Commit Graph

175 Commits

Author SHA1 Message Date
XianBW f40c1b1df5 use enum value when generate hypothesis (#1091) 2025-07-18 16:22:34 +08:00
Xu Yang f99ceb4158 fix: minor fix to runtime_environment (#1089)
* minor fix to funtime_environment

* add python runtime info header
2025-07-17 19:58:06 +08:00
Xu Yang e8c62ab46b feat: query & cache package_info (#1083)
* feat: add package query in draft.py (not yet enabled)

* feat: integrate package query into task_gen and cache runtime environment

- Remove pkg_query modifications from draft components
- Add package declaration requirement in task_gen prompts
- Add optional packages field to CodingSketch model
- Cache runtime_environment in scenario object for loop-wide reuse
- Parse packages from LLM response and generate runtime environment dynamically

* some refinement

* feat: merge default packages with CLI args in package_info.py

* fix: code style

---------

Co-authored-by: Qizheng Li <jenssenlee@163.com>
2025-07-17 18:35:36 +08:00
amstrongzyf 32ecc61153 fix: refine the prompt to force complete code & refine the logic of running (#1069)
* change refine prompt for full code

* fix: fix the logic of running

* refine prompt

* fix some bugs

* fix

* add two guidelines

* refactor the code

* make costeer evaluator more logical

* refine eval prompt

* make costeer eval prompt markdown

* update code diff prompt

* correct pipeline

* feat: add apply_patch utility and update ret.py with patch functionality (#1071)

* restore to the right version

* fix the docstring

* fix extract_output fcn

* add inplace parameter to apply patch

* remove enable_runner_iteration and make the eval prompt same as main

* refine runner eval prompt based on main

* Update rdagent/scenarios/data_science/dev/runner/prompts.yaml

* add wait_retry

* refactor: move enable_runner_code_diff to DSRunnerCoSTEERSettings as diff_mode

* reformat and remove enable_runner_code_diff

---------

Co-authored-by: yuanteli <1957922024@qq.com>
Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: Jensen Lee <91518020+Jensen246@users.noreply.github.com>
Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
Co-authored-by: Qizheng Li <jenssenlee@163.com>
2025-07-17 11:59:27 +08:00
Xu Yang fd2c3b0c50 fix: minor conflict in prompts (#1081) 2025-07-16 16:10:56 +08:00
Xu Yang 9897739ad3 fix: align scenario descriptions and include debug timeout (#1079)
* Align scenario descriptions and include debug timeout

- Updated config.py to support debug timeout configuration
- Synchronized prompts in exp_gen and scen modules
- Refactored proposal.py for consistency with new scenario descriptions
- Improved __init__.py for better scenario management

* remove running time in stdout

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
2025-07-16 14:30:17 +08:00
you-n-g 11c2298958 fix: refine prompt; runner focus on low hanging fruit (#1076)
* fix: refine prompts formatting and logic across data science scenarios

* Make runner evaluator more detailed

* feat: switch to system_debugger prompt and print early stopping stats
2025-07-16 12:29:57 +08:00
you-n-g ac55b8bfa1 fix: refine prompt, equal lightgbm, discourage over hypertuning (#1072)
* feat: add mount_path parameter to run command

* feat: add runtime environment info and dynamic timeouts to DS runners
2025-07-15 21:58:19 +08:00
Yuante Li fa3846df31 refactor: try to convert the DS coder prompt into automaton logic (#1052)
* try to convert the DS coder prompt into automaton logic

* refine

* refine coder

* refine eval

* polish eval

* changes to pipeline_coder_system

* refine eval.py

* merge eval guidelines and steps

* fix a small bug

---------

Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: amstrongzyf <amstrongzyf@126.com>
2025-07-11 21:42:52 +08:00
XianBW 2e1d0624d2 refactor: move selector codes to an independent folder (#1059)
* refactor: move exp_gen selection files into select directory

* fix selector value in data_science conf

* fix selector template name

* fix CI

---------

Co-authored-by: Young <afe.young@gmail.com>
2025-07-11 17:42:40 +08:00
xuangu-fang be9490f417 fix: handle the no-update case of root node in uncommited_rec_status (#1062)
* fix: improve scheduler API (suggest_sel) and add timer.remain_time()

