# QNN model porting

Source: [https://docs.qualcomm.com/doc/80-70014-15B/topic/qnn-port-model.html](https://docs.qualcomm.com/doc/80-70014-15B/topic/qnn-port-model.html)

## Model conversion and
                quantization

A pretrained FP32 model from PyTorch, Onnx, TensorFlow, or
                TFLite is input to the QNN converter tool
                    `qnn-<framework>-converter` to convert to a QNN graph
                representation in the form of a high-level readable C++ graph.

 If accelerating
            the model on HTP, the model must be quantized. Model quantization can be done in the
            same step as conversion. A calibration dataset must be provided to perform this
            quantization step to perform static quantization.
To enable quantization along with
                conversion, use the` --input_list INPUT_LIST `option for static
                quantization.

For more information, refer to the [quantization support](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/quantization.html) documentation.

The following example uses an ONNX model (*inception\_v3\_opset16.onnx*)
                downloaded from the [ONNX Model Zoo](https://github.com/onnx/models/blob/main/Computer_Vision/inception_v3_Opset16_timm/inception_v3_Opset16.onnx). Download the model as
                    `inception_v3.onnx `to your workspace. In this example, we
                download the model to the `~/models` directory.

## Model conversion only (for CPU backend)

Model conversionand
                quantization (for HTP backend)

To convert the model to run on x86/Arm CPU, run
                the following command to generate inception\_v3.cpp and inception\_v3.bin

    python ${QNN_SDK_ROOT}/bin/x86_64-linux-clang/qnn-onnx-converter --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3.cpp --input_dim 'x' 1,3,299,299Copy to clipboard

            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)
The inception\_v3.cpp file
                contains a high-level graph representation of the converted model. The
                inception\_v3.bin file contains weights/biases from the model.

## Model conversion and quantization (for HTP backend)

To run the model on
                HTP, the quantization step is required. For quantization in AI Engine Direct (QNN)
                SDK, a representative dataset of 50 to 200 images from a training dataset are
                provided to the QNN converter as a calibration dataset. The images in the
                calibration dataset are preprocessed (resized, normalized, etc.) and saved as NumPy
                arrays in .raw format. The size of these input .raw files must match the input size
                of the model.

Note: Use the Netron graph visualization tool to identify the
                model’s input/output layer dimensions.

            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)
For demonstration purposes, we
                can evaluate the quantization process with random input files. The input files can
                be generated using the Python script shown below for the `inception_v3.onnx
                `model. Save the script as `generate_random_input.py `in
                    ~`/models `and run it using `python
                    ~/models/generate_random_input.py`.

The following Python code
                creates an input\_list that contains the calibration dataset used to quantize the
                model.

    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')Copy to clipboard

We can now run the following command to convert
                and quantize. By default, the model is quantized for INT8 bit width. You can specify
                    `[--act_bw 16]`and/or `[--weight_bw 16]` for using
                INT16
                quantization.

    ${QNN_SDK_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" 1,3,299,299Copy to clipboard

This
                generates `inception_v3_quantized.cpp `and
                    `inception_v3_quantized.bin `files in the
                    `~/models` directory.

Refer to the [`qnn-<framework>-converter`](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/tools.html) documentation or run
                    `qnn-<framework>-converter --help` to view all available
                customizations to quantization, including quantization modes, optimizations,
                etc.

## Model
                compilation

Once the conversion/quantization step is complete,
                    `qnn-model-lib-generator` is used to compile the generated C++
                graph into a shared object (.so) enabling the model to be dynamically loaded by an
                application to perform inference.

For x86, the `Clang` compiler
                toolchain is used to compile the C++ graph into a .so library. For a Linux Embedded
                device such as RB3Gen2, the appropriate compiler toolchain
                    (`aarch64-oe-linux-gcc11.2`) must be used.

**Compiling a model to run on x86**

Generate a shared
            object model to run on an x86-based Linux machine with the following command. This
            generates inception\_v3.so using the Clang-14 compiler toolchain to compile the C++ graph
            to a QNN model .so compatible with x86 host machines.

    ${QNN_SDK_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-clangCopy to clipboard

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)
**Compiling model to run on                    target**

When compiling a model for on-device execution (aarch64
                architecture), it is important to use the right cross-compiler toolchain to ensure
                the compiled shared object (.so) is compatible with the device OS.

The
                following steps install the cross-compiler toolchain required to compile a model cpp
                file to a .so library. Instructions to install the appropriate cross-compiler
                toolchain are available under **[Download and install platform eSDK](https://docs.qualcomm.com/doc/80-70014-15B/topic/compile-app-esdk.html#concept_x2k_tgy_4bc__section_yw5_vgy_4bc_spyrz_05-31-24-1430-38-284)**.

Make the following
                changes to the platform eSDK to ensure QNN tools work with the eSDK. The following
                instructions use the ESDK\_ROOT environment variable set to the platform eSD
                Kinstallation path.

1. Soft link $ESDK\_ROOT/tmp/sysroots/qcm6490 to
                        $ESDK\_ROOT/tmp/sysroots/armv8a-oe-linux.
ln -s $ESDK_ROOT/tmp/sysroots/qcm6490 $ESDK_ROOT/tmp/sysroots/armv8a-oe-linuxCopy to clipboard
2. Soft link $ESDK\_ROOT/tmp/sysroots/x86\_64 to
                        $ESDK\_ROOT/tmp/sysroots/x86\_64-qtisdk-linux.

        ln -s $ESDK_ROOT/tmp/sysroots/x86_64 $ESDK_ROOT/tmp/sysroots/x86_64-qtisdk-linuxCopy to clipboard
3. Soft link
                        $ESDK\_ROOT/tmp/sysroots/x86\_64-qtisdk-linux/usr/bin/aarch64-qcom-linux
                    to
                        $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-linuxCopy to clipboard
4. Soft link the cross-compiler
                        $ESDK\_ROOT/tmp/sysroots/x86\_64-qtisdk-linux/usr/bin/aarch64-oe-linux
                    as
                    follows.

        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++
        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
        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-objcopyCopy to clipboard
5. Export following environmental variable to point QNN to the
                    cross-compiler:

        export QNN_AARCH64_LINUX_OE_GCC_112=$ESDK_ROOT/tmp/Copy to clipboard

**Compiling a model to run on Arm CPU**

Once the cross-compiler is setup,
                use the following command to generate `libinception_v3.so` in
                    `~/model/libs/aarch64-oe-linux-gcc11.2`. We can provide this
                location to the qnn-model-lib-generator tool via a command line argument.

Note: The compiler toolchain used here is:
                    aarch64-oe-linux-gcc11.2

    ${QNN_SDK_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-gcc11.2Copy to clipboard

**Compiling                    a model to run on HTP**

For running the model on HTP, the following
                command generates libinception\_v3\_quantized.so in
                    ~/models/libs/aarch64-oe-linux-gcc11.2.

Note: The
                compiler toolchain used here is:
            aarch64-oe-linux-gcc11.2

    ${QNN_SDK_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-gcc11.2Copy to clipboard

Last Published: Jan 21, 2026

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