# llama3
## 论文
[deepseek-v2](https://arxiv.org/abs/2405.04434)

## 模型结构


<div align=center>
    <img src="./doc/model.png"/>
</div>


## 环境配置
-v 路径、docker_name和imageID根据实际情况修改

### Docker（方法一）

```bash
docker pull image.sourcefind.cn:5000/dcu/admin/base/pytorch:2.1.0-centos7.6-dtk24.04-py310
docker run -it -v /path/your_code_data/:/path/your_code_data/ -v /opt/hyhal/:/opt/hyhal/:ro --shm-size=80G --privileged=true --device=/dev/kfd --device=/dev/dri/ --group-add video --name docker_name imageID bash

cd /your_code_path/deepseek-v2_pytorch
pip install -r requirements.txt
pip install -U huggingface_hub hf_transfer
export HF_ENDPOINT=https://hf-mirror.com
```

### Dockerfile（方法二）

```bash
cd docker
docker build --no-cache -t llama3:latest .
docker run -it -v /path/your_code_data/:/path/your_code_data/ -v /opt/hyhal/:/opt/hyhal/:ro --shm-size=80G --privileged=true --device=/dev/kfd --device=/dev/dri/ --group-add video --name docker_name imageID bash

cd /your_code_path/deepseek-v2_pytorch
pip install -r requirements.txt
pip install -U huggingface_hub hf_transfer
export HF_ENDPOINT=https://hf-mirror.com
```

### Anaconda（方法三）
关于本项目DCU显卡所需的特殊深度学习库可从[光合](https://developer.hpccube.com/tool/)开发者社区下载安装。
```bash
DTK驱动: dtk24.04
python: python3.10
torch: 2.1.0
```
`Tips：以上dtk驱动、python、torch等DCU相关工具版本需要严格一一对应`

其它非深度学习库安装方式如下：
```bash
pip install -r requirements.txt
pip install -U huggingface_hub hf_transfer
export HF_ENDPOINT=https://hf-mirror.com
```

## 数据集
暂无

## 训练


## 推理


### 精度
暂无

## 应用场景
### 算法类别
对话问答

### 热点应用行业
制造,广媒,家居,教育

## 预训练权重


模型目录结构如下：
```bash
├── model_save_path
│   ├── DeepSeek-V2
│       ├── LICENSE
│       ├── README.md
│       ├── config.json
│       ├── configuration_deepseek.py
│       ├── generation_config.json
│       ├── model-00001-of-000004.safetensors
│       ├── model-00002-of-000004.safetensors
│       ├── model-00003-of-000004.safetensors
│       ├── model-00004-of-000004.safetensors
│       ├── model.safetensors.index.json
│       ├── modeling_deepseek.py
│       ├── tokenization_deepseek_fast.py
│       ├── tokenizer.json
│       └── tokenizer_config.json
│   ├── DeepSeek-V2-Lite
│       ├── LICENSE
│       ├── README.md
│       ├── config.json
│       ├── configuration_deepseek.py
│       ├── generation_config.json
│       ├── model-00001-of-000055.safetensors
│       ├── model-00002-of-000055.safetensors
│       ├── model-00054-of-000055.safetensors
│       ...
│       ├── model-00055-of-000055.safetensors
│       ├── model.safetensors.index.json
│       ├── modeling_deepseek.py
│       ├── tokenization_deepseek_fast.py
│       ├── tokenizer.json
│       └── tokenizer_config.json
```

## 源码仓库及问题反馈
- https://developer.hpccube.com/codes/modelzoo/deepseek-v2_pytorch

## 参考资料
- https://github.com/deepseek-ai/DeepSeek-V2
- https://huggingface.co/deepseek-ai/DeepSeek-V2
- https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite
