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README.md

+# Marco-Nano
+## 论文
+暂无
+## 模型简介
+Marco-Nano-Instruct是Marco-Nano-Base的后训练版本，由阿里巴巴国际数字商业集团开发，是Marco-MoE系列中的一款高稀疏度混合专家（MoE）多语言大模型。该模型每处理一个token仅激活80亿总参数中的6亿参数（激活比例为7.5%）。尽管具有极高的稀疏度，Marco-Nano-Instruct在英语、多语言通用以及多语言文化基准测试中，在所有激活参数量最高达38.4 亿的同类指令模型中，均取得了最佳的综合性能表现。
+
+
+## 环境依赖
+| 软件 | 版本 |
+| :------: | :------: |
+| DTK | 26.04 |
+| python | 3.10.12 |
+| torch | 2.9.0+das.opt1.dtk2604.20260206.g275d08c2 |
+| transformers | 5.0.0.dev0 |
+| vllm | 0.15.1+das.opt1.alpha.dtk2604.20260220.g2799735a |
+
+推荐使用镜像: harbor.sourcefind.cn:5443/dcu/admin/base/custom:vllm0.15.1-ubuntu22.04-dtk26.04-0130-py3.10-20260220
+
+- 挂载地址`-v`根据实际模型情况修改
+
+```bash
+docker run -it \
+    --shm-size 200g \
+    --network=host \
+    --name Marco-Nano \
+    --privileged \
+    --device=/dev/kfd \
+    --device=/dev/dri \
+    --device=/dev/mkfd \
+    --group-add video \
+    --cap-add=SYS_PTRACE \
+    --security-opt seccomp=unconfined \
+    -u root \
+    -v /opt/hyhal/:/opt/hyhal/:ro \
+    -v /path/your_code_data/:/path/your_code_data/ \
+    harbor.sourcefind.cn:5443/dcu/admin/base/custom:vllm0.15.1-ubuntu22.04-dtk26.04-0130-py3.10-20260220 bash
+```
+
+更多镜像可前往[光源](https://sourcefind.cn/#/service-list)下载使用，其它包安装：
+```
+pip install pycountry
+```
+
+## 数据集
+`暂无`
+
+## 训练
+`暂无`
+
+## 推理
+### vllm
+#### 单机推理
+```bash
+## serve启动
+vllm serve  AIDC-AI/Marco-Nano-Instruct     --trust-remote-code --dtype bfloat16 -tp 1  --port 8010
+
+## client访问
+curl -X POST "http://localhost:8010/v1/chat/completions"      -H "Content-Type: application/json"     --data '{
+                "model": "AIDC-AI/Marco-Nano-Instruct",
+                "messages": [
+                        {
+                                "role": "user",
+                                "content": "你是谁"
+                        }
+                ]
+        }'
+
+
+```
+
+## 效果展示
+<div align=center>
+    <img src="./doc/result.png"/>
+</div>
+
+### 精度
+`DCU与GPU精度一致，推理框架：vllm。`
+
+## 预训练权重
+| 模型名称  | 权重大小  | DCU型号  | 最低卡数需求 |下载地址|
+|:-----:|:----------:|:----------:|:---------------------:|:----------:|
+| Marco-Nano-Instruct | 8B | K100AI | 1 | [HuggingFace](https://huggingface.co/AIDC-AI/Marco-Nano-Instruct) |
+
+
+## 源码仓库及问题反馈
+- https://developer.sourcefind.cn/codes/modelzoo/marco-nano_vllm
+
+## 参考资料
+- https://huggingface.co/AIDC-AI/Marco-Nano-Instruct
\ No newline at end of file

model.properties

+# 模型唯一标识
+modelCode=2312
+# 模型名称
+modelName=Marco-Nano_vllm
+# 模型描述
+modelDescription=Marco-Nano-Instruct是Marco-Nano-Base的后训练版本，由阿里巴巴国际数字商业集团开发，是Marco-MoE系列中的一款高稀疏度混合专家（MoE）多语言大模型。
+# 运行过程
+processType=推理
+# 算法类别
+appCategory=对话问答
+# 框架类型
+frameType=vllm
+# 加速卡类型
+accelerateType=K100AI