* chore: exclude .venv from auto-black and auto-isort tasks

* refactor: wrap RoundRobinScheduler commit and selection in retry loop

* set search_type="ancestors" for experiment_and_feedback_list_after_init

* fix bug:  no update of uncommited_rec_status with root node

---------

Co-authored-by: Young <afe.young@gmail.com>
2025-07-11 17:13:00 +08:00
amstrongzyf e8a45db801 fix: improve the logic of json_schema and refine the reasoning extraction logic for reasoning model (#1044)
* fix: fix a small bug in response_schema

* feat: support response_format parameter in chat completion

* fix: fix between json_mode and response_format

* Update base.py

* Update deprec.py

* add unittest and refine logic

* fix the reasoning extraction logic and refine prompt for deepseek adaptation

* refactor: introduce workflow_check and streamline task parsing

* refine prompt

---------

Co-authored-by: Young <afe.young@gmail.com>
2025-07-11 15:36:03 +08:00
Xu Yang f0f5c221bd feat: add sample submission file check (#1053)
* check sample submission & add  package constraint

* add trace.log into clear

* change default

* simplify

* clear CI workspace before running

* move to CI

* use sudo to clean workspace

* move prepare out of global var

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
2025-07-10 18:10:32 +08:00
Roland Minrui a03e0e81c9 fix draft bugs (#1048)
Co-authored-by: Xu <v-xuminrui@microsoft.com>
2025-07-10 11:47:23 +08:00
Roland Minrui e5260cb4ac feat: enable drafting with knowledge (#998)
* add pipeline for drafting v2

* fix the pipeline and add general knowledge

* debug

* fix bug

* fix bug

* change draft version1

* add function calling to task gen

* fix circular import bug

* change draft version3

* exp1_test

* feat: add DraftRouterExpGen and make summarizer configurable

* Update rdagent/scenarios/data_science/proposal/exp_gen/proposal.py

* change code structure

* stashed changes

* test

* test1

* revert conf.py

* add runtime enviornment info to general knowledge

* remove redundant code

* clean code

* remove files

* reformat

* fix bug

* fix bug

* simplify code

* fix minor bug

* fix bug and reformat

* revert config

* remove unused prompt

* add general knowledge

* fix ci

---------

Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: jingyuanlm <842442862@qq.com>
Co-authored-by: Young <afe.young@gmail.com>
Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
2025-07-09 18:36:42 +08:00
Xu Yang 21809f2a9d fix: split then sample & remove simple model guide in ds proposal (#1034)
* fix code timeout & split_then_sample

* change- code

* change-prompts_v2

* remove more simple guidance in proposal

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: jingyuanlm <842442862@qq.com>
2025-07-09 15:47:37 +08:00
you-n-g ed92831712 fix: based on response schema; not function calling (#1038)
* fix: based on response schema; not function calling

* replace all
2025-07-08 21:11:52 +08:00
you-n-g 10c0d0c70a fix: properly assign sota_exp_fb before None comparison (#1037) 2025-07-08 20:31:21 +08:00
you-n-g 12cf0fb459 fix: scheduler next selection parallel disorder (#1028)
* fix: improve scheduler API (suggest_sel) and add timer.remain_time()

* chore: exclude .venv from auto-black and auto-isort tasks

* refactor: wrap RoundRobinScheduler commit and selection in retry loop

* set search_type="ancestors" for experiment_and_feedback_list_after_init

* refactor: merge sync_dag_parent_and_hist and hist.append into one call

* fix uncommited rec bug

* lint

---------

Co-authored-by: xuangu-fang <xuangufang@gmail.com>
2025-07-08 17:23:05 +08:00
Xu Yang af67910000 fix: remove refine decision & bug fix (#1031)
* remove refine decision & bug fix

* code simpler

* fix CI

---------

Co-authored-by: Xu Yang <xuyang1@microsoft.com>
2025-07-08 16:34:25 +08:00
Roland Minrui 717f9b9e53 fix: add spec for hyperparameters in task design and coder (#995)
* 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>
2025-07-08 15:22:39 +08:00
Tim ed086dcec4 feat: merge code summary and support more traces (#1025)
* merge with code_change_summary

* fix: prevent max_sota_retrieved_num_per_trace from becoming zero

* select sota from more than 2 traces
2025-07-08 10:00:52 +08:00
you-n-g f71a005d55 refactor: privatize remain_time_duration and use remain_time() (#1027) 2025-07-07 18:52:17 +08:00
Tim a0015c1511 chore: sort trace by loop_id (#977)
* last as sota to submit

