +08:00
e891a6bd7f
fix: avoid triggering errors like "RuntimeError: dictionary changed s… ( #1285 )
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* fix: avoid triggering errors like "RuntimeError: dictionary changed size during iteration"
* style: reformat run_in_executor call for improved readability
2025-11-08 22:55:29 +08:00
ca56c8a7ea
chore: release 0.8.0
...
Release-As: 0.8.0
2025-11-03 22:01:18 +08:00
b485cdefb2
fix: handle mixed str and dict types in code_list ( #1279 )
...
* fix: handle mixed str and dict types in code_list
* fix: handle missing token_costs entry for loop 0 in summarize_win
2025-11-03 21:52:41 +08:00
c8901ab8a0
feat: show the summarized final difference between the final workspace and the base workspace ( #1281 )
2025-11-03 17:59:46 +08:00
91e0e734df
fix litellm log content ( #1278 )
2025-10-24 12:30:30 +08:00
903d4beeef
fix: refine task scheduling logic in MultiProcessEvolvingStrategy for… ( #1275 )
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* fix: refine task scheduling logic in MultiProcessEvolvingStrategy for improved handling of feedback in improve mode
* fix: add empty implementation for skipped tasks in MultiProcessEvolvingStrategy
2025-10-23 17:09:18 +08:00
68d5eb4aad
fix: enhance feedback handling in MultiProcessEvolvingStrategy for improved task evolution ( #1274 )
2025-10-23 16:00:23 +08:00
1134c0b327
feat: add improve_mode to MultiProcessEvolvingStrategy for selective task implementation ( #1273 )
2025-10-22 17:35:18 +08:00
f44a7bea0b
fix: replace hardcoded ChromeDriver path with webdriver-manager ( #1271 )
2025-10-20 22:15:44 +08:00
a3ba1db7e4
feat: add a rag mcp in proposal ( #1267 )
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* add simple rag mcp
* add rag_agent in expGen v2
* add conf config for research rag
* fix CI
* refactor: move context7 and rag config files to new conf modules
* make rag agent general
* fix CI
---------
Co-authored-by: Young <afe.young@gmail.com >
2025-10-20 16:46:25 +08:00
02e021db2d
fix: fix mcts ( #1270 )
...
* init mcts class
* full ver of MCTS
* auto-lint
* make MCTS feedback in exp-gen()
* refactor: move reset logic from Trace to ExpGen and update usage accordingly
* fix: reinitialize trace on consecutive errors in DataScienceRDLoop
* feat: add reset method to BaseScheduler and call in MCTSScheduler reset
* style: reorder imports for consistency and PEP8 compliance
* lint
* fix observe_feedback
* fix bug
* remove uncommited_rec_status
* more simple
* refactor: move commit observation logic to process_uncommitted_nodes method
* docs: add TODO comment about rule-based virtual root node expansion
* add score reward
* fix bug
* fix small bug
* lint
* change reward
* small small change
* autolint
---------
Co-authored-by: xuangu-fang <xuangufang@gmail.com >
Co-authored-by: Young <afe.young@gmail.com >
2025-10-17 16:57:28 +08:00
6eac96c380
feat(mcp): cache with one-click toggle ( #1269 )
...
* feat: enable cache in mcp
* refactor: remove redundant setting
* fix: conflicts during installation
---------
Co-authored-by: Linlang <Lv.Linlang@hotmail.com >
2025-10-17 16:30:59 +08:00
ef7a62fd7d
feat: mcts policy based on trace scheduler ( #1203 )
...
