# Chạy mô hình QNN

Phần này cho biết cách chạy suy luận mô hình trên HTP (NPU) bằng cách dùng `qnn-net-run` theo hai cách khác nhau:

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> **Tùy chọn 1: Chạy mô hình trên backend HTP trong windows-aarch64 bằng cách dùng biểu đồ đã chuẩn bị trực tuyến (trên thiết bị).**
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> > Trong phương pháp này, mô hình được tải và chuẩn bị trên chính thiết bị. Điều này có thể có lợi cho các tình huống mà mô hình cần được cập nhật hoặc sửa đổi thường xuyên, vì nó cho phép điều chỉnh và tối ưu hóa theo thời gian thực ngay trên thiết bị.
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> **Tùy chọn 2: Chạy mô hình trên backend HTP trong windows-aarch64 bằng biểu đồ đã chuẩn bị ngoại tuyến.**
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> > Trong phương pháp này, mô hình được xử lý trước và tối ưu hóa ngoại tuyến, điều này có thể dẫn đến thời gian suy luận nhanh hơn vì bước chuẩn bị đã hoàn tất. Điều này hữu ích cho các tình huống triển khai mà mô hình không thay đổi thường xuyên và quá trình chuẩn bị có thể được thực hiện một lần và dùng lại nhiều lần.

Với *&lt;model&gt;.dll* được tạo trong phần trước, giờ đây bạn có thể dùng các mô hình này để chạy suy luận. AI Runtime SDK cung cấp công cụ thực thi dòng lệnh [qnn-net-run](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/tools.html#execution).

Để thực thi CPU, GPU hoặc HTP cho Windows trên thiết bị Snapdragon, `qnn-net-run` yêu cầu ba đối số:

1. **tệp mô hình** - tệp dll do `qnn-model-lib-generator` tạo
2. **tệp backend** - tệp dll cho backend mục tiêu từ *./lib/aarch64-windows-msvc*.

    - *QnnCpu.dll* cho backend CPU.
    - *QnnGpu.dll* cho backend GPU.
    - *QnnHtp.dll* cho backend HTP.
3. **tệp input\_list** - Tệp này chứa đường dẫn của các tệp thô đầu vào. Phần sau đây tạo tệp thô đầu vào được xử lý trước cho mô hình.

    - Chạy lệnh sau để tạo tệp *preprocess\_image.py* trong thư mục làm việc.

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> notepad.exe preprocess_image.py
>         Copy to clipboard

    - Sao chép mã sau vào tệp *preprocess\_image.py* rồi lưu lại.

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> #preprocess_image.py
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>         import numpy as np
>         #Qualcomm utility for pre-/postprocessing of input/outputs in model inference
>         import io_utils
>         import os
>         # github repo for below artifact: https://github.com/quic/wos-ai/tree/main/Artifacts
>         img_path = "https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Artifacts/coffee_cup.jpg"
>         raw_img = io_utils.preprocess(img_path, True)
>         raw_img = raw_img.astype(np.float32)
>         raw_save_path = os.path.join(os.getcwd(), "coffee_cup.raw")
>         raw_img.tofile(raw_save_path)
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>         #create input list
>         with open(r"input_list.txt", "w") as file:
>             file.write(raw_save_path)
>         with open("input_list.txt", "r") as file:
>             content = file.read()
>         print("Content in input_list.txt:")
>         print(content)
>         Copy to clipboard

    - Thực thi tập lệnh Python *preprocess\_image.py* từ thư mục làm việc.

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> python .\preprocess_image.py
>         Copy to clipboard
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> Khi chạy tập lệnh trên, tệp *input\_list.txt* sẽ được tạo trong thư mục *C:\WoS\_AI* như trong hình sau.
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![../../_images/qnn_preprocess1.png](data:image/png;base64,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)

Tab CPU backend
Tab GPU backend
Tab HTP backend

**Chạy mô hình QNN trên backend CPU** Chạy lệnh sau để thực thi mô hình và tạo tệp đầu ra tại `$DIR_PATH\Models\Mobilenet_V2\QNN_Artifacts\output_cpu`.