* chore: sort trace by loop_id

* Update rdagent/log/ui/utils.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* reformat

* update _log_path_hash_func

* compare sota_exp_to_submit

* fix ui storage

* move sota_exp_to_submit setting to record(from direct_exp_gen)

* save sota_exp_to_submit

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Bowen Xian <xianbowen@outlook.com>
2025-07-07 17:08:55 +08:00
Xu Yang 4608a0c63e feat: try coder on whole data (#1017)
* 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>
2025-07-04 14:30:40 +08:00
XianBW 76660b1ace feat: show first evo round codes diff (#1009)
* log settings

* add first diff in evolving

* save dict settings

* load settings in data science ui
2025-07-03 19:21:14 +08:00
you-n-g 05bb19ad4b docs: add README for exp_gen folder structure proposal (#1010)
* docs: add README for exp_gen folder structure proposal

* docs: update README with tool strategy and adjust folder structure

* docs: rename 'Tool strategy' section to 'Tools' in exp_gen README
2025-07-03 11:31:51 +08:00
Yuante Li 92bb49fc8f fix: fix a minor bug in DS eval (#1012) 2025-07-02 23:31:29 +08:00
Tim c4007b4655 chore: sample data map (#1005)
* chore: map data sampler
2025-07-02 15:11:57 +08:00
Yuante Li 3d227787e8 feat: added running time statistics for the DS scenario experiment (#1007)
* added running time statistics for the DS scenario experiment

* update execute_ret_code to return running_time

* fix

* fix

* update describe

* add EnvResult

* update corresponding calls

* add RunningInfo class

* fix

* fix

* fix

* fix ci

* rename function name

* fix ci

* fix

* refine running_time logic

* fix ci
2025-07-02 15:11:18 +08:00
you-n-g 55f7ccc93d feat: add hide_base_name option and update data folder prompts (#1004)
* feat: add hide_base_name option and update data folder prompts

* rename folder
2025-06-29 21:22:16 +08:00
you-n-g 49aec3135e feat: add code change summary (#1000)
* feat: add code change summary and dict_get_with_warning util

* feat: support code_change_summary in feedback classes

* lint

* feat: validate response_format using BaseModel and warn unknown formats
2025-06-29 13:40:15 +08:00
amstrongzyf 69500fc52d refactor: convert data describe functions to class-based implementation and add output example (#999)
* feat: Enhance data folder description for clarity and robustness

* fix bug

* fix present bugs

* delete useless files

* add output example and refactor the hole util.py

* fix bug for file tree

* add corner case example

* delete useless file
2025-06-28 21:23:40 +08:00
xuangu-fang 05b584b184 fix: handle the bug of wrong dag_parant index (#996)
* fix the dag_parant_index bug caused by the wrong calling order of

* auto-lint
2025-06-27 17:01:29 +08:00
you-n-g 5c5508c8cc fix: add async to direct_exp_gen avoid infinite loop (#992)
* refactor: convert direct_exp_gen to async and enforce parallel limit

* fix bug

* change coroutine function position

* fix fin_quant's direct_exp_gen

* format with isort

---------

Co-authored-by: Bowen Xian <xianbowen@outlook.com>
Co-authored-by: SunsetWolf <Lv.Linlang@hotmail.com>
2025-06-26 22:10:52 +08:00
xuangu-fang a5c5c7172b feat: async mechanism for multi-trace (#981)
* start to work on multi-trace + async

* init ver of async-multi-tarce, to test

* add eng-ver log

* complete version of async+ mul-trace

* debug

* fix bug on         DS_RD_SETTING.get()

* update

* fix bug + simplif the usage of async in multi-trace

* fix mini bug of arg_name

* Move local_selection into class Experiment & clean the code
2025-06-26 15:49:47 +08:00
you-n-g 58b5cc1458 fix: refine prompt (#987)
* refactor: rename failed_exp_and_feedback_list to include _after_sota suffix

* refactor: merge prompts_v3 into prompts_v2 and update references
2025-06-26 12:08:31 +08:00
Tim ed84b6b0a3 chore: merge with more trace (#982)
* merge support more traces
* use feedback from all traces
2025-06-24 10:47:45 +08:00
you-n-g 46367e15f5 fix: refine details (#979)
* feat: add parquet preview and extract common DataFrame preview logic

