# 移植模型

Tab Neural Processing Engine
Tab AI Engine Direct

- *class* tabincludedirective

    - ## 使用 Qualcomm Neural Processing Engine SDK 移植模型

![../_images/snpe-model-porting-flow.png](data:image/png;base64,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)

### 模型转换

将源自 PyTorch、Onnx、TensorFlow 或 TFLite 的 32 位精度浮点型预训练模型输入到 SNPE 转换工具 (snpe-&lt;framework&gt;-to-dlc)，将模型转换为 Qualcomm 特定的模型的模型文件，即深度学习容器 (DLC)。

除了来自源框架的输入模型之外，转换工具还需要有关输入模型的其他详细信息，例如输入节点名称、其对应的输入维度以及任何输出张量名称（对于具有多个输出的模型而言）。

可参考[转换工具](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html)，了解所有可用的可配置参数；也可以运行命令行帮助:

snpe-<framework>-to-dlc --help
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required arguments:
    
    -d INPUT_NAME INPUT_DIM, --input_dim INPUT_NAME INPUT_DIM
        The names and dimensions of the network input layers specified in the format
        [input_name comma-separated-dimensions], for example:
        'data' 1,224,224,3
         Note that the quotes should always be included in order to handle special
         characters, spaces, etc.
         For multiple inputs specify multiple --input_dim on the command line like:
         --input_dim 'data1' 1,224,224,3 --input_dim 'data2' 1,50,100,3
    --out_node OUT_NAMES, --out_name OUT_NAMES
         Name of the graph's output Tensor Names. Multiple output names should be
         provided separately like:
         --out_name out_1 --out_name out_2
    --input_network INPUT_NETWORK, -i INPUT_NETWORK
         Path to the source framework model.
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Note

如果您的工作环境中不存在 `yaml` 软件包，请使用以下命令进行安装：

pip install pyyaml
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以下示例使用的是从 [ONNX Model Zoo](https://github.com/onnx/models/blob/main/Computer_Vision/inception_v3_Opset16_timm/inception_v3_Opset16.onnx) 下载的 ONNX 模型 (*inception\_v3\_opset16.onnx*)。

将模型 `inception_v3.onnx` 下载到您的工作区。在此示例中，我们将模型下载到 `~/models` 目录。

运行以下命令生成 `inception_v3.dlc` 模型。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-onnx-to-dlc --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3.dlc --input_dim 'x' 1,3,299,299
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![../_images/snpe-model-conversion.png](data:image/png;base64,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)

### 模型量化

如需在 Hexagon 张量处理器 (HTP) 上运行模型，转换后的 DLC 必须进行量化。SNPE 提供了一个量化工具 (snpe-dlc-quant)，可使用其自身的量化算法将 DLC 模型量化为 INT8/INT16 DLC。有关 SNPE 量化的更多信息，可从[此处](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/quantized_models.html)获取。

SNPE 中的量化过程分为两个步骤：

1. 模型内部权重和偏置的量化。

    - 权重和偏置的量化是一个静态步骤，即无需用户额外输入数据。
2. 激活层（或没有权重的层）的量化。

    - 对激活层进行量化时，需要将一组来自训练数据集的输入图像用作校准数据。
    - 这些校准数据集图像采用 .raw 格式，以预处理图像文件列表形式输入。这些输入的 .raw 文件的文件大小必须与模型的输入大小相匹配。

snpe-dlc-quant 的输入包括一个转换后的 DLC 模型和一个包含校准数据集图像路径的纯文本文件。该输入列表包含以 NumPy 数组形式保存在 .raw 格式文件中的预处理图像的路径。预处理图像的大小必须与模型的输入分辨率相匹配。

snpe-dlc-quant 工具的输出是一个量化后的 DLC。

[ --input_dlc=<val> ]
                 Path to the dlc container
                 containing the model for which fixed-point encoding metadata should be generated.
                 This argument is required.
    [ --input_list=<val> ] Path to a file
                 specifying the trial inputs. This file should be a plain text file, containing one
                 or more absolute file paths per line. These files will be taken to constitute the
                 trial set. Each path is expected to point to a binary file containing one trial
                 input in the 'raw' format, ready to be consumed by the tool without any further
                 modifications. This is similar to how input is provided to snpe-net-run
                 application.
    [ --output_dlc=<val> ] Path at which the
                 metadata-included quantized model container should be written. If this argument is
                 omitted, the quantized model will be written at
                 <unquantized_model_name>_quantized.dlc.
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Note