* init mcts class
* full ver of MCTS
* auto-lint
* make MCTS feedback in exp-gen()
* refactor: move reset logic from Trace to ExpGen and update usage accordingly
* fix: reinitialize trace on consecutive errors in DataScienceRDLoop
* feat: add reset method to BaseScheduler and call in MCTSScheduler reset
* style: reorder imports for consistency and PEP8 compliance
* lint
* fix observe_feedback
* fix bug
* remove uncommited_rec_status
* more simple
* refactor: move commit observation logic to process_uncommitted_nodes method
* docs: add TODO comment about rule-based virtual root node expansion
* add score reward
* fix bug
* fix small bug
* lint
* change reward
* lint
---------
Co-authored-by: Young <afe.young@gmail.com >
Co-authored-by: jingyuanlm <842442862@qq.com >
Co-authored-by: amstrongzyf <amstrongzyf@126.com >
2025-10-17 16:21:39 +08:00
9f6881c050
fix: model/factor experiment filtering in Qlib proposals ( #1257 )
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* Fix model/factor experiment filtering in Qlib proposals
* fix(dockerfile): install coreutils to resolve timeout command error (#1260 )
* chore: remove unused experiment_list and target_list from Qlib proposals
* fix CI
* fix target list
---------
Co-authored-by: Xu Yang <peteryang@vip.qq.com >
2025-10-10 22:49:46 +08:00
9b169fcd75
fix(dockerfile): install coreutils to resolve timeout command error ( #1260 )
2025-10-10 10:44:22 +08:00
dc3941e331
fix: prevent JSON content from being added multiple times during retries ( #1255 )
2025-10-02 09:45:58 +08:00
8e126b0b57
fix(docs): update rdagent ui with correct params ( #1249 )
2025-09-23 16:20:00 +08:00
718a7ab779
fix: merge candidates ( #1254 )
...
* fix: add hypotheses_candidates
2025-09-22 21:04:07 +08:00
4e6adc1f20
feat: update README with latest paper acceptance to NeurIPS 2025 ( #1252 )
...
* feat: update README with latest news and announcements
* update readme
2025-09-19 10:58:07 +08:00
07c228ef9f
feat: add user interaction in data science scenario ( #1251 )
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* feat: add interactor classes and user interaction handling for experiments
* update code
* use fragment retry mechanism instead of rerun()
* fix a bug
* integrate user instructions into proposal and coder
* fix CI
* fix CI
* feat: add approval option for user instructions submission
* feat: enhance user instructions handling in Task and DSExperiment classes
* fix CI
* add user instructions into hypothesis rewrite
* add interface to command line
---------
Co-authored-by: Bowen Xian <xianbowen@outlook.com >
2025-09-18 11:10:12 +08:00
121b2dbe48
chore: valid selector update ( #1248 )
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* chore: add medal info
* return sota_exp_stat
* update hit check
* update experiment
* udpate experiment
* extract log
* remove old log folder
* update candidates
* keep highest score
* early stop if no medal candidate
2025-09-17 15:48:16 +08:00
e78398996c
fix: add json format response fallback to prompt templates ( #1246 )
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* fix: add json format response fallback to prompt templates
* more json prompt
2025-09-15 23:27:24 +08:00
6577f61df0
fix: set requires_documentation_search to None to disable feature in eval ( #1245 )
2025-09-15 07:45:08 +08:00
4f0b2be7a7
feat: init pydantic ai agent & context 7 mcp ( #1240 )
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* feat: init pydantic ai agent & context 7 mcp
* feat: integrate MCP documentation search into data science pipeline evaluation
* fix: disable MCP documentation search and update related docstrings and defaults
* lint
* fix: correct prompt formatting and conditional blocks in pipeline_eval section
* lint
* feat: add query method to PAIAgent for synchronous agent execution
* fix: apply nest_asyncio for agent and update context7 query method
* lint
* lint
* lint
* lint
* docs: update MCP folder docstring and rename test class in test_pydantic.py
* refactor: centralize completion kwargs logic and update pydantic_ai integration
* fixbug
* typo
* fix: bug triggered by padantic-ai version backtracking.
---------
Co-authored-by: Linlang <Lv.Linlang@hotmail.com >
2025-09-13 10:25:02 +08:00
7f94e3a9c3
fix: fix chat_max_tokens calculation method to show true input_max_tokens ( #1241 )
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* fix: use real max_input_length
* lint
* Update rdagent/oai/backend/litellm.py
Co-authored-by: you-n-g <you-n-g@users.noreply.github.com >
* fix lint
* lint
* lint
---------
Co-authored-by: you-n-g <you-n-g@users.noreply.github.com >
2025-09-12 15:09:20 +08:00
4de999c4a3
fix: revert 2 commits ( #1239 )
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* revert commit:c51a3008f897416a7416f92d1286cbbf6a2291ae. PR 1179
* Revert "fix: change runner prompts (#1223 )"
This reverts commit db2ebc27d70663d6aa85e0b05d9b81f5f6443c17.
* fix ruff check error
* fix: change switch place for fix_seed_and_data_split
2025-09-11 16:14:48 +08:00
6c132204c1
fix: move task cancellation to finally block and fix subprocess kill typo ( #1234 )
2025-09-10 10:05:08 +08:00
262081b2a5
feat: add stdout into workspace for easier debugging ( #1236 )
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* refactor: use get_truncated_stdout for consistent stdout handling across modules
* lint
* feat: add dump_stdout_type to DSRunnerCoSTEERSettings and use in eval
* fix: avoid circular import by moving DSRunnerEvaluator import inside method
2025-09-10 10:02:49 +08:00
33fde3a0bb
feat: offline selector ( #1231 )
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* offline selector test
* fix score with tensor
* sort sota list
---------
Co-authored-by: Xu Yang <peteryang@vip.qq.com >
2025-09-09 11:56:42 +08:00
337389bd3f
fix: add a switch for ensemble_time_upper_bound and fix some bug in main ( #1226 )
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* change runner prompts
* v1
* ensemble_time_upper_bound
* lint
* fix inf bug in function prob_dis_torch() and ensemble prompts
* lint
* lint
---------
Co-authored-by: amstrongzyf <amstrongzyf@126.com >
2025-09-08 16:35:42 +08:00
2e09996154
fix: increase retry count in hypothesis_gen decorator to 10 ( #1230 )
2025-09-08 12:23:58 +08:00
39de6bd168
fix: handle ValueError in stdout shrinking and refactor shrink logic ( #1228 )
2025-09-07 23:24:45 +08:00
956df9906c
chore: make sure token size below limit ( #1225 )
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* chore: make sure token size below limit
* refactor: refactor and add import
---------
Co-authored-by: amstrongzyf <amstrongzyf@126.com >
2025-09-04 15:07:42 +08:00
2eaa69536c
fix: change runner prompts ( #1223 )
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* change runner prompts
* v1
2025-09-04 11:31:42 +08:00
71689b2cac
fix: revert to v10 setting ( #1220 )
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* feat: add runner_patience
* task gen prompts and torch version
* fix ensemble time bug
* small bug
* lint
* add torch
* fiix: remove useless code and change formula
* fix: rename parameter
---------
Co-authored-by: jingyuanlm <842442862@qq.com >
2025-09-03 16:37:33 +08:00
4347c2e98c
fix: summary page bug ( #1219 )
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* fix summary bug
* fix CI
2025-09-02 17:06:54 +08:00
dd4edb8331
feat: ui, support disable cache ( #1217 )
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* fix: (drop) add cache_enable for functions in ui.utils
* fix: (drop) handle no logging, rename sota_exp to last_sota_exp for clarity in running_win
2025-09-01 15:58:05 +08:00
c8830f3f3d
fix: jinja problem of enumerate ( #1216 )
2025-09-01 14:50:26 +08:00
88a1b08b8c
for ui, a simple fix ( #1215 )
2025-09-01 14:46:51 +08:00
f0b7fa2466
fix: allow prev_out keys to be None in workspace cleanup assertion ( #1214 )
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* fix: allow prev_out keys to be None in workspace cleanup assertion
* fix: clean workspace only for non-None DSExperiment instances
2025-08-30 07:27:12 +08:00
19eb7ae138
fix: add missing self parameter to instance methods in DSProposalV2ExpGen ( #1213 )
2025-08-30 00:45:55 +08:00
ac31473bfc
fix: handle None output and conditional step dump in LoopBase execution ( #1212 )
2025-08-29 20:19:09 +08:00
fbc1beb927
fix: update fallback criterion ( #1210 )
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* fix: update fallback criterion
* fix: ensure evo_fb is initialized and used correctly in fallback logic
* refactor: rename use_new_evo to should_use_new_evo for clarity
2025-08-29 17:07:41 +08:00
1b15b53c1a
feat: add option to enable hyperparameter tuning only in first eval loop ( #1211 )
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* feat: add option to enable hyperparameter tuning only in first eval loop
* fix: use total_seconds() for accurate time calculations in evolution and tracking
2025-08-29 16:59:22 +08:00
7735e121b4
chore: ui updates ( #1209 )
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* show a workspace path string for easier copy, only percent existing columns when percent summary dataframe
* catch summary exception
* fix a bug
* fix ci
2025-08-29 15:05:15 +08:00
da8f61f874
fix: fix bug for hypo_select_with_llm when not support response_schema ( #1208 )
2025-08-28 14:36:23 +08:00
11b0f1b9ee
fix ui bug ( #1207 )
2025-08-28 14:18:58 +08:00
XianBW