* refactor: improve error messages, prompts, regex, and session loading

* lint
2025-06-23 10:38:27 +08:00
Xu Yang 977136f1f3 fix: merge datascience v3 and v2 (#974)
* 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>
2025-06-19 13:25:10 +08:00
Linlang dd10ddf9fd fix: main bug (#938)
* feat: parameterize cache paths with USER to avoid conflicts

* guide for missing training_hyperparameters

* guidance for  KeyError: 'concise_reason'

* fixed three bugs in the test

* fix general_model task bug

* fixed some bugs in the med_model scenario

* delete comments

* format with black

* fix mypy error

* fix ruff error

* fix isort error

* sync code

* revert cache_path code

* revert cache_path code

* delete data mining scenario

* fix factor report loop

* fix LiteLLMAPIBackend log_llm_chat_content setting

* refine fin factor report scenario

* remove unused LogColors

* fix UI

* remove medical scenario docs

* change **kaggle** to **data_science**

* remove default dataset_path in create_debug_data

* remove KAGGLE_SETTINGS in kaggle_crawler

* limit litellm versions

* reformat with black

* change README

* fix_data_science_docs

* make hypothesis observations string

* Hiding old versions of kaggle docs

* hidding kaggle agent docs

---------

Co-authored-by: Young <afe.young@gmail.com>
Co-authored-by: Bowen Xian <xianbowen@outlook.com>
Co-authored-by: yuanteli <1957922024@qq.com>
2025-06-18 14:35:45 +08:00
Yuante Li f0deace7a7 docs: add readme for custom data in R&D Agent DS scenario (#968) 2025-06-17 16:29:07 +08:00
Yuante Li af5898211b refactor: add custom data setting for data science scene (#967)
* add custom data setting for the data science scene

* fix ci?

* fix ci

* add custom data as an example

* fix ci

* add package

* fix test_import ci error
2025-06-17 14:55:11 +08:00
you-n-g 2187081905 feat: replace hard-coded cache paths with dynamic cache_path config (#952)
* feat: replace hard-coded cache paths with dynamic cache_path config

* style: reorder wait_retry import and format chmod list

* refactor: pass workspace_path to chmod command and use DockerConf check
2025-06-12 17:44:31 +08:00
you-n-g 304d3fad2e feat: parallel loop running based on asyncio (#932)
* refactor: split workflow into pkg, add WorkflowTracker & wait_retry

