From e64161ec321215417201742f3f55b675dca054d8 Mon Sep 17 00:00:00 2001 From: wehub-resource-sync Date: Mon, 13 Jul 2026 13:36:15 +0800 Subject: [PATCH] chore: import upstream snapshot with attribution --- .bumpversion.cfg | 6 + .commitlintrc.js | 21 + .devcontainer/Dockerfile | 10 + .devcontainer/README.md | 39 + .devcontainer/devcontainer.json | 29 + .devcontainer/env | 47 + .github/FUNDING.yml | 2 + .github/ISSUE_TEMPLATE/bug-report.md | 51 + .github/ISSUE_TEMPLATE/documentation.md | 9 + .github/ISSUE_TEMPLATE/feature-request.md | 25 + .github/ISSUE_TEMPLATE/question.md | 10 + .github/PULL_REQUEST_TEMPLATE.md | 34 + .github/dependabot.yml | 19 + .github/workflows/ci.yml | 69 + .github/workflows/pr.yml | 35 + .github/workflows/readthedocs-preview.yml | 17 + .github/workflows/release.yml | 48 + .gitignore | 190 + .readthedocs.yaml | 38 + .streamlit/config.toml | 2 + CHANGELOG.md | 592 + CODE_OF_CONDUCT.md | 9 + CONTRIBUTING.md | 50 + LICENSE | 21 + Makefile | 222 + README.md | 577 + 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web/src/vite-env.d.ts create mode 100644 web/tsconfig.json create mode 100644 web/tsconfig.node.json create mode 100644 web/vite.config.ts create mode 100644 web/vite.svg diff --git a/.bumpversion.cfg b/.bumpversion.cfg new file mode 100644 index 0000000..886cccd --- /dev/null +++ b/.bumpversion.cfg @@ -0,0 +1,6 @@ +[bumpversion] +current_version = 0.0.0 +commit = True +tag = True + +[bumpversion:file:pyproject.toml] diff --git a/.commitlintrc.js b/.commitlintrc.js new file mode 100644 index 0000000..0a4c1ac --- /dev/null +++ b/.commitlintrc.js @@ -0,0 +1,21 @@ +module.exports = { + extends: ["@commitlint/config-conventional"], + rules: { + // Configuration Format: [level, applicability, value] + // level: Error level, usually expressed as a number: + // 0 - disable rule + // 1 - Warning (does not prevent commits) + // 2 - Error (will block the commit) + // applicability: the conditions under which the rule applies, commonly used values: + // “always” - always apply the rule + // “never” - never apply the rule + // value: the specific value of the rule, e.g. a maximum length of 100. + // Refs: https://commitlint.js.org/reference/rules-configuration.html + "header-max-length": [2, "always", 100], + "type-enum": [ + 2, + "always", + ["build", "chore", "ci", "docs", "feat", "fix", "perf", "refactor", "revert", "style", "test", "Release-As"] + ] + } + }; diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile new file mode 100644 index 0000000..d4d79f6 --- /dev/null +++ b/.devcontainer/Dockerfile @@ -0,0 +1,10 @@ +# 1. Pull down your Azure Container Registry image +FROM rdagentappregistry.azurecr.io/rd-agent-mle:20250623 + +# 2. (Optional) install any additional tools you need +# e.g. git, bash-completion, etc. +# RUN apt update && \ +# apt install -y git bash-completion && \ +# rm -rf /var/lib/apt/lists/* +RUN apt update && \ + apt install -y git bash-completion diff --git a/.devcontainer/README.md b/.devcontainer/README.md new file mode 100644 index 0000000..1020eb7 --- /dev/null +++ b/.devcontainer/README.md @@ -0,0 +1,39 @@ +# Introduction + +!!!!!This dev container is not for public development!!!!!! +!!!!!Please don't use it if you are just a public open-source user.!!!!!! + +# Steps to run the dev container (for internal use only) + +Prerequisites(this is the reason why this dev container is not for public use): + +- Make sure you have the `rdagentappregistry.azurecr.io/rd-agent-mle:20250623` image locally & DevContainer is installed in your IDE +- The kaggle dataset is located at `/home/shared/RD-Agent/kaggle` + +1. Open the project and select "Open In DevContainer" +2. Set up your Kaggle Key (do not share this; other internal URLs are hardcoded in the config files) + +```bash +export KAGGLE_USERNAME= +export KAGGLE_KEY= +``` + +3. Run: python rdagent/app/data_science/loop.py --competition nomad2018-predict-transparent-conductors + + +# Additional Notes +- Please install and use this Dev Container in VS Code. +- You **must open VS Code remotely and enter the `RD-Agent` directory before running the DevContainer configuration (`.devcontainer/devcontainer.json`)**. Otherwise, the workspace and path mappings will not work as expected. +- To open the DevContainer correctly in VS Code: + 1. Remotely connect to the machine and open the `RD-Agent` folder in VS Code. + 2. Press `Ctrl+Shift+P` (or `Cmd+Shift+P` on Mac), type and select **"Dev Containers: Reopen in Container"**. + + + +# How to grade your submission in the DevContainer + +1. save your submission file in `./sumission.csv` + +2. Run evaluation +DS_COMPETITION= +conda run -n mlebench mlebench grade-sample submission.csv $DS_COMPETITION --data-dir /tmp/kaggle/zip_files/ \ No newline at end of file diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json new file mode 100644 index 0000000..80e19d8 --- /dev/null +++ b/.devcontainer/devcontainer.json @@ -0,0 +1,29 @@ +{ + "name": "rd-agent-mle DevContainer", + "build": { + "dockerfile": "Dockerfile", + "context": ".." + }, + "workspaceFolder": "/workspace/RD-Agent", + "workspaceMount": "source=${localWorkspaceFolder},target=/workspace/RD-Agent,type=bind,consistency=cached", + "remoteUser": "root", + "settings": { + "terminal.integrated.shell.linux": "/bin/bash" + }, + "mounts": [ + "source=/home/shared/RD-Agent/kaggle,target=/tmp/kaggle,type=bind,consistency=cached,readonly" + ], + "extensions": [ + "ms-python.python", + "ms-python.vscode-pylance", + "ms-toolsai.jupyter" + ], + "runArgs": [ + "--init", + "--shm-size=1g", + "--env-file", "${localWorkspaceFolder}/.devcontainer/env", + "--network=host", + "--gpus=all" + ], + "postCreateCommand": "make dev" +} diff --git a/.devcontainer/env b/.devcontainer/env new file mode 100644 index 0000000..8282f37 --- /dev/null +++ b/.devcontainer/env @@ -0,0 +1,47 @@ +# Global configs: + +MAX_RETRY=12000 +RETRY_WAIT_SECONDS=5 +TIMEOUT_FAIL_LIMIT=100 + +# litellm +# CHAT_MODEL=gpt-4o +# CHAT_TEMPERATURE=0.7 + +CHAT_STREAM=False +CHAT_TEMPERATURE=1 +CHAT_MODEL=o1-preview +SYSTEM_PROMPT_ROLE=user + +BACKEND=rdagent.oai.backend.LiteLLMAPIBackend +OPENAI_API_KEY=sk-1234 +OPENAI_API_BASE=http://ep14.213428.xyz:38881 + + +# amc chat model configs: +EMBEDDING_MODEL=text-embedding-ada-002 + +# Cache Setting (Optional): +DUMP_CHAT_CACHE=True +USE_CHAT_CACHE=False +DUMP_EMBEDDING_CACHE=True +USE_EMBEDDING_CACHE=False +LOG_LLM_CHAT_CONTENT=True + +DS_LOCAL_DATA_PATH=/tmp/kaggle + +DS_IF_USING_MLE_DATA=True + + +PICKLE_CACHE_FOLDER_PATH_STR=./log/pickle_cache +CACHE_WITH_PICKLE=False +ENABLE_CACHE=False +PROMPT_CACHE_PATH=./log/prompt_cache.db + +DS_CODER_COSTEER_ENV_TYPE=conda +# DS_PROPOSAL_VERSION=v2 deprecated + +DS_CODER_ON_WHOLE_PIPELINE=True +COSTEER_V2_QUERY_FORMER_TRACE_LIMIT=3 + +# export PYTHONPATH=. # this is for running researcher branch; diff --git a/.github/FUNDING.yml b/.github/FUNDING.yml new file mode 100644 index 0000000..f30443b --- /dev/null +++ b/.github/FUNDING.yml @@ -0,0 +1,2 @@ +github: + - MIIC-finance diff --git a/.github/ISSUE_TEMPLATE/bug-report.md b/.github/ISSUE_TEMPLATE/bug-report.md new file mode 100644 index 0000000..bde7b40 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug-report.md @@ -0,0 +1,51 @@ +--- +name: "\U0001F41B Bug Report" +about: Submit a bug report to help us improve RD-Agent +labels: bug + +--- + +## 🐛 Bug Description + + + +## To Reproduce + +Steps to reproduce the behavior: + +1. +2. +3. + + +## Expected Behavior + + + +## Screenshot + + + +## Environment + +**Note**: Users can run `rdagent collect_info` to get system information and paste it directly here. + + - Name of current operating system: + - Processor architecture: + - System, version, and hardware information: + - Version number of the system: + - Python version: + - Container ID: + - Container Name: + - Container Status: + - Image ID used by the container: + - Image tag used by the container: + - Container port mapping: + - Container Label: + - Startup Commands: + - RD-Agent version: + - Package version: + +## Additional Notes + + diff --git a/.github/ISSUE_TEMPLATE/documentation.md b/.github/ISSUE_TEMPLATE/documentation.md new file mode 100644 index 0000000..96c70e5 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/documentation.md @@ -0,0 +1,9 @@ +--- +name: "\U0001F4D6 Documentation" +about: Report an issue related to documentation + +--- + +## 📖 Documentation + + diff --git a/.github/ISSUE_TEMPLATE/feature-request.md b/.github/ISSUE_TEMPLATE/feature-request.md new file mode 100644 index 0000000..ef23973 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature-request.md @@ -0,0 +1,25 @@ +--- +name: "\U0001F31FFeature Request" +about: Request for a new RD-Agent feature +labels: enhancement + +--- + +## 🌟 Feature Description + + +## Motivation + +1. Application scenario +2. Related works (Papers, Github repos etc.): +3. Any other relevant and important information: + + + +## Alternatives + + + +## Additional Notes + + diff --git a/.github/ISSUE_TEMPLATE/question.md b/.github/ISSUE_TEMPLATE/question.md new file mode 100644 index 0000000..4b92da9 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/question.md @@ -0,0 +1,10 @@ +--- +name: "❓Questions & Help" +about: Have some questions? We can offer help. +labels: question + +--- + +## ❓ Questions and Help + +We sincerely suggest you to carefully read the [documentation](http://rdagent.readthedocs.io/). After that, if you still feel puzzled, please describe the question clearly under this issue. diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..cae5ec0 --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,34 @@ + + + + + + + + + + + + + +## Description + + +## Motivation and Context + + + +## How Has This Been Tested? + +- [ ] If you are adding a new feature, test on your own test scripts. + + + +## Screenshots of Test Results (if appropriate): +1. Your own tests: + +## Types of changes + +- [ ] Fix bugs +- [ ] Add new feature +- [ ] Update documentation diff --git a/.github/dependabot.yml b/.github/dependabot.yml new file mode 100644 index 0000000..cd494ea --- /dev/null +++ b/.github/dependabot.yml @@ -0,0 +1,19 @@ +updates: + - commit-message: + prefix: build(actions) + directory: / + package-ecosystem: github-actions + schedule: + interval: weekly + - commit-message: + prefix: build(requirements) + directory: / + groups: + dev: + dependency-type: development + prod: + dependency-type: production + package-ecosystem: pip + schedule: + interval: weekly +version: 2 diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000..c97d541 --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,69 @@ +concurrency: + cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.ref }} +jobs: + ci: + if: ${{ !cancelled() && ! failure() }} + needs: dependabot + runs-on: ubuntu-latest + steps: + - name: checkout + uses: actions/checkout@v4 + with: + fetch-depth: 0 + submodules: recursive + - name: Set up Python ${{ matrix.python-version }} + uses: actions/setup-python@v5 + with: + cache: pip + python-version: ${{ matrix.python-version }} + - run: make dev + - name: lint test docs and build + run: make lint docs-gen test-offline # test docs build + strategy: + matrix: + python-version: + - '3.10' + - '3.11' + dependabot: + if: ${{ github.actor == 'dependabot[bot]' && startsWith(github.head_ref, 'dependabot/pip/') }} + permissions: + contents: write + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + ref: ${{ github.head_ref }} + - name: Set up Git + run: | + git config --global user.name github-actions + git config --global user.email github-actions@github.com + - name: Set up Python with multiple versions. + uses: actions/setup-python@v5 + with: + cache: pip + python-version: | + 3.10 + 3.11 + - name: Install pipenv using pipx + run: pipx install pipenv + - name: Generate constraints for all supported Python versions + run: | + CI= PYTHON_VERSION=3.10 make constraints + CI= PYTHON_VERSION=3.11 make constraints + - name: Push changes if applicable + run: | + if [[ -n `git status --porcelain` ]]; then + git commit -a -m "build: Update constraints for dependabot." + git push + fi +name: CI +on: + pull_request: + types: + - opened + - synchronize + push: + branches: + - main diff --git a/.github/workflows/pr.yml b/.github/workflows/pr.yml new file mode 100644 index 0000000..8c9cd8f --- /dev/null +++ b/.github/workflows/pr.yml @@ -0,0 +1,35 @@ +name: Lint pull request title + +on: + pull_request: + types: + - opened + - synchronize + - reopened + - edited + +concurrency: + cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.ref }} + +jobs: + lint-title: + runs-on: ubuntu-latest + steps: + # This step is necessary because the lint title uses the .commitlintrc.js file in the project root directory. + - name: Checkout Repository + uses: actions/checkout@v4 + + - name: Setup Node.js + uses: actions/setup-node@v4 + with: + node-version: '16' + + - name: Install commitlint + run: npm install --save-dev @commitlint/{config-conventional,cli} + + - name: Validate PR Title with commitlint + env: + BODY: ${{ github.event.pull_request.title }} + run: | + echo "$BODY" | npx commitlint --config .commitlintrc.js diff --git a/.github/workflows/readthedocs-preview.yml b/.github/workflows/readthedocs-preview.yml new file mode 100644 index 0000000..e3999a3 --- /dev/null +++ b/.github/workflows/readthedocs-preview.yml @@ -0,0 +1,17 @@ +concurrency: + cancel-in-progress: true + group: ${{ github.workflow }}-${{ github.ref }} +jobs: + documentation-links: + runs-on: ubuntu-latest + steps: + - uses: readthedocs/actions/preview@v1 + with: + project-slug: RDAgent +name: Read the Docs Pull Request Preview +on: + pull_request_target: + types: + - opened +permissions: + pull-requests: write diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml new file mode 100644 index 0000000..3b59cd1 --- /dev/null +++ b/.github/workflows/release.yml @@ -0,0 +1,48 @@ +name: Release +on: + push: + branches: + - main +permissions: + contents: read +jobs: + release_and_publish: + permissions: + contents: write + pull-requests: read + runs-on: ubuntu-latest + steps: + - name: Release please + id: release_please + uses: googleapis/release-please-action@v4 + with: + # The current PAT (personal access token) was created on 2024-08-05, + # since the maximum validity of PAT is 1 year, you need to change the PAT before 2025-08-05. + token: ${{ secrets.PAT }} + release-type: simple + - uses: actions/checkout@v4 + if: ${{ steps.release_please.outputs.release_created }} + with: + fetch-depth: 0 + - name: Set up Python + if: ${{ steps.release_please.outputs.release_created }} + uses: actions/setup-python@v5 + with: + cache: pip + python-version: '3.10' + - name: Install dependencies + if: ${{ steps.release_please.outputs.release_created }} + run: | + python -m pip install --upgrade pip + pip install setuptools wheel twine # better-exceptions(optional for debug) + - run: make dev + if: ${{ steps.release_please.outputs.release_created }} + - run: make build + if: ${{ steps.release_please.outputs.release_created }} + - name: upload + if: ${{ steps.release_please.outputs.release_created }} + env: + TWINE_USERNAME: __token__ + TWINE_PASSWORD: ${{ secrets.PYPI_TOKEN }} + run: | + make upload diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..6ff575f --- /dev/null +++ b/.gitignore @@ -0,0 +1,190 @@ +# Custom +*.swp +.DS_Store +Pipfile +public +release-notes.md +typescript* +tmp/ +.ai/ + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +/log*/ +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env* +*.env +.venv +^env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# all pkl files +*.pkl + +# all h5 files +*.h5 + +# all vs-code files +.vscode/ + +# reports +reports/ + +# git_ignore_folder +git_ignore_folder/ + +#cache +*cache*/ +*cache.json + +# DB files +*.db + +# Docker +factor_template/mlruns/ +env_tpl +mlruns/ + +# possible output from coder or runner +*.pth +*qlib_res.csv + +# shell script +*.out +/*.sh +.aider* +rdagent/app/benchmark/factor/example.json + +# UI Server resources +videos/ +static/ + +# AI assistant +.cursor/ +.claude/ +AGENTS.md +!rdagent/**/AGENTS.md + +scripts/ diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 0000000..dcfcddb --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,38 @@ +# .readthedocs.yml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 2 + +# Set the version of Python and other tools you might need +build: + os: ubuntu-22.04 + tools: + python: "3.10" + # During the build process, you need to fetch tags, and since the default command to read the docs only pulls shallow code, it will cause an error. + # So we added the `git fetch --tags --unshallow || true` command to fetch the full tag record. + # Adding this command overrides the default command, so we copied it over to make sure the build was successful. + commands: + - python -mvirtualenv $READTHEDOCS_VIRTUALENV_PATH + - python -m pip install --upgrade --no-cache-dir pip setuptools + - python -m pip install --upgrade --no-cache-dir sphinx + - python -m pip install --exists-action=w --no-cache-dir -r requirements/docs.txt + - python -m pip install --upgrade --upgrade-strategy only-if-needed --no-cache-dir . + - git fetch --tags --unshallow || true + - mkdir -p $READTHEDOCS_OUTPUT/html/ + - python -m sphinx -T -b html -d _build/doctrees -D language=en ./docs $READTHEDOCS_OUTPUT/html + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: docs/conf.py + +# Build all formats +formats: all + +# Optionally set the version of Python and requirements required to build your docs +python: + install: + - requirements: requirements/docs.txt + - method: pip + path: . diff --git a/.streamlit/config.toml b/.streamlit/config.toml new file mode 100644 index 0000000..74812cd --- /dev/null +++ b/.streamlit/config.toml @@ -0,0 +1,2 @@ +[client] +showSidebarNavigation = false \ No newline at end of file diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..04c8fcb --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,592 @@ +# 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) + + +### Features + +* add code change summary ([#1000](https://github.com/microsoft/RD-Agent/issues/1000)) ([937ec26](https://github.com/microsoft/RD-Agent/commit/937ec263b215928633822c4d76ad4e47442c8198)) +* add hide_base_name option and update data folder prompts ([#1004](https://github.com/microsoft/RD-Agent/issues/1004)) ([2f61fa8](https://github.com/microsoft/RD-Agent/commit/2f61fa8cd90c91ad29f320ce9ea6c49f49ac9111)) +* added running time statistics for the DS scenario experiment ([#1007](https://github.com/microsoft/RD-Agent/issues/1007)) ([030abd8](https://github.com/microsoft/RD-Agent/commit/030abd87191377641a678c80852f5ecad84e7a6e)) +* merge code summary and support more traces ([#1025](https://github.com/microsoft/RD-Agent/issues/1025)) ([48201e7](https://github.com/microsoft/RD-Agent/commit/48201e79b55ff5a98dad51702a7d0ac6b1ddc9eb)) +* show first evo round codes diff ([#1009](https://github.com/microsoft/RD-Agent/issues/1009)) ([4844622](https://github.com/microsoft/RD-Agent/commit/4844622e5fd28d7cbaabd9d7888f8204c60b76b3)) +* try coder on whole data ([#1017](https://github.com/microsoft/RD-Agent/issues/1017)) ([4973e05](https://github.com/microsoft/RD-Agent/commit/4973e0532248c6172eec3bb70dffda052af2d14f)) + + +### Bug Fixes + +* fix a minor bug in DS eval ([#1012](https://github.com/microsoft/RD-Agent/issues/1012)) ([5a520e9](https://github.com/microsoft/RD-Agent/commit/5a520e9d44899d44fddc0f2e5571596223161b71)) +* fix some