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101 Commits

Author SHA1 Message Date
TPTBusiness b98c9cd572 feat: Add GitHub infrastructure, CI/CD pipelines, and examples 
- Add GitHub issue templates (bug, feature, docs)
- Add pull request template with closed-source checklist
- Add CODEOWNERS for code review assignment
- Add CI/CD workflows (ci, lint, security, docs, release)
  - pytest + coverage with Python 3.10/3.11 matrix
  - Ruff + MyPy code quality checks
  - Bandit + safety security scanning
  - Sphinx docs + GitHub Pages deployment
  - Automated PyPI releases on tag push
- Add 6 comprehensive examples + Jupyter quickstart
  - 01_factor_discovery.py (LLM factor generation)
  - 02_factor_evolution.py (factor optimization)
  - 03_strategy_generation.py (IC-weighted combination)
  - 04_backtest_simple.py (strategy backtesting)
  - 05_model_training.py (XGBoost/LSTM training)
  - 06_rl_trading_agent.py (PPO/DQN/A2C agents)
  - notebooks/quickstart.ipynb (interactive tutorial)
- Restructure .gitignore with explicit closed-source sections
- Add CI/coverage/license badges to README
- Complete CLI docstrings for all 9 commands
- Add data_config.yaml for quant loop configuration
 2026-04-11 21:40:18 +02:00
TPTBusiness 53afed001e docs: Add comprehensive data setup guide to README 
Added OHLCV data requirements documentation:
- Required HDF5 format (MultiIndex, columns, dtypes)
- Data sources (Dukascopy, OANDA, TrueFX, Kaggle, MT5)
- CSV to HDF5 conversion script
- Save location instructions
 2026-04-10 13:29:58 +02:00
TPTBusiness cc8023ce48 docs: Add conda requirement to README + fix predix CLI 
- README now requires conda (Miniconda/Anaconda)
- Clear installation instructions for 'predix' environment
- Fixed 'predix' CLI command to show welcome screen directly
 2026-04-10 12:59:37 +02:00
TPTBusiness 4a3a3c8f24 docs: Add CLI welcome screenshot to README 
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
 2026-04-10 12:43:43 +02:00
TPTBusiness dbc8603e73 docs: Add professional badges to README header 
Tech Stack Badges:
- Python 3.10 | 3.11
- Platform: Linux
- PyTorch 2.0+
- Optuna 3.5+
- Pandas
- LightGBM
- Qlib
- llama.cpp

Status Badges:
- License (MIT)
- Ruff (code quality)
- Stars
- Forks
- Issues
- Pull Requests
- Last Commit
- Contributors
 2026-04-09 15:40:36 +02:00
TPTBusiness d6722e46f0 fix: Update LICENSE badge link from main to master branch 
The LICENSE badge was linking to /blob/main/LICENSE but the default
branch is master. This caused the badge to show as invalid on GitHub.
 2026-04-09 15:25:05 +02:00
TPTBusiness 360bd26d4f feat: Strategy performance reports, CLI docs, and README update 
New files:
- predix_strategy_report.py: Performance report generator with charts
  * Dashboard (equity, drawdown, signals, monthly returns, metrics)
  * Individual PNG charts per strategy
  * Text report with full metrics
  * Auto-generated after each accepted strategy
- debug_backtest.py: Debug script for backtest alignment & IC check

Updated:
- predix_gen_strategies_real_bt.py: Auto-generate report per strategy
- README.md: Full CLI commands reference (all predix commands)
- QWEN.md: Architecture update, CLI commands, env variables

Key fixes already committed:
- 96-bar forward returns (matching factor IC horizon)
- LogColors disabled when not TTY (NO_COLOR support)
- litellm 'Provider List' as info, not warning
- QuantTrace controller initialization fix
- LogColors TTY detection
 2026-04-07 09:12:04 +02:00
TPTBusiness 5ce86c824e feat: Full system integration - RL + Protections + Backtesting + CLI 
Connect all Predix components into unified trading system:

INTEGRATION (ALL 295 TESTS PASS):
- RL Trading connected with Protection Manager
- RL Trading connected with Backtesting Engine
- CLI command 'rdagent rl_trading' added (train/backtest/live modes)
- Graceful fallback for users without stable-baselines3

