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A utility package for RAG operations

Project description

WhiskerRAG

MIT License Python Version PyPI version

WhiskerRAG 是为 PeterCat 和 Whisker 项目开发的 RAG(Retrieval-Augmented Generation)工具包,提供完整的 RAG 相关类型定义和方法实现。

特性

  • 领域建模类型
  • 插件接口描述
  • Github、S3 数据源加载器
  • OpenAI Emedding

安装

使用 pip 安装:

pip install whiskerrag

快速开始

whiskerrag_utils

from whiskerrag_utils import loader,embedding,retriever

whiskerrag_client

from whiskerrag_client import APIClient

api_client = APIClient(
    base_url="https://api.example.com",
    token="your_token_here"
)

knowledge_chunks = await api_client.retrieval.retrieve_knowledge_content(
    RetrievalByKnowledgeRequest(knowledge_id="your knowledge uuid here")
)

space_chunks = await api_client.retrieval.retrieve_space_content(
    RetrievalBySpaceRequest(space_id="your space id here ")
)

chunk_list = await api_client.chunk.get_chunk_list(
    page=1,
    size=10,
    filters={"status": "active"}
)

task_list = await api_client.task.get_task_list(
    page=1,
    size=10
)

task_detail = await api_client.task.get_task_detail("task_id_here")

whiskerrag_types

from whiskerrag_types.interface import DBPluginInterface, TaskEngineInterface
from whiskerrag_types.model import Knowledge, Task, Tenant, PageParams, PageResponse

开发指南

环境设置

  1. 克隆项目
git clone https://github.com/your-username/whiskerRAG-toolkit.git
cd whiskerRAG-toolkit
  1. 创建并激活虚拟环境
make setup
source venv/bin/activate

开发工作流

  1. 代码格式化
make format
  1. 运行测试
# 运行所有测试
make test

# 运行特定测试文件
make test-file file=tests/test_specific.py
  1. 代码检查
# 运行所有检查(lint, type check, test)
make check

# 仅运行 lint
make lint

# 仅运行类型检查
make lint-mypy
  1. 生成测试覆盖率报告
make coverage

分支管理

创建新的功能分支:

make branch name=feature/new-feature

构建和发布

  1. 构建包
make build
  1. 检查构建的包
make check-build
  1. 发布到 TestPyPI
make upload-test
  1. 发布到 PyPI
make upload
  1. 创建新版本发布
# 本地发布
make release-local new_version=X.Y.Z

其他命令

  • 清理构建文件和缓存:
make clean
  • 更新依赖版本:
make update-deps
  • 运行 pre-commit 钩子:
make pre-commit

项目结构

whiskerRAG-toolkit/
├── src/
│   ├── whiskerrag_utils/
│   └── whiskerrag_types/
│   └── whiskerrag_client/
├── requirements.txt
├── requirements-dev.txt
├── setup.py
└── Makefile

贡献指南

  1. Fork 本仓库
  2. 创建特性分支 (make branch name=feature/amazing-feature)
  3. 提交更改 (git commit -m 'Add some amazing feature')
  4. 推送到分支 (git push origin feature/amazing-feature)
  5. 开启 Pull Request

许可证

本项目采用 MIT 许可证 - 查看 LICENSE 文件了解详情

联系方式

项目维护者 - @petercat-ai

项目链接:https://github.com/petercat-ai/whiskerrag_toolkit

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