bugs in quant scen ([#1026](https://github.com/microsoft/RD-Agent/issues/1026)) ([7b34d41](https://github.com/microsoft/RD-Agent/commit/7b34d418642d1c0c2986db9ecf6a5d9bc22cc3da)) +* support experimental support for Deepseek models and update docs about configuration ([#1024](https://github.com/microsoft/RD-Agent/issues/1024)) ([35cfc19](https://github.com/microsoft/RD-Agent/commit/35cfc193f9b35d786aeb7585334427ad358c982f)) + +## [0.6.1](https://github.com/microsoft/RD-Agent/compare/v0.6.0...v0.6.1) (2025-06-28) + + +### Bug Fixes + +* fix mount ([#1001](https://github.com/microsoft/RD-Agent/issues/1001)) ([4ae2f13](https://github.com/microsoft/RD-Agent/commit/4ae2f1303dfcbaea53d459be7c8e85bf85ce5f4f)) +* handle the bug of wrong dag_parant index ([#996](https://github.com/microsoft/RD-Agent/issues/996)) ([bda12ff](https://github.com/microsoft/RD-Agent/commit/bda12ffecf9ae116e0d04eece0c6a1b61413d916)) +* improve log folder sorting and selection UX ([#993](https://github.com/microsoft/RD-Agent/issues/993)) ([b116807](https://github.com/microsoft/RD-Agent/commit/b11680777f116b6c40f9e535e0da10c186c95050)) + +## [0.6.0](https://github.com/microsoft/RD-Agent/compare/v0.5.0...v0.6.0) (2025-06-26) + + +### Features + +* async mechanism for multi-trace ([#981](https://github.com/microsoft/RD-Agent/issues/981)) ([9e60c32](https://github.com/microsoft/RD-Agent/commit/9e60c32cf348481eb55617809c059c359d7603b8)) + + +### Bug Fixes + +* add async to direct_exp_gen avoid infinite loop ([#992](https://github.com/microsoft/RD-Agent/issues/992)) ([78c203d](https://github.com/microsoft/RD-Agent/commit/78c203d8eefbba67fc120b35cb25e85b2200ac49)) +* docker container cleanup to prevent accumulation and system slowdown ([#975](https://github.com/microsoft/RD-Agent/issues/975)) ([05cf094](https://github.com/microsoft/RD-Agent/commit/05cf094913e48c903c8a4476d6c609d8bfa10681)) +* fix a bug and update the docs ([#978](https://github.com/microsoft/RD-Agent/issues/978)) ([d1ae9e1](https://github.com/microsoft/RD-Agent/commit/d1ae9e1dcc2ccd1ffe05cb1c6db3e905fa70425c)) +* merge datascience v3 and v2 ([#974](https://github.com/microsoft/RD-Agent/issues/974)) ([1ba7548](https://github.com/microsoft/RD-Agent/commit/1ba754853ce2010ce1cb0bbd217b67689fa1ebdf)) +* refine details ([#979](https://github.com/microsoft/RD-Agent/issues/979)) ([25caa3d](https://github.com/microsoft/RD-Agent/commit/25caa3d00c255286dce27915b9355987b87ed2e8)) +* refine prompt ([#987](https://github.com/microsoft/RD-Agent/issues/987)) ([76df96e](https://github.com/microsoft/RD-Agent/commit/76df96ee88212a8aee7f518b9cacf80591dc2939)) + +## [0.5.0](https://github.com/microsoft/RD-Agent/compare/v0.4.0...v0.5.0) (2025-06-18) + + +### Features + +* add a check for whether values in score_df are NaN ([#756](https://github.com/microsoft/RD-Agent/issues/756)) ([d9cc780](https://github.com/microsoft/RD-Agent/commit/d9cc78098beb27f3a1bf2f2d461302db177b7d41)) +* add competition level filter and extract constants to utils ([#869](https://github.com/microsoft/RD-Agent/issues/869)) ([b40b605](https://github.com/microsoft/RD-Agent/commit/b40b6055368e6c72d8435352104b1c281b06da7f)) +* add DocDev for auto-generating workspace documentation ([#781](https://github.com/microsoft/RD-Agent/issues/781)) ([bcba6ea](https://github.com/microsoft/RD-Agent/commit/bcba6eac32684ebb267c93b4e85dbfa9561d15d1)) +* add drafting pipeline ([#832](https://github.com/microsoft/RD-Agent/issues/832)) ([efedddf](https://github.com/microsoft/RD-Agent/commit/efedddf39bc19221fdffc2e39ee0a09097fc82b0)) +* add last_exp_fb to DSTrace and update feedback retrieval usage ([#910](https://github.com/microsoft/RD-Agent/issues/910)) ([10531fd](https://github.com/microsoft/RD-Agent/commit/10531fda9438c6915b26d5013bd2413e1333ceb9)) +* add mlflow logger in RD loop to log ([#815](https://github.com/microsoft/RD-Agent/issues/815)) ([b91b54f](https://github.com/microsoft/RD-Agent/commit/b91b54f355c26b751087d0c14774f466e82866de)) +* add naive experiment generator and update proposal configurations ([#759](https://github.com/microsoft/RD-Agent/issues/759)) ([75494f4](https://github.com/microsoft/RD-Agent/commit/75494f4fed5bc845acfd7f7bacef385f0f96c514)) +* add RD-Agent-Quant scenario ([#838](https://github.com/microsoft/RD-Agent/issues/838)) ([6e42d52](https://github.com/microsoft/RD-Agent/commit/6e42d523a85df67aa13927abbf0894564c71880e)) +* add reasoning_effort parameter to LiteLLMAPIBackend and LLMSett… ([#754](https://github.com/microsoft/RD-Agent/issues/754)) ([113889f](https://github.com/microsoft/RD-Agent/commit/113889fefe9b09aaea1b564704c81664b8f77ec5)) +* add reviewer in feedback ([#765](https://github.com/microsoft/RD-Agent/issues/765)) ([1a95bee](https://github.com/microsoft/RD-Agent/commit/1a95bee6aa6bc6f45fdeb484f3a6f81caa273038)) +* advanced checkpoint selectors ([#790](https://github.com/microsoft/RD-Agent/issues/790)) ([50ea033](https://github.com/microsoft/RD-Agent/commit/50ea0336e93d8cb39fb871e81a3f61abdf293bc7)) +* archive python and csv files in workspace to maintain results ([#814](https://github.com/microsoft/RD-Agent/issues/814)) ([67d0e01](https://github.com/microsoft/RD-Agent/commit/67d0e01e7c9237da1371d93cbf9d86f5f46faac4)) +* checkpoint selection ([#744](https://github.com/microsoft/RD-Agent/issues/744)) ([a15a06a](https://github.com/microsoft/RD-Agent/commit/a15a06ad643977db59d7cac9da52e637cf80395a)) +* custom data ([#810](https://github.com/microsoft/RD-Agent/issues/810)) ([6322916](https://github.com/microsoft/RD-Agent/commit/632291608cf605bd8bcfcab0017824823bdecdb8)) +* dump model ([#776](https://github.com/microsoft/RD-Agent/issues/776)) ([b49481e](https://github.com/microsoft/RD-Agent/commit/b49481e073e6f536d2b1b3bd2d01229ed05abdea)) +* enable to set different version of idea-proposal for multi traces ([#895](https://github.com/microsoft/RD-Agent/issues/895)) ([236c28f](https://github.com/microsoft/RD-Agent/commit/236c28f29c6bc5da62129632e464bbc32056ebdb)) +* enhance compatibility with more LLM models ([#905](https://github.com/microsoft/RD-Agent/issues/905)) ([8800624](https://github.com/microsoft/RD-Agent/commit/8800624ad4749d6e798785a082c9f94c306792ef)) +* idea pool integrated to exp_gen & add timer to RD-Agent & pause-resume to RD-loops ([#795](https://github.com/microsoft/RD-Agent/issues/795)) ([e62aefa](https://github.com/microsoft/RD-Agent/commit/e62aefa56e34ff45a8ed033f7bf28b95c8e63656)) +* joblib cache ([#749](https://github.com/microsoft/RD-Agent/issues/749)) ([83a0411](https://github.com/microsoft/RD-Agent/commit/83a041148ff908871b1906f9e6889d80ab513412)) +* log api status to mlflow ([#860](https://github.com/microsoft/RD-Agent/issues/860)) ([049921b](https://github.com/microsoft/RD-Agent/commit/049921beb0b4ed0ba1ab7508d9857d2c1e729349)) +* log reaching max time limit before breaking CoSTEER evolution ([#921](https://github.com/microsoft/RD-Agent/issues/921)) ([837fff2](https://github.com/microsoft/RD-Agent/commit/837fff29096fefe1369d386ef8a860395b737173)) +* merge failed and successful traces together ([#766](https://github.com/microsoft/RD-Agent/issues/766)) ([3a2aa8c](https://github.com/microsoft/RD-Agent/commit/3a2aa8cf0102647950b2dfc0007c118b0c799cd4)) +* merge selectively ([#888](https://github.com/microsoft/RD-Agent/issues/888)) ([06ba314](https://github.com/microsoft/RD-Agent/commit/06ba314ff0f91e7e78e8d456c719ac3194a8c774)) +* multi-trace online merge ([#886](https://github.com/microsoft/RD-Agent/issues/886)) ([2112d67](https://github.com/microsoft/RD-Agent/commit/2112d676d0938de6fea163b2e5eb9c36771e7041)) +* new proposal (structured outputs) prompts ([#887](https://github.com/microsoft/RD-Agent/issues/887)) ([150796a](https://github.com/microsoft/RD-Agent/commit/150796aaa72eaa5037fd7db8e785058fbc4d4967)) +* parallel loop running based on asyncio ([#932](https://github.com/microsoft/RD-Agent/issues/932)) ([c63e207](https://github.com/microsoft/RD-Agent/commit/c63e2071f3179feef69f88061c0172cb5c3157f2)) +* propose hypothesis across multiple parts in pipeline ([#827](https://github.com/microsoft/RD-Agent/issues/827)) ([acb0e21](https://github.com/microsoft/RD-Agent/commit/acb0e21a331410d044849e12e2887f41e5ff1c3a)) +* pull image with progress ([#777](https://github.com/microsoft/RD-Agent/issues/777)) ([5cad086](https://github.com/microsoft/RD-Agent/commit/5cad0860204ede974533dc7bdc9808cfd135fa24)) +* raise error when timeout in api call ([#793](https://github.com/microsoft/RD-Agent/issues/793)) ([eafd4df](https://github.com/microsoft/RD-Agent/commit/eafd4dfc6263f19a8cdaf27498a1d07b43815306)) +* raise policy violation ([#894](https://github.com/microsoft/RD-Agent/issues/894)) ([5b9d007](https://github.com/microsoft/RD-Agent/commit/5b9d0072aebe15369e9a0010af83e71684baeae7)) +* reanalyze competition info & pipeline coding evaluator prompt ([#837](https://github.com/microsoft/RD-Agent/issues/837)) ([f7b5258](https://github.com/microsoft/RD-Agent/commit/f7b52580080c75d311355bcc6193b49495801809)) +* refine merge ([#842](https://github.com/microsoft/RD-Agent/issues/842)) ([99463b4](https://github.com/microsoft/RD-Agent/commit/99463b46819b3a0dcb2bb12a823a9cdf7ec560b4)) +* refine prompt ([#760](https://github.com/microsoft/RD-Agent/issues/760)) ([a91b182](https://github.com/microsoft/RD-Agent/commit/a91b182c4c9510eb34e4aab956588e909fa5d70b)) +* replace hard-coded cache paths with dynamic cache_path config ([#952](https://github.com/microsoft/RD-Agent/issues/952)) ([db56894](https://github.com/microsoft/RD-Agent/commit/db568947f1084a80d603718f5a13fdbd72b90a47)) +* revert draft stage into a soft decay in hypothesis selection ([#849](https://github.com/microsoft/RD-Agent/issues/849)) ([d41db0c](https://github.com/microsoft/RD-Agent/commit/d41db0ca357b07091825ebd9d18c303b6db3cc6a)) +* trace merging ([#836](https://github.com/microsoft/RD-Agent/issues/836)) ([a3d5473](https://github.com/microsoft/RD-Agent/commit/a3d547369e408a05cff570c1239b6320be40418d)) +* truncate by time ([#863](https://github.com/microsoft/RD-Agent/issues/863)) ([2b9427a](https://github.com/microsoft/RD-Agent/commit/2b9427ae036ffe1e28a717502f45500fe91fe5ac)) +* update prompt to improve json respond format of some LLM models ([#928](https://github.com/microsoft/RD-Agent/issues/928)) ([0b84709](https://github.com/microsoft/RD-Agent/commit/0b84709e59c7abb9754961cd17cc9673fcf508aa)) +* using different chat model in different part ([#822](https://github.com/microsoft/RD-Agent/issues/822)) ([c052ea6](https://github.com/microsoft/RD-Agent/commit/c052ea6d1f8948183a4a6ebc873ec01b57373cce)) + + +### Bug Fixes + +* 'DSProposalV2ExpGen' object has no attribute 'COMPONENT_TASK_MAP… ([#950](https://github.com/microsoft/RD-Agent/issues/950)) ([e353895](https://github.com/microsoft/RD-Agent/commit/e353895251f231fee85abdcb1b22b022a577af77)) +* adapting UI to mock trace ([#841](https://github.com/microsoft/RD-Agent/issues/841)) ([8a5754c](https://github.com/microsoft/RD-Agent/commit/8a5754c9b9c9410d0943aeed777a93c13422e54a)) +* add missing semicolon after chmod in env shell command ([#955](https://github.com/microsoft/RD-Agent/issues/955)) ([1128eaa](https://github.com/microsoft/RD-Agent/commit/1128eaa89ec1dcab4a05ef50d64c7f7e6aae88a8)) +* add time to timer when api timeout bug ([#826](https://github.com/microsoft/RD-Agent/issues/826)) ([f45d6ae](https://github.com/microsoft/RD-Agent/commit/f45d6ae6595c1c39b389485b637a0ae53ffc8782)) +* add wait_retry to exp_gen v2 ([#783](https://github.com/microsoft/RD-Agent/issues/783)) ([b9fb7cf](https://github.com/microsoft/RD-Agent/commit/b9fb7cf4e3070062d91b5b67d0f10d6266b45142)) +* adjust ds_trace lookup and add stderr redirect to mlebench command ([#853](https://github.com/microsoft/RD-Agent/issues/853)) ([4e53108](https://github.com/microsoft/RD-Agent/commit/4e53108e020db719b39cba3a67e0c6dae3de19cf)) +* align competion_full_desc and scenario_all_desc, remove redundant info in problems proposal ([#808](https://github.com/microsoft/RD-Agent/issues/808)) ([76d8536](https://github.com/microsoft/RD-Agent/commit/76d8536d9ec53952383019306781d49cb3e9f75c)) +* bug fix in timer start ([#807](https://github.com/microsoft/RD-Agent/issues/807)) ([9af7161](https://github.com/microsoft/RD-Agent/commit/9af7161eb57bdd2e24b072335e9d185951c32472)) +* bug in problem identification ([#806](https://github.com/microsoft/RD-Agent/issues/806)) ([e1d5a29](https://github.com/microsoft/RD-Agent/commit/e1d5a2914046476f2f10d5884ed3c3ff956d65ff)) +* conda error information ([#941](https://github.com/microsoft/RD-Agent/issues/941)) ([fd39a94](https://github.com/microsoft/RD-Agent/commit/fd39a947763fb4a9be87b907c399bebe384df505)) +* default cost to NaN when calculation fails in LiteLLM backend ([#912](https://github.com/microsoft/RD-Agent/issues/912)) ([51a4048](https://github.com/microsoft/RD-Agent/commit/51a4048129cbfbc3b84bcf50fd8866fafb3e2da3)) +* ds trace ([#929](https://github.com/microsoft/RD-Agent/issues/929)) ([127e441](https://github.com/microsoft/RD-Agent/commit/127e441602e21a46d6313ff39133ab8ca841937e)) +* duplicate model names test in pipeline coder & runner ([#763](https://github.com/microsoft/RD-Agent/issues/763)) ([be3ee9d](https://github.com/microsoft/RD-Agent/commit/be3ee9da9882edda3c06ff7d1099d1bbda2203c3)) +* filter system metadata dirs and init missing DSTrace attribute ([#946](https://github.com/microsoft/RD-Agent/issues/946)) ([10050ef](https://github.com/microsoft/RD-Agent/commit/10050ef368ae7ec07cbf20ac4e52e21c2875eaab)) +* fix a bug in docker result extraction ([#824](https://github.com/microsoft/RD-Agent/issues/824)) ([e1c0f98](https://github.com/microsoft/RD-Agent/commit/e1c0f9826abcbc11dda215a600a2637c9ac6e984)) +* fix competition metric direction ([#784](https://github.com/microsoft/RD-Agent/issues/784)) ([3be0057](https://github.com/microsoft/RD-Agent/commit/3be0057556f46c899065ee1c7f9bafe33e79249c)) +* fix model input shape bug and costeer_model bug ([#821](https://github.com/microsoft/RD-Agent/issues/821)) ([b34bd89](https://github.com/microsoft/RD-Agent/commit/b34bd895d6d9c326aab85856a15be0cb72b2c4c8)) +* fix some minor bugs ([#758](https://github.com/microsoft/RD-Agent/issues/758)) ([963f96e](https://github.com/microsoft/RD-Agent/commit/963f96e5596bee04074135c2a0e31a8adc39ad8c)) +* fix some minor bugs in qlib scenario ([#817](https://github.com/microsoft/RD-Agent/issues/817)) ([79962a7](https://github.com/microsoft/RD-Agent/commit/79962a7ca40c77a3997a68da9ad1b5ab16728483)) +* fix the bug in the regular expression matching for stdout ([#890](https://github.com/microsoft/RD-Agent/issues/890)) ([ee57e37](https://github.com/microsoft/RD-Agent/commit/ee57e37a22af874b262c033d1606dbe7799706db)) +* fix the bug of Exceed-LLM-Context in online merge of multi-tarce ([#892](https://github.com/microsoft/RD-Agent/issues/892)) ([f760a3e](https://github.com/microsoft/RD-Agent/commit/f760a3eff7bd927a31e4958ed2f706312e83e3e3)) +* fix the problems weights bug ([#898](https://github.com/microsoft/RD-Agent/issues/898)) ([013d79f](https://github.com/microsoft/RD-Agent/commit/013d79f12060e908aeb57c3eb1bb56eea86df086)) +* fixed CI execution failures caused by document builds ([#857](https://github.com/microsoft/RD-Agent/issues/857)) ([5c116b2](https://github.com/microsoft/RD-Agent/commit/5c116b24ce727f6ed9ef39d5aa5b60442038c344)) +* get_metric_direction for aerial-cactus-identification ([#970](https://github.com/microsoft/RD-Agent/issues/970)) ([70dc62d](https://github.com/microsoft/RD-Agent/commit/70dc62de5fbd4272ecda1b6fcbcf898b3624a991)) +* import path of T ([#787](https://github.com/microsoft/RD-Agent/issues/787)) ([ac008a6](https://github.com/microsoft/RD-Agent/commit/ac008a61d03b4737ab3d994024e922839d8f3fe1)) +* improve eval alignment check (e.g. small-scale finetuning) ([#802](https://github.com/microsoft/RD-Agent/issues/802)) ([d391578](https://github.com/microsoft/RD-Agent/commit/d3915788082de640a4ce1eea6d2e607319b89c3e)) +* improve file tree and _walk symlink handling ([#877](https://github.com/microsoft/RD-Agent/issues/877)) ([516cb69](https://github.com/microsoft/RD-Agent/commit/516cb69357483ddd99f84b221a056d8491c34f9b)) +* log info ([#965](https://github.com/microsoft/RD-Agent/issues/965)) ([f1dbc21](https://github.com/microsoft/RD-Agent/commit/f1dbc2100498e22c8e5edbb2e4563c99c3d54775)) +* main bug ([#938](https://github.com/microsoft/RD-Agent/issues/938)) ([c6d34d6](https://github.com/microsoft/RD-Agent/commit/c6d34d67b8aedf5496bf6a875915ce657fc58448)) +* non-exist variable test_eval.py ([#847](https://github.com/microsoft/RD-Agent/issues/847)) ([4948c38](https://github.com/microsoft/RD-Agent/commit/4948c38560f4cf021d9354b201b22dfa5ccb9441)) +* refine feedback prompt ([#901](https://github.com/microsoft/RD-Agent/issues/901)) ([12bb2c4](https://github.com/microsoft/RD-Agent/commit/12bb2c4a1494b9aa29962905abb5e433a60eb716)) +* refine the time/memory constraints prompt in hypothesis proposal ([#856](https://github.com/microsoft/RD-Agent/issues/856)) ([51ce8ef](https://github.com/microsoft/RD-Agent/commit/51ce8ef84b4fe6590ce20599a56eee596f2f04e6)) +* Set PYTHONPATH in env.run_ret_code call in FBWorkspace class ([#755](https://github.com/microsoft/RD-Agent/issues/755)) ([68b5018](https://github.com/microsoft/RD-Agent/commit/68b501889caca754f27b57d9ab6f72184e93b15c)) +* task_gen for better understanding ([#752](https://github.com/microsoft/RD-Agent/issues/752)) ([6bfc1e5](https://github.com/microsoft/RD-Agent/commit/6bfc1e570449ee69ac110a4ced9a7cecbc0e6a73)) +* trace list but ([#852](https://github.com/microsoft/RD-Agent/issues/852)) ([32cdc57](https://github.com/microsoft/RD-Agent/commit/32cdc575bde103d71a358d4d99bd413076328ebd)) +* typo in workflow ([#861](https://github.com/microsoft/RD-Agent/issues/861)) ([0e54c9f](https://github.com/microsoft/RD-Agent/commit/0e54c9fe41d25a4cc45ab9e61bb2c2c01b854751)) +* update DS env setup with competition volume and timeout ([#878](https://github.com/microsoft/RD-Agent/issues/878)) ([816ada0](https://github.com/microsoft/RD-Agent/commit/816ada096afabe90578672b0e61b656802a30b62)) +* update feedback.py ([#772](https://github.com/microsoft/RD-Agent/issues/772)) ([133778c](https://github.com/microsoft/RD-Agent/commit/133778c67ee3349f1c2fe029bcf6a9ee14568efe)) +* update metric direction to return bool ([#791](https://github.com/microsoft/RD-Agent/issues/791)) ([0bf365e](https://github.com/microsoft/RD-Agent/commit/0bf365e7830aa86d2350b9d1c47410af46b3a7e8)) +* update runner max loop to 1 in DS scenario ([#820](https://github.com/microsoft/RD-Agent/issues/820)) ([3da378e](https://github.com/microsoft/RD-Agent/commit/3da378e986e8b776a17dbc694d29ef211192ed3e)) +* use fallback messages for missing submission and scores files ([#882](https://github.com/microsoft/RD-Agent/issues/882)) ([898fdea](https://github.com/microsoft/RD-Agent/commit/898fdeae80801d537ebc5c4a3b7df9de74c3403a)) +* use simple stdout and stderr ([#966](https://github.com/microsoft/RD-Agent/issues/966)) ([0b1c445](https://github.com/microsoft/RD-Agent/commit/0b1c445f1f0c212887ffff9f8fac44236df3607c)) +* use trace count as index ([#909](https://github.com/microsoft/RD-Agent/issues/909)) ([b87de56](https://github.com/microsoft/RD-Agent/commit/b87de56e54b206b3aada53850804474eff80b96d)) +* wrong variable test_eval.py ([#846](https://github.com/microsoft/RD-Agent/issues/846)) ([808ea6c](https://github.com/microsoft/RD-Agent/commit/808ea6cba541e60c35dd283cee9098ce46f2a59e)) + +## [0.4.0](https://github.com/microsoft/RD-Agent/compare/v0.3.0...v0.4.0) (2025-04-04) + + +### Features + +* (Kaggle) add base template for