> 
> 
> & $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\mobilenet_v2.dll --backend $QNN_SDK_ROOT\lib\aarch64-windows-msvc\QnnCpu.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_cpu
>     Copy to clipboard
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)

- Giờ bạn đã thực thi mô hình thành công trên CPU.
- Hãy chọn tab **Chạy trên backend GPU** để tìm hiểu cách thực thi mô hình trên backend GPU.
- Để so sánh kết quả từ CPU, GPU và HTP, hãy dùng phần hậu xử lý bên dưới.

**Chạy mô hình QNN trên backend GPU**

> 
> 
> Chạy lệnh sau để thực thi mô hình và tạo tệp đầu ra tại `$DIR_PATH\Models\Mobilenet_V2\QNN_Artifacts\output_gpu`.
> 
> 
> & $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\mobilenet_v2.dll --backend $QNN_SDK_ROOT\lib\aarch64-windows-msvc\QnnGpu.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_gpu
>     Copy to clipboard
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> 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)
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> Ghi chú
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> Nếu bạn thấy lỗi bên dưới-
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> > 
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)
> 
> 
> 
> Điều này có thể là do phần phụ thuộc của trình điều khiển OpenCL. Vui lòng chạy lệnh `qnn-net-run` với cờ `--log_level debug`, như sau-
> 
> 
> 
> > 
> > 
> > & $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\mobilenet_v2.dll --backend $QNN_SDK_ROOT\lib\arm64x-windows-msvc\QnnGpu.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_gpu --log_level debug
> >     Copy to clipboard