* feat: add async LoopBase with parallel workers and step semaphores

* fix: replace pickle with dill and run blocking tasks via joblib wrapper

* feat: add log format settings, dynamic parallelism & pickle-based snapshot

* fix: default step semaphore to 1 and avoid subprocess when single worker

* merge bowen's changes

* merge tim's changes

* refactor: extract component task mapping, add conditional logger setup

* lint

* refactor: add type hints and safer remain_time metric logging in workflow

* lint

* fix: allow BadRequestError to be pickled via custom copyreg reducer

* fix: stop loop when LoopTerminationError is raised in LoopBase

* lint

* refactor: make log tag context-local using ContextVar for thread safety

* feat: add subproc_step flag and helper to decide subprocess execution

* fix: use ./cache path and normalize relative volume bind paths

* fix: reset loop_idx to 0 on loop restart/resume to ensure correct flow

* fix: avoid chmod on cache and input dirs in Env timeout wrapper

* fix: skip chmod on 'cache' and 'input' dirs using find -prune

* fix: restrict chmod to immediate mount dirs excluding cache/input

* fix: chmod cache and input dirs alongside their contents after entry run

* fix: guard chmod with directory checks for cache and input

* fix: prefix mount_path in chmod command for cache/input dirs

* fix: drop quotes from find exclude patterns to ensure chmod executes

* fix: skip chmod on cache/input directories to avoid warning spam

* feat: support string volume mappings and poll subprocess stdout/stderr

* support remove symbolic link

* test: use dynamic home path and code volume in LocalEnv local_simple

* fix: skip trace and progress update when loop step is withdrawn

* refactor: add clean_workspace util and non-destructive workspace backup

* fix: preserve symlinks when backing up workspace with copytree

* fix: prevent AttributeError when _pbar not yet initialized in LoopBase

* perf: replace shutil.copytree with rsync for faster workspace backup

* fix: cast log directory Path to str in tar command of data science loop

* fix: use portable 'cp -r -P' instead of rsync for workspace backup

* fix: add retry and logging to workspace backup for robustness

* refactor: extract backup_folder helper and reuse in DataScienceRDLoop

* fix: propagate backup errors & default _pbar getattr to avoid error

* fix the division by zero bug

* refactor: execute RD loops via asyncio.run and add necessary imports

* lint

* lint

* lint

---------

Co-authored-by: Xu <v-xuminrui@microsoft.com>
2025-06-12 11:44:14 +08:00
xuangu-fang ba76063069 feat: enable to set different version of idea-proposal for multi traces (#895)
* fix the logic of kb-inject, allow different verion

* set more flexiable proposal-version change for multi-tarce

* auto-lint

* fix the divede-zero-bug in a trival way

* keep the dump imp. first, update in next version

* use get_sub_trace_count() to get trace_num_count

* fix the conern case bug of divide-zero

* update corner case

* fix the bug

* auto-lint

* fis the bug

* fix the logic bug in max_sota_filter

* fix bug of old version of self.exp_gen.gen

* update the reset_exp_gen_version

* use get_parent_exps to replace all  collect_all_ancestors

* auto lint

* fix the bug of reset_exp_gen_version

* fix bug: update V3's old hypothesis_rank

* trival patch on gap of V3 & V2

* make dump patch to unify proposal_V3's dentify_problems

* auto-lint

* fix the bug of sub_trace_count
2025-06-11 23:13:30 +08:00
Tim a4986c415c fix: 'DSProposalV2ExpGen' object has no attribute 'COMPONENT_TASK_MAP… (#950)
* fix: 'DSProposalV2ExpGen' object has no attribute 'COMPONENT_TASK_MAPPING'
* chore: add get_component function
2025-06-09 21:49:46 +08:00
Jensen Lee 155675d4bf fix: filter system metadata dirs and init missing DSTrace attribute (#946)
* fix: filter system metadata dirs and init missing DSTrace attribute

* style:pre-commit
2025-06-07 19:44:23 +08:00
Linlang 805f337fc4 chore: add a rdagent server with UI & logger storage refinement(#553)
* change_log_object

* lint code

* delete comments

* change_log_object

* change_log_object

* fix import test error

* update code

* update code

* fix bugs

* skip mypy error

* skip mypy error

* skip mypy error

* Start the flask server before running the demo.

* achieve front and back interaction

* fix github-advanced-security comments

* fix github-advanced-security comments

* tmp ignore

* fix CI

* move some logic

* change format

* adjust logic

* log2json changes

* tmp

* fix

* fix bug

* refine log2json between 5 scenarios

* fix

* refine codes

* fix logic

* use localhost

* add loop & all_duration param for old scenario startup

* merge control logic

* add README for server ui api

* update README

* reuse code in logger

* add loop_n and all_duration param

* fix upload

* ui server now use port in setting

* fix port setting

* fix port setting

* fix mypy check

* refine logger and log storage

* fix ruff error

* fix CI

* refine logger, loop, storage

* bind one FileStorage with one logger

* not truncate log storage

* refine LoopBase.load(), use `checkout` instead of `output_path` and `do_truncate`

* clear session folder when loading loop to run

* move component info init step to ExpGen Class

* Update rdagent/utils/workflow.py

* move truncate_session function to LoopBase class

* add checkout param for other scenarios

* fix bug

* move WebStorage to UI

* change web_storage name

* add randomname to requirements

* add typer

* fix requirements

---------

Co-authored-by: WinstonLiyte <1957922024@qq.com>
Co-authored-by: Bowen Xian <xianbowen@outlook.com>
Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
2025-06-06 18:52:19 +08:00
Tim 51a5247285 feat: merge selectively (#888)
* chore: avoid incorporate changes
best as sota
merge hypothesis
fix: max_retrieve_num after decision
chore: select last experiments and feedbacks
* add the set_current_selection before the exp_gen when merging
add trace.NEW_ROOT
fix: no scen_prob_multiplier
fix: use regex with timeout
chore: hypothesis_rank with selected_idx
chore: define is_parent in proposal
chore: rename collect_all_ancestors to get_parent_exps
---------

Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
Co-authored-by: Young <afe.young@gmail.com>
Co-authored-by: Xu <v-xuminrui@microsoft.com>
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
2025-06-04 14:46:47 +08:00