competition: tabular-playground-series-may-2022 ([#481](https://github.com/microsoft/RD-Agent/issues/481)) ([f3405ca](https://github.com/microsoft/RD-Agent/commit/f3405ca732eb0ddca8e18ea72f69cbd86055c4ab)) +* a unified CoSTEER to fit more scenarios ([#491](https://github.com/microsoft/RD-Agent/issues/491)) ([cddbd02](https://github.com/microsoft/RD-Agent/commit/cddbd02e3ad3ccf6ad01443777319dc5c7eb08a7)) +* add a new competition ([#474](https://github.com/microsoft/RD-Agent/issues/474)) ([2fc0d77](https://github.com/microsoft/RD-Agent/commit/2fc0d77c485a31f647e21f4578e2e326f7032964)) +* add a tool to enable saving workspace files into a specific folder ([#728](https://github.com/microsoft/RD-Agent/issues/728)) ([bca864b](https://github.com/microsoft/RD-Agent/commit/bca864b7edeafe3f88405efb695ca8acad6252f8)) +* add baseline score stat ([#590](https://github.com/microsoft/RD-Agent/issues/590)) ([2948026](https://github.com/microsoft/RD-Agent/commit/2948026c390d067b643f8c8247c1447f1dc023e4)) +* add configurable volume mode for Docker volumes in env.py ([#537](https://github.com/microsoft/RD-Agent/issues/537)) ([642a022](https://github.com/microsoft/RD-Agent/commit/642a02239431411b91959f23e69b454997ca75d5)) +* add constraint labels for semantic search ([#680](https://github.com/microsoft/RD-Agent/issues/680)) ([0584cfc](https://github.com/microsoft/RD-Agent/commit/0584cfcd13ca1a62c85390ea2ee7574370748d31)) +* add cross validation to workflow ([#700](https://github.com/microsoft/RD-Agent/issues/700)) ([82e9b00](https://github.com/microsoft/RD-Agent/commit/82e9b00be62b01673353a7aaa3ab0e2e3ecaf3ca)) +* add describe_data_folder_v2 ([#738](https://github.com/microsoft/RD-Agent/issues/738)) ([bc8e846](https://github.com/microsoft/RD-Agent/commit/bc8e8460e0246321792ff3347b1b8905416ad075)) +* add do_truncate control for the load function ([#656](https://github.com/microsoft/RD-Agent/issues/656)) ([2b960a5](https://github.com/microsoft/RD-Agent/commit/2b960a58dfdeba69522a0f72ecf0975bb6ae87ee)) +* add do_truncate control for the load function ([#656](https://github.com/microsoft/RD-Agent/issues/656)) ([2b960a5](https://github.com/microsoft/RD-Agent/commit/2b960a58dfdeba69522a0f72ecf0975bb6ae87ee)) +* add eda to data science scenario ([#639](https://github.com/microsoft/RD-Agent/issues/639)) ([35aa479](https://github.com/microsoft/RD-Agent/commit/35aa479f00edf118d43ec228e0a84c155332957a)) +* add hypothesis guidelines and rule-based ranking ([#746](https://github.com/microsoft/RD-Agent/issues/746)) ([c077b82](https://github.com/microsoft/RD-Agent/commit/c077b8239cc72904c4bc450845ed2a11aa5445f0)) +* Add line length limit to shrink_text function and settings ([#715](https://github.com/microsoft/RD-Agent/issues/715)) ([75ed5e1](https://github.com/microsoft/RD-Agent/commit/75ed5e1c2ce1bf20bb55190c10a4134e04694d2b)) +* add loop_n parameter to the main loop ([#611](https://github.com/microsoft/RD-Agent/issues/611)) ([778c166](https://github.com/microsoft/RD-Agent/commit/778c166962250e3b9e7ad85de37f62297d370b45)) +* add max time config to costeer in data science ([#645](https://github.com/microsoft/RD-Agent/issues/645)) ([534686c](https://github.com/microsoft/RD-Agent/commit/534686c2ba7d9fa979c0762ad3177c36f6d7f4cb)) +* add mlebench submission validitor ([#545](https://github.com/microsoft/RD-Agent/issues/545)) ([712d94a](https://github.com/microsoft/RD-Agent/commit/712d94a7d6f22187fc3d18bd434e71ec6997aa9f)) +* add model removal and adjust some framework logic ([#681](https://github.com/microsoft/RD-Agent/issues/681)) ([1edf881](https://github.com/microsoft/RD-Agent/commit/1edf881c63512d351c0dd074d7a1c0965ff3119b)) +* add output_path to load function of LoopBase ([#628](https://github.com/microsoft/RD-Agent/issues/628)) ([dd33726](https://github.com/microsoft/RD-Agent/commit/dd33726ac5de75dc2030d193d457d59490b3361e)) +* add pipeline coder ([#742](https://github.com/microsoft/RD-Agent/issues/742)) ([759f295](https://github.com/microsoft/RD-Agent/commit/759f295dbf1224e177006e72d694e42dd6f372b6)) +* add rank into report (mle_summary) ([#665](https://github.com/microsoft/RD-Agent/issues/665)) ([13f7922](https://github.com/microsoft/RD-Agent/commit/13f7922aaae9e4143aac4ad08ec1c556c2faf04e)) +* add restart and fix unzip ([#538](https://github.com/microsoft/RD-Agent/issues/538)) ([ed2c7d1](https://github.com/microsoft/RD-Agent/commit/ed2c7d175f1f44ca06ad7a63b08da12f6c4df9ab)) +* add retry mechanism with wait_retry decorator and refactor diff generation ([#572](https://github.com/microsoft/RD-Agent/issues/572)) ([de1cd72](https://github.com/microsoft/RD-Agent/commit/de1cd72f068ebd1e1bd5bc2ad2b12ae484d54831)) +* add the shape of the CSV to the dataset description ([#561](https://github.com/microsoft/RD-Agent/issues/561)) ([a10c881](https://github.com/microsoft/RD-Agent/commit/a10c881bd86796e6167257ad26dd165f7e46d813)) +* add timeout settings and cleanup step in data science runner ([#539](https://github.com/microsoft/RD-Agent/issues/539)) ([295abd5](https://github.com/microsoft/RD-Agent/commit/295abd56f7b58055bd27b247dfed47eb85e9b0cd)) +* add type checker to api backend & align litellm and old backend ([#647](https://github.com/microsoft/RD-Agent/issues/647)) ([d38eae9](https://github.com/microsoft/RD-Agent/commit/d38eae986a0ba69d71288fa09fcc21e227551a02)) +* align mlebench data and evaluation & several fix on kaggle workflow ([#477](https://github.com/microsoft/RD-Agent/issues/477)) ([f6c522b](https://github.com/microsoft/RD-Agent/commit/f6c522b651db3c1f6af6815347589917f46e433a)) +* **backend:** integrate LiteLLM API Backend ([#564](https://github.com/microsoft/RD-Agent/issues/564)) ([f477687](https://github.com/microsoft/RD-Agent/commit/f4776879c76a213d53875b307c94be1ea5cfd9ba)) +* base data science scenario UI ([#525](https://github.com/microsoft/RD-Agent/issues/525)) ([39917b3](https://github.com/microsoft/RD-Agent/commit/39917b354b22a8488a17396fe2245cb41e3def03)) +* condaenv & full docker env ([#668](https://github.com/microsoft/RD-Agent/issues/668)) ([084dd6d](https://github.com/microsoft/RD-Agent/commit/084dd6d748a89492ea0888acb316b9bb9efeb62f)) +* diff mode fix ([#569](https://github.com/microsoft/RD-Agent/issues/569)) ([0c509f5](https://github.com/microsoft/RD-Agent/commit/0c509f599ce19303b44d8192ec3eb634c24992d6)) +* display LLM prompt ([#676](https://github.com/microsoft/RD-Agent/issues/676)) ([8c93bba](https://github.com/microsoft/RD-Agent/commit/8c93bba82e185edcf4204cc574df5f41bcdfa9d2)) +* Dynamically find and use sample submission file in eval tests ([#542](https://github.com/microsoft/RD-Agent/issues/542)) ([5f12b44](https://github.com/microsoft/RD-Agent/commit/5f12b44c89dd26b250e914192f9beb2da38fb3ab)) +* end-to-end optimization ([#473](https://github.com/microsoft/RD-Agent/issues/473)) ([d41343a](https://github.com/microsoft/RD-Agent/commit/d41343a63d87bf3479f5ec30745ea788580495bf)) +* Enhance eval script with file cleanup and detailed submission checks ([#529](https://github.com/microsoft/RD-Agent/issues/529)) ([cf2ff92](https://github.com/microsoft/RD-Agent/commit/cf2ff9213d3a8b0fad64df7cae0c35f996d72e27)) +* exclude invalid session log folder ([#554](https://github.com/microsoft/RD-Agent/issues/554)) ([fa86e4d](https://github.com/microsoft/RD-Agent/commit/fa86e4d1805000e0e5779c662ccbb5273fda623c)) +* improve the framework's ability to adaptively adjust the model ([#629](https://github.com/microsoft/RD-Agent/issues/629)) ([93806f3](https://github.com/microsoft/RD-Agent/commit/93806f33a1e0f29a125e29303d4b984a9817c3c0)) +* independent use_azure_token_provider on chat and embedding ([#452](https://github.com/microsoft/RD-Agent/issues/452)) ([d223004](https://github.com/microsoft/RD-Agent/commit/d223004917692e231b251330cbc8676081d5a10d)) +* integrate azure deepseek r1 ([#591](https://github.com/microsoft/RD-Agent/issues/591)) ([e79ce5c](https://github.com/microsoft/RD-Agent/commit/e79ce5c38539138abe04eb9809fbde437e97bbb7)) +* kaggle refactor ([#489](https://github.com/microsoft/RD-Agent/issues/489)) ([1b057d0](https://github.com/microsoft/RD-Agent/commit/1b057d0d63a861fba4b3cb59c6c5fc1a0e3da383)) +* **kaggle:** several update in kaggle scenarios ([#476](https://github.com/microsoft/RD-Agent/issues/476)) ([245d211](https://github.com/microsoft/RD-Agent/commit/245d211dcbfb18ebcc554247a0e3a8dbecf6f3bd)) +* loader prompt & simplify YAML loading and update data loader specifications ([#736](https://github.com/microsoft/RD-Agent/issues/736)) ([86f8bbf](https://github.com/microsoft/RD-Agent/commit/86f8bbf15895e7c198f9bc395d055ca5f02a5bb6)) +* make spec optional ([#719](https://github.com/microsoft/RD-Agent/issues/719)) ([a16b70f](https://github.com/microsoft/RD-Agent/commit/a16b70ff34c66d7e1c4c7ff5236eca8e7d8abea9)) +* Make system prompt role customizable in LLM settings ([#632](https://github.com/microsoft/RD-Agent/issues/632)) ([e4acd92](https://github.com/microsoft/RD-Agent/commit/e4acd92cc5eec6db5c29cb2d4788020fb89099b7)) +* multi log folder, replace "epxx" in workspace path ([#555](https://github.com/microsoft/RD-Agent/issues/555)) ([8a69c9c](https://github.com/microsoft/RD-Agent/commit/8a69c9c9630860c9b644356e1f71654aea222328)) +* new exp gen v2 implementation ([#725](https://github.com/microsoft/RD-Agent/issues/725)) ([5dcc2d5](https://github.com/microsoft/RD-Agent/commit/5dcc2d5fa63bbe9ae8c4817d9b40b77600440edb)) +* new-york-city-taxi-fare-prediction_template ([#488](https://github.com/microsoft/RD-Agent/issues/488)) ([a9caab7](https://github.com/microsoft/RD-Agent/commit/a9caab7bc5dc86f395a008e523355922137aef17)) +* out spec change for o1-preview ([#666](https://github.com/microsoft/RD-Agent/issues/666)) ([22894bd](https://github.com/microsoft/RD-Agent/commit/22894bdbee26b9cad73646d2975857787e515f75)) +* refactor for general data science ([#498](https://github.com/microsoft/RD-Agent/issues/498)) ([7002dc4](https://github.com/microsoft/RD-Agent/commit/7002dc4981a4f72096b438d2fe4fd9ff268c54f3)) +* refine logic for qlib_factor_from_report ([#463](https://github.com/microsoft/RD-Agent/issues/463)) ([21348d8](https://github.com/microsoft/RD-Agent/commit/21348d89e0e0eec1b4fab4e7a497f1eb34b8fe72)) +* run benchmark on gpt-4o & llama 3.1 ([#497](https://github.com/microsoft/RD-Agent/issues/497)) ([64af0b5](https://github.com/microsoft/RD-Agent/commit/64af0b5529b687cce8b5b7a1893946e15edca626)) +* summary and UI update ([#581](https://github.com/microsoft/RD-Agent/issues/581)) ([efa51f9](https://github.com/microsoft/RD-Agent/commit/efa51f9c259a06fe219f3137f0a1005e50d2bfdd)) +* template changes for some kaggle competitions ([#484](https://github.com/microsoft/RD-Agent/issues/484)) ([2e38000](https://github.com/microsoft/RD-Agent/commit/2e38000091030811fc081d72016c7bbadf7efd50)) +* track and log accumulated completion cost in LiteLLMAPIBackend ([#727](https://github.com/microsoft/RD-Agent/issues/727)) ([b294a95](https://github.com/microsoft/RD-Agent/commit/b294a95e0b7b2ef96af355cebac92d9c87f3acab)) +* update prompts and descriptions for data science components ([#731](https://github.com/microsoft/RD-Agent/issues/731)) ([c20e226](https://github.com/microsoft/RD-Agent/commit/c20e226c3e7771c9fcd1c879a8937e4694dc03eb)) +* variable printing tool of data_science coder testing ([#658](https://github.com/microsoft/RD-Agent/issues/658)) ([116c061](https://github.com/microsoft/RD-Agent/commit/116c06190b01f0b621c021726a1be23458ab1154)) + + +### Bug Fixes + +* a default conf in scen qlib ([#503](https://github.com/microsoft/RD-Agent/issues/503)) ([d64a228](https://github.com/microsoft/RD-Agent/commit/d64a228525cbedd7687c1e06132eacd0d0647697)) +* a small bug in exp_gen ([#606](https://github.com/microsoft/RD-Agent/issues/606)) ([f734dde](https://github.com/microsoft/RD-Agent/commit/f734dde0b0101e13f38151468c8ddf9e23af26ac)) +* add check when retrying gen model codes ([#699](https://github.com/microsoft/RD-Agent/issues/699)) ([3b82f15](https://github.com/microsoft/RD-Agent/commit/3b82f159474087902d3c6007d370e3282b549015)) +* add DSExperiment type check and directory validation in log proc… ([#535](https://github.com/microsoft/RD-Agent/issues/535)) ([f59b12c](https://github.com/microsoft/RD-Agent/commit/f59b12c9cc9afde82b74bc133797ff1396678627)) +* add ensemble test, change to "use cross-validation if possible" in workflow spec ([#634](https://github.com/microsoft/RD-Agent/issues/634)) ([acc97a8](https://github.com/microsoft/RD-Agent/commit/acc97a8217253497afedcfa829902b4432e1031e)) +* add force parameter for cache_with_pickle & using cache when get kaggle leaderboard ([#687](https://github.com/microsoft/RD-Agent/issues/687)) ([c8841e5](https://github.com/microsoft/RD-Agent/commit/c8841e590a925200859acba9fda4a17d4c3aa1c7)) +* add metric name check for valid scores ([#724](https://github.com/microsoft/RD-Agent/issues/724)) ([acc2ffb](https://github.com/microsoft/RD-Agent/commit/acc2ffbde4df3b53654559d14cd035ee6be6b35e)) +* add retry mechanism for GPU device check in DockerEnv ([#573](https://github.com/microsoft/RD-Agent/issues/573)) ([a780cfb](https://github.com/microsoft/RD-Agent/commit/a780cfb621dc487cc17072bfd4aedd7d581249ab)) +* add scores.csv checking in ensemble_test ([#567](https://github.com/microsoft/RD-Agent/issues/567)) ([01808b4](https://github.com/microsoft/RD-Agent/commit/01808b47c314d1daffacc0a65e0ab934a1c41d65)) +* add stdout context length setting and improve text shrinking logic ([#559](https://github.com/microsoft/RD-Agent/issues/559)) ([4ac26a6](https://github.com/microsoft/RD-Agent/commit/4ac26a65c1f18f7513480dd562566c8a96298aa7)) +* align components' name ([#701](https://github.com/microsoft/RD-Agent/issues/701)) ([295a114](https://github.com/microsoft/RD-Agent/commit/295a1148c53d00b716b2d540573a7f43e7e2d762)) +* auto continue small bug ([#598](https://github.com/microsoft/RD-Agent/issues/598)) ([75eaecf](https://github.com/microsoft/RD-Agent/commit/75eaecf36b9f70dfc2d7fedd35836acdb05f89d6)) +* avoid try-except in ensemble eval prompts ([#637](https://github.com/microsoft/RD-Agent/issues/637)) ([5c58d6e](https://github.com/microsoft/RD-Agent/commit/5c58d6e524ef848024578033ab6d47bc9b220822)) +* avoid warning for missing llama installation when not in use ([#509](https://github.com/microsoft/RD-Agent/issues/509)) ([5ec3422](https://github.com/microsoft/RD-Agent/commit/5ec342224c2c8c4cf591f1eae673e25b14218726)) +* change devault to default ([#688](https://github.com/microsoft/RD-Agent/issues/688)) ([7f401cd](https://github.com/microsoft/RD-Agent/commit/7f401cd1c3b333285acf6d6e57654f4b9f0cb6c5)) +* change ensemble test ([#622](https://github.com/microsoft/RD-Agent/issues/622)) ([5de3595](https://github.com/microsoft/RD-Agent/commit/5de35953ed0d3e2e1f4dff0e0522f2d6475079ec)) +* change summary info of log folder ([#552](https://github.com/microsoft/RD-Agent/issues/552)) ([0eb258d](https://github.com/microsoft/RD-Agent/commit/0eb258d734e9a1280a238b9a6f63eb33047ee0a7)) +* clarify an ambiguous explanation ([#705](https://github.com/microsoft/RD-Agent/issues/705)) ([5dbfc68](https://github.com/microsoft/RD-Agent/commit/5dbfc6859cbf6cc31932dae30cf05506108fc871)) +* clarify cross_validation ([#644](https://github.com/microsoft/RD-Agent/issues/644)) ([906993e](https://github.com/microsoft/RD-Agent/commit/906993ef6482f88131d1af46f5bc66a77034b549)) +* coder prompt & model test text ([#583](https://github.com/microsoft/RD-Agent/issues/583)) ([0a41227](https://github.com/microsoft/RD-Agent/commit/0a41227f267050feaeeb47ddd4d749643eb9f198)) +* correct the configuration inheritance relationship ([#671](https://github.com/microsoft/RD-Agent/issues/671)) ([30b1ff8](https://github.com/microsoft/RD-Agent/commit/30b1ff8e1ce59b741e0b81481962063014641c0b)) +* default emb model ([#702](https://github.com/microsoft/RD-Agent/issues/702)) ([4329a72](https://github.com/microsoft/RD-Agent/commit/4329a722832a201b3fa6f9d8f9d8d46f78110410)) +* direct_exp_gen to json_target_type in DSExpGen class ([#661](https://github.com/microsoft/RD-Agent/issues/661)) ([428b74a](https://github.com/microsoft/RD-Agent/commit/428b74a988157ea864ebb40e828bd9f67589c863)) +* docker error will trigger retry and data science runner loop set to 3 ([#602](https://github.com/microsoft/RD-Agent/issues/602)) ([ad785e0](https://github.com/microsoft/RD-Agent/commit/ad785e03d5db05d9191d5e772e184532835a787b)) +* ensure expected type ([#593](https://github.com/microsoft/RD-Agent/issues/593)) ([098a9a6](https://github.com/microsoft/RD-Agent/commit/098a9a6618f70fa8dd276b9014b9e7ba9621553b)) +* filter empty log traces in ds UI ([#533](https://github.com/microsoft/RD-Agent/issues/533)) ([1a2057c](https://github.com/microsoft/RD-Agent/commit/1a2057c9fc11edc4637f0baaa6dd226eb049c36e)) +* fix a bug in cross validation ([#618](https://github.com/microsoft/RD-Agent/issues/618)) ([05a4f10](https://github.com/microsoft/RD-Agent/commit/05a4f101e0b64b860ad03294619b2350004657e8)) +* fix a bug in ensemble test script ([#713](https://github.com/microsoft/RD-Agent/issues/713)) ([ad32100](https://github.com/microsoft/RD-Agent/commit/ad321000acbd9291d22fe03a9c60e57c70511c73)) +* fix a bug in initial tasks ([#635](https://github.com/microsoft/RD-Agent/issues/635)) ([edb552e](https://github.com/microsoft/RD-Agent/commit/edb552ed283119444f357fbd0b6170b2ad97712a)) +* fix a bug in kaggle conf ([#459](https://github.com/microsoft/RD-Agent/issues/459)) ([b4ed32b](https://github.com/microsoft/RD-Agent/commit/b4ed32b17ef07d8557450063765585a48d5fcd32)) +* fix a bug in progress_bar filter ([#712](https://github.com/microsoft/RD-Agent/issues/712)) ([ba5a84d](https://github.com/microsoft/RD-Agent/commit/ba5a84dee59c39cc2a8c0d428a82da1f899ce537)) +* fix a bug in proposal (add last loop's exception to last task desc) ([#596](https://github.com/microsoft/RD-Agent/issues/596)) ([419186f](https://github.com/microsoft/RD-Agent/commit/419186ffb985fe5a0aa0f7fe59c7a223e355492e)) +* fix a bug in regular expression exception processing ([#734](https://github.com/microsoft/RD-Agent/issues/734)) ([67d3702](https://github.com/microsoft/RD-Agent/commit/67d37027bbcd7294a5890a350fe16fe78e0dfa77)) +* fix a bug in threshold score display ([#592](https://github.com/microsoft/RD-Agent/issues/592)) ([0b0a2dc](https://github.com/microsoft/RD-Agent/commit/0b0a2dc512a5560a66464ad49de25d362d0dc17e)) +* fix a bug related to model_name in ensemble ([#692](https://github.com/microsoft/RD-Agent/issues/692)) ([c6ce473](https://github.com/microsoft/RD-Agent/commit/c6ce4733f32578298abe0b60f9d82611b793cc09)) +* fix a minor bug ([#694](https://github.com/microsoft/RD-Agent/issues/694)) ([1405d8d](https://github.com/microsoft/RD-Agent/commit/1405d8dafd99ecde6f3ba9dd76133d8830d03b47)) +* fix an error in model_coder prompt ([#690](https://github.com/microsoft/RD-Agent/issues/690)) ([4528826](https://github.com/microsoft/RD-Agent/commit/452882674e915dbd9e3399c26c70ce5bb86d012c)) +* fix combined_factors_df.pkl not loading in docker ([#697](https://github.com/microsoft/RD-Agent/issues/697)) ([3984b99](https://github.com/microsoft/RD-Agent/commit/3984b995aa74318b40de7712e100d4de5cc95b11)) +* fix docs build error ([#711](https://github.com/microsoft/RD-Agent/issues/711)) ([c9e1d32](https://github.com/microsoft/RD-Agent/commit/c9e1d32d6b63560350cc7cb799c3a908e2c04e42)) +* fix ExtendedSettingsConfigDict does not work ([#660](https://github.com/microsoft/RD-Agent/issues/660)) ([3a877f3](https://github.com/microsoft/RD-Agent/commit/3a877f383b908da8d027560714030b201946bb76)) +* fix kaggle templates path error ([#747](https://github.com/microsoft/RD-Agent/issues/747)) ([3b3f504](https://github.com/microsoft/RD-Agent/commit/3b3f5041514baf741fe2d4613fa651fb5d9c002d)) +* fix KeyError direct_exp_gen ([#735](https://github.com/microsoft/RD-Agent/issues/735)) ([7200682](https://github.com/microsoft/RD-Agent/commit/7200682ac4e60d3910c29a4f7c4a37b3d24e4224)) +* fix some bugs (ensemble output, HPO, model tuning) ([#648](https://github.com/microsoft/RD-Agent/issues/648)) ([818ee29](https://github.com/microsoft/RD-Agent/commit/818ee29f8e5d4765b9801463b85b42ee9516ec33)) +* fix some bugs in the ensemble component ([#595](https://github.com/microsoft/RD-Agent/issues/595)) ([c0990ab](https://github.com/microsoft/RD-Agent/commit/c0990abb06c73ae062d9a50f50cdfd6d04aded22)) +* fix some bugs in workflow unit test ([#624](https://github.com/microsoft/RD-Agent/issues/624)) ([f845dcc](https://github.com/microsoft/RD-Agent/commit/f845dcc0ee1b059b8b32485ad46bb90c7ae0fa78)) +* fix some description errors in direct_exp_gen ([#698](https://github.com/microsoft/RD-Agent/issues/698)) ([dfaacb6](https://github.com/microsoft/RD-Agent/commit/dfaacb6d06e5d5f55e950d7177570d1efebf958f)) +* fix some minor bugs and add AutoML & cross-validation ([#604](https://github.com/microsoft/RD-Agent/issues/604)) ([18c5ef2](https://github.com/microsoft/RD-Agent/commit/18c5ef268d40efe7bb9ee18aa0d250732bdda6fa)) +* fix submission file search and add TODO in env.py ([#544](https://github.com/microsoft/RD-Agent/issues/544)) ([54d930e](https://github.com/microsoft/RD-Agent/commit/54d930e91e629f0fc2f8bdd0d0d62fcad1e99a9c)) +* fix task return dict with wrong format ([#558](https://github.com/microsoft/RD-Agent/issues/558)) ([2008244](https://github.com/microsoft/RD-Agent/commit/20082440a249dd0e5a7026c2d98c9de0288dd400)) +* fix the errors in the coder and evaluator of the five components ([#576](https://github.com/microsoft/RD-Agent/issues/576)) ([c487f83](https://github.com/microsoft/RD-Agent/commit/c487f835b651cdc40b95bbbe4efcb9a617be9e40)) +* handle division by zero in percentage calculations ([#550](https://github.com/microsoft/RD-Agent/issues/550)) ([de16c91](https://github.com/microsoft/RD-Agent/commit/de16c915e1716ef8cee43ce41069ea1a09cf1f24)) +* handle invalid regex patterns in filter_progress_bar function ([#579](https://github.com/microsoft/RD-Agent/issues/579)) ([b0daee0](https://github.com/microsoft/RD-Agent/commit/b0daee0d90e193ca1d028e01c31ebf368af89601)) +* Handle ValueError when resolving relative path for uri ([#585](https://github.com/microsoft/RD-Agent/issues/585)) ([4c7765a](https://github.com/microsoft/RD-Agent/commit/4c7765a12bda5dcfd9af72b292853d9bc28c5baf)) +* include data information in cache key generation ([#566](https://github.com/microsoft/RD-Agent/issues/566)) ([26dda46](https://github.com/microsoft/RD-Agent/commit/26dda4682b7b643c164589057cb568a4d9e55e17)) +* keep some txt files ([#557](https://github.com/microsoft/RD-Agent/issues/557)) ([54aba85](https://github.com/microsoft/RD-Agent/commit/54aba851c9fa194e318d37700307df59e06c6c84)) +* mle_score save problem ([#674](https://github.com/microsoft/RD-Agent/issues/674)) ([ca2e478](https://github.com/microsoft/RD-Agent/commit/ca2e478cf25c2c8511d5f027e32f8a98fc8e3a07)) +* move docker timeout message to __run() ([#620](https://github.com/microsoft/RD-Agent/issues/620)) ([585f4f9](https://github.com/microsoft/RD-Agent/commit/585f4f96e09f70d00eb397c10bf49c09973111df)) +* move mlebench check into runner ([#556](https://github.com/microsoft/RD-Agent/issues/556)) ([b0f7965](https://github.com/microsoft/RD-Agent/commit/b0f7965f650638273710302efee2e5da037368a2)) +* move next_component_required logic to DSTrace class and accurate implement ([#612](https://github.com/microsoft/RD-Agent/issues/612)) ([c20d311](https://github.com/microsoft/RD-Agent/commit/c20d311792f33b2ccccb466c6ec3155ff8be3213)) +* patching weird azure deployment ([#494](https://github.com/microsoft/RD-Agent/issues/494)) ([89c50ae](https://github.com/microsoft/RD-Agent/commit/89c50aee2ec8bfd1cb23767ddf7dcdd023daac8b)) +* qlib and other scenario bugs ([#636](https://github.com/microsoft/RD-Agent/issues/636)) ([98de31d](https://github.com/microsoft/RD-Agent/commit/98de31d4e577c8c450c9694f73a755c19af571f7)) +* refine prompt to generate the most simple task in init stage ([#546](https://github.com/microsoft/RD-Agent/issues/546)) ([9d6feed](https://github.com/microsoft/RD-Agent/commit/9d6feed28ce034db48482d8d9741ef8c72f4bddc)) +* replace API call with build_cls_from_json_with_retry function ([#548](https://github.com/microsoft/RD-Agent/issues/548)) ([eb72a47](https://github.com/microsoft/RD-Agent/commit/eb72a47fbf9c88dacea9691b8d7e92610492d190)) +* replace func "len()" in ensemble test code to support various data type ([#739](https://github.com/microsoft/RD-Agent/issues/739)) ([ab9c7b9](https://github.com/microsoft/RD-Agent/commit/ab9c7b955f78c5de7ec08a6c1a012a76badbdd0e)) +* return 1D embedding if create_embedding receive a string input ([#670](https://github.com/microsoft/RD-Agent/issues/670)) ([4a9c318](https://github.com/microsoft/RD-Agent/commit/4a9c3180ae4a4b043b1b4a89f51ee69cb6843142)) +* rich.print error when some control char in output ([#684](https://github.com/microsoft/RD-Agent/issues/684)) ([ec0cb2a](https://github.com/microsoft/RD-Agent/commit/ec0cb2a032824023dcd04a3acc93202471d1f90a)) +* Runnable on first complete & Rename method to next_incomplete_component for clarity ([#615](https://github.com/microsoft/RD-Agent/issues/615)) ([93d9f63](https://github.com/microsoft/RD-Agent/commit/93d9f63369a78f78e1a67ab548923bb994d1d3b4)) +* runner COSTEER evaluator ([#693](https://github.com/microsoft/RD-Agent/issues/693)) ([6a379ec](https://github.com/microsoft/RD-Agent/commit/6a379ec9b84d4e4944f1e412347aae4f5a93d476)) +* save only one mle_score pkl for a running exp ([#675](https://github.com/microsoft/RD-Agent/issues/675)) ([f87ab67](https://github.com/microsoft/RD-Agent/commit/f87ab676b73cce82bd9f997ac779e31c571b53c4)) +* Set default value for 'entry' parameter in Env.run method ([#643](https://github.com/microsoft/RD-Agent/issues/643)) ([e50d242](https://github.com/microsoft/RD-Agent/commit/e50d2424b849e4181d6ca02e9cace90236665924)) +* sort file name for cache reproduction ([#588](https://github.com/microsoft/RD-Agent/issues/588)) ([7158410](https://github.com/microsoft/RD-Agent/commit/7158410fbfdd84052f9a69cf1e04e09ac07ca598)) +* sota comparison logic ([#608](https://github.com/microsoft/RD-Agent/issues/608)) ([3575372](https://github.com/microsoft/RD-Agent/commit/35753722c0800d62855faeab996d513e62cfe7de)) +* target json type & round ([#662](https://github.com/microsoft/RD-Agent/issues/662)) ([58cb58f](https://github.com/microsoft/RD-Agent/commit/58cb58f966a1db26f5ea9662a54ba12bc921ee24)) +* templates bug ([#456](https://github.com/microsoft/RD-Agent/issues/456)) ([434a868](https://github.com/microsoft/RD-Agent/commit/434a8687eeda77e27b4938fb19694c15858ee446)) +* trace summary df showing in dsapp ([#551](https://github.com/microsoft/RD-Agent/issues/551)) ([177096d](https://github.com/microsoft/RD-Agent/commit/177096d55fecb8c7dab9650ef8f5a31024cd4c1c)) +* unzip kaggle data ([#464](https://github.com/microsoft/RD-Agent/issues/464)) ([3a9fc8e](https://github.com/microsoft/RD-Agent/commit/3a9fc8e73337d3757267b6f4482499499a1b6792)) + +## [0.3.0](https://github.com/microsoft/RD-Agent/compare/v0.2.1...v0.3.0) (2024-10-21) + + +### Features + +* add a new template for kaggle ([#289](https://github.com/microsoft/RD-Agent/issues/289)) ([eee3ab5](https://github.com/microsoft/RD-Agent/commit/eee3ab5b25198224826cb7a8a17eab28bd5d1f7d)) +* add download submission.csv button for kaggle scenario ([#317](https://github.com/microsoft/RD-Agent/issues/317)) ([dcdcbe4](https://github.com/microsoft/RD-Agent/commit/dcdcbe46b4858bfb133ae3cca056e7f602d5cf63)) +* add kaggle command ([#271](https://github.com/microsoft/RD-Agent/issues/271)) ([0938394](https://github.com/microsoft/RD-Agent/commit/0938394b7084ffbf3294d8c23d2d34bf7322ca0b)) +* add kaggle tpl: feedback-prize ([#331](https://github.com/microsoft/RD-Agent/issues/331)) ([a288e39](https://github.com/microsoft/RD-Agent/commit/a288e399e6b0beec62729bd7d46b98a55de5ab79)) +* add more templates for kaggle ([#291](https://github.com/microsoft/RD-Agent/issues/291)) ([da752ec](https://github.com/microsoft/RD-Agent/commit/da752ec806e6f5f5679bc27ac1c072ed9a319251)) +* add normal rag into framework ([#360](https://github.com/microsoft/RD-Agent/issues/360)) ([91b0b1f](https://github.com/microsoft/RD-Agent/commit/91b0b1f66c3c1bf757cb64c4cfbdcaafe59eab74)) +* add qlib_factor_strategy ([#307](https://github.com/microsoft/RD-Agent/issues/307)) ([f8f59ff](https://github.com/microsoft/RD-Agent/commit/f8f59ff0a1be4428a68c8c27f220aabad0b6c9f0)) +* Add ranking in kaggle scenario ([#401](https://github.com/microsoft/RD-Agent/issues/401)) ([b16b4be](https://github.com/microsoft/RD-Agent/commit/b16b4beb402e0c27dfb39ee9d2a120f1b56d447c)) +* Add runtime measurement for each step and loop in RDLoop. ([#281](https://github.com/microsoft/RD-Agent/issues/281)) ([83058c8](https://github.com/microsoft/RD-Agent/commit/83058c864ceeec413dd29bf501030d5a7bd34679)) +* add s3e11 kaggle template ([#324](https://github.com/microsoft/RD-Agent/issues/324)) ([8c57524](https://github.com/microsoft/RD-Agent/commit/8c57524bead1c8f655a08763d608eb7a6dd5975e)) +* Added RepoAnalyzer to empower auto-summary of a workspace ([#264](https://github.com/microsoft/RD-Agent/issues/264)) ([0bd349a](https://github.com/microsoft/RD-Agent/commit/0bd349af50b9b881ba1774bdeb4d723529ef2aa9)) +* Added support for loading and storing RAG in Kaggle scenarios. ([#269](https://github.com/microsoft/RD-Agent/issues/269)) ([c4895de](https://github.com/microsoft/RD-Agent/commit/c4895de83f1ed000e563d42b3468a6bd9e5a4965)) +* announce Discord and WeChat ([#367](https://github.com/microsoft/RD-Agent/issues/367)) ([acac507](https://github.com/microsoft/RD-Agent/commit/acac5078a103b71afa6bd6c053b0766a6a7e609d)) +* auto submit result after one kaggle RDLoop ([#345](https://github.com/microsoft/RD-Agent/issues/345)) ([ab55d70](https://github.com/microsoft/RD-Agent/commit/ab55d7052b53a928b84dc5d5d0d2999d90ca9056)) +* better feedback & evaluation ([#346](https://github.com/microsoft/RD-Agent/issues/346)) ([cc9a8c1](https://github.com/microsoft/RD-Agent/commit/cc9a8c1eab3ca89f8c1e5de4a2bb4e7fcc0cc615)) +* Dynamic scenario based on task ([#392](https://github.com/microsoft/RD-Agent/issues/392)) ([665a037](https://github.com/microsoft/RD-Agent/commit/665a037e4fd7326c450e3fa0d0605eea26fd9ef3)) +* Factor Implement Search Enhancement ([#294](https://github.com/microsoft/RD-Agent/issues/294)) ([4ecf25f](https://github.com/microsoft/RD-Agent/commit/4ecf25f0acf2389a172b14d3dab20895daf2ab89)) +* Feature selection v3 to support all actions ([#280](https://github.com/microsoft/RD-Agent/issues/280)) ([0047641](https://github.com/microsoft/RD-Agent/commit/00476413fbf00e36e71ab3ccb48d4e766b6ccf4d)) +* fix some bugs and add original features' description ([#259](https://github.com/microsoft/RD-Agent/issues/259)) ([1a5f45a](https://github.com/microsoft/RD-Agent/commit/1a5f45a40d821c017bdba14af8c93710707c5ea5)) +* get kaggle notebooks & disscussion text for RAG ([#371](https://github.com/microsoft/RD-Agent/issues/371)) ([cead345](https://github.com/microsoft/RD-Agent/commit/cead3450a14bf4b142ac988c27fa098c7656a95c)) +* Iceberge competition ([#372](https://github.com/microsoft/RD-Agent/issues/372)) ([c10ea4f](https://github.com/microsoft/RD-Agent/commit/c10ea4f5d4cc56a75b47cf23c7084ee189ba1a25)) +* implement isolated model feature selection loop ([#370](https://github.com/microsoft/RD-Agent/issues/370)) ([cf1292d](https://github.com/microsoft/RD-Agent/commit/cf1292de1a0153ca14ea64971e73a1c93f7d89e3)) +* Initial version if Graph RAG in KAGGLE scenario ([#301](https://github.com/microsoft/RD-Agent/issues/301)) ([fd3c0fd](https://github.com/microsoft/RD-Agent/commit/fd3c0fd26eff7d3be72fa4f2a234e33b9f796627)) +* Integrate RAG into the Kaggle scenarios. ([#262](https://github.com/microsoft/RD-Agent/issues/262)) ([be0e48a](https://github.com/microsoft/RD-Agent/commit/be0e48a7dfbee2b5d2947d09115db5db2e5266f1)) +* Kaggle loop update (Feature & Model) ([#241](https://github.com/microsoft/RD-Agent/issues/241)) ([4cf22a6](https://github.com/microsoft/RD-Agent/commit/4cf22a65c964123b4267569ee02c0c7094c54ca4)) +* kaggle templates related ([#287](https://github.com/microsoft/RD-Agent/issues/287)) ([785fdc1](https://github.com/microsoft/RD-Agent/commit/785fdc144d16fa8454b7c9d2e53e78fe7f22a29a)) +* Model context for tuning and selection ([#284](https://github.com/microsoft/RD-Agent/issues/284)) ([f2831e7](https://github.com/microsoft/RD-Agent/commit/f2831e7442510668b0ca75953b3359894803ef3c)) +* Modify FactorRowCountEvaluator and FactorIndexEvaluator to return the ratio ([#328](https://github.com/microsoft/RD-Agent/issues/328)) ([8f43f8e](https://github.com/microsoft/RD-Agent/commit/8f43f8e87a92e05b541e925910608606ec8f6c4b)) +* New competition - Optiver ([#356](https://github.com/microsoft/RD-Agent/issues/356)) ([3705efe](https://github.com/microsoft/RD-Agent/commit/3705efe3b923748655a57d76b7a236e54d361831)) +* random forest for s3e11 ([#347](https://github.com/microsoft/RD-Agent/issues/347)) ([b57846d](https://github.com/microsoft/RD-Agent/commit/b57846d29314e9a5967945d1b4895f0f48c0f5ce)) +* refine the code in model description and fix some bugs in feedback.py ([#288](https://github.com/microsoft/RD-Agent/issues/288)) ([5b124d7](https://github.com/microsoft/RD-Agent/commit/5b124d7372137e4c613eb2749ddcc773922cc7b6)) +* refine the template in several Kaggle competitions ([#343](https://github.com/microsoft/RD-Agent/issues/343)) ([034f238](https://github.com/microsoft/RD-Agent/commit/034f238ed5ec351486b21250eabc75114961936c)) +* Revise to support better hypothesis proposal ([#390](https://github.com/microsoft/RD-Agent/issues/390)) ([c55ec0a](https://github.com/microsoft/RD-Agent/commit/c55ec0a0f577bbf7fc6228f7b87d2089ded83b31)) +* show workspace in demo ([#348](https://github.com/microsoft/RD-Agent/issues/348)) ([ddf567c](https://github.com/microsoft/RD-Agent/commit/ddf567c551b553788be022e9312c209ef6137d64)) +* support Multi output ([#330](https://github.com/microsoft/RD-Agent/issues/330)) ([3d36c45](https://github.com/microsoft/RD-Agent/commit/3d36c452ff0983800e5343834cc69f24a508ea70)) +* Supporting COVID-19 competition ([#374](https://github.com/microsoft/RD-Agent/issues/374)) ([a1b63db](https://github.com/microsoft/RD-Agent/commit/a1b63db79600edc9a74ba713c9d0be290214a592)) +* supporting Mnist competition ([#375](https://github.com/microsoft/RD-Agent/issues/375)) ([e958a34](https://github.com/microsoft/RD-Agent/commit/e958a34f5632a46ac43bff8e0d07d6ed020fdfc2)) +* Supporting Model Specifications ([#319](https://github.com/microsoft/RD-Agent/issues/319)) ([e126471](https://github.com/microsoft/RD-Agent/commit/e1264719e10b76158a91cd0ef331848e7c2de7c7)) +* supporting various Kaggle competitions & scenarios for RD-Agent ([#409](https://github.com/microsoft/RD-Agent/issues/409)) ([75eea22](https://github.com/microsoft/RD-Agent/commit/75eea22cc3d4e6f5a94c88cce915e27c507f8c50)) +* template for kaggle ([#308](https://github.com/microsoft/RD-Agent/issues/308)) ([ff97cf0](https://github.com/microsoft/RD-Agent/commit/ff97cf0155ab6941e4b5cf7d103575f934b70dc9)) +* use auto gen seed when using LLM cache ([#441](https://github.com/microsoft/RD-Agent/issues/441)) ([ca15365](https://github.com/microsoft/RD-Agent/commit/ca15365d23eeb094f42cf3dc8f5269b2f1c42bd3)) +* use unified pickle cacher & move llm config into a isolated config ([#424](https://github.com/microsoft/RD-Agent/issues/424)) ([2879ecf](https://github.com/microsoft/RD-Agent/commit/2879ecff816d97688b60909a79c7e568d42608a1)) +* xgboost gpu accelerate ([#359](https://github.com/microsoft/RD-Agent/issues/359)) ([56a5b8f](https://github.com/microsoft/RD-Agent/commit/56a5b8f9b2c6726cc64ec5b04b4ce7935d59b572)) + + +### Bug Fixes + +* a bug of developer& edit s4e8 template ([#338](https://github.com/microsoft/RD-Agent/issues/338)) ([f12ce72](https://github.com/microsoft/RD-Agent/commit/f12ce726e7de96d478a232a3c27f92439820f8b4)) +* actively raised errors aer also considered as negative feedback. ([#268](https://github.com/microsoft/RD-Agent/issues/268)) ([46ec908](https://github.com/microsoft/RD-Agent/commit/46ec908e3594ac5e4cdc4057268e2f8800f5ed1f)) +* bug of saving preprocess cache files ([#310](https://github.com/microsoft/RD-Agent/issues/310)) ([5fb0608](https://github.com/microsoft/RD-Agent/commit/5fb0608f39f113cc9807fb1f381284a0bd4da318)) +* cache ([#383](https://github.com/microsoft/RD-Agent/issues/383)) ([f2a6e75](https://github.com/microsoft/RD-Agent/commit/f2a6e75b36ca96f7733b9c2a7154ac67bd2d7c6f)) +* change css tag of kaggle competition info crawler ([#306](https://github.com/microsoft/RD-Agent/issues/306)) ([1e3d38b](https://github.com/microsoft/RD-Agent/commit/1e3d38bf1ca3654f3a90ff392ecba1dbb4e80224)) +* debug dsagent ([#387](https://github.com/microsoft/RD-Agent/issues/387)) ([8fe9511](https://github.com/microsoft/RD-Agent/commit/8fe9511e606ba148c66f384add6ab94857079541)) +* eval_method cannot catch run factor error ([#260](https://github.com/microsoft/RD-Agent/issues/260)) ([2aaab31](https://github.com/microsoft/RD-Agent/commit/2aaab317ccb7a0121063bcd85fc36c21c7b8a391)) +* fix a bug in competition metric evaluation ([#407](https://github.com/microsoft/RD-Agent/issues/407)) ([94c47d6](https://github.com/microsoft/RD-Agent/commit/94c47d6fd5c3e38fc786a83e6d0d05e8d04498f3)) +* fix a bug in mini case ([#389](https://github.com/microsoft/RD-Agent/issues/389)) ([e75bb57](https://github.com/microsoft/RD-Agent/commit/e75bb5746f63933b750406bbd34ee63c5ba76b9f)) +* fix a bug in model tuning feedback ([#316](https://github.com/microsoft/RD-Agent/issues/316)) ([8aa088d](https://github.com/microsoft/RD-Agent/commit/8aa088da2dc7525a3970c01d01987246f47d6238)) +* fix a bug in scenario.py ([#388](https://github.com/microsoft/RD-Agent/issues/388)) ([999a1eb](https://github.com/microsoft/RD-Agent/commit/999a1eb0eff9088e1b02419db741db4acf8d9ff7)) +* fix a bug in the format of the model input ([#327](https://github.com/microsoft/RD-Agent/issues/327)) ([8f0574e](https://github.com/microsoft/RD-Agent/commit/8f0574eaaadb245b8c38e09ad4821306996d926f)) +* fix a small bug in cache using module name and function name as unique folder name ([#429](https://github.com/microsoft/RD-Agent/issues/429)) ([4f8134a](https://github.com/microsoft/RD-Agent/commit/4f8134a697d952f7ac824d7ebeec64bbc4545ab3)) +* fix a typo ([#362](https://github.com/microsoft/RD-Agent/issues/362)) ([9fafabd](https://github.com/microsoft/RD-Agent/commit/9fafabdf321b818bdd2211a2324d50cd0ebe1c1f)) +* fix cache result logic ([#430](https://github.com/microsoft/RD-Agent/issues/430)) ([5e34263](https://github.com/microsoft/RD-Agent/commit/5e342637dcc862679fd0642c6ba9ef048c984845)) +* fix command injection ([#421](https://github.com/microsoft/RD-Agent/issues/421)) ([52f30a6](https://github.com/microsoft/RD-Agent/commit/52f30a6184af1295be15e855a80b84bc424fc75d)) +* fix json load error ([#386](https://github.com/microsoft/RD-Agent/issues/386)) ([bba55fb](https://github.com/microsoft/RD-Agent/commit/bba55fb48fe105f4847c1b9c476eedc80835f523)) +* fix some bugs in feedback.py and refine the prompt ([#292](https://github.com/microsoft/RD-Agent/issues/292)) ([d834052](https://github.com/microsoft/RD-Agent/commit/d8340527f133dcc649d599d90d6402eddd37859e)) +* fix some bugs in knowledge