# cgft-llm

**Repository Path**: zxddlt/cgft-llm

## Basic Information

- **Project Name**: cgft-llm
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2025-02-19
- **Last Updated**: 2025-02-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

<p align="center">
  <img src="assets/logo-min.png" width="580" alt="Hands on LLMs"/>
</p>

<div align="center">

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</div>


# ⛰️ 动手做大模型系列 🎮

如果你在实操的过程中遇到问题，请在对应的视频下方留言。
复现遇到bug，请描述：
1. 🎯 运行环境
2. 🧩 对应的代码、日志和报错截图

有感兴趣的内容或问题，[点击这里加入讨论🎉](https://github.com/echonoshy/cgft-llm/discussions)。

> 如果你不太了解如何提出一个好问题，请花几分钟阅读一下这个，相信我，可能并不能改变什么🤫（不是）。  
> [How-To-Ask-Questions-The-Smart-Way](https://github.com/ryanhanwu/How-To-Ask-Questions-The-Smart-Way/blob/main/README-zh_CN.md)  
 
## 🎨 视频及文档合集

### 🛰️ 1. 大模型模块知识

| 序号 | 项目 | 代码文档 | 视频时长 | 视频教程 |
|------|--------------------------------|---------------------------------|------------|-------------------------------------------------------------|
| 1 | 使用llama-factory微调llama3 | [llama-factory](llama-factory/README.md) | ![Duration](https://img.shields.io/badge/Duration-43:21-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1uw4m1S7Cd)](https://www.bilibili.com/video/BV1uw4m1S7Cd/) <br> [![youtube](https://img.shields.io/youtube/views/Hpc4QQQuLWM?style=social)](https://youtu.be/Hpc4QQQuLWM) |
| 2 | 训练数据整理以及微调优化建议 | [training-dataset](docs/llama-factory-training-dataset.md) | ![Duration](https://img.shields.io/badge/Duration-20:13-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1vrksYgEP9)](https://www.bilibili.com/video/BV1vrksYgEP9) <br> [![youtube](https://img.shields.io/youtube/views/tOVG1YZ9bcI?style=social)](https://youtu.be/tOVG1YZ9bcI) |
| 3 | llama.cpp进行轻量化部署和量化 | [llama-cpp](llama-cpp/README.md) | ![Duration](https://img.shields.io/badge/Duration-37:15-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1et421N7TK)](https://www.bilibili.com/video/BV1et421N7TK) <br> [![youtube](https://img.shields.io/youtube/views/2MYsfe0pc9A?style=social)](https://youtu.be/2MYsfe0pc9A) |
| 4 | Ollama大模型部署工具介绍 | [ollama](ollama/README.md) | ![Duration](https://img.shields.io/badge/Duration-25:48-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1Gs421u7a5)](https://www.bilibili.com/video/BV1Gs421u7a5/) <br> [![youtube](https://img.shields.io/youtube/views/yQ1q8YWacyE?style=social)](https://youtu.be/yQ1q8YWacyE) |
| 5 | vllm部署工具及paged attention | [vllm](vllm/README.md) | ![Duration](https://img.shields.io/badge/Duration-31:42-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1R1421r7tk)](https://www.bilibili.com/video/BV1R1421r7tk) <br> [![youtube](https://img.shields.io/youtube/views/cQWzKX9gM9Q?style=social)](https://youtu.be/cQWzKX9gM9Q) |
| 6 | llama-index实现RAG | [llama-index](llama-index/README.md) | ![Duration](https://img.shields.io/badge/Duration-28:56-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1jE421A77u)](https://www.bilibili.com/video/BV1jE421A77u) <br> [![youtube](https://img.shields.io/youtube/views/Q6vUx94HCDc?style=social)](https://youtu.be/Q6vUx94HCDc) |
| 7 | graph-rag本地部署 | [graph-rag](graph-rag/README.md) | ![Duration](https://img.shields.io/badge/Duration-33:17-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1rE421w7t3)](https://www.bilibili.com/video/BV1rE421w7t3) <br> [![youtube](https://img.shields.io/youtube/views/tFLJUXsKGsc?style=social)](https://youtu.be/tFLJUXsKGsc) |
| 8 | mkdocs+readthedocs部署项目文档 | [mkdocs](mkdocs/README.md) | ![Duration](https://img.shields.io/badge/Duration-22:34-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV19f421v7P9)](https://www.bilibili.com/video/BV19f421v7P9) <br> [![youtube](https://img.shields.io/youtube/views/FRyvV-hj65M?style=social)](https://youtu.be/FRyvV-hj65M) |
| 9 | function-calling 自动发邮件 | [function-calling](function-calling/README.md) | ![Duration](https://img.shields.io/badge/Duration-19:45-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1eH4y1c7KQ)](https://www.bilibili.com/video/BV1eH4y1c7KQ/) <br> [![youtube](https://img.shields.io/youtube/views/U2tbBxtA_wQ?style=social)](https://youtu.be/U2tbBxtA_wQ) |
| 10 | 大模型学习路径及面试 | [llm-roadmap](docs/llm-roadmap.md) | ![Duration](https://img.shields.io/badge/Duration-45:23-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1maW4euELX)](https://www.bilibili.com/video/BV1maW4euELX) <br> [![youtube](https://img.shields.io/youtube/views/-YLeUO6wwz8?style=social)](https://youtu.be/-YLeUO6wwz8) |
| 11 | 大模型算法岗非技术答疑 | [llm-no-tec-qa](docs/llm-no-tec-qa.md) | ![Duration](https://img.shields.io/badge/Duration-38:51-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1Kjx7ejE5M)](https://www.bilibili.com/video/BV1Kjx7ejE5M/) <br> [![youtube](https://img.shields.io/youtube/views/JrY8CL0pz68?style=social)](https://youtu.be/JrY8CL0pz68) |
| 12 | AI标注流程及label studio框架 | [label-studio](label-studio/README.md) | ![Duration](https://img.shields.io/badge/Duration-29:16-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1oRxteFEJi)](https://www.bilibili.com/video/BV1oRxteFEJi/) <br> [![youtube](https://img.shields.io/youtube/views/rTNrfq5Ay7o?style=social)](https://youtu.be/rTNrfq5Ay7o) |
| 13 | AI算法项目开发流程及实例 | [AI-project-workflow](project-workflow/AI项目开发流程.pdf) | ![Duration](https://img.shields.io/badge/Duration-35:27-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1XSUpYmERX)](https://www.bilibili.com/video/BV1XSUpYmERX/) <br> [![youtube](https://img.shields.io/youtube/views/dB9t3fcuVF8?style=social)](https://youtu.be/dB9t3fcuVF8) |
| 14 | Dify实现Agent和LLM Workflow | [Agent llm-workflow](./dify/agent-llm-workflow-dify.md) | ![Duration](https://img.shields.io/badge/Duration-59:23-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1hacaeNEQJ)](https://www.bilibili.com/video/BV1hacaeNEQJ/) <br> [![youtube](https://img.shields.io/youtube/views/zU5nHsUx5ck?style=social)](https://youtu.be/zU5nHsUx5ck) |