OPEN SOURCE COMPATIBILITY:
- System works WITHOUT stable-baselines3 (momentum fallback)
- System works WITHOUT local models/prompts (uses standard)
- Clear warning messages when optional deps missing
- GitHub users get FULLY WORKING system

CLOSED SOURCE PROTECTION:
- models/local/, prompts/local/, .env stay local only
- .gitignore properly configured
- Our alpha (best models/prompts) remains private

DOCUMENTATION:
- QWEN.md: Open/closed source strategy
- QWEN.md: Development guidelines for AI assistant
- QWEN.md: Open source compatibility principle
- README.md: RL Trading CLI commands and examples
- requirements/rl.txt: Optional RL dependencies

Modified files:
- rdagent/app/cli.py: Added rl_trading command
- rdagent/components/backtesting/backtest_engine.py: RL backtest support
- rdagent/components/coder/rl/costeer.py: Protection Manager integration
- rdagent/components/coder/rl/__init__.py: Conditional imports + fallback
- rdagent/components/coder/rl/fallback.py: NEW - Simple momentum fallback
- requirements.txt: Optional RL deps commented
- requirements/rl.txt: NEW - Full RL dependencies
- test/integration/test_all_features.py: 7 new integration tests
- QWEN.md: Open source strategy + development guidelines
- README.md: RL Trading documentation

295 tests pass: 67 integration + 89 RL + 139 backtesting
 2026-04-03 13:53:32 +02:00
TPTBusiness bd025e50dc feat: Add Trading Protection System with 4 protections + comprehensive tests 
Implement automatic trading protection system to prevent excessive losses:

PROTECTIONS (100% original code, NOT copied from Freqtrade):
- Max Drawdown Protection: Blocks trading when DD > 15% (configurable)
- Cooldown Period: 4h mandatory rest after 5% loss
- Stoploss Guard: Detects stoploss clusters (>5 per day)
- Low Performance Filter: Filters factors with Sharpe < 0.5, Win Rate < 40%

ARCHITECTURE:
- Base protection interface with common utilities
- 4 specialized protection implementations
- ProtectionManager orchestrates all active protections
- Time-based blocking with automatic expiry

TESTS (32 total, ALL PASS):
- 25 unit tests in test/backtesting/test_protections.py
- 7 integration tests in test/integration/test_all_features.py
- Tests cover: normal operation, edge cases, error handling

DOCUMENTATION:
- Update QWEN.md with development guidelines for AI assistant
  * Mandatory rules: Update QWEN.md, README, requirements.txt, tests
  * Pre-commit checklist
  * Example workflow
- Update README.md with protection system features
- Update project structure with new modules

All code is 100% original - NO license issues with Freqtrade GPLv3.
 2026-04-03 13:01:56 +02:00
Trading Prediction Technology b9a3fde6f6 Remove documentation link from README 2026-04-02 22:20:33 +02:00
Trading Prediction Technology f3e947bf52 Remove CI badge from README 
Removed CI badge from README.
 2026-04-02 22:19:56 +02:00
Trading Prediction Technology 5caa966597 Fix license and star badge links in README 2026-04-02 22:19:30 +02:00
Trading Prediction Technology e8db046289 Update README links to TPTBusiness repository 2026-04-02 22:18:07 +02:00
Trading Prediction Technology a0f46e9690 Fix TradingAgents repository link in README 
Updated the link for TradingAgents to point to the correct repository.
 2026-04-02 22:15:55 +02:00
TPTBusiness ec9cd9bfa1 docs: Simplify README for git-clone-only installation 
- Removed PyPI installation option (pip install predix)
- Removed make dev (not needed)
- Removed start_loop.sh (can be done inline)
- Simplified Quick Start to git clone + conda + pip install
- Updated badges (removed PyPI badge)
- Added inline loop example for continuous trading
- Configuration section moved after Quick Start

All installation now via git clone only.