base ([#378](https://github.com/microsoft/RD-Agent/issues/378)) ([fa6ff8e](https://github.com/microsoft/RD-Agent/commit/fa6ff8e591cf1847df77d73116649c5623161573)) +* fix some bugs in rag ([#399](https://github.com/microsoft/RD-Agent/issues/399)) ([194215c](https://github.com/microsoft/RD-Agent/commit/194215c4559aee5b6ece18d65c95fb30968e2db6)) +* fix some bugs in the entire loop ([#274](https://github.com/microsoft/RD-Agent/issues/274)) ([8a564ec](https://github.com/microsoft/RD-Agent/commit/8a564ece1d87b27ee98b76db317935e802468965)) +* fix some errors in scenario.py, proposal.py and runner.py and several complex competition scenarios([#365](https://github.com/microsoft/RD-Agent/issues/365)) ([2e383b1](https://github.com/microsoft/RD-Agent/commit/2e383b175d8448a67cb470f4e3ae8977d8ec6b5b)) +* improve_execution_time_in_kaggle_loop ([#279](https://github.com/microsoft/RD-Agent/issues/279)) ([4c8f998](https://github.com/microsoft/RD-Agent/commit/4c8f998c76f1e983a5687d2c65d3251750f2a9a0)) +* kaggle data mount problem ([#297](https://github.com/microsoft/RD-Agent/issues/297)) ([795df31](https://github.com/microsoft/RD-Agent/commit/795df311e3f93cd2f3fb51ba5698adaf10f6bd62)) +* Optiver fixes ([#357](https://github.com/microsoft/RD-Agent/issues/357)) ([b054017](https://github.com/microsoft/RD-Agent/commit/b054017463af0d1784407030f2477d212118f341)) +* partial bug in bench ([#368](https://github.com/microsoft/RD-Agent/issues/368)) ([af9808f](https://github.com/microsoft/RD-Agent/commit/af9808f98736a2df07e121c2f6d7bfeb7b7d3581)) +* preprocess output format & some mistake in spelling ([#358](https://github.com/microsoft/RD-Agent/issues/358)) ([b8b2cd6](https://github.com/microsoft/RD-Agent/commit/b8b2cd6ccd3b27aa73de847e50899a8a53b71b8f)) +* rag save file ([#385](https://github.com/microsoft/RD-Agent/issues/385)) ([1cb01dd](https://github.com/microsoft/RD-Agent/commit/1cb01dd6fe595f2f5fb86487601326611dd1a57a)) +* raise error in demo when no Metric in a Loop ([#313](https://github.com/microsoft/RD-Agent/issues/313)) ([e46a78e](https://github.com/microsoft/RD-Agent/commit/e46a78eb69271cb19978aab2f3b976c2870ca082)) +* refactor Bench ([#302](https://github.com/microsoft/RD-Agent/issues/302)) ([78a87f6](https://github.com/microsoft/RD-Agent/commit/78a87f624780ff67c0fa995ae4692678a120f99c)) +* refine some codes ([#353](https://github.com/microsoft/RD-Agent/issues/353)) ([866c2e6](https://github.com/microsoft/RD-Agent/commit/866c2e63ffa3876a3d16ad37f96da41d0558b714)) +* refine the prompt ([#286](https://github.com/microsoft/RD-Agent/issues/286)) ([77966c4](https://github.com/microsoft/RD-Agent/commit/77966c4f5e9f492c437c5b4b78d89c0f875ef0d8)) +* refine the ucb algorithm ([#406](https://github.com/microsoft/RD-Agent/issues/406)) ([14f7d97](https://github.com/microsoft/RD-Agent/commit/14f7d976e03c92d6e727524e0cdad8a03b585016)) +* revert model and make SOTA model available to COSTEER ([#351](https://github.com/microsoft/RD-Agent/issues/351)) ([3b7437b](https://github.com/microsoft/RD-Agent/commit/3b7437b87e685188259779cd85a78a0b592de9de)) +* stop using markup in docker env print ([#336](https://github.com/microsoft/RD-Agent/issues/336)) ([3009889](https://github.com/microsoft/RD-Agent/commit/3009889b5e2605b5427c76f3084e0e58026bb5ae)) +* support seed and fix absolute path ([#278](https://github.com/microsoft/RD-Agent/issues/278)) ([26352e1](https://github.com/microsoft/RD-Agent/commit/26352e13121cad5be95c0de78bb9f5dda4330614)) +* template for kaggle foreset & s4e9 ([#334](https://github.com/microsoft/RD-Agent/issues/334)) ([2393a41](https://github.com/microsoft/RD-Agent/commit/2393a41e7237615ced2c3fdd5c49308236b9f276)) +* test kaggle method ([#296](https://github.com/microsoft/RD-Agent/issues/296)) ([91a6196](https://github.com/microsoft/RD-Agent/commit/91a619618be1d7db660ea2b413a78dfaba9417a1)) +* update code to fix a small bug in model cache md5 hash ([#303](https://github.com/microsoft/RD-Agent/issues/303)) ([b00e4dc](https://github.com/microsoft/RD-Agent/commit/b00e4dc2eff5b16029a2a12a6589eadac5cfd148)) +* update new feature engineering code format ([#272](https://github.com/microsoft/RD-Agent/issues/272)) ([7850b80](https://github.com/microsoft/RD-Agent/commit/7850b8006a7c89d22629b345b4f361b0f35bc60d)) +* Update prompts.yaml to constrain only one model type ([#341](https://github.com/microsoft/RD-Agent/issues/341)) ([5b5dfee](https://github.com/microsoft/RD-Agent/commit/5b5dfeefbc7eb9dcbd9923544005c5d281262c03)) +* Update runner.py to fix a small bug ([#282](https://github.com/microsoft/RD-Agent/issues/282)) ([8aef3ab](https://github.com/microsoft/RD-Agent/commit/8aef3abcecd6002bd4bfeedcbe2c786d8bbfe2be)) +* Use fixed file name in model costeer & fixing cache ([#311](https://github.com/microsoft/RD-Agent/issues/311)) ([1f910a5](https://github.com/microsoft/RD-Agent/commit/1f910a5248bc576895ed66c2f7b2c3e046a2bc28)) + + +### Performance Improvements + +* some small upgrade to factor costeer to improve the performance ([#420](https://github.com/microsoft/RD-Agent/issues/420)) ([9eb931f](https://github.com/microsoft/RD-Agent/commit/9eb931ffd971f252380dbd33ad1db259a4f229fd)) + + +### Reverts + +* Revert feat: Factor Implement Search Enhancement ([#294](https://github.com/microsoft/RD-Agent/issues/294)) ([#305](https://github.com/microsoft/RD-Agent/issues/305)) ([f663cf4](https://github.com/microsoft/RD-Agent/commit/f663cf42a2f75cd52aef1c6b18be7c27f0641fed)) + +## [0.2.1](https://github.com/microsoft/RD-Agent/compare/v0.2.0...v0.2.1) (2024-09-10) + + +### Bug Fixes + +* default model value in config ([#256](https://github.com/microsoft/RD-Agent/issues/256)) ([c097585](https://github.com/microsoft/RD-Agent/commit/c097585f631f401c2c0966f6ad4c17286924f011)) +* fix_dotenv_error ([#257](https://github.com/microsoft/RD-Agent/issues/257)) ([923063c](https://github.com/microsoft/RD-Agent/commit/923063c1fd957c4ed42e97272c72b5e9545451dc)) +* readme ([#248](https://github.com/microsoft/RD-Agent/issues/248)) ([8cede22](https://github.com/microsoft/RD-Agent/commit/8cede2209922876490148459e1134da828e1fda0)) + +## [0.2.0](https://github.com/microsoft/RD-Agent/compare/v0.1.0...v0.2.0) (2024-09-07) + + +### Features + +* add collect info ([#233](https://github.com/microsoft/RD-Agent/issues/233)) ([89f4af9](https://github.com/microsoft/RD-Agent/commit/89f4af90fb4d95a0689bf9efc8ffd9326469c0aa)) +* add cross validation for kaggle scenario ([#236](https://github.com/microsoft/RD-Agent/issues/236)) ([e0b03ba](https://github.com/microsoft/RD-Agent/commit/e0b03ba6b5c3d9aa552b99d470e106d4e348e64d)) +* add progress status for docker env ([#215](https://github.com/microsoft/RD-Agent/issues/215)) ([538d4ef](https://github.com/microsoft/RD-Agent/commit/538d4ef2e52de795b90d3f75b2e1e877ab85c18d)) +* Added loop code for Kaggle scene. ([#211](https://github.com/microsoft/RD-Agent/issues/211)) ([975c327](https://github.com/microsoft/RD-Agent/commit/975c32715e51aec6b49537401f5fc59115e04a01)) +* Demo display effect and usage ([#162](https://github.com/microsoft/RD-Agent/issues/162)) ([8cf122a](https://github.com/microsoft/RD-Agent/commit/8cf122a0155f434fa4477ae7a6d616b5caecd3e0)) +* piloting of the framework ([#227](https://github.com/microsoft/RD-Agent/issues/227)) ([e9b103e](https://github.com/microsoft/RD-Agent/commit/e9b103e684fdd2b98cd1a89971a3fce2d6e884a1)) +* support more models for kaggle scenario ([#223](https://github.com/microsoft/RD-Agent/issues/223)) ([e3a9659](https://github.com/microsoft/RD-Agent/commit/e3a96598c0720fe092ec86d7ca8c195c7d6bcc72)) +* update model_experiment.py to support basic EDA ([#220](https://github.com/microsoft/RD-Agent/issues/220)) ([bf2684c](https://github.com/microsoft/RD-Agent/commit/bf2684c4d55ab8e1048ac0291695475ad53b0cd6)) + + +### Bug Fixes + +* fix some bugs in llm calling ([#217](https://github.com/microsoft/RD-Agent/issues/217)) ([7b010f8](https://github.com/microsoft/RD-Agent/commit/7b010f8b5940aba65a58f1d78192aa80bcd0e654)) +* package dependency. ([#234](https://github.com/microsoft/RD-Agent/issues/234)) ([46be295](https://github.com/microsoft/RD-Agent/commit/46be2952952af534fd8d98a656c704c688d7cbdd)) +* remove useless line ([#177](https://github.com/microsoft/RD-Agent/issues/177)) ([64e9a8e](https://github.com/microsoft/RD-Agent/commit/64e9a8e39a2072a962111db18f5b9565df5b0176)) + +## [0.1.0](https://github.com/microsoft/RD-Agent/compare/v0.0.1...v0.1.0) (2024-08-09) + + +### Features + +* add entry for rdagent. ([#187](https://github.com/microsoft/RD-Agent/issues/187)) ([121b6d9](https://github.com/microsoft/RD-Agent/commit/121b6d98de38cd03be30cbee47b40baf39a2b60b)) +* change ui entry ([#197](https://github.com/microsoft/RD-Agent/issues/197)) ([fa5d335](https://github.com/microsoft/RD-Agent/commit/fa5d3354d22240888f4fc4007d9834f7424632aa)) +* remove pdfs and enable online pdf readings ([#183](https://github.com/microsoft/RD-Agent/issues/183)) ([18c0501](https://github.com/microsoft/RD-Agent/commit/18c05016a23d694c7b12759cf1322562dcffc56a)) + + +### Bug Fixes + +* Fix a fail href in readme ([#189](https://github.com/microsoft/RD-Agent/issues/189)) ([1b89218](https://github.com/microsoft/RD-Agent/commit/1b89218f6bc697494f4a1b8a42ad18963002714f)) +* fix quick start problem ([#191](https://github.com/microsoft/RD-Agent/issues/191)) ([44f61bf](https://github.com/microsoft/RD-Agent/commit/44f61bfa1058a8efb59ca48b7f1417765aeea33e)) +* update command line in readme.md ([#192](https://github.com/microsoft/RD-Agent/issues/192)) ([9c45d24](https://github.com/microsoft/RD-Agent/commit/9c45d24a192da02f7d9765cb001097da1bc36c61)) + +## 0.0.1 (2024-08-08) + + +### Features + +* Add description for scenario experiments. ([#174](https://github.com/microsoft/RD-Agent/issues/174)) ([fbd8c6d](https://github.com/microsoft/RD-Agent/commit/fbd8c6d87e1424c08997103b8e8fbf264858c4ed)) +* Added QlibFactorFromReportScenario and improved the report-factor loop. ([#161](https://github.com/microsoft/RD-Agent/issues/161)) ([882c79b](https://github.com/microsoft/RD-Agent/commit/882c79bf11583980e646b130f71cfa20201ffc7b)) +* filter feature which is high correlation to former implemented features ([#145](https://github.com/microsoft/RD-Agent/issues/145)) ([e818326](https://github.com/microsoft/RD-Agent/commit/e818326422740e04a4863f7c3c18744dde2ad98f)) +* Remove redundant 'key steps' section in frontend scene display. ([#169](https://github.com/microsoft/RD-Agent/issues/169)) ([e767005](https://github.com/microsoft/RD-Agent/commit/e76700513bee29232c93b97414419df330d9be8d)) +* streamlit webapp demo for different scenarios ([#135](https://github.com/microsoft/RD-Agent/issues/135)) ([d8da7db](https://github.com/microsoft/RD-Agent/commit/d8da7db865e6653fc4740efee9a843b69bd79699)) +* Uploaded Documentation, Updated Prompts & Some Code for model demo ([#144](https://github.com/microsoft/RD-Agent/issues/144)) ([529f935](https://github.com/microsoft/RD-Agent/commit/529f935aa98623f0dc1dda29eecee3ef738dd446)) + + +### Bug Fixes + +* Add framework handling for task coding failure. ([#176](https://github.com/microsoft/RD-Agent/issues/176)) ([5e14fa5](https://github.com/microsoft/RD-Agent/commit/5e14fa54a9dd30a94aebe2643b8c9a3b85517a11)) +* Comprehensive update to factor extraction. ([#143](https://github.com/microsoft/RD-Agent/issues/143)) ([b5ea040](https://github.com/microsoft/RD-Agent/commit/b5ea04019fd5fa15c0f8b9a7e4f18f490f7057d4)) +* first round app folder cleaning ([#166](https://github.com/microsoft/RD-Agent/issues/166)) ([6a5a750](https://github.com/microsoft/RD-Agent/commit/6a5a75021912927deb5e8e4c7ad3ec4b51bfc788)) +* fix pickle problem ([#140](https://github.com/microsoft/RD-Agent/issues/140)) ([7ee4258](https://github.com/microsoft/RD-Agent/commit/7ee42587b60d94417f34332cee395cf210dc8a0e)) +* fix release CI ([#165](https://github.com/microsoft/RD-Agent/issues/165)) ([85d6a5e](https://github.com/microsoft/RD-Agent/commit/85d6a5ed91113fda34ae079b23c89aa24acd2cb2)) +* fix release CI error ([#160](https://github.com/microsoft/RD-Agent/issues/160)) ([1c9f8ef](https://github.com/microsoft/RD-Agent/commit/1c9f8ef287961731944acc9008496b4dddeddca7)) +* fix several bugs in data mining scenario ([#147](https://github.com/microsoft/RD-Agent/issues/147)) ([b233380](https://github.com/microsoft/RD-Agent/commit/b233380e2c66fb030db39424f0f040c86e37f5c4)) +* fix some small bugs in report-factor loop ([#152](https://github.com/microsoft/RD-Agent/issues/152)) ([a79f9f9](https://github.com/microsoft/RD-Agent/commit/a79f9f93406aff6305a76e6a6abd3852642e4c62)) +* fix_release_ci_error ([#150](https://github.com/microsoft/RD-Agent/issues/150)) ([4f82e99](https://github.com/microsoft/RD-Agent/commit/4f82e9960a2638af9d831581185ddd3bac5711fc)) +* Fixed some bugs introduced during refactoring. ([#167](https://github.com/microsoft/RD-Agent/issues/167)) ([f8f1445](https://github.com/microsoft/RD-Agent/commit/f8f1445283fb89aefeb2918243c35a219a51a56c)) +* optimize some prompts in factor loop. ([#158](https://github.com/microsoft/RD-Agent/issues/158)) ([c2c1330](https://github.com/microsoft/RD-Agent/commit/c2c13300b9ad315a663ec2d0eada414e56c6f54f)) + + +### Miscellaneous Chores + +* release 0.0.1 ([1feacd3](https://github.com/microsoft/RD-Agent/commit/1feacd39b21193de11e9bbecf880ddf96d7c261c)) diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 0000000..f9ba8cf --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,9 @@ +# Microsoft Open Source Code of Conduct + +This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/). + +Resources: + +- [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/) +- [Microsoft Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) +- Contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with questions or concerns diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..c86e3f0 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,50 @@ +# Contributing to RD-Agent + +We welcome contributions and suggestions to improve RD-Agent. Whether it's solving an issue, addressing a bug, enhancing documentation, or even correcting a typo, every contribution is valuable and helps improve the project. + +## Getting Started + +To get started, you can explore the issues list or search for `TODO:` comments in the codebase by running the command: +```sh +grep -r "TODO:" +``` + +## How to Contribute + +1. **Fork the Repository**: Create a fork of the repository on GitHub. +2. **Clone the Repository**: Clone your forked repository to your local machine. + ```sh + git clone https://github.com/your-username/RD-Agent.git + ``` +3. **Create a Branch**: Create a new branch for your changes. + ```sh + git checkout -b feature/your-feature-name + ``` +4. **Make Changes**: Make your changes to the codebase. +5. **Commit Changes**: Commit your changes with a descriptive commit message. + ```sh + git commit -m "Description of your changes" + ``` +6. **Push Changes**: Push your changes to your forked repository. + ```sh + git push origin feature/your-feature-name + ``` +7. **Ensure CI Passes**: Make sure your code passes the automatic CI checks on GitHub. +8. **Create a Pull Request**: Create a pull request from your forked repository to the main repository. + +## Code of Conduct + +Please adhere to the [Code of Conduct](CODE_OF_CONDUCT.md) in all your interactions with the project. + +## Reporting Issues + +If you encounter any issues or have suggestions for improvements, please open an issue on GitHub. + +## Guidelines + +- Ensure your code follows the project's coding standards. +- Write clear and concise commit messages. +- Update documentation as needed. +- Test your changes thoroughly before submitting a pull request. + +Thank you for contributing to RD-Agent! diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..9e841e7 --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ + MIT License + + Copyright (c) Microsoft Corporation. + + Permission is hereby granted, free of charge, to any person obtaining a copy + of this software and associated documentation files (the "Software"), to deal + in the Software without restriction, including without limitation the rights + to use, copy, modify, merge, publish, distribute, sublicense, and/or sell + copies of the Software, and to permit persons to whom the Software is + furnished to do so, subject to the following conditions: + + The above copyright notice and this permission notice shall be included in all + copies or substantial portions of the Software. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + SOFTWARE diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..0820eee --- /dev/null +++ b/Makefile @@ -0,0 +1,222 @@ +.PHONY: clean deepclean install init-qlib-env dev constraints black isort mypy ruff toml-sort lint pre-commit test-run test build upload docs-autobuild changelog docs-gen docs-mypy docs-coverage docs +#You can modify it according to your terminal +SHELL := /bin/bash + +######################################################################################## +# Variables +######################################################################################## + +# Determine whether to invoke pipenv based on CI environment variable and the availability of pipenv. +PIPRUN := $(shell [ "$$CI" != "true" ] && command -v pipenv > /dev/null 2>&1 && echo "pipenv run") + +# Get the Python version in `major.minor` format, using the environment variable or the virtual environment if exists. +PYTHON_VERSION := $(shell echo $${PYTHON_VERSION:-$$(python -V 2>&1 | cut -d ' ' -f 2)} | cut -d '.' -f 1,2) + +# Determine the constraints file based on the Python version. +CONSTRAINTS_FILE := constraints/$(PYTHON_VERSION).txt + +# Documentation target directory, will be adapted to specific folder for readthedocs. +PUBLIC_DIR := $(shell [ "$$READTHEDOCS" = "True" ] && echo "$$READTHEDOCS_OUTPUT/html" || echo "public") + +# URL and Path of changelog source code. +CHANGELOG_URL := $(shell echo $${CI_PAGES_URL:-https://microsoft.github.io/rdagent}/_sources/changelog.md.txt) +CHANGELOG_PATH := docs/changelog.md + +######################################################################################## +# Development Environment Management +######################################################################################## + +# Remove common intermediate files. +clean: + -rm -rf \ + $(PUBLIC_DIR) \ + .coverage \ + .mypy_cache \ + .pytest_cache \ + .ruff_cache \ + Pipfile* \ + coverage.xml \ + dist \ + release-notes.md + find . -name '*.egg-info' -print0 | xargs -0 rm -rf + find . -name '*.pyc' -print0 | xargs -0 rm -f + find . -name '*.swp' -print0 | xargs -0 rm -f + find . -name '.DS_Store' -print0 | xargs -0 rm -f + find . -name '__pycache__' -print0 | xargs -0 rm -rf + +# Remove pre-commit hook, virtual environment alongside itermediate files. +deepclean: clean + if command -v pre-commit > /dev/null 2>&1; then pre-commit uninstall --hook-type pre-push; fi + if command -v pipenv >/dev/null 2>&1 && pipenv --venv >/dev/null 2>&1; then pipenv --rm; fi + +# Install the package in editable mode. +install: + $(PIPRUN) pip install -e . -c $(CONSTRAINTS_FILE) + +# Install the package in editable mode with specific optional dependencies. +dev-%: + $(PIPRUN) pip install -e .[$*] -c $(CONSTRAINTS_FILE) + +# Prepare the development environment. +# Build submodules. +# Install the pacakge in editable mode with all optional dependencies and pre-commit hook. +init-qlib-env: + # note: You may need to install torch manually + # todo: downgrade ruamel.yaml in pyqlib + conda create -n qlibRDAgent python=3.8 -y + @source $$(conda info --base)/etc/profile.d/conda.sh && conda activate qlibRDAgent && which pip && pip install pyqlib && pip install ruamel-yaml==0.17.21 && pip install torch==2.1.1 && pip install catboost==0.24.3 && conda deactivate + +dev: + $(PIPRUN) pip install -U pip setuptools wheel + $(PIPRUN) pip install -e .