> 
> 
> **Bật độ chính xác FP16**
> 
> - Tham số `config_file` được dùng khi bật độ chính xác fp16 yêu cầu `backendGpuExtensionDetails.json` và `qnnGpuConfigDetails.json`.
> - Những tệp json này được tạo trong `$DIR_PATH\Models\Mobilenet_V2\QNN_Artifacts\` bằng các lệnh bên dưới.
> 
> 
> 
> **backendGpuExtensionDetails.json**
> 
> 1. Chạy lệnh sau để tạo tệp *backendGpuExtensionDetails.json*.
> 
> 
> 
> 
> > 
> > 
> > notepad.exe .\QNN_Artifacts\backendGpuExtensionDetails.json
> >     Copy to clipboard
> 
> 
> 2. Sao chép mã sau vào tệp *backendGpuExtensionDetails.json* rồi lưu lại. Đảm bảo thay đổi `graph_names` theo tên đồ thị model.dll.
> 
> 
> 
> 
> > 
> > 
> > {
> >       "graph_names": [
> >         "mobilenet_v2"
> >       ],
> >       "precision_mode" : "fp16"
> >     }
> >     Copy to clipboard
> 
> 
> 
> **qnnGpuConfigDetails.json**
> 
> 1. Chạy lệnh sau để tạo tệp *qnnGpuConfigDetails.json*.
> 
> 
> 
> 
> > 
> > 
> > notepad.exe .\QNN_Artifacts\qnnGpuConfigDetails.json
> >     Copy to clipboard
> 
> 
> 2. Sao chép mã sau vào tệp *qnnGpuConfigDetails.json* rồi lưu lại. Đảm bảo thay đổi `config_file_path` bằng đường dẫn tuyệt đối của `backendGpuExtensionDetails.json` đã tạo ở trên.
> 
> 
> 
> 
> > 
> > 
> > {
> >         "backend_extensions": {
> >             "config_file_path": "C:\\WoS_AI\\Models\\Mobilenet_V2\\QNN_Artifacts\\backendGpuExtensionDetails.json",
> >             "shared_library_path": "QnnGpuNetRunExtensions.dll"
> >         }
> >     }
> >     Copy to clipboard
> 
> 
> 
> Chạy lệnh sau để thực thi mô hình và tạo tệp đầu ra tại `$DIR_PATH\Models\Mobilenet_V2\QNN_Artifacts\output_gpu`.
> 
> 
> & $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\mobilenet_v2.dll --backend $QNN_SDK_ROOT\lib\aarch64-windows-msvc\QnnGpu.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_gpu --config_file .\QNN_Artifacts\qnnGpuConfigDetails.json
>     Copy to clipboard
> 
> 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)
