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# feedback-commons | ||
This repository serves as a central hub for common code and tools, including API client libraries or data transformation utilities that are used across various parts of the feedback system. | ||
# Feedback Commons | ||
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**反馈通用工具库** | ||
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## 目录 | ||
- [简介](#简介) | ||
- [安装](#安装) | ||
- [使用](#使用) | ||
- [API 客户端](#api-客户端) | ||
- [数据清洗工具](#数据清洗工具) | ||
- [文件解析工具](#文件解析工具) | ||
- [模型定义](#模型定义) | ||
- [异步任务](#异步任务) | ||
- [贡献](#贡献) | ||
- [许可证](#许可证) | ||
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## 简介 | ||
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Feedback Commons 是一个通用工具库,旨在支持企业级 AI 驱动的智能反馈系统的开发。该库包含多种实用工具,如 API 客户端、数据清洗、文件解析、模型定义和异步任务处理。 | ||
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## 目录 | ||
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```bash | ||
feedback-commons/ | ||
|-- .github/ | ||
├── docs/ | ||
│ ├── API.md | ||
│ ├── DATA.md | ||
│ └── README.md | ||
├── src/ | ||
│ ├── api/ | ||
│ │ ├── __init__.py | ||
│ │ ├── openai_client.py | ||
│ │ └── ... | ||
│ ├── utils/ | ||
│ │ ├── __init__.py | ||
│ │ ├── data_cleaning.py | ||
│ │ ├── file_parser.py | ||
│ │ └── ... | ||
│ ├── models/ | ||
│ │ ├── __init__.py | ||
│ │ ├── feedback.py | ||
│ │ └── ... | ||
│ └── tasks/ | ||
│ ├── __init__.py | ||
│ ├── async_tasks.py | ||
│ └── ... | ||
├── tests/ | ||
│ ├── test_api.py | ||
│ ├── test_utils.py | ||
│ └── ... | ||
├── requirements.txt | ||
└── setup.py | ||
``` | ||
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## 安装 | ||
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```bash | ||
pip install -r requirements.txt | ||
python setup.py install | ||
``` | ||
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## 使用 | ||
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### API 客户端 | ||
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该模块提供与 OpenAI API 的集成,方便调用大语言模型进行数据处理。 | ||
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#### 示例代码 | ||
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```python | ||
from feedback_commons.api.openai_client import OpenAIClient | ||
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client = OpenAIClient(api_key='your_api_key') | ||
response = client.get_response(prompt="Summarize the following feedback...") | ||
print(response) | ||
``` | ||
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### 数据清洗工具 | ||
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提供数据清洗和预处理功能,包括格式转换、缺失值处理等。 | ||
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#### 示例代码 | ||
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```python | ||
from feedback_commons.utils.data_cleaning import clean_data | ||
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data = {"field1": "value1", "field2": None} | ||
cleaned_data = clean_data(data) | ||
print(cleaned_data) | ||
``` | ||
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### 文件解析工具 | ||
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支持多种文件格式的解析,如 Excel、JSON、YAML 等。 | ||
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#### 示例代码 | ||
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```python | ||
from feedback_commons.utils.file_parser import parse_excel | ||
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data = parse_excel('path/to/file.xlsx') | ||
print(data) | ||
``` | ||
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### 模型定义 | ||
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定义反馈系统的数据模型,包括用户、问题、反馈、标签等。 | ||
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#### 示例代码 | ||
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```python | ||
from feedback_commons.models.feedback import Feedback | ||
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feedback = Feedback(user_id=1, question_id=1, feedback_text="Great product!", score=4.5) | ||
print(feedback) | ||
``` | ||
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### 异步任务 | ||
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使用 Celery 实现异步任务处理,提高数据处理性能。 | ||
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#### 示例代码 | ||
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```python | ||
from feedback_commons.tasks.async_tasks import process_feedback | ||
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task = process_feedback.delay(feedback_data) | ||
print(task.id) | ||
``` | ||
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## 贡献 | ||
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欢迎对 Feedback Commons 做出贡献!请阅读 [贡献指南](docs/CONTRIBUTING.md) 了解详细信息。 | ||
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## 许可证 | ||
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Feedback Commons 使用 MIT 许可证。详情请参阅 [LICENSE](LICENSE) 文件。 | ||
``` | ||
### 工具模块概述 | ||
1. **API 客户端**: | ||
- `openai_client.py`:封装与 OpenAI API 的交互,简化调用过程。 | ||
2. **数据清洗工具**: | ||
- `data_cleaning.py`:提供数据清洗函数,如处理缺失值、数据标准化等。 | ||
3. **文件解析工具**: | ||
- `file_parser.py`:支持 Excel、JSON、YAML 等文件格式的解析和转换。 | ||
4. **模型定义**: | ||
- `feedback.py`:定义反馈系统的数据模型,如用户、问题、反馈、标签等。 | ||
5. **异步任务**: | ||
- `async_tasks.py`:使用 Celery 实现异步任务处理,包括数据评分和分类等任务。 |