[docs,lint,package,test] -c $(CONSTRAINTS_FILE) + $(PIPRUN) pip install -U kaggle + if [ "$(CI)" != "true" ] && command -v pre-commit > /dev/null 2>&1; then pre-commit install --hook-type pre-push; fi + +# Generate constraints for current Python version. +constraints: deepclean + $(PIPRUN) --python $(PYTHON_VERSION) pip install --upgrade -e .[docs,lint,package,test] + $(PIPRUN) pip freeze --exclude-editable > $(CONSTRAINTS_FILE) + +######################################################################################## +# Lint and pre-commit +######################################################################################## + +# Check lint with black. +black: + $(PIPRUN) python -m black --check --diff . --extend-exclude "(test/scripts|test/notebook/testfiles|git_ignore_folder|web)" -l 120 + +# Check lint with isort. +isort: + $(PIPRUN) python -m isort --check . -s git_ignore_folder -s test/scripts -s test/notebook/testfiles -s web + +# Check lint with mypy. +# First deal with the core folder, and then gradually increase the scope of detection, +# and eventually realize the detection of the complete project. +mypy: + $(PIPRUN) python -m mypy rdagent/core + +# Check lint with ruff. +# First deal with the core folder, and then gradually increase the scope of detection, +# and eventually realize the detection of the complete project. +ruff: + $(PIPRUN) ruff check rdagent/core --ignore FBT001,FBT002,I001,E501 # --exclude rdagent/scripts,git_ignore_folder + +# Check lint with toml-sort. +toml-sort: + $(PIPRUN) toml-sort --check pyproject.toml + +# Check lint with all linters. +# Prioritize fixing isort, then black, otherwise you'll get weird and unfixable black errors. +# lint: mypy ruff +lint: mypy ruff isort black toml-sort + +# Run pre-commit with autofix against all files. +pre-commit: + pre-commit run --all-files + +######################################################################################## +# Auto Lint +######################################################################################## + +# Auto lint with black. +auto-black: + $(PIPRUN) python -m black . --extend-exclude "(test/scripts|test/notebook/testfiles|git_ignore_folder|.venv|web)" -l 120 + +# Auto lint with isort. +auto-isort: + $(PIPRUN) python -m isort . -s git_ignore_folder -s test/scripts -s test/notebook/testfiles -s .venv -s web + +# Auto lint with toml-sort. +auto-toml-sort: + $(PIPRUN) toml-sort pyproject.toml + +# Auto lint with all linters. +auto-lint: auto-isort auto-black auto-toml-sort + +######################################################################################## +# Test +######################################################################################## + +# Clean and run test with coverage. +test-run: + $(PIPRUN) python -m coverage erase + $(PIPRUN) python -m coverage run --concurrency=multiprocessing -m pytest --ignore test/scripts + $(PIPRUN) python -m coverage combine + +test-run-offline: + # some test that does not require api calling + $(PIPRUN) python -m coverage erase + $(PIPRUN) python -m coverage run --concurrency=multiprocessing -m pytest -m "offline" --ignore test/scripts + $(PIPRUN) python -m coverage combine + +# Generate coverage report for terminal and xml. +# TODO: we may have higher coverage rate if we have more test +test: test-run + $(PIPRUN) python -m coverage report --fail-under 20 # 80 + $(PIPRUN) python -m coverage xml --fail-under 20 # 80 + +test-offline: test-run-offline + $(PIPRUN) python -m coverage report --fail-under 20 # 80 + $(PIPRUN) python -m coverage xml --fail-under 20 # 80 + +######################################################################################## +# Package +######################################################################################## + +# Build the package. +build: + $(PIPRUN) python -m build + +# Upload the package. +upload: + $(PIPRUN) python -m twine upload dist/* + +######################################################################################## +# Documentation +######################################################################################## + +# Generate documentation with auto build when changes happen. +docs-autobuild: + $(PIPRUN) python -m sphinx_autobuild docs $(PUBLIC_DIR) \ + --watch README.md \ + --watch rdagent + +# Generate changelog from git commits. +# The -c and -s arguments should match +# If -c uses Basic (default, inherits from base class), -s optional argument: # If -c uses conventional (inherits from base class), -s optional parameter: add,fix,change,remove,merge,doc +# If -c uses conventional (inherits from base class), -s is optional: build,chore,ci,deps,doc,docs,feat,fix,perf,ref,refactor,revert,style,test,tests +# If -c uses angular (inherits from conventional), -s optional argument: build,chore,ci,deps,doc,docs,feat,fix,perf,ref,refactor,revert,style,test,tests +# NOTE(xuan.hu): Need to be run before document generation to take effect. +# $(PIPRUN) git-changelog -ETrio $(CHANGELOG_PATH) -c conventional -s build,chore,ci,docs,feat,fix,perf,refactor,revert,style,test +changelog: + @if wget -q --spider $(CHANGELOG_URL); then \ + echo "Existing Changelog found at '$(CHANGELOG_URL)', download for incremental generation."; \ + wget -q -O $(CHANGELOG_PATH) $(CHANGELOG_URL); \ + fi + $(PIPRUN) LATEST_TAG=$$(git tag --sort=-creatordate | head -n 1); \ + git-changelog --bump $$LATEST_TAG -Tio docs/changelog.md -c conventional -s build,chore,ci,deps,doc,docs,feat,fix,perf,ref,refactor,revert,style,test,tests + +# Generate release notes from changelog. +release-notes: + @$(PIPRUN) git-changelog --input $(CHANGELOG_PATH) --release-notes + +# Build documentation only from rdagent. +docs-gen: + $(PIPRUN) python -m sphinx.cmd.build -W docs $(PUBLIC_DIR) + +# Generate mypy reports. +docs-mypy: docs-gen + $(PIPRUN) python -m mypy rdagent test --exclude git_ignore_folder --exclude rdagent/scripts --html-report $(PUBLIC_DIR)/reports/mypy + +# Generate html coverage reports with badge. +docs-coverage: test-run docs-gen + $(PIPRUN) python -m coverage html -d $(PUBLIC_DIR)/reports/coverage --fail-under 80 + $(PIPRUN) bash scripts/generate-coverage-badge.sh $(PUBLIC_DIR)/_static/badges + +# Generate all documentation with reports. +docs: changelog docs-gen docs-mypy docs-coverage + + +######################################################################################## +# End +######################################################################################## diff --git a/README.md b/README.md new file mode 100644 index 0000000..57864c0 --- /dev/null +++ b/README.md @@ -0,0 +1,577 @@ +

+ RA-Agent logo + + 🖥️ Live Demo | + 🎥 Demo Video ▶️YouTube | + 📖 Documentation | + 📄 Tech Report | + 📃 Papers +

+ + +[![CI](https://github.com/microsoft/RD-Agent/actions/workflows/ci.yml/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/ci.yml) +[![CodeQL](https://github.com/microsoft/RD-Agent/actions/workflows/github-code-scanning/codeql/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/github-code-scanning/codeql) +[![Dependabot Updates](https://github.com/microsoft/RD-Agent/actions/workflows/dependabot/dependabot-updates/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/dependabot/dependabot-updates) +[![Lint PR Title](https://github.com/microsoft/RD-Agent/actions/workflows/pr.yml/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/pr.yml) +[![Release.yml](https://github.com/microsoft/RD-Agent/actions/workflows/release.yml/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/release.yml) +[![Platform](https://img.shields.io/badge/platform-Linux-blue)](https://pypi.org/project/rdagent/#files) +[![PyPI](https://img.shields.io/pypi/v/rdagent)](https://pypi.org/project/rdagent/) +[![PyPI - Python Version](https://img.shields.io/pypi/pyversions/rdagent)](https://pypi.org/project/rdagent/) +[![Release](https://img.shields.io/github/v/release/microsoft/RD-Agent)](https://github.com/microsoft/RD-Agent/releases) +[![GitHub](https://img.shields.io/github/license/microsoft/RD-Agent)](https://github.com/microsoft/RD-Agent/blob/main/LICENSE) +[![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit)](https://github.com/pre-commit/pre-commit) +[![Checked with mypy](https://www.mypy-lang.org/static/mypy_badge.svg)](http://mypy-lang.org/) +[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff) +[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy) +[![Documentation Status](https://readthedocs.org/projects/rdagent/badge/?version=latest)](https://rdagent.readthedocs.io/en/latest/?badge=latest) +[![Readthedocs Preview](https://github.com/microsoft/RD-Agent/actions/workflows/readthedocs-preview.yml/badge.svg)](https://github.com/microsoft/RD-Agent/actions/workflows/readthedocs-preview.yml) +[![arXiv](https://img.shields.io/badge/arXiv-2505.14738-00ff00.svg)](https://arxiv.org/abs/2505.14738) + + +# 📰 News +| 🗞️ News | 📝 Description | +| -- | ------ | +| ICML 2026 Acceptance | We are thrilled to announce that our paper [FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents](https://arxiv.org/abs/2603.01712) has been accepted to ICML 2026. The FT-Agent implementation is available in the [LLM fine-tuning guide](rdagent/app/finetune/llm/README.md). | +| ACL 2026 Findings Acceptance | We are thrilled to announce that our paper [Reasoning as Gradient](https://arxiv.org/abs/2603.01692) has been accepted to ACL 2026 Findings. Execution traces are available at [Gome GPT-5 Traces](https://huggingface.co/datasets/amstrongzyf/Gome-GPT5-Traces) | +| Web UI Release | We release a new frontend that can be built and served by `rdagent server_ui` for real-time interaction and trace viewing, currently excluding the `data_science` scenario. | +| NeurIPS 2025 Acceptance | We are thrilled to announce that our paper [R&D-Agent-Quant](https://arxiv.org/abs/2505.15155) has been accepted to NeurIPS 2025 | +| [Technical Report Release](#overall-technical-report) | Overall framework description and results on MLE-bench | +| [R&D-Agent-Quant Release](#deep-application-in-diverse-scenarios) | Apply R&D-Agent to quant trading | +| MLE-Bench Results Released | R&D-Agent currently leads as the [top-performing machine learning engineering agent](#-the-best-machine-learning-engineering-agent) on MLE-bench | +| Support LiteLLM Backend | We now fully support **[LiteLLM](https://github.com/BerriAI/litellm)** as our default backend for integration with multiple LLM providers. | +| General Data Science Agent | [Data Science Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html) | +| Kaggle Scenario release | We release **[Kaggle Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html)**, try the new features! | +| Official WeChat group release | We created a WeChat group, welcome to join! (🗪[QR Code](https://github.com/microsoft/RD-Agent/issues/880)) | +| Official Discord release | We launch our first chatting channel in Discord (🗪[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy)) | +| First release | **R&D-Agent** is released on GitHub | + + + +# 🏆 The Best Machine Learning Engineering Agent! + +[MLE-bench](https://github.com/openai/mle-bench) is a comprehensive benchmark evaluating the performance of AI agents on machine learning engineering tasks. Utilizing datasets from 75 Kaggle competitions, MLE-bench provides robust assessments of AI systems' capabilities in real-world ML engineering scenarios. + +R&D-Agent currently leads as the top-performing machine learning engineering agent on MLE-bench: + +| Agent | Low == Lite (%) | Medium (%) | High (%) | All (%) | +|---------|--------|-----------|---------|----------| +| R&D-Agent o3(R)+GPT-4.1(D) | 51.52 ± 6.9 | 19.3 ± 5.5 | 26.67 ± 0 | 30.22 ± 1.5 | +| R&D-Agent o1-preview | 48.18 ± 2.49 | 8.95 ± 2.36 | 18.67 ± 2.98 | 22.4 ± 1.1 | +| AIDE o1-preview | 34.3 ± 2.4 | 8.8 ± 1.1 | 10.0 ± 1.9 | 16.9 ± 1.1 | + +**Notes:** +- **O3(R)+GPT-4.1(D)**: This version is designed to both reduce average time per loop and leverage a cost-effective combination of backend LLMs by seamlessly integrating Research Agent (o3) with Development Agent (GPT-4.1). +- **AIDE o1-preview**: Represents the previously best public result on MLE-bench as reported in the original MLE-bench paper. +- Average and standard deviation results for R&D-Agent o1-preview is based on a independent of 5 seeds and for R&D-Agent o3(R)+GPT-4.1(D) is based on 6 seeds. +- According to MLE-Bench, the 75 competitions are categorized into three levels of complexity: **Low==Lite** if we estimate that an experienced ML engineer can produce a sensible solution in under 2 hours, excluding the time taken to train any models; **Medium** if it takes between 2 and 10 hours; and **High** if it takes more than 10 hours. + +You can inspect the detailed runs of the above results online. +- [R&D-Agent o1-preview detailed runs](https://aka.ms/RD-Agent_MLE-Bench_O1-preview) +- [R&D-Agent o3(R)+GPT-4.1(D) detailed runs](https://aka.ms/RD-Agent_MLE-Bench_O3_GPT41) + +For running R&D-Agent on MLE-bench, refer to **[MLE-bench Guide: Running ML Engineering via MLE-bench](https://rdagent.readthedocs.io/en/latest/scens/data_science.html)** + +# 🥇 The First Data-Centric Quant Multi-Agent Framework! + +R&D-Agent for Quantitative Finance, in short **RD-Agent(Q)**, is the first data-centric, multi-agent framework designed to automate the full-stack research and development of quantitative strategies via coordinated factor-model co-optimization. + +![image](https://github.com/user-attachments/assets/3198bc10-47ba-4ee0-8a8e-46d5ce44f45d) + +Extensive experiments in real stock markets show that, at a cost under $10, RD-Agent(Q) achieves approximately 2× higher ARR than benchmark factor libraries while using over 70% fewer factors. It also surpasses state-of-the-art deep time-series models under smaller resource budgets. Its alternating factor–model optimization further delivers excellent trade-off between predictive accuracy and strategy robustness. + +You can learn more details about **RD-Agent(Q)** through the [paper](https://arxiv.org/abs/2505.15155) and reproduce it through the [documentation](https://rdagent.readthedocs.io/en/latest/scens/quant_agent_fin.html). + +# Data Science Agent Preview +Check out our demo video showcasing the current progress of our Data Science Agent under development: + +https://github.com/user-attachments/assets/3eccbecb-34a4-4c81-bce4-d3f8862f7305 + +# 🌟 Introduction +
+ Our focused scenario +
+ +R&D-Agent aims to automate the most critical and valuable aspects of the industrial R&D process, and we begin with focusing on the data-driven scenarios to streamline the development of models and data. +Methodologically, we have identified a framework with two key components: 'R' for proposing new ideas and 'D' for implementing them. +We believe that the automatic evolution of R&D will lead to solutions of significant industrial value. + + + +R&D is a very general scenario. The advent of R&D-Agent can be your +- 💰 **Automatic Quant Factory** ([🎥Demo Video](https://rdagent.azurewebsites.net/factor_loop)|[▶️YouTube](https://www.youtube.com/watch?v=X4DK2QZKaKY&t=6s)) +- 🤖 **Data Mining Agent:** Iteratively proposing data & models ([🎥Demo Video 1](https://rdagent.azurewebsites.net/model_loop)|[▶️YouTube](https://www.youtube.com/watch?v=dm0dWL49Bc0&t=104s)) ([🎥Demo Video 2](https://rdagent.azurewebsites.net/dmm)|[▶️YouTube](https://www.youtube.com/watch?v=VIaSTZuoZg4)) and implementing them by gaining knowledge from data. +- 🦾 **Research Copilot:** Auto read research papers ([🎥Demo Video](https://rdagent.azurewebsites.net/report_model)|[▶️YouTube](https://www.youtube.com/watch?v=BiA2SfdKQ7o)) / financial reports ([🎥Demo Video](https://rdagent.azurewebsites.net/report_factor)|[▶️YouTube](https://www.youtube.com/watch?v=ECLTXVcSx-c)) and implement model structures or building datasets. +- 🤖 **Kaggle Agent:** Auto Model Tuning and Feature Engineering([🎥Demo Video Coming Soon...]()) and implementing them to achieve more in competitions. +- 🧪 **FT-Agent:** Autonomous LLM fine-tuning for benchmark-driven domain adaptation. See the [LLM fine-tuning guide](rdagent/app/finetune/llm/README.md). +- ... + +You can click the links above to view the demo. We're continuously adding more methods and scenarios to the project to enhance your R&D processes and boost productivity. + +Additionally, you can take a closer look at the examples in our **[🖥️ Live Demo](https://rdagent.azurewebsites.net/)**. + +
+ + Watch the demo + +
