# 设置 Qualcomm AI Runtime SDK

前提条件：

- 主机操作系统：**Ubuntu22.04 LTS**

Note

如果主机运行的是 Windows 或 Mac OS 操作系统，须按照[此处](https://docs.qualcomm.com/bundle/publicresource/topics/80-70015-41)提供的步骤安装虚拟机。

后续步骤必须在运行 Ubuntu 22.04 LTS 的虚拟机中执行。

1. 在 Permissive 模式下启用 SSH 以安全地登录主机设备。相关说明，可参见 [SSH 使用指南](https://docs.qualcomm.com/bundle/publicresource/topics/80-70015-254/how_to.html#use-ssh)。
2. 在本文的其他部分，`QAIRT_ROOT` 环境变量代表 Qualcomm AI Runtime SDK 根目录的完整路径。

    - 如果使用直接下载方法安装，`${QAIRT_ROOT}` 是解压 SDK 的路径。

unzip 2.29.0.241129.zip
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cd qairt/2.29.0.241129
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export QAIRT_ROOT=`pwd\`
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    - 如果使用 QPM 安装，SDK 则安装在 `/opt/qcom/aistack/qairt/<version>` 下。

export QAIRT_ROOT=/opt/qcom/aistack/qairt/2.29.0.241129/
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3. Python：**v3.10**

    如果已安装 Python，确保环境路径已更新为 Python 3.10 的路径。如果您的系统上未安装 Python 3.10，您可以使用以下命令进行安装：

sudo apt-get update
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sudo apt-get install python3.10 python3-distutils libpython3.10
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4. 系统依赖项：

Note

以 administrator/root 身份运行以下命令，安装系统库。该命令需要一些时间才能完全完成。

sudo bash ${QAIRT_ROOT}/bin/check-linux-dependency.sh
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5. 虚拟环境 (VENV)

Note

`<venv_path>` 是新建虚拟环境的路径。

sudo apt-get install python3.10-venv
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python3.10 -m venv "<venv_path>"
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source <venv_path>/bin/activate
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6. 运行以下脚本检查并安装缺少的依赖项：

python3 -m pip install --upgrade pip
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${QAIRT_ROOT}/bin/check-python-dependency
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![../_images/snpe-setup-dependencies.png](data:image/png;base64,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)

## 设置 ML 框架

您可能需要在主机上下载并安装相应的框架，以便将在不同框架上训练的机器学习模型转换为 Qualcomm AI Runtime SDK 可使用的中间表示。

此 Qualcomm AI Runtime SDK 版本经验证可与以下版本的 ML 训练框架配合使用：

|  | **版本** |
| --- | --- |
| **TensorFlow** | 2.10.1 |
| **TFLite** | 2.3.0 |
| **PyTorch** | 1.13.1 |
| **ONNX** | 1.16.1 |

- 安装 TensorFlow

pip install tensorflow==2.10.1
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- 安装 TFLite

pip install tflite==2.3.0
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- 安装 PyTorch

pip install torch==1.13.1+cpu torchvision==0.14.1+cpu torchaudio==0.13.1 --extra-index-url https://download.pytorch.org/whl/cpu
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- 安装 ONNX

pip install onnx==1.16.1 onnxruntime==1.18.0 onnxsim==0.4.36
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Attention

上面提到的 TensorFlow 和 Pytorch 版本有不同的软件包要求。

为两个框架创建单独的虚拟环境。

## 设置 Qualcomm AI Runtime SDK 环境

获取 Qualcomm AI Runtime SDK 提供的环境设置脚本，以确保 `$PATH` 中所有必要的工具和库都可用于工作流。

source ${QAIRT_ROOT}/bin/envsetup.sh
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Last Published: Jan 25, 2026

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