build(actions): bump actions/checkout from 4 to 7

.bumpversion.cfg

@@ -0,0 +1,6 @@
+[bumpversion]
+current_version = 0.0.0
+commit = True
+tag = True
+
+[bumpversion:file:pyproject.toml]

.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"]
+      ]
+    }
+  };

.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

.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=<your competition name>
+conda run -n mlebench  mlebench grade-sample submission.csv $DS_COMPETITION --data-dir /tmp/kaggle/zip_files/

.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"
+}

.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;

.env.example

@@ -0,0 +1,61 @@
+"""
+This file is a template for the .env file.
+
+Please copy this file to .env and fill in the values.
+
+For more information about configuration options, please refer to the documentation
+
+"""
+
+# ==========================================
+# Global configs:
+MAX_RETRY=10
+RETRY_WAIT_SECONDS=20
+# ==========================================
+
+
+# ==========================================
+# Backend Configuration
+# ==========================================
+# BACKEND=rdagent.oai.backend.LiteLLMAPIBackend
+# ==========================================
+
+# ==========================================
+# Backend Configuration (choose one)
+# ==========================================
+
+# 1. Set universal API key
+# CHAT_MODEL="gpt-4o"
+# EMBEDDING_MODEL="text-embedding-3-small"
+# OPENAI_API_BASE="https://your-endpoint.com/v1"
+# OPENAI_API_KEY="sk-your-api-key-here"
+
+# 2. Set separate API KEY
+# Chat configuration
+OPENAI_API_KEY="sk-chat-key"
+OPENAI_API_BASE="https://xxx-litellm.com/v1"
+CHAT_MODEL='gpt-4o'
+
+# Embedding configuration (using other service)
+# Use siliconflow as example, pay attention to the litellm_proxy prefix
+LITELLM_PROXY_API_KEY="sk-embedding-service-key"
+LITELLM_PROXY_API_BASE="https://api.siliconflow.cn/v1"
+EMBEDDING_MODEL="litellm_proxy/BAAI/bge-large-en-v1.5"
+# ==========================================
+
+# ==========================================
+# Other Configuration 
+# ==========================================
+# CHAT_AZURE_API_BASE=<for_Azure_user>
+# CHAT_AZURE_API_VERSION=<for_Azure_user>
+
+# EMBEDDING_AZURE_API_BASE=<for_Azure_user>
+# EMBEDDING_AZURE_API_VERSION=<for_Azure_user>
+
+# Cache Setting (Optional):
+# USE_CHAT_CACHE=True
+# USE_EMBEDDING_CACHE=True
+# FT_DOCKER_ENABLE_CACHE=True
+# DS_DOCKER_ENABLE_CACHE=True
+# Senario Configs:
+# ==========================================

.github/FUNDING.yml

@@ -0,0 +1,2 @@
+github:
+  - MIIC-finance

.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
+
+<!-- A clear and concise description of what the bug is. -->
+
+## To Reproduce
+
+Steps to reproduce the behavior:
+
+1.
+2.
+3.
+
+
+## Expected Behavior
+
+<!-- A clear and concise description of what you expected to happen. -->
+
+## Screenshot
+
+<!-- A screenshot of the error message or anything shouldn't appear-->
+
+## 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
+
+<!-- Add any other information about the problem here. -->

.github/ISSUE_TEMPLATE/documentation.md

@@ -0,0 +1,9 @@
+---
+name: "\U0001F4D6 Documentation"
+about: Report an issue related to documentation
+
+---
+
+## 📖 Documentation
+
+<!-- Please specify whether it's tutorial part or API reference part, and describe it.-->

.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
+<!-- A clear and concise description of the feature proposal -->
+
+## Motivation
+
+1. Application scenario
+2. Related works (Papers, Github repos etc.):
+3. Any other relevant and important information:
+
+<!-- Please describe why the feature is important. -->
+
+## Alternatives
+
+<!-- A short description of any alternative solutions or features you've considered. -->
+
+## Additional Notes
+
+<!-- Add any other context or screenshots about the feature request here. -->

.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.

.github/PULL_REQUEST_TEMPLATE.md

@@ -0,0 +1,34 @@
+<!--- Thank you for submitting a Pull Request! In order to make our work smoother. -->
+<!--- please make sure your Pull Request meets the following requirements: -->
+<!---   1. Provide a general summary of your changes in the Title above; -->
+<!---   2. Add appropriate prefixes to titles, such as `build:`, `chore:`, `ci:`, `docs:`, `feat:`, `fix:`, `perf:`, `refactor:`, `revert:`, `style:`, `test:`(Ref: https://www.conventionalcommits.org/). -->
+<!--- Category: -->
+<!--- Patch Updates: `fix:` -->
+<!---   Example: fix(auth): correct login validation issue -->
+<!--- minor update (introduces new functionality): `feat` -->
+<!---   Example: feature(parser): add ability to parse arrays -->
+<!--- major update(destructive update): Include BREAKING CHANGE in the commit message footer, or add `! ` in the commit footer to indicate that there is a destructive update. -->
+<!---   Example: feat(auth)! : remove support for old authentication method -->
+<!--- Other updates: `build:`, `chore:`, `ci:`, `docs:`, `perf:`, `refactor:`, `revert:`, `style:`, `test:`. -->
+
+## Description
+<!--- Describe your changes in detail -->
+
+## Motivation and Context
+<!--- Are there any related issues? If so, please put the link here. -->
+<!--- Why is this change required? What problem does it solve? -->
+
+## How Has This Been Tested?
+<!---  Put an `x` in all the boxes that apply: --->
+- [ ] If you are adding a new feature, test on your own test scripts.
+
+<!--- **ATTENTION**: If you are adding a new feature, please make sure your codes are **correctly tested**. If our test scripts do not cover your cases, please provide your own test scripts under the `tests` folder and test them. More information about test scripts can be found [here](https://docs.python.org/3/library/unittest.html#basic-example), or you could refer to those we provide under the `tests` folder. -->
+
+## Screenshots of Test Results (if appropriate):
+1. Your own tests:
+
+## Types of changes
+<!--- What types of changes does your code introduce? Put an `x` in all the boxes that apply: -->
+- [ ] Fix bugs
+- [ ] Add new feature
+- [ ] Update documentation

.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