### 🪂 2. 专题系列

> 专题系列会以多个视频介绍同一个主题，分P的形式展示，即共用一个video url。

| 序号 | 项目 | 代码文档 | 视频时长 | 视频教程 |
|------|--------------------------------|---------------------------------|------------|-------------------------------------------------------------|
| 1 | kaggle 大模型竞赛系列  （🏊更新至01期） | [ kaggle](kaggle/getting-started.ipynb) | ![Duration](https://img.shields.io/badge/Duration-32:15-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1vVayeREVe)](https://www.bilibili.com/video/BV1vVayeREVe/) <br> [![youtube](https://img.shields.io/youtube/views/Mz4V3zinMYI?style=social)](https://youtu.be/Mz4V3zinMYI) |
| 2 | gradio 使用python构建并分享AI应用（🏊已完结） | [ gradio](gradio/README.md) | ![Duration](https://img.shields.io/badge/Duration-70:51-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1TK66YYEvJ)](https://www.bilibili.com/video/BV1TK66YYEvJ/) <br> [![youtube](https://img.shields.io/youtube/views/sRW_Q0Wzzwo?style=social)](https://youtu.be/sRW_Q0Wzzwo) |
| 3 | docker 容器化部署     （🏊已完结） | [ docker](docker/README.md) | ![Duration](https://img.shields.io/badge/Duration-62:59-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1o7y7Y8EZ1)](https://www.bilibili.com/video/BV1o7y7Y8EZ1/) <br> [![youtube](https://img.shields.io/youtube/views/DeYNR47abG8?style=social)](https://youtu.be/DeYNR47abG8) |



### 🏖️ 3. 番外篇
| 序号 | 项目 | 代码文档 | 视频时长 | 视频教程 |
|------|--------------------------------|---------------------------------|------------|-------------------------------------------------------------|
| 1 | B站实现动态转发抽奖  | [ Bilibili-lottery](./dulldrum/bilibili_lottery/bilibili_lottery.md) | ![Duration](https://img.shields.io/badge/Duration-4:40-blue) | [![bilibili](https://img.shields.io/badge/dynamic/json?label=views&style=social&logo=bilibili&query=data.stat.view&url=https%3A%2F%2Fapi.bilibili.com%2Fx%2Fweb-interface%2Fview%3Fbvid%3DBV1gYzEYrEQt)](https://www.bilibili.com/video/BV1gYzEYrEQt/) <br> [![youtube](https://img.shields.io/youtube/views/Bnb92NG30us?style=social)](https://youtu.be/Bnb92NG30us) |


## 🗺️ Roadmap


**1. LLM 主线知识**
- [ ] llama.cpp更新版本
- [x] AI agent
- [x] label studio: 自建打标平台


**2. AI 专题**
- [x] gradio 
- [ ] kaggle
- [x] docker 容器化部署



**3. AI工程**
* 语音类
  - [ ] 流式变声器
  - [ ] 端到端音频大模型
  - [x] 声音克隆

* 文本类
  - [ ] AI播客
* 图像类