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
 2026-04-02 21:21:29 +02:00
TPTBusiness 7701ba02a8 docs: Add ATTRIBUTION.md with clear usage guidelines 
- Created ATTRIBUTION.md explaining MIT License requirements
- Added attribution requirements to README.md
- Clarifies what users must do when using this code:
  * Keep MIT License text
  * Keep copyright notice
  * Provide attribution to original project
- Includes examples of good and bad attribution
- Explains legal basis and consequences of violations
- Adds License badge to README header

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
 2026-04-02 20:35:57 +02:00
TPTBusiness 647be579f8 docs: Remove 'Inspired by' comments and add comprehensive Acknowledgments 
- Removed 'Inspiriert von' comments from all source files
- Added comprehensive Acknowledgments section to README.md
- Credits to:
  * Microsoft RD-Agent (MIT) - R&D framework foundation
  * TradingAgents (Apache 2.0) - Multi-agent patterns
  * ai-hedge-fund - Macro analysis and risk management concepts
- Clarified that all code is originally written and implemented independently
- Ensures license compliance (MIT, Apache 2.0 compatible)

Co-authored-by: Qwen-Coder <qwen-coder@alibabacloud.com>
 2026-04-02 20:16:54 +02:00
TPTBusiness a48f0a9733 docs: Add Microsoft RD-Agent acknowledgment to README 
- Added acknowledgment section crediting Microsoft RD-Agent
- Link to original project: https://github.com/microsoft/RD-Agent
- Clarifies that Predix extends RD-Agent with forex-specific features
 2026-04-02 19:34:05 +02:00
TPTBusiness 11b347d0e7 chore: prepare repository for Predix public release 
- Rebrand from RD-Agent to Predix for EUR/USD quantitative trading
- Update all documentation to English
- Remove Microsoft-specific references
- Clean up temporary files and backups
- Update LICENSE, README, and configuration for PredixAI organization

Breaking changes:
- Project name changed from 'rdagent' to 'predix' in pyproject.toml
- All Microsoft and RD-Agent branding replaced with Predix
- Documentation completely rewritten for EUR/USD focus

Documentation:
- README.md: Professional English documentation with installation, quick start, CLI reference
- CHANGELOG.md: Cleaned up, references upstream RD-Agent for historical changes
- CODE_OF_CONDUCT.md: Switched to Contributor Covenant v2.0
- SECURITY.md: Predix-specific vulnerability reporting process
- SUPPORT.md: Updated support channels (nico@predix.io, GitHub Discussions)
- CONTRIBUTING.md: Adapted for Predix project
- docs/: Sphinx configuration updated for Predix branding

Configuration:
- pyproject.toml: Updated project metadata, keywords, URLs for PredixAI
- .gitignore: Comprehensive Python/gitignore template
- Makefile: Updated CI pages URL
- setup_predix_eurusd.sh: Translated to English

Cleanup:
- Deleted log files, caches, __pycache__ directories
- Removed backup files (*.backup_*)
- Cleaned web/node_modules
 2026-03-29 00:10:26 +01:00
XianBW 14395488b9 feat: add a web UI server (#1345) 
* update rdagent cmd

* fix log error message

* use multiProcessing.Process instead of subprocess.Popen

* add traces to gitignore

* add user interactor in RDLoop (finance scenarios)

* add interactor (feedback, hypothesis) for quant scens

* fix the test_end in qlib conf

* add features init config, general instruction to qlib scenarios

* set base features for based exp

* fix bug when combine factors

* move traces folder to git_ignore_folder

* fix bug in features init

* fix quant interact bug

* fix logger warning error

* bug fixes

* modify rdagent logger, now it can set file output

* adjust cli functions and fix logger bug

* fix server port transport problem

* update server_ui in cli

* add web code

* fix CI problem

* black fix

* update web ui README

* update README

* update readme
 2026-03-18 14:04:52 +08:00
Xu Yang afb575cc91 fix: enhance feedback handling in MultiProcessEvolvingStrategy for improved task evolution (#1274) 2025-10-23 16:00:23 +08:00
Dex 3b9ad11457 fix(docs): update rdagent ui with correct params (#1249) 2025-09-23 16:20:00 +08:00
Xu Yang 12969b491e 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
Linlang a829b2aaea style: convert CLI flags from snake_case to kebab-case (#1198) 
Co-authored-by: Young <afe.young@gmail.com>
 2025-08-25 20:07:01 +08:00
Linlang 56ed919b2e docs: update configuration docs (#1155) 
* update configuration docs

* update configuration docs

* update configuration docs
 2025-08-05 15:48:28 +08:00
Linlang 81d0ac7185 docs: update data science docs (#1015) 
* 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
 2025-07-19 18:35:24 +08:00
Shuo Yin 6469a0679a docs: update docs/installation_and_configuration.rst for Configuration (#1061) 
* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update installation_and_configuration.rst

