cann-operator-env-config
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ChineseCANN开发环境配置
CANN Development Environment Configuration
此技能为在昇腾NPU平台上安装CANN(神经网络计算架构)提供全面指导。
This skill provides comprehensive guidance for installing CANN (Computing Architecture for Neural Networks) on the Ascend NPU platform.
调用时机
Trigger Scenarios
在以下情况下调用此技能:
- 用户询问CANN安装
- 用户需要帮助设置昇腾开发环境
- 用户遇到CANN安装问题
- 用户想了解CANN安装方法
Call this skill in the following situations:
- Users inquire about CANN installation
- Users need help setting up the Ascend development environment
- Users encounter CANN installation issues
- Users want to learn about CANN installation methods
安装步骤
Installation Steps
第1步:检查驱动是否安装
Step 1: Check if the Driver is Installed
硬件要求
- 已安装昇腾NPU设备
- 设备状态正常
驱动检查命令
bash
npu-smi info检查结果
- 如果显示NPU设备信息,说明驱动已安装
- 记录驱动版本用于后续CANN版本兼容性检查
- 如果提示"command not found",需要先安装昇腾驱动
Hardware Requirements
- Ascend NPU device has been installed
- Device status is normal
Driver Check Command
bash
npu-smi infoCheck Results
- If NPU device information is displayed, the driver is already installed
- Record the driver version for subsequent CANN version compatibility check
- If "command not found" is prompted, you need to install the Ascend driver first
第2步:检查CANN安装依赖
Step 2: Check CANN Installation Dependencies
检查CANN安装依赖(Python和pip)是否已安装:
bash
undefinedCheck whether CANN installation dependencies (Python and pip) are installed:
bash
undefined检查Python
Check Python
if ! command -v python3 &> /dev/null && ! command -v python &> /dev/null; then
echo "Python not found, please install from env_dependence.md"
fi
if ! command -v python3 &> /dev/null && ! command -v python &> /dev/null; then
echo "Python not found, please install from env_dependence.md"
fi
检查pip
Check pip
if ! command -v pip3 &> /dev/null && ! command -v pip &> /dev/null; then
echo "pip not found, please install from env_dependence.md"
fi
如果任何依赖缺少,会显示提示信息,请参考 [环境依赖安装指南](./reference/env_dependence.md) 进行安装。if ! command -v pip3 &> /dev/null && ! command -v pip &> /dev/null; then
echo "pip not found, please install from env_dependence.md"
fi
If any dependency is missing, a prompt message will be displayed. Please refer to the [Environment Dependence Installation Guide](./reference/env_dependence.md) for installation.第3步:安装CANN
Step 3: Install CANN
方法一:离线安装
Method 1: Offline Installation
步骤3.1:检查当前文件夹是否存在安装包
bash
undefinedStep 3.1: Check if the installation package exists in the current folder
bash
undefined检查当前文件夹是否存在CANN安装包
Check if CANN Toolkit installation package exists in the current folder
if ls Ascend-cann-toolkit_.run 2>/dev/null | grep -q .; then
echo "找到CANN Toolkit安装包"
TOOLKIT_PACKAGE=$(ls Ascend-cann-toolkit_.run)
else
echo "未找到CANN Toolkit安装包,请使用在线安装方式"
# 退出离线安装,建议使用在线安装
exit 1
fi
if ls Ascend-cann-toolkit_.run 2>/dev/null | grep -q .; then
echo "CANN Toolkit installation package found"
TOOLKIT_PACKAGE=$(ls Ascend-cann-toolkit_.run)
else
echo "CANN Toolkit installation package not found, please use online installation method"
# Exit offline installation, recommend using online installation
exit 1
fi
检查当前文件夹是否存在ops安装包
Check if CANN ops installation package exists in the current folder
if ls Ascend-cann--ops_.run 2>/dev/null | grep -q .; then
echo "找到CANN ops安装包"
OPS_PACKAGE=$(ls Ascend-cann--ops_.run)
else
echo "未找到CANN ops安装包,请使用在线安装方式"
# 退出离线安装,建议使用在线安装
exit 1
fi
**步骤3.2:安装CANN**
**重要:必须先安装Toolkit,再安装ops**
**run格式安装:**
```bashif ls Ascend-cann--ops_.run 2>/dev/null | grep -q .; then
echo "CANN ops installation package found"
OPS_PACKAGE=$(ls Ascend-cann--ops_.run)
else
echo "CANN ops installation package not found, please use online installation method"
# Exit offline installation, recommend using online installation
exit 1
fi
**Step 3.2: Install CANN**
**Important: Install Toolkit first, then ops**
**Run format installation:**
```bash安装 Toolkit (默认路径 /usr/local/Ascend)
Install Toolkit (default path /usr/local/Ascend)
bash "$TOOLKIT_PACKAGE" --install --quiet
bash "$TOOLKIT_PACKAGE" --install --quiet
安装 ops
Install ops
bash "$OPS_PACKAGE" --install --quiet
undefinedbash "$OPS_PACKAGE" --install --quiet
undefined方法二:在线安装(conda方式)
Method 2: Online Installation (conda Method)
注意:conda主要用于创建Python虚拟环境,CANN工具包仍需通过离线安装包安装。
步骤3.1:创建conda虚拟环境
bash
undefinedNote: conda is mainly used to create Python virtual environments, and the CANN toolkit still needs to be installed via offline installation packages.