+ + +# ⚡ Quick start + +### RD-Agent currently only supports Linux. + +You can try above demos by running the following command: + +### 🐳 Docker installation. +Users must ensure Docker is installed before attempting most scenarios. Please refer to the [official 🐳Docker page](https://docs.docker.com/engine/install/) for installation instructions. +Ensure the current user can run Docker commands **without using sudo**. You can verify this by executing `docker run hello-world`. + +### 🐍 Create a Conda Environment +- Create a new conda environment with Python (3.10 and 3.11 are well-tested in our CI): + ```sh + conda create -n rdagent python=3.10 + ``` +- Activate the environment: + ```sh + conda activate rdagent + ``` + +### 🛠️ Install the R&D-Agent + +#### For Users +- You can directly install the R&D-Agent package from PyPI: + ```sh + pip install rdagent + ``` + +#### For Developers +- If you want to try the latest version or contribute to RD-Agent, you can install it from the source and follow the development setup: + ```sh + git clone https://github.com/microsoft/RD-Agent + cd RD-Agent + make dev + ``` + +More details can be found in the [development setup](https://rdagent.readthedocs.io/en/latest/development.html). + +### 💊 Health check +- rdagent provides a health check that currently checks two things. + - whether the docker installation was successful. + - whether the default port used by the [rdagent ui](https://github.com/microsoft/RD-Agent?tab=readme-ov-file#%EF%B8%8F-monitor-the-application-results) is occupied. + ```sh + rdagent health_check --no-check-env + ``` + + +### ⚙️ Configuration +- The demos requires following ability: + - ChatCompletion + - json_mode + - embedding query + + You can set your Chat Model and Embedding Model in the following ways: + + > **🔥 Attention**: We now provide experimental support for **DeepSeek** models! You can use DeepSeek's official API for cost-effective and high-performance inference. See the configuration example below for DeepSeek setup. + +- **Using LiteLLM (Default)**: We now support LiteLLM as a backend for integration with multiple LLM providers. You can configure in multiple ways: + + **Option 1: Unified API base for both models** + + *Configuration Example: `OpenAI` Setup :* + + ```bash + cat << EOF > .env + # Set to any model supported by LiteLLM. + CHAT_MODEL=gpt-4o + EMBEDDING_MODEL=text-embedding-3-small + # Configure unified API base + OPENAI_API_BASE= + OPENAI_API_KEY= + ``` + + *Configuration Example: `Azure OpenAI` Setup :* + + > Before using this configuration, please confirm in advance that your `Azure OpenAI API key` supports `embedded models`. + + ```bash + cat << EOF > .env + EMBEDDING_MODEL=azure/ + CHAT_MODEL=azure/ + AZURE_API_KEY= + AZURE_API_BASE= + AZURE_API_VERSION= + ``` + + **Option 2: Separate API bases for Chat and Embedding models** + ```bash + cat << EOF > .env + # Set to any model supported by LiteLLM. + # Configure separate API bases for chat and embedding + + # CHAT MODEL: + CHAT_MODEL=gpt-4o + OPENAI_API_BASE= + OPENAI_API_KEY= + + # EMBEDDING MODEL: + # TAKE siliconflow as an example, you can use other providers. + # Note: embedding requires litellm_proxy prefix + EMBEDDING_MODEL=litellm_proxy/BAAI/bge-large-en-v1.5 + LITELLM_PROXY_API_KEY= + LITELLM_PROXY_API_BASE=https://api.siliconflow.cn/v1 + ``` + + *Configuration Example: `DeepSeek` Setup :* + + >Since many users encounter configuration errors when setting up DeepSeek. Here's a complete working example for DeepSeek Setup: + ```bash + cat << EOF > .env + # CHAT MODEL: Using DeepSeek Official API + CHAT_MODEL=deepseek/deepseek-chat + DEEPSEEK_API_KEY= + + # EMBEDDING MODEL: Using SiliconFlow for embedding since deepseek has no embedding model. + # Note: embedding requires litellm_proxy prefix + EMBEDDING_MODEL=litellm_proxy/BAAI/bge-m3 + LITELLM_PROXY_API_KEY= + LITELLM_PROXY_API_BASE=https://api.siliconflow.cn/v1 + ``` + + Notice: If you are using reasoning models that include thought processes in their responses (such as \ tags), you need to set the following environment variable: + ```bash + REASONING_THINK_RM=True + ``` + + You can also use a deprecated backend if you only use `OpenAI API` or `Azure OpenAI` directly. For this deprecated setting and more configuration information, please refer to the [documentation](https://rdagent.readthedocs.io/en/latest/installation_and_configuration.html). + + + +- If your environment configuration is complete, please execute the following commands to check if your configuration is valid. This step is necessary. + + ```bash + rdagent health_check + ``` + +### 🚀 Run the Application + +The **[🖥️ Live Demo](https://rdagent.azurewebsites.net/)** is implemented by the following commands(each item represents one demo, you can select the one you prefer): + +- Run the **Automated Quantitative Trading & Iterative Factors Model Joint Evolution**: [Qlib](http://github.com/microsoft/qlib) self-loop factor & model proposal and implementation application + ```sh + rdagent fin_quant + ``` + +- Run the **Automated Quantitative Trading & Iterative Factors Evolution**: [Qlib](http://github.com/microsoft/qlib) self-loop factor proposal and implementation application + ```sh + rdagent fin_factor + ``` + +- Run the **Automated Quantitative Trading & Iterative Model Evolution**: [Qlib](http://github.com/microsoft/qlib) self-loop model proposal and implementation application + ```sh + rdagent fin_model + ``` + +- Run the **Automated Quantitative Trading & Factors Extraction from Financial Reports**: Run the [Qlib](http://github.com/microsoft/qlib) factor extraction and implementation application based on financial reports + ```sh + # 1. Generally, you can run this scenario using the following command: + rdagent fin_factor_report --report-folder= + + # 2. Specifically, you need to prepare some financial reports first. You can follow this concrete example: + wget https://github.com/SunsetWolf/rdagent_resource/releases/download/reports/all_reports.zip + unzip all_reports.zip -d git_ignore_folder/reports + rdagent fin_factor_report --report-folder=git_ignore_folder/reports + ``` + +- Run the **Automated Model Research & Development Copilot**: model extraction and implementation application + ```sh + # 1. Generally, you can run your own papers/reports with the following command: + rdagent general_model + + # 2. Specifically, you can do it like this. For more details and additional paper examples, use `rdagent general_model -h`: + rdagent general_model "https://arxiv.org/pdf/2210.09789" + ``` + +- Run the **Automated Medical Prediction Model Evolution**: Medical self-loop model proposal and implementation application + + ```bash + # Generally, you can run the data science program with the following command: + rdagent data_science --competition + + # Specifically, you need to create a folder for storing competition files (e.g., competition description file, competition datasets, etc.), and configure the path to the folder in your environment. In addition, you need to use chromedriver when you download the competition descriptors, which you can follow for this specific example: + + # 1. Download the dataset, extract it to the target folder. + wget https://github.com/SunsetWolf/rdagent_resource/releases/download/ds_data/arf-12-hours-prediction-task.zip + unzip arf-12-hours-prediction-task.zip -d ./git_ignore_folder/ds_data/ + + # 2. Configure environment variables in the `.env` file + dotenv set DS_LOCAL_DATA_PATH "$(pwd)/git_ignore_folder/ds_data" + dotenv set DS_CODER_ON_WHOLE_PIPELINE True + dotenv set DS_IF_USING_MLE_DATA False + dotenv set DS_SAMPLE_DATA_BY_LLM False + dotenv set DS_SCEN rdagent.scenarios.data_science.scen.DataScienceScen + + # 3. run the application + rdagent data_science --competition arf-12-hours-prediction-task + ``` + + **NOTE:** For more information about the dataset, please refer to the [documentation](https://rdagent.readthedocs.io/en/latest/scens/data_science.html). + +- Run the **Automated Kaggle Model Tuning & Feature Engineering**: self-loop model proposal and feature engineering implementation application
+ > Using **tabular-playground-series-dec-2021** as an example.
+ > 1. Register and login on the [Kaggle](https://www.kaggle.com/) website.
+ > 2. Configuring the Kaggle API.
+ > (1) Click on the avatar (usually in the top right corner of the page) -> `Settings` -> `Create New Token`, A file called `kaggle.json` will be downloaded.
+ > (2) Move `kaggle.json` to `~/.config/kaggle/`
+ > (3) Modify the permissions of the kaggle.json file. Reference command: `chmod 600 ~/.config/kaggle/kaggle.json`
+ > 3. Join the competition: Click `Join the competition` -> `I Understand and Accept` at the bottom of the [competition details page](https://www.kaggle.com/competitions/tabular-playground-series-dec-2021/data). + ```bash + # Generally, you can run the Kaggle competition program with the following command: + rdagent data_science --competition + + # 1. Configure environment variables in the `.env` file + mkdir -p ./git_ignore_folder/ds_data + dotenv set DS_LOCAL_DATA_PATH "$(pwd)/git_ignore_folder/ds_data" + dotenv set DS_CODER_ON_WHOLE_PIPELINE True + dotenv set DS_IF_USING_MLE_DATA True + dotenv set DS_SAMPLE_DATA_BY_LLM True + dotenv set DS_SCEN rdagent.scenarios.data_science.scen.KaggleScen + + # 2. run the application + rdagent data_science --competition tabular-playground-series-dec-2021 + ``` + +- Run **FT-Agent for Autonomous LLM Fine-Tuning**: an ICML 2026 LLM fine-tuning scenario for benchmark-driven data processing, training, evaluation, and feedback-guided refinement. + ```bash + # See the full setup, benchmark descriptions, dataset notes, and examples: + # rdagent/app/finetune/llm/README.md + # Configure FT_TARGET_BENCHMARK and FT_BENCHMARK_DESCRIPTION before running. + rdagent llm_finetune --base-model Qwen/Qwen2.5-7B-Instruct + ``` + +### 🖥️ Monitor the Application Results +#### Streamlit UI + +Use the Streamlit UI to view run logs, especially for the `data_science` scenario. + +```sh +rdagent ui --port 19899 --log-dir --data-science +``` + +About the `data_science` parameter: If you want to see the logs of the data science scenario, set the `data_science` parameter to `True`; otherwise set it to `False`. + +#### Web UI + +We also provide a separate web frontend in `web/` for the Flask backend started by `server_ui`. + +**NOTE:** This web UI is different from `rdagent ui`. The current web UI does not support the `data_science` scenario yet. For the `data_science` scenario, please continue to use `rdagent ui --data-science`. + +```sh +cd web +npm install +``` + +To build the frontend for the Flask backend, generate the static assets into the default directory used by `server_ui`: + +```sh +cd web +npm run build:flask +``` + +By default, `server_ui` serves static files from `./git_ignore_folder/static`. If you need a different location, set the `UI_STATIC_PATH` environment variable before starting the backend. + +Start the Flask backend and serve the built frontend together with the real-time APIs: + +```sh +rdagent server_ui --port 19899 +``` + +After that, open `http://127.0.0.1:19899` in your browser. + +#### Common Notes + +Port `19899` is used in the examples above. Before starting either UI, check whether this port is already occupied. If it is, please change it to another available port. + +You can check whether the port is occupied by running: + +```sh +rdagent health_check --no-check-env --no-check-docker +``` + +# 🏭 Scenarios + +We have applied R&D-Agent to multiple valuable data-driven industrial scenarios. + + +## 🎯 Goal: Agent for Data-driven R&D + +In this project, we are aiming to build an Agent to automate Data-Driven R\&D that can ++ 📄 Read real-world material (reports, papers, etc.) and **extract** key formulas, descriptions of interested **features** and **models**, which are the key components of data-driven R&D . ++ 🛠️ **Implement** the extracted formulas (e.g., features, factors, and models) in runnable codes. + + Due to the limited ability of LLM in implementing at once, build an evolving process for the agent to improve performance by learning from feedback and knowledge. ++ 💡 Propose **new ideas** based on current knowledge and observations. + + + +## 📈 Scenarios/Demos + +In the two key areas of data-driven scenarios, model implementation and data building, our system aims to serve two main roles: 🦾Copilot and 🤖Agent. +- The 🦾Copilot follows human instructions to automate repetitive tasks. +- The 🤖Agent, being more autonomous, actively proposes ideas for better results in the future. + +The supported scenarios are listed below: + +| Scenario/Target | Model Implementation | Data Building | +| -- | -- | -- | +| **💹 Finance** | 🤖 [Iteratively Proposing Ideas & Evolving](https://rdagent.azurewebsites.net/model_loop)[▶️YouTube](https://www.youtube.com/watch?v=dm0dWL49Bc0&t=104s) | 🤖 [Iteratively Proposing Ideas & Evolving](https://rdagent.azurewebsites.net/factor_loop) [▶️YouTube](https://www.youtube.com/watch?v=X4DK2QZKaKY&t=6s)
🦾 [Auto reports reading & implementation](https://rdagent.azurewebsites.net/report_factor)[▶️YouTube](https://www.youtube.com/watch?v=ECLTXVcSx-c) | +| **🩺 Medical** | 🤖 [Iteratively Proposing Ideas & Evolving](https://rdagent.azurewebsites.net/dmm)[▶️YouTube](https://www.youtube.com/watch?v=VIaSTZuoZg4) | - | +| **🏭 General** | 🦾 [Auto paper reading & implementation](https://rdagent.azurewebsites.net/report_model)[▶️YouTube](https://www.youtube.com/watch?v=BiA2SfdKQ7o)
🤖 Auto Kaggle Model Tuning | 🤖Auto Kaggle feature Engineering | + +- **[RoadMap](https://rdagent.readthedocs.io/en/latest/scens/data_science.html#roadmap)**: Currently, we are working hard to add new features to the Kaggle scenario. + +Different scenarios vary in entrance and configuration. Please check the detailed setup tutorial in the scenarios documents. + +Here is a gallery of [successful explorations](https://github.com/SunsetWolf/rdagent_resource/releases/download/demo_traces/demo_traces.zip) (5 traces showed in **[🖥️ Live Demo](https://rdagent.azurewebsites.net/)**). You can download and view the execution trace using [this command](https://github.com/microsoft/RD-Agent?tab=readme-ov-file#%EF%B8%8F-monitor-the-application-results) from the documentation. + +Please refer to **[📖readthedocs_scen](https://rdagent.readthedocs.io/en/latest/scens/catalog.html)** for more details of the scenarios. + +# ⚙️ Framework + +
+ Framework-RDAgent +
+ + +Automating the R&D process in data science is a highly valuable yet underexplored area in industry. We propose a framework to push the boundaries of this important research field. + +The research questions within this framework can be divided into three main categories: +| Research Area | Paper/Work List | +|--------------------|-----------------| +| **Benchmark the R&D abilities** | [Benchmark](#benchmark) | +| **Idea proposal:** Explore new ideas or refine existing ones | [Research](#research) | +| **Ability to realize ideas:** Implement and execute ideas | [Development](#development) | + +We believe that the key to delivering high-quality solutions lies in the ability to evolve R&D capabilities. Agents should learn like human experts, continuously improving their R&D skills. + +More documents can be found in the **[📖 readthedocs](https://rdagent.readthedocs.io/)**. + +# 📃 Paper/Work list + +## Overall Technical Report +- [R&D-Agent: An LLM-Agent Framework Towards Autonomous Data Science](https://arxiv.org/abs/2505.14738) +```BibTeX +@misc{yang2025rdagentllmagentframeworkautonomous, + title={R&D-Agent: An LLM-Agent Framework Towards Autonomous Data Science}, + author={Xu Yang and Xiao Yang and Shikai Fang and Yifei Zhang and Jian Wang and Bowen Xian and Qizheng Li and Jingyuan Li and Minrui Xu and Yuante Li and Haoran Pan and Yuge Zhang and Weiqing Liu and Yelong Shen and Weizhu Chen and Jiang Bian}, + year={2025}, + eprint={2505.14738}, + archivePrefix={arXiv}, + primaryClass={cs.AI}, + url={https://arxiv.org/abs/2505.14738}, +} +``` +![image](https://github.com/user-attachments/assets/28b0488d-a546-4fef-8dc5-563ed64a9b4d) + +## 📊 Benchmark +- [Towards Data-Centric Automatic R&D](https://arxiv.org/abs/2404.11276) +```BibTeX +@misc{chen2024datacentric, + title={Towards Data-Centric Automatic R&D}, + author={Haotian Chen and Xinjie Shen and Zeqi Ye and Wenjun Feng and Haoxue Wang and Xiao Yang and Xu Yang and Weiqing Liu and Jiang Bian}, + year={2024}, + eprint={2404.11276}, + archivePrefix={arXiv}, + primaryClass={cs.AI} +} +``` +![image](https://github.com/user-attachments/assets/494f55d3-de9e-4e73-ba3d-a787e8f9e841) + +## 🔍 Research + +In a data mining expert's daily research and development process, they propose a hypothesis (e.g., a model structure like RNN can capture patterns in time-series data), design experiments (e.g., finance data contains time-series and we can verify the hypothesis in this scenario), implement the experiment as code (e.g., Pytorch model structure), and then execute the code to get feedback (e.g., metrics, loss curve, etc.). The experts learn from the feedback and improve in the next iteration. + +Based on the principles above, we have established a basic method framework that continuously proposes hypotheses, verifies them, and gets feedback from the real-world practice. This is the first scientific research automation framework that supports linking with real-world verification. + +For more detail, please refer to our **[🖥️ Live Demo page](https://rdagent.azurewebsites.net)**. + +## 🛠️ Development + +- [Collaborative Evolving Strategy for Automatic Data-Centric Development](https://arxiv.org/abs/2407.18690) +```BibTeX +@misc{yang2024collaborative, + title={Collaborative Evolving Strategy for Automatic Data-Centric Development}, + author={Xu Yang and Haotian Chen and Wenjun Feng and Haoxue Wang and Zeqi Ye and Xinjie Shen and Xiao Yang and Shizhao Sun and Weiqing Liu and Jiang Bian}, + year={2024}, + eprint={2407.18690}, + archivePrefix={arXiv}, + primaryClass={cs.AI} +} +``` +![image](https://github.com/user-attachments/assets/75d9769b-0edd-4caf-9d45-57d1e577054b) + +## Deep Application in Diverse Scenarios + +- [FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents](https://arxiv.org/abs/2603.01712) + +```BibTeX +@misc{li2026ftdojo, + title={FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents}, + author={Qizheng Li and Yifei Zhang and Xiao Yang and Xu Yang and Zhuo Wang and Weiqing Liu and Jiang Bian}, + year={2026}, + eprint={2603.01712}, + archivePrefix={arXiv}, + primaryClass={cs.AI}, + url={https://arxiv.org/abs/2603.01712} +} +``` + +FT-Agent, the autonomous LLM fine-tuning scenario from this paper, is available through the [LLM fine-tuning guide](rdagent/app/finetune/llm/README.md). + +- [R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization](https://arxiv.org/abs/2505.15155) +```BibTeX +@misc{li2025rdagentquantmultiagentframeworkdatacentric, + title={R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization}, + author={Yuante Li and Xu Yang and Xiao Yang and Minrui Xu and Xisen Wang and Weiqing Liu and Jiang Bian}, + year={2025}, + eprint={2505.15155}, + archivePrefix={arXiv}, + primaryClass={q-fin.CP}, + url={https://arxiv.org/abs/2505.15155}, +} +``` +![image](https://github.com/user-attachments/assets/3186f67a-c2f8-4b6b-8bb9-a9b959c13866) + +- [Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search](https://arxiv.org/abs/2603.01692) + +```BibTeX +@article{zhang2026reasoning, + title={Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search}, + author={Zhang, Yifei and Yang, Xu and Yang, Xiao and Xian, Bowen and Li, Qizheng and Fang, Shikai and Li, Jingyuan and Wang, Jian and Xu, Mingrui and Liu, Weiqing and others}, + journal={arXiv preprint arXiv:2603.01692}, + year={2026} +} +``` + +You can check the detailed execution traces online at [Gome GPT-5 Traces](https://huggingface.co/datasets/amstrongzyf/Gome-GPT5-Traces). + +# 🤝 Contributing + +We welcome contributions and suggestions to improve R&D-Agent. Please refer to the [Contributing Guide](CONTRIBUTING.md) for more details on how to contribute. + +Before submitting a pull request, ensure that your code passes the automatic CI checks. + +## 📝 Guidelines +This project welcomes contributions and suggestions. +Contributing to this project is straightforward and rewarding. Whether it's solving an issue, addressing a bug, enhancing documentation, or even correcting a typo, every contribution is valuable and helps improve R&D-Agent. + +To get started, you can explore the issues list, or search for `TODO:` comments in the codebase by running the command `grep -r "TODO:"`. + + + + + + + +Before we released R&D-Agent as an open-source project on GitHub, it was an internal project within our group. Unfortunately, the internal commit history was not preserved when we removed some confidential code. As a result, some contributions from our group members, including Haotian Chen, Wenjun Feng, Haoxue Wang, Zeqi Ye, Xinjie Shen, and Jinhui Li, were not included in the public commits. + +# ⚖️ Legal disclaimer +

The RD-agent is provided “as is”, without warranty of any kind, express or implied, including but not limited to the warranties of merchantability, fitness for a particular purpose and noninfringement. The RD-agent is aimed to facilitate research and development process in the financial industry and not ready-to-use for any financial investment or advice. Users shall independently assess and test the risks of the RD-agent in a specific use scenario, ensure the responsible use of AI technology, including but not limited to developing and integrating risk mitigation measures, and comply with all applicable laws and regulations in all applicable jurisdictions. The RD-agent does not provide financial opinions or reflect the opinions of Microsoft, nor is it designed to replace the role of qualified financial professionals in formulating, assessing, and approving finance products. The inputs and outputs of the RD-agent belong to the users and users shall assume all liability under any theory of liability, whether in contract, torts, regulatory, negligence, products liability, or otherwise, associated with use of the RD-agent and any inputs and outputs thereof.