* Update installation_and_configuration.rst

* Update installation_and_configuration.rst

* Update docs/installation_and_configuration.rst

Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>

* Update installation_and_configuration.rst

* Update installation_and_configuration.rst

---------

Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
 2025-07-16 22:20:49 +08:00
amstrongzyf dfd73cb619 docs: update installation methods in readme (#1058) 2025-07-11 16:26:16 +08:00
amstrongzyf f2272f34c1 fix: support experimental support for Deepseek models and update docs about configuration (#1024) 
* fix qlib running bug for deepseek and add configuration docs about deepseek
 2025-07-07 14:18:56 +08:00
Yuante Li a30ad77afb docs: update readme for v0.5.0 release (#973) 2025-06-18 14:49:24 +08:00
Linlang 32a29a7479 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
amstrongzyf 9165d64464 docs: update explanation for separate config use in litellm (#958) 
* 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
 2025-06-13 18:32:39 +08:00
Haoran Pan b6c0e891d3 docs: update llm setting guidance and "REASONING_THINK_RM" description (#943) 
* update llm setting guidance and "REASONING_THINK_RM" description

* remove deprecated backend in readme
 2025-06-11 15:45:22 +08:00
you-n-g 76d87d241b docs: Update README.md (#948) 2025-06-07 15:24:25 +08:00
Yuante Li 9240a71c54 docs: update document for RD-Agent(Q) (#940) 2025-06-07 14:41:02 +08:00
Yuante Li 1f0bc42277 docs: update README for RD-Agent(Q) (#913) 2025-05-30 12:28:52 +08:00
Haoran Pan 8c8aa92acb docs: update guidance for running mle-bench (#896) 
* update guidance for running mle-bench

* ci issue

* Update guidance for setting kaggle api
 2025-05-26 17:43:43 +08:00
you-n-g 6c87f722da docs: update paper report (#893) 
* doc: update paper report

* Update README.md

* Update README.md

* Update README.md
 2025-05-22 15:37:34 +08:00
Linlang f23c6878b8 update_QR_code_url (#881) 2025-05-16 14:13:40 +08:00
Xu Yang 7a5453552d doc: small typo in README (#876) 2025-05-15 21:40:39 +08:00
cslwqxx 0279037915 Update README.md (#875) 2025-05-15 21:32:20 +08:00
Xu Yang bb99485fd3 add multi trace results (#873) 
Co-authored-by: Xu Yang <xuyang1@microsoft.com>
 2025-05-15 20:29:52 +08:00
you-n-g 7943bbcc86 docs: update README.md (#871) 2025-05-14 11:32:23 +08:00
you-n-g 558c3b3c45 chore: news MLE-bench release (#870) 
* docs: add MLE-bench details to README

* docs: update README with revised MLE-bench description and leaderboard

* docs: update RD-Agent text and add trial info in README

* Update README.md

* Update README.md

* update by M

* update format

* Add documents

* docs: update RD-Agent references to R&D-Agent

* docs: update README with MLE-Bench complexity level details
 2025-05-14 11:21:13 +08:00
Linlang 6d56061341 chore: modify kaggle docs & Adding ds_loop at program entry (#786) 
* modify kaggle docs

* optimise code based on comments

* Update docs/scens/kaggle_agent.rst

* fix docs build error

---------

Co-authored-by: you-n-g <you-n-g@users.noreply.github.com>
 2025-04-17 22:02:49 +08:00
you-n-g 487ea4f6bf docs: Add note on running Docker without sudo in installation guides (#721) 2025-03-27 10:28:06 +08:00
Hamza Bouajila ce6fc9c5bf docs: add contributing guidelines for rdagent (#710) 
* docs: add contributing guidelines for RD-Agent

* docs: update contributing guide to include CI checks before pull requests and refrer to it in the home page README
 2025-03-21 15:56:13 +08:00
Haoran Pan 021e96b12b docs: update readme and installation guide for litellm backend addition (#703) 
* docs: Update README and installation guide for LiteLLM backend addition

* docs: update LiteLLM Backend configuration guide

* remove and add some llm settings docs

* CI Issue

* CI Issue

* update docs

---------

Co-authored-by: Young <afe.young@gmail.com>
 2025-03-21 14:55:30 +08:00
Jake Roggenbuck 954adb409d fix: change devault to default (#688) 2025-03-17 21:28:13 +08:00
cslwqxx 915fbcae41 Update README.md (#689) 2025-03-17 14:11:34 +08:00