使用 [Netron](https://github.com/lutzroeder/netron/releases/latest) 图形可视化工具来识别模型的输入/输出层维度。

![../_images/snpe-model-quant-properties.png](data:image/png;base64,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)

为进行演示，我们可以使用随机输入文件来评估量化过程。可以使用下方所示的简单 Python 脚本生成 `inception_v3.onnx` 模型的输入文件。将脚本保存为工作区 `~/models/` 目录中的 `generate_random_input.py`，并在主机上使用 `python ~/models/generate_random_input.py` 运行脚本。

以下 Python 代码示例可创建一个 input\_list，其中包含用于量化模型的校准数据集图像的路径。

import os
    import numpy as np
    
    input_path_list =[]
    BASE_PATH = "/tmp/RandomInputsForInceptionV3"
    
    if not os.path.exists(BASE_PATH):
        os.mkdir(BASE_PATH)
    
    # generate 10 random inputs and save as raw
    NUM_IMAGES = 10
    
    #binary files
    for img in range(NUM_IMAGES):
        filename = "input_{}.raw".format(img)
        randomTensor = np.random.random((1, 299, 299, 3)).astype(np.float32)
        filename = os.path.join(BASE_PATH, filename)
        randomTensor.tofile(filename)
        input_path_list.append(filename)
    
    #for saving as input_list text
    with open("input_list.txt", "w") as f:
        for path in input_path_list:
            f.write(path)
            f.write("\n")
    Copy to clipboard

上述脚本生成 10 个示例输入文件并保存在 `/tmp/RandomInputsForInceptionV3/` 目录中，以及一个 `input_list.txt` 文件，其中包含生成的每个示例的路径。

现在 `snpe-dlc-quant` 工具所需的所有输入均已准备好，现在可以对模型进行量化了。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-quant --input_dlc ~/models/inception_v3.dlc --output_dlc ~/models/inception_v3_quantized.dlc --input_list ~/models/input_list.txt
    Copy to clipboard

这将生成一个量化的 inception\_v3 DLC 模型（`inception_v3_quantized.dlc`）。默认情况下，对模型进行量化时采用 INT8 位宽。

通过为 `snpe-dlc-quant` 工具指定 [`-- act_bw 16`] 和/或 [`--weight_bw 16`] 选项，自定义量化以使用 16 位而不是默认的 INT8。

请参阅 [snpe-dlc-quant](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html) 工具文档，或 `run snpe-dlc-quant --help` 查看所有可用的自定义项，包括量化模式、优化等。

![../_images/snpe-model-quantization.png](data:image/png;base64,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)

#### 模型优化

量化模型的 DLC 需要执行一个图形准备步骤，该步骤会对模型进行优化，以便在 HTP 上执行。为了准备要在 HTP 上执行的模型 DLC，SNPE 提供了一个 `snpe-dlc-graph-prepare` 工具，该工具需要提供量化的模型和特定于硬件的详细信息（如芯片组）。

Note

对硬件（例如 HTP）的优化取决于芯片组上 HTP 的具体版本。为确保将正确的优化集应用于执行图以优化 HTP 的利用率，请务必向 `snpe-dlc-graph-prepare` 工具提供正确的芯片组 ID。

该工具会根据 HTP 版本和芯片组 ID 创建一个缓存，其中存储在 HTP 硬件上执行模型 DLC 的执行策略。如果省去这一步，在网络初始化期间会产生额外的开销，因为 SNPE runtime 必须动态创建执行策略。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-graph-prepare --input_dlc ~/models/inception_v3_quantized.dlc --output_dlc ~/models/inception_v3_quantized_with_htp_cache.dlc --htp_socs qcs6490
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![../_images/snpe-model-optimization.png](data:image/png;base64,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)