diff --git a/README.wehub.md b/README.wehub.md new file mode 100644 index 0000000..f8ac015 --- /dev/null +++ b/README.wehub.md @@ -0,0 +1,7 @@ +# WeHub 来源说明 + +- 原始项目：`microsoft/RD-Agent` +- 原始仓库：https://github.com/microsoft/RD-Agent +- 导入方式：上游默认分支的最新快照 +- 原作者、版权和许可证信息以原始仓库及本仓库 LICENSE 为准 +- 本文件仅用于记录来源，不代表 WeHub 是原项目作者 diff --git a/SECURITY.md b/SECURITY.md new file mode 100644 index 0000000..b3c89ef --- /dev/null +++ b/SECURITY.md @@ -0,0 +1,41 @@ + + +## Security + +Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet) and [Xamarin](https://github.com/xamarin). + +If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/security.md/definition), please report it to us as described below. + +## Reporting Security Issues + +**Please do not report security vulnerabilities through public GitHub issues.** + +Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/security.md/msrc/create-report). + +If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/security.md/msrc/pgp). + +You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc). + +Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue: + + * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.) + * Full paths of source file(s) related to the manifestation of the issue + * The location of the affected source code (tag/branch/commit or direct URL) + * Any special configuration required to reproduce the issue + * Step-by-step instructions to reproduce the issue + * Proof-of-concept or exploit code (if possible) + * Impact of the issue, including how an attacker might exploit the issue + +This information will help us triage your report more quickly. + +If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/security.md/msrc/bounty) page for more details about our active programs. + +## Preferred Languages + +We prefer all communications to be in English. + +## Policy + +Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/security.md/cvd). + + diff --git a/SUPPORT.md b/SUPPORT.md new file mode 100644 index 0000000..291d4d4 --- /dev/null +++ b/SUPPORT.md @@ -0,0 +1,25 @@ +# TODO: The maintainer of this repo has not yet edited this file + +**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project? + +- **No CSS support:** Fill out this template with information about how to file issues and get help. +- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps. +- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide. + +*Then remove this first heading from this SUPPORT.MD file before publishing your repo.* + +# Support + +## How to file issues and get help + +This project uses GitHub Issues to track bugs and feature requests. Please search the existing +issues before filing new issues to avoid duplicates. For new issues, file your bug or +feature request as a new Issue. + +For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE +FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER +CHANNEL. WHERE WILL YOU HELP PEOPLE?**. + +## Microsoft Support Policy + +Support for this **PROJECT or PRODUCT** is limited to the resources listed above. diff --git a/TODO.md b/TODO.md new file mode 100644 index 0000000..0ca5788 --- /dev/null +++ b/TODO.md @@ -0,0 +1,10 @@ +We encourage to set the TODOs in code. But some TODOs are more global. +So we place it here. + + +- [ ] Aligning the naming of files in components & scenarios. + - We would like to have the same logic for naming convention in components(reusable components for all scenarios) and scenarios (componets for specific scenario). + - But now we have following mismatch + - `coder` in `components` & `developer` in `components` +- [ ] The name of the folders mismatch with the content in them. + - Why are scenarios in experiments? diff --git a/constraints/3.10.txt b/constraints/3.10.txt new file mode 100644 index 0000000..a6a94dd --- /dev/null +++ b/constraints/3.10.txt @@ -0,0 +1,5 @@ +azure-identity==1.17.1 +dill==0.3.9 +pillow==10.4.0 +psutil==6.1.0 +scipy==1.14.1 diff --git a/constraints/3.11.txt b/constraints/3.11.txt new file mode 100644 index 0000000..a6a94dd --- /dev/null +++ b/constraints/3.11.txt @@ -0,0 +1,5 @@ +azure-identity==1.17.1 +dill==0.3.9 +pillow==10.4.0 +psutil==6.1.0 +scipy==1.14.1 diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 0000000..ed88099 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = . +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/_static/Framework-RDAgent.png b/docs/_static/Framework-RDAgent.png new file mode 100644 index 0000000000000000000000000000000000000000..10a20f22fd89b722dc6820f8a6c1d30a855b4001 GIT binary patch literal 346974 zcmeFZWmr{R)Hb?IltxgbODUzhK|v6Z5EPJ7P!MU5PDP|aMY=&iTBLKM#8y&3*mQS? 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zSq#R5gBO#MY4H{-dyt_Jd&`kc<(YNXgN<+V(9!vM7T?_oxnQ@N!dj55an zAu65LKD*cs>@S;s1PkYEP 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['PB_ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['PB_ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "PB_ROE_movement_10": { + "description": "PB_ROE_movement=10 days PB_ROE movement indicator(-1 and 1 or 0).", + "formulation": "PB_ROE_movement = 10_day_movement(PB_ROE), PB_ROE = text{rank}(PB_t) - rank(ROE_t)", + "variables": { + "PB_ROE": "the ranking difference between PB and ROE.", + "10_day_PB_ROE_movement": "1 if PB_ROE is higher than the PB_ROE 10 days ago, -1 if PB_ROE is lower than the PB_ROE 10 days ago, 0 if PB_ROE is the same as the PB_ROE 10 days ago.", + "text{rank}(PB_t)": "Ranking of regression version PB on cross-section at time t.", + "text{rank}(ROE_t)": "Ranking of regression version single-quarter ROE on cross-section at time t." + }, + "Category": "Fundamentals", + "Difficulty": "Hard", + "gt_code": "import pandas as pd\ndata_f = pd.read_hdf('daily_f.h5')\nsample_df = data_f.reset_index()\n# Calculate the rank of PB and ROE\nsample_df['PB_rank'] = sample_df.groupby('datetime')['B/P'].rank()\nsample_df['ROE_rank'] = sample_df.groupby('datetime')['ROE'].rank()\nsample_df['PB_ROE'] = sample_df['PB_rank'] - sample_df['ROE_rank']\n# Group by instrument and date\nsample_df['PB_ROE_movement'] = sample_df['PB_ROE'].diff(periods=10).apply(lambda x: 1 if x > 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['PB_ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['PB_ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "PB_ROE_movement_20": { + "description": "PB_ROE_movement=20 days PB_ROE movement indicator(-1 and 1 or 0).", + "formulation": "PB_ROE_movement = 20_day_movement(PB_ROE), PB_ROE = text{rank}(PB_t) - rank(ROE_t)", + "variables": { + "PB_ROE": "the ranking difference between PB and ROE.", + "20_day_PB_ROE_movement": "1 if PB_ROE is higher than the PB_ROE 20 days ago, -1 if PB_ROE is lower than the PB_ROE 20 days ago, 0 if PB_ROE is the same as the PB_ROE 20 days ago.", + "text{rank}(PB_t)": "Ranking of regression version PB on cross-section at time t.", + "text{rank}(ROE_t)": "Ranking of regression version single-quarter ROE on cross-section at time t." + }, + "Category": "Fundamentals", + "Difficulty": "Hard", + "gt_code": "import pandas as pd\ndata_f = pd.read_hdf('daily_f.h5')\nsample_df = data_f.reset_index()\n# Calculate the rank of PB and ROE\nsample_df['PB_rank'] = sample_df.groupby('datetime')['B/P'].rank()\nsample_df['ROE_rank'] = sample_df.groupby('datetime')['ROE'].rank()\nsample_df['PB_ROE'] = sample_df['PB_rank'] - sample_df['ROE_rank']\n# Group by instrument and date\nsample_df['PB_ROE_movement'] = sample_df['PB_ROE'].diff(periods=20).apply(lambda x: 1 if x > 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['PB_ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['PB_ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "ROE_movement": { + "description": "ROE_movement=five day ROE movement indicator(-1 and 1 or 0).", + "formulation": "ROE_movement = 5_day_movement(ROE)", + "variables": { + "ROE": "ROE in fundamental statistics.", + "5_day_ROE_movement": "1 if ROE is higher than the ROE 5 days ago, -1 if ROE is lower than the ROE 5 days ago, 0 if ROE is the same as the ROE 5 days ago." + }, + "Category": "Fundamentals", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_f = pd.read_hdf('daily_f.h5')\nsample_df = data_f.reset_index()\n# Group by instrument and date\nsample_df['ROE_movement'] = sample_df['ROE'].diff(periods=5).apply(lambda x: 1 if x > 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "ROE_movement_10": { + "description": "ROE_movement_10=ten day ROE movement indicator(-1 and 1 or 0).", + "formulation": "ROE_movement = 10_day_movement(ROE)", + "variables": { + "ROE": "ROE in fundamental statistics.", + "10_day_ROE_movement": "1 if ROE is higher than the ROE 10 days ago, -1 if ROE is lower than the ROE 10 days ago, 0 if ROE is the same as the ROE 10 days ago." + }, + "Category": "Fundamentals", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_f = pd.read_hdf('daily_f.h5')\nsample_df = data_f.reset_index()\n# Group by instrument and date\nsample_df['ROE_movement'] = sample_df['ROE'].diff(periods=10).apply(lambda x: 1 if x > 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "ROE_movement_20": { + "description": "ROE_movement_20=20 day ROE movement indicator(-1 and 1 or 0).", + "formulation": "ROE_movement_20 = 20_day_movement(ROE)", + "variables": { + "ROE": "ROE in fundamental statistics.", + "20_day_ROE_movement": "1 if ROE is higher than the ROE 20 days ago, -1 if ROE is lower than the ROE 20 days ago, 0 if ROE is the same as the ROE 20 days ago." + }, + "Category": "Fundamentals", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_f = pd.read_hdf('daily_f.h5')\nsample_df = data_f.reset_index()\n# Group by instrument and date\nsample_df['ROE_movement'] = sample_df['ROE'].diff(periods=20).apply(lambda x: 1 if x > 0 else (-1 if x < 0 else 0))\n#calculate the mid_price_movement ratio for each day\n# set the datetime and instrument as index and drop the original index\nresult=pd.DataFrame(sample_df['ROE_movement']).set_index(data_f.index)\n# transfer the result to series\nresult=result['ROE_movement']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff": { + "description": "alpha_pv_diff is defined as the ratio of the difference between close prices 10 days change and open prices 10 days change to the sum of the highest minus lowest prices plus a small constant.", + "formulation": "frac{(text{close_diff10} - text{open_diff10})}{(text{high} - text{low} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(10) - new_df['$open'].diff(10)) / (new_df['$high'] - new_df['$low'] + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff_15": { + "description": "alpha_pv_diff is defined as the ratio of the difference between close prices 15 days change and open prices 15 days change to the sum of the highest minus lowest prices plus a small constant.", + "formulation": "frac{(text{close_diff15} - text{open_diff15})}{(text{high} - text{low} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(15) - new_df['$open'].diff(15)) / (new_df['$high'] - new_df['$low'] + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff_20": { + "description": "alpha_pv_diff is defined as the ratio of the difference between close prices 20 days change and open prices 20 days change to the sum of the highest minus lowest prices plus a small constant.", + "formulation": "frac{(text{close_diff20} - text{open_diff20})}{(text{high} - text{low} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Medium", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(20) - new_df['$open'].diff(20)) / (new_df['$high'] - new_df['$low'] + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff_pct": { + "description": "alpha_pv is defined as the ratio of the difference between close prices 10 days change and open prices 10 days change to the sum of the highest prices 10 days change ratio minus lowest prices 10 days change ratio plus a small constant.", + "formulation": "frac{(text{close_diff10} - text{open_diff10})}{(text{high_pct10} - text{low_pct10} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Hard", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(10) - new_df['$open'].diff(10)) / (new_df['$high'].pct_change(10) - new_df['$low'].pct_change(10) + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff_pct_15": { + "description": "alpha_pv is defined as the ratio of the difference between close prices 15 days change and open prices 15 days change to the sum of the highest prices 10 days change ratio minus lowest prices 10 days change ratio plus a small constant.", + "formulation": "frac{(text{close_diff15} - text{open_diff15})}{(text{high_pct10} - text{low_pct10} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Hard", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(15) - new_df['$open'].diff(15)) / (new_df['$high'].pct_change(10) - new_df['$low'].pct_change(10) + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha_pv_diff_pct_20": { + "description": "alpha_pv is defined as the ratio of the difference between close prices 20 days change and open prices 20 days change to the sum of the highest prices 10 days change ratio minus lowest prices 10 days change ratio plus a small constant.", + "formulation": "frac{(text{close_diff20} - text{open_diff20})}{(text{high_pct10} - text{low_pct10} + 0.001)}", + "variables": { + "close": "Closing price of the stock", + "open": "Opening price of the stock", + "high": "Highest price of the stock during the day", + "low": "Lowest price of the stock during the day" + }, + "Category": "Volume&Price", + "Difficulty": "Hard", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha101\nnew_df['result'] = (new_df['$close'].diff(20) - new_df['$open'].diff(20)) / (new_df['$high'].pct_change(10) - new_df['$low'].pct_change(10) + 0.001)\n# keep the index of the original dataframe\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\n# transfer the result to series\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha053": { + "description": "Reversal class factor, negative delta of a ratio involving close, low, and high prices over 9 days.", + "formulation": "-1 times Deltaleft(frac{(text{close} - text{low}) - (text{high} - text{close})}{text{close} - text{low}}, 9right)", + "variables": { + "Delta(x, d)": "Change in 'x' over 'd' days.", + "text{close}": "Closing price of the stock.", + "text{low}": "Lowest price of the stock for the day.", + "text{high}": "Highest price of the stock for the day." + }, + "Category": "Volume&Price", + "Difficulty": "Easy", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha053\nnew_df['ratio'] = (new_df['$close'] - new_df['$low'] - (new_df['$high'] - new_df['$close'])) / (new_df['$close'] - new_df['$low'])\n# the change of ratio in new_df over the 9 days\nnew_df['result']=-new_df['ratio'].diff(9)\n# transfer the result to series\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + }, + "alpha053_5": { + "description": "Reversal class factor, negative delta of a ratio involving close, low, and high prices over 5 days.", + "formulation": "-1 times Deltaleft(frac{(text{close} - text{low}) - (text{high} - text{close})}{text{close} - text{low}}, 5right)", + "variables": { + "Delta(x, d)": "Change in 'x' over 'd' days.", + "text{close}": "Closing price of the stock.", + "text{low}": "Lowest price of the stock for the day.", + "text{high}": "Highest price of the stock for the day." + }, + "Category": "Volume&Price", + "Difficulty": "Easy", + "gt_code": "import pandas as pd\ndata_pv = pd.read_hdf('daily_pv.h5')\nnew_df= data_pv.reset_index()\n# Calculate Alpha053\nnew_df['ratio'] = (new_df['$close'] - new_df['$low'] - (new_df['$high'] - new_df['$close'])) / (new_df['$close'] - new_df['$low'])\n# the change of ratio in new_df over the 5 days\nnew_df['result']=-new_df['ratio'].diff(5)\n# transfer the result to series\nresult=pd.DataFrame(new_df['result']).set_index(data_pv.index)\nresult=result['result']\nresult.to_hdf('result.h5', key='data')" + } +} diff --git a/docs/_static/benchmark.png b/docs/_static/benchmark.png new file mode 100644 index 0000000000000000000000000000000000000000..428be9c72fb98b282abe7175ab02a72f0c1a4b7e GIT binary patch literal 62064 zcmeFZc{G;o-#2=S5SbIDOqC*`(Ue&wO^S-hm_p{vb4f^riUwpT(O}FxXNaf_4a!V} z%q1kl{v7o@&t7Xk``z#R{94gjFIXu@TTr%C0@ygJQXNT4E{W_+cro-w#Kk6PG=FZ?r z-=nOevXwEJ=DP6J_RlojgFhEu7XEBCXJ%ef_bLy*fzI5Bz&kUC!^n{*?9q|I_~$ zN8rivVh?AH^_+Qyh35-JV=w=i9{bvASGwoz{hcPJrb~j=@z14o`)*idpKi^u;c9i9 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