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wxP/5AlLtbGC5Pv93miImXJcWxfZy3n9vIbHn6dXjOAZUyY+XvX2vKmnHjCuIEWz4zZaTkJW8vcf49WZ9zXoIPn4yBjb9Vc/BWAQLiNC+kteKJ7Hjt5cs95wAkNy+S5CVeP29SKrqvjhiBPK8egjn3ptnxgWyGHx8RS9e9OPRwyd+/d9z1mT7OUEMuCwUGVNNyIBlE2O9BuyBPYEDfX6DvqY9KGfzXGWZKc2axOlkg1kTCyXTEf36NI3QriKbXOoVETS/G/rpYNMfQIi9rQCE8E/exW4WASC5fRchhjSBEcjz6veSozY/vRqMi5sI/eY99OPRixf9eMbDl6Np5o4bGCYUIC4D/X+CAZczCl4rbBxTuswRffuoABwMn9zXuEfigJMxsPNosd7xkhHBhGNyBev3A4sr2zCiWUinUxGEeJ7NDM4TQA5rJVU0+ygkTaoEcCQvcvx1AZDcvksQ2YpAuC4HiJvl4rz600rXlU7GAKpiQTT68eDFy348evjHZMK+AsCk6GhMVlPmAiiQNNKGBxA9b8/0Aj5P7mvcgxwADQTOuqGZTUezYeX5yHez1+XrpAAqD4VdugKgt8cAQPEiht0EQHL77kFqf9qtRt+vvk2M55W30gMAwOTxwYuX/XhFb5/yNNsAcvgoDCIXhih5e74X8HliXzmCTQ3WQ4LmxLMO5Ima8PicUwTsngvuwc9kab/6uEzxO8p6ACVjLgE/Hr149OPl5OagFT0w1JSr+omat2c5MHJf8zyaP2JjAAyNwHk3C6IuXhWYmq9BqCwDAEe4LpvRBNjy74VXdGOhJ8C5862tC2DP7bsEWcFP/5uXmI6EPoxBFvarN9m07RklFIKzYcc/Bfz4/sGLl/34OBo9fM16I9RBfcb6wTAYcBWe+n6uj7rQFtZY9Lw9csTdyCf2ndm8x6NlBun1Z6q/qhOJ5bBef19/D3zccC7fkMYljXeC8eEqbhUAtKjNNooAmldAoTQSCpbj1Ip8CzdZBADU23cHEr4+W7kI5k/cqvK8etBrhYq+v8ZpFXx89OJlP95ioYcfydffP2+FQeayhC4nz2aHLpUfQ/btkYPx/8W+SfQwWZSlDJFmFfPKtekbs7JYOjGres98RYJXVZuL//SJA+1ys6ET3r6qxQ5RN1FVBW/fZXqSSZNNh5mHjaIImIlL6UyqOkSFOSnCYRvDsMTfpiy4VhbiKAO+2QFQnAw90eihOylVg/nXpY7yLNMjTC9w7+OSUcPFEm97kU6nGmVrCcqgvSg8xcsafXpri4+fcy/+3svRrLiOohpJrzyXHufV28HbeJhuRnPuHfjjcfPk5yyNiI2bvzIrlM+H7T3xgIw4FleycQVwjhqRYtxIJlbLsG3uJ3Bry+vWjqjlCXGImyKzEm3dl9MG+hLD/gtYlweNpgewTf12XVdcGzyi1wuTb3ahxRDvvbC0BwrkufTMvHrmMeBl592bzLlP2stns5VVrb3pqf1v0lXGW2GefM6AXznLL4Zq1h2q4JrGOB6QCcd68w+Mg124Z0vIqGEd3Jcmrlj9ZDEAyNfNBNmhvGz2T2l25oZWgX57EOJcvXPHRBANcHAavzYTFslAmpp+T9A/xo693OARvd54GddmrhvHQbdbLRBoN5KBtrS0cHPp0bOn0/840d6Ul5l3bzbnnp9XjxxoLp+JRRJ+iXJ5vGj/aSlDLldEQZgn7wz89m/VThJdWEAxS0QXP5xUEi2APaR7ARwv3gPA3gIWVCUx8hz7YCRXXsLiffnntzQpCGJEH1peh9mXJmc8ejoAGHb9lhPcf2bNaHvOgGUd9PRNFulxPZD3uuJJnGDd5suV3i3oMjoDMHqbyduYbS5PPSGKHN+IfODFufTo42PQ7zfnxXn38px75Md59YleEZ34XL6qqiddl5gTTED8rJk6xcx8+afY/Vr2Wx3WOrt5un1V69K594leb5+xlh1