#### HTP 缓存信息

完成该 `snpe-dlc-graph-prepare` 步骤后，HTP 缓存记录将添加到 DLC 中。缓存信息可以使用 snpe-dlc-info 工具查看。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-info -i ~/models/inception_v3_quantized_with_htp_cache.dlc
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)

- *class* tabincludedirective

    - ## 使用 AI Engine Direct 移植模型

### 模型转换与量化

来自 PyTorch、Onnx、TensorFlow 或 TFLite 的预训练 FP32 模型将输入到 QNN 转换器工具 （`qnn-<framework>-converter`），以高级可读 C++ 图的形式转换为 QNN 图表示。

如果在 HTP 加速器上加速模型，则必须对模型进行量化。模型量化可以与模型转换在同一步骤中完成。在执行此量化步骤时，必须提供校准数据集才能执行静态量化。

请使用 `--input_list INPUT_LIST` 选项进行静态量化，以便启用量化和转换。

关于更多信息，请参阅[量化支持](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/quantization.html)。

以下示例使用的是从 [ONNX Model Zoo](https://github.com/onnx/models/blob/main/Computer_Vision/inception_v3_Opset16_timm/inception_v3_Opset16.onnx) 下载的 ONNX 模型 (`inception_v3_opset16.onnx`)。

将模型 `inception_v3.onnx` 下载到您的工作区。在此示例中，将模型下载至 `~/models` 目录。

#### 模型转换：CPU后端

请运行以下命令来生成 `inception_v3.cpp` 和 `inception_v3.bin`，以便将模型转换为在 x86/Arm CPU 上运行。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-onnx-converter --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3.cpp --input_dim 'x' 1,3,299,299
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![../_images/qnn-conversion-output.png](data:image/png;base64,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)

`inception_v3.cpp` 文件包含转换后模型的高级图形表示。

`inception_v3.bin` 文件包含模型的权重/偏差。

#### 模型转换和量化：HTP 后端

如需在 HTP 上运行模型，应对模型进行量化。

对于 AI Engine Direct (QNN) SDK 中的量化，从训练数据集中抽取 50 到 200 张图像构成代表性数据集，提供给 QNN 转换工具作为校准数据集。校准数据集中的镜像已经过预处理（调整大小、归一化等）并以 NumPy 数组形式保存在 `.raw` 格式文件中。这些输入 `.raw` 文件的大小必须与模型的输入大小相匹配。

Note

使用 Netron 图形可视化工具来识别模型的输入/输出层维度。

![../_images/qnn-conversion-model-props.png](data:image/png;base64,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)

出于演示目的，您可以使用随机输入文件评估量化过程。可以使用下方所示的 Python 脚本生成 `inception_v3.onnx` 模型的输入文件。将脚本保存为 `~/models/` 目录中的 `generate_random_input.py`，并使用 `python ~/models/generate_random_input.py` 运行脚本。

以下 Python 代码可创建一个 input\_list，以包含用于量化模型的校准数据集。

import os
    import numpy as np
    
    input_path_list =[]
    
    BASE_PATH = "/tmp/RandomInputsForInceptionV3"
    
    if not os.path.exists(BASE_PATH):
        os.mkdir(BASE_PATH)
    
    # generate 10 random inputs and save as raw
    NUM_IMAGES = 10
    
    #binary files
    for img in range(NUM_IMAGES):
        filename = "input_{}.raw".format(img)
        randomTensor = np.random.random((1, 299, 299, 3)).astype(np.float32)
        filename = os.path.join(BASE_PATH, filename)
        randomTensor.tofile(filename)
        input_path_list.append(filename)
    
    #for saving as input_list text
    with open("~/models/input_list.txt", "w") as f:
        for path in input_path_list:
            f.write(path)
            f.write("\n")
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运行以下命令进行转换和量化。

默认情况下，对模型进行量化时采用 INT8 位宽。用户可以指定 [ `--act_bw 16` ] 和/或 [ `--weight_bw 16` ] 以使用 INT16 量化。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-onnx-converter --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3_quantized.cpp --input_list   ~/models/input_list.txt --input_dim "x" 1,3,299,299
    Copy to clipboard

这会在 `~/models/` 目录中生成 `inception_v3_quantized.cpp` 和 `inception_v3_quantized.bin` 文件。

