Added beautiful CLI dashboard screenshot showing:
- System status (factors, strategies, security)
- Available commands
- Quick start guide
Renamed from German filename to cli-welcome-screen.png
- Add predix_parallel.py: Run multiple factor experiments concurrently
* python predix_parallel.py --runs 5 --api-keys 2 -m openrouter
* Round-robin API key distribution across available keys
* Rich live dashboard with per-run status, elapsed time, exit codes
* Graceful shutdown (Ctrl+C kills all children cleanly)
- Add --run-id parameter to predix.py for isolated single runs
* Separate log files: fin_quant_run{N}.log
* Separate results: results/runs/run{N}/
* Separate workspace: RD-Agent_workspace_run{N}/
* Separate databases per run
- Modify CoSTEER and FactorRunner for PARALLEL_RUN_ID isolation
* _save_intermediate_results uses run-specific directories
* _save_result_to_database and _write_run_log isolated per run
* _ensure_results_dirs creates run-specific paths
- Reduce max_loop from 10 to 3 for faster iterations
- Add docs/parallel_runs.md with full documentation
Tests: 103 passed
* refactor: unify qlib experiment configs, runners, and templates
* fix: use PropSetting instances instead of class attributes in qlib runners
* docs: add configurable train/valid/test time segments for fintech scenarios
* update data science docs part1
* update data science docs part2
* update data science docs part3
* update data science docs part4
* update data science docs part5
* format with isort
* update data science docs part6
* add check environment scripts
* format with isort
* format with isort
* merge env_check to health_check
* format with isort
* format with black
* optimize code
* use boolean cli options
* replace fire with typer
* replace fire with typer
* optimizing parameter and variable naming
* docs: update explanation for separate config use in litellm
* docs: update default backend to `rdagent.oai.backend.LiteLLMAPIBackend`
* docs: update .rst format
* Update installation_and_configuration.rst
* custom data
* fix: simplify competition check and log local description file
* no sample data
* feat: add test evaluation module with error handling support
* fix: update eval path to use eval_sub_dir and add valid_check TODO
* refactor: add MLETestEval check to conditionally run grading steps
* avoid blank stdout
* valid in testeval
* rename test.csv to avoid conflict
* Support Disabling sample submission
* refactoring
* fix: remove DS_KAGGLE_DATA and update prompt instructions
* add try for grade
* ignore submission
* fix: remove tee from eval command and warn about pipeline exit code detection
* optional to use raw description
* support old data
* add execution result to stdout
* add metric to raw description
* custom data explain
* add debug_path
* rst update
---------
Co-authored-by: Young <afe.young@gmail.com>
* fix PR template
* subfolders of the log displayed on the web page
* fix code error
* add health check
* reformat with isort
* reformat with black
* update README
* fix bug && experience confusing
* reformat with black & update health check code
* reformat with isort
* reformat with black
* update README.md
* Removed duplicates in documentation and health_check && Upgraded code for filtering folders
* update docs
* reformat with black
* Use ExtendedBaseSettings to replace BaseSettings
* update a more general way to pass the default setting
* update all code
* fix CI
* fix CI
* fix qlib scenario
* fix CI
* fix CI
* fix CI & add data science interfaces
* remove redundant code
* abandon costeer knowledge base v1
---------
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
Co-authored-by: XianBW <36835909+XianBW@users.noreply.github.com>
TPTBusiness