YihWhJ/AA6IF9VFWV5bXccA8A7wUwWRPiWqIpt7GuhxAqwvqzs6kJo8xbR78tOVw3qOTi+mCDGScDyYJ/+xtGEgAcC/CYfWkKBB9hvAggiPvz6iHvquahpn0OuScfPf3/f+AzSvS0zTLs2fHpzT3lL80ZBaO3mbqpdFE0recgpcG6o3qrl2+YS48+Pgb9fnPeAObdF8Q598jv4bz68xnxjod1qh2hfwK9fHwMld9NPQkWdXhyJm5/eUcKXcCtAsA27b5UnjawnKlHdWHufeDMincIQ3OQLgM4gOmBB5BwvHeDewB4L4Ap6ug2DMsHTlkTJKCbTuvpZlum1vtlsfwXpIoUgG669tEGGUj83/2xeQx3f4B+VRhqhtTbPXjRwK0D2X1KEJPM1VQ9Qi9fx/1ubDkbbn3wGPKuVzoHNLvsnOA82e8d4fQ2761R+2MXd5mnvu6o3pgIc+kZHx+Cfr857/5x3r04A5nhh3n1Ofru/3RdlyHmVQyWMpM4F8VWpoY/2NfF7ltvfkEMTSt6AKoXn2m7r4PZ9x4cyVcaRh54wAHYIy5hHxqGV8GKZu4FMEUnRrtaKgIAZ/+H4XLYdx53IXOVcB55A+rm8V77V2gGkrZ953s9jK6kQAgNJgVx+r5sRUcUqEe0NXdOEML9bhwPYJsYnzfzMJpXRkxg2AECk8Honx2M3oTXr1mT4B5omnUPtoA3OoS59OjZY9DvN+c9KM67F8Pww1d8M/GToYdhaivroSfkOH8VIPeAvaqBh91/3pGu/g9rDRwlrvhWegDYfe+jgj3iJvahNRheDHMvgEtH3hEA4Hwq+IHLEYSZke40Q+VD1Qa8ubdiT0hGnUwkixJ/vswUQEkZvm8bU7UFHw5V7PWcv9jQ6g4ECfQGY3L6stdlpiC+mpgzGTT1nqlQYIn6AiX2sYPRm0jcgNX7xnUPvXwPeOMizKVnfHwI+v3mvOPgvHsxDD+kSYgSM2zjhsnlM48p0TbcICD/Cvy+9bBNtDOSXqb3WGMAJWNO4tz7qGCP6uUF+9CH4Q3gHgDeC5iH+P5cCplrlXTP0YWjHTcYun4PocHaPCzLZuqUZyJZvo+/watbSNTnbLmJW2X3tqnio07Ic/j7+WptQp4kfT9fbSGfg+b0Pf56LtAmNcMFjgy9qo3E8IXxFcbSewrBhqJ/+s0OK5yX1xaTQvSOGiGJoFx2215NUSLlP25FAS/OpUcfH+fVg99vzsvMuxfn3AfAH7dwXr3JZmxaSNTnDMJEMePlM38uOJRGfKm3zqQAu788OJJfvjMFeUfLtydUrCC9fDdh7n1QoGleo3dn1lNzDPAA7IF9IAwv3gPAewHo+09M0VBcvjzxVqngC7QsNhNfTDgyxZml/t/3Ew1CbyNvZe4K50Amkmr8W+QxEh68sLfNnPe5v4arSuFWh/ebnS/C7HczXnv5MRK+PqS5PNm12EjMnm/ofbwSqsaXL5VHOoA32vaoIloNT6/6ht6t4PfjXPpRqY/PzJ0Hz9+cF+fdO/Kce4/yM/PqPXhv6OVzz5w/FubWq+rUM1k/UG1sl/T9kKNNYe69/rfkRV2zQ7//DcwB2IPpQ39AXrwHEBHgXgA3537lbNY/wGRqUaxPxb0pTd5qFermKopjLvCynS+imdITh6rIyWohb+14lgizLSHF7gW4hE9tuxeQGes+VihPn2sEdd88+NTrkbHfC2h61Mo+eSoml6775sGn3nz5vt3tZeO+57POzhY75ocjRlDHJZP28lNofnxO710B0MZWq9z8360wFDmP3MY4Mmsvv4Xq5skkJJNo3/Hgr9s6rz6P84n4mHC+tgyoLYynjvNhstZhT3E+OobJZLx88O+nLk36N2+PGIq7lC0B0zIwfceDJ2/fvHpP8mrRGoP4II01D+fSr8k1ZGczFcYSMD7KCc+X2fewXjSX3zFMBuPlgw8fxfCFcRmStU9o8WuYzWAv7h2PXr5t8+qb12WCYHvCOfhOL