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Real-ESRGAN-General-x4v3 示例

此文档讲述使用 QAI AppBuilder Python API 利用 Qualcomm® Hexagon™ Processor (NPU) 推理 Real-ESRGAN-General-x4v3 图像超分模型。

示例支持设备

设备SoC
Dragon Q6AQCS6490
Dragon Q8BSC8280XP
Fogwise® AIRbox Q900QCS9075

安装 QAI AppBuilder

提示
  1. 请根据 QAI AppBuilder 安装方法 安装 QAI AppBuilder。

  2. 请根据 创建 ADSP 环境变量 配置 ADSP 环境变量。

运行示例

安装依赖

Device
pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision

运行脚本

  • 进入示例目录

    Device
    cd ai-engine-direct-helper/samples/linux/python
  • 准备输入图片,这里以以下图片为输入示例

    input image

  • 执行推理

    Device
    python3 real_esrgan_general_x4v3/real_esrgan_general_x4v3.py
    $ python3 real_esrgan_general_x4v3/real_esrgan_general_x4v3.py
    0.0ms [WARNING] <W> Initializing HtpProvider

    /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.5.5/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    248.6ms [WARNING] Time: Read model file to memory. 4.00

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    324.8ms [WARNING] Time: contextCreateFromBinary. 76.10

    324.9ms [WARNING] Time: UnmapViewOfFile. 0.00

    326.0ms [WARNING] Time: model_initialize realesrgan 325.97

    539.0ms [WARNING] Time: model_inference realesrgan 176.50

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    0.0ms [WARNING] <W> This META does not have Alloc2 Support

    /usr/bin/xdg-open: 882: www-browser: not found
    /usr/bin/xdg-open: 882: links2: not found
    /usr/bin/xdg-open: 882: elinks: not found
    /usr/bin/xdg-open: 882: links: not found
    /usr/bin/xdg-open: 882: lynx: not found
    /usr/bin/xdg-open: 882: w3m: not found
    xdg-open: no method available for opening '/tmp/tmp3vvli4p1.PNG'
    /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.5.5/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
    3871.6ms [WARNING] Time: model_destroy realesrgan 101.28

    output image

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