Step 3.1: Create a conda virtual environment
bash
undefined创建Python环境(CANN支持Python 3.7.x - 3.13.11)
Create Python environment (CANN supports Python 3.7.x - 3.13.11)
conda create -n cann_env python
conda create -n cann_env python
激活环境
Activate the environment
conda activate cann_env
**步骤3.2:配置昇腾conda官方源**
```bashconda activate cann_env
**Step 3.2: Configure the official Ascend conda source**
```bash添加昇腾conda源
Add Ascend conda source
conda config --add channels https://repo.huaweicloud.com/ascend/repos/conda
**步骤3.3:安装CANN包**
```bashconda config --add channels https://repo.huaweicloud.com/ascend/repos/conda
**Step 3.3: Install CANN packages**
```bash使用conda安装CANN工具包
Install CANN toolkit using conda
conda install ascend::cann-toolkit
conda install ascend::cann-toolkit
安装CANN ops包(根据芯片类型选择,如910、910b、310等)
Install CANN ops package (select according to chip type, such as 910, 910b, 310, etc.)
conda install ascend::cann-{芯片类型}-ops
undefinedconda install ascend::cann-{chip-type}-ops
undefined方法三:在线安装(yum方式 - CentOS/RHEL)
Method 3: Online Installation (yum Method - CentOS/RHEL)
步骤3.1:配置华为官方源
bash
sudo curl https://repo.oepkgs.net/ascend/cann/ascend.repo -o /etc/yum.repos.d/ascend.repo && yum makecache步骤3.2:安装CANN包
bash
yum install -y Ascend-cann-toolkit
yum install -y Ascend-cann-{芯片类型}-opsStep 3.1: Configure Huawei official source
bash
sudo curl https://repo.oepkgs.net/ascend/cann/ascend.repo -o /etc/yum.repos.d/ascend.repo && yum makecacheStep 3.2: Install CANN packages
bash
yum install -y Ascend-cann-toolkit
yum install -y Ascend-cann-{chip-type}-ops第4步:环境变量配置
Step 4: Environment Variable Configuration
临时设置(仅当前终端生效)
bash
source /usr/local/Ascend/ascend-toolkit/set_env.sh永久设置(写入Shell配置文件)
bash
echo "source /usr/local/Ascend/ascend-toolkit/set_env.sh" >> ~/.bashrcTemporary Setting (only valid for the current terminal)
bash
source /usr/local/Ascend/ascend-toolkit/set_env.shPermanent Setting (write to Shell configuration file)
bash
echo "source /usr/local/Ascend/ascend-toolkit/set_env.sh" >> ~/.bashrc第5步:安装验证
Step 5: Installation Verification
使用Python验证ACL接口
bash
python3 -c "import acl;acl.init();acl.rt.set_device(0)"验证结果
- 如果执行成功,说明CANN Python接口正常工作
- 如果执行失败,检查环境变量是否配置正确
Verify ACL interface using Python
bash
python3 -c "import acl;acl.init();acl.rt.set_device(0)"Verification Results
- If executed successfully, the CANN Python interface is working properly
- If execution fails, check whether the environment variables are configured correctly
第6步:安装运行时依赖
Step 6: Install Runtime Dependencies
bash
pip3 install attrs cython numpy decorator sympy cffi pyyaml pathlib2 psutil protobuf==3.20.0 scipy requests absl-py --user
pip3 install protobuf==3.20.0bash
pip3 install attrs cython numpy decorator sympy cffi pyyaml pathlib2 psutil protobuf==3.20.0 scipy requests absl-py --user
pip3 install protobuf==3.20.0注意事项
Notes
- 版本兼容性:确保CANN版本与驱动版本匹配
- 安装顺序:必须先安装Toolkit,再安装ops
- 环境变量:安装后必须设置环境变量
- 权限问题:某些操作可能需要root权限
- 依赖包:确保所有必要的依赖包已安装
- Version Compatibility: Ensure the CANN version matches the driver version
- Installation Order: Must install Toolkit first, then ops
- Environment Variables: Must set environment variables after installation
- Permission Issues: Some operations may require root permissions
- Dependency Packages: Ensure all necessary dependency packages are installed
故障排查
Troubleshooting
如果安装过程中遇到问题:
- 检查驱动版本是否与CANN版本兼容
- 检查依赖包是否安装完整
- 查看安装日志获取详细错误信息
- 参考昇腾社区文档或寻求技术支持
If you encounter issues during installation:
- Check if the driver version is compatible with the CANN version
- Check if dependency packages are fully installed
- Check installation logs for detailed error information
- Refer to Ascend community documents or seek technical support
参考资料
Reference Materials
详细参考资料请查看 reference 目录,包含:
- 环境依赖安装指南:必需软件安装命令和验证方法
For detailed reference materials, please check the reference directory, which includes:
- Environment Dependence Installation Guide: Required software installation commands and verification methods