9KjEq0mnBvHHiafb+SO/zBnw3qRXL47ly9TS7kJfPiY6rTNNs2bHRt8OP8Ie8dH29GTt21efRzDf58ewvEenCssB4/72FQNaxjufn57MIHpY/7RCD9TtO07Dz1cuaxO08x59HvJNT48DOwdf2v08m2bV38W8vYIDCfAmGAAU8G7V+G6HIZQThHTxzy6Czf06Agmg/HyW8CHj2ugwN7xbcAzuW3z6nPcVb2OgaNpGIt8pTkLFdTSwWnumqaI6WMeAc3ldwSTyXj51L+vmpyOUCjNgX/bhj8H5fxx3DsevHwb59VHcvMjuR6WWQxz6Y/54lIz8aeENpOpJVPQY++oXvDyO37JZLx88O+fXZbdEHKErYdObIElZb3DHHTvePXGG9zeefXEW/cP0MbMpZ96Xr8YWTUKVS8/Pewx3x3nzlMv35X5xam9d7y98+rdtT3mU3vveDvn1du1x7wLuuuNnfPq7dodp9869pG3m6vHAK60b4/z4pHLJfbzr3RVXdd1t3Hwhr49Oy+ecNXZfr4rsdcNj30cqSPgfXt2vDszfQ8xkpGnxtx8vvuwD4Iz5gJZIyFioLiHDfXpmTDz47fp8LKzfcRQ2rmbz/+cf+7RFze0CsmkvIcN+PRMcH78r3POHTcxc5iOVdZO3Xz+59y5DyQx/n18eBb6pkGfHn+GO6Cq4FFoud4ONV4+3237mRD+qZIpDLhtCvj0RnHaoEVtAqDGy+e7bQGALAA+vVGOl6VqxUrqNVbn892FvW6i5+0vgT69PDd+myjvuxlpJzjqIhqz8/luwl43JnvTgE+/sDw3/r/FL5b1/ffvzs3281VV3XY/X1VV1V3381VVtS97P79fT+fWL+ab77u2vmxWJrAw9b0aJo/v+mWRPvo7H4MfuDy2S/JJqEp69s5uPG5OfUvA7TET11iMTnBQA+bxXbqswBs/W4c9rSzZ/7EVctE+4gutXi5q9dmOW6X71zD7x1soisPUKWrp2ok1PaOwy9879avI7phZrPHy+K5cVuCNn66DMkuFX15JCv6K8T4ha5eP6ZhZloT9a3D/+LhsH1rLrTK4nNVMIeeJGaQ5SLfp1XB5fHcuJl+eKrn7i2q6BwCjOHgGmLlVwPRNU718w/7xikkTa2qWJ/QEQA2Yx3frfmaQrQ5cZJRDnA81YuDfihSmb5rq5Rv2j5dSI+bxXbrkgqNaN8yPSz40Q51hbFpJoX3T4P7xQXnPc6Hm9SJUWrAaL4/vymVJXvzu258pMZJ5kHxc4ef4FZtfb6cDWqmiDPevwf3j/3+fWlQwlM/piJllzvEygtKmYE98MMUp5+O7ctnQ1nsRrNjm+33KlTFXKAV+Pe4bz+wfP97K/r8rssoG59bcaW7RZ5o79EeAj9+vIPlNPp9//cyquvc/FWA1s7BREBKl3tmaXHKd8ysFzvYeuZDyKdBpKRzRUD6ff2eBvN/DdlLVFcfNuJPDxvOBYUXFBeRDEBJt/5DoHLwtjn/iu3Bv1+HhZxJzdQazh9XHL9YeWrsxDfPvjqKnXRGi/j854Am6CEgB8PiNJqqDbVVZo2bPeZP9c4Izku0wXFdrj2F4oagN63CFNb1pK/Bm3QS0gELlsNwWzgzVYRrVnh9sHZxPIa5/WFGxPnUBNBdpS45VCJNFEP/nC0jhoD3ebDd07FrLPgLWddX2GI4gdO423/2a+3cPvqC7TXZ0QKtae9NTqqlJ99Y16c1s41NAORk+DWtyW+gs6od5P2BR/XZdV1reavRx1EgWy++GPQE/8mLfawbpYA5lprYCeYJBhHoUoUTwmb5nSPyaVYb/QyfJ9Vn2EO0Dx8Czx6mBTMpjUP+fHEDbMH1y0QKad4n0msujKbhWbmqAw5xbd93ef47Z2MSH9ovvpI17OAQbn5FvuMdCc4U8tgJ/SE++LlpAS3jX4/CLs703pQKjA8BJetHoK3ntRQCOO38/ewEhSqhM5Q1BqwAwbPZTK8eTd4nMmnu2pJZc