请参阅 [qnn-&lt;framework&gt;-converter](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/tools.html) 或运行 `qnn-<framework>-converter --help` 以查看所有可用的量化自定义，包括量化模式、优化等。

### 模型编译

转换/量化步骤完成后，`qnn-model-lib-generator` 用于将生成的 C++ 图编译为共享对象（.so），使应用程序能够动态加载模型以执行推理。

对于 x86 架构，可使用 Clang 编译工具链将 C++ 图编译为 .so 库。对于 Linux 嵌入式设备（如 QCS6490 和 QCS9075），必须使用相应的编译器工具链（`aarch64-oe-linux-gcc11.2`）。

#### 编译在 x86 上运行的模型

使用以下命令生成一个可在基于 x86 Linux 机器上运行的共享对象模型。该命令会使用 Clang-14 编译工具链生成 `inception_v3.so`，将 C++ 图编译为与 x86 主机兼容的 QNN 模型 .so 库。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/inception_v3.cpp -b ~/models/inception_v3.bin -o ~/models/libs/ -t x86_64-linux-clang
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![../_images/qnn-port-x86.png](data:image/png;base64,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)

#### 编译模型以在目标上运行

在编译用于在设备上执行的模型（aarch64 架构）时，务必要使用适合的交叉编译工具链，以确保编译获得的共享对象 (.so) 与设备操作系统兼容。

以下步骤用于安装将模型 cpp 文件编译为 .so 库所需的交叉编译工具链。有关安装相应交叉编译工具链的说明，请参见[下载并安装 eSDK 平台](https://docs.qualcomm.com/doc/80-70017-15BY/topic/download-install-platform-esdk.html#download-and-install-the-platform-esdk)。

对平台 eSDK 进行以下更改，以确保 QNN 工具可与 eSDK 搭配使用。以下指令中使用的 ESDK\_ROOT 环境变量为 Platform eSDK 的安装路径。

1. 软链接 `$ESDK_ROOT/tmp/sysroots/qcm6490` 至 `$ESDK_ROOT/tmp/sysroots/armv8a-oe-linux`。

ln -s $ESDK_ROOT/tmp/sysroots/qcm6490 $ESDK_ROOT/tmp/sysroots/armv8a-oe-linux
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2. 软链接 `$ESDK_ROOT/tmp/sysroots/x86_64` 至 `$ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux`。

ln -s $ESDK_ROOT/tmp/sysroots/x86_64 $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux
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3. 软链接 `$ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-qcom-linux` 至 `$ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux`。

ln -s $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-qcom-linux $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux
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4. 按如下方式对交叉编译器 `$ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux` 进行软链接。

ln -s $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-qcom-linux-g++ $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-oe-linux-g++
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ln -s $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-qcom-linux-objdump $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-oe-linux-objdump
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ln -s $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-qcom-linux-objcopy $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linux/usr/bin/aarch64-oe-linux/aarch64-oe-linux-objcopy
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5. 导出以下环境变量以将 QNN 指向交叉编译器。

export QNN_AARCH64_LINUX_OE_GCC_112=$ESDK_ROOT/tmp/
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#### 编译在 Arm CPU 上运行的模型

安装交叉编译器后，使用以下命令在 `~/model/libs/aarch64-oe-linux-gcc11.2` 中生成 `libinception_v3.so`。通过命令行参数将此位置提供给 `qnn-model-lib-generator` 工具。

Note

这里使用的编译器工具链是 `aarch64-oe-linux-gcc11.2`。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/ inception_v3.cpp -b ~/models/inception_v3.bin -o ~/models/libs -t aarch64-oe-linux-gcc11.2
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#### 编译在 HTP 上运行的模型

要在 HTP 上运行该模型，以下命令在 `~/models/libs/aarch64-oe-linux-gcc11.2` 中生成 `libinception_v3_quantized.so`。

Note

这里使用的编译器工具链是 `aarch64-oe-linux-gcc11.2`。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/ inception_v3_quantized.cpp -b ~/models/inception_v3_quantized.bin -o ~/models/ libs/ -t aarch64-oe-linux-gcc11.2
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Last Published: Jan 25, 2026

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