+3TFZjwBLjfsrIfVcyUd8dGYsTCsV1tENk/oN6939/b8e+Rdwi9RLo8X7T8tHdYZnvrj+20zBeat0wQUUE6GTxUXYWLKXZcdKB0o+H6gwcb4Ga24+8khzV3xPWqEpPzNxE8wugn6x9ix8dBgHeBH3mdD30gjLQwfV85E/to5E24ZYU1oy1yIi9GXgWNinElII68YWr/QPnDQs0/iW0o0BvX/iQe0l6yNfgIt4IlRT2mOQRAjuChmXeAxj/eoSP85UTuBTuxNXNlBVd03W//EeS9+GZgCSlxq/NMhLnnTsC9BDii4wX/kTpZFYfgb+ulYtuIibH+3zeGijePgtMHhhJ6AEP557vMqwqJE8eXmGMR/muHeLxgaTlsHojzN5IXPyQNo2idnZrWK+A2yc9rfDDFnihA/a6ZOMZSOawb7cscACU6Wj9p7mknY/RII835seakGnKCny+8R+Jv3dmjhyyHsgfIzvNYE9J1Z08BUcnGvIptYiB3WPkOJzAzM9S8AgKNYD9ko7O3QnHLYA+eo1LNPKtT/JzGkg9cz0ALN1GURqQ3285yAxyCC7++M2csC5GVKgfXZ8A6W2TC/IN6knkAL5NirmvIArIc4bi3kgYJhZ7jxJ1NRuAs2swiPD5YdWOPbrTGoFLyaSlkPCRLFkw/OnZPjr4v9PwZ7yzaklbHqYDq8xE60Gj7iDdWvqSfBog6vKXCek2S+rhS3KS+LQKHAQd8w78fGU/BavVx8j8h/TC5oFcIYWlFbl4bjJX3TxICTTJayJiWzOth1KlY+EekQ/UVxDxzw7JNINCbg/z+a333Ebtf5ziK0ALGcofDglAngkcP7/gAAkAX895IDn0zKSAGUBm7rjTsedjIXLUC3dikQbU8rCgIPACRjgKeAvS5fJwVgJXcN2547yaSF5a365jkDp2jcGuUILL4qH0DxIob4mU5dO2e7gurgq4ztH771MHEuiq1MDX+wrwvxTeTzlBuqmVvzLMtwjqeFT4h5P7ul6fo9WnE5rIAoFt8jwx988WS7HByg4XhXhL6aJj7x0xD6VAdvVy3s5khsNeNTWmUviluxgGefzM+A//9o/vARs5J/Y2MA4ICz9GpjAOApHn82wGOes9winrxO1GXyd8GErjUHBkei5ZYSF3ozJp94MR7AATnm1pw9gIkJHLkDeQAAIEtY5Fu5/eYdjT3RcnCeYxjick1nWxwGv1dEjrkHj/VYlWuMm+QKxUtshSg9YbnzVwFSL3t24RwPTFbmJf+wAwQ3k7bbGJ1C+ipoW4Ew78eGuPYpUceR4cfPAYHjpX3Tw8TH7MEjiN7vhyFnCP2CvBf/IACoTKcAIOc0EwrnbZW0FAbw7JMJ+P/hAnHJRSP6BXBAkxDFZZZBwaNQ8tcFHvN4Z32ZuP7mIyta2ICjWdPGOuECBaqKUrwbwAGedBVTeUXgDJwm9ArkQfuTZ6u8EZvRRLRxjr/iBdg05B2nUgng3PnW1sWKlKOEE/Z1CjYmdkcnbpLcXae9qQUzj/BjANqGG6zSV4BzAFTHSBMqVuRsRDlyCqnZA70D+jDvJ7LSJ0vjyPBHg+OFvulgHNWbhitjIxFsDtoohwJNK0vU8tN62mWID0sYjmTHbikFUMhGtZUQ3jopAIAcVSKcSnLMmD5w2r8M6tmb55j/pP5/fPq/A0q1rYk8zsR1GFg4YFyT/UJ8MyGxSZrcmYMcWZ+ppsbef441ducfTsrVRuJPWSxKblgB9/1KjOSOKNJsG1aJmtZqIR/DTBiDDkF6gCWYXNrnbtSFTFFcqTyIBZ5unr0/efyTFkUgsN+iW3/IhSYkipIdGYChTdR/mRNKQfhbTrUIKzJPkMRmQsU+AoPo4v7/KaWVmwlZ0yWUxOdCkL96z122HvskgU2trEyOW43G5KMcCg6lEV/qrTMpR5cCl9jM7/cm9qdzvbxICDiBT++LsRIqEp2YgJweY/5jin18Yn09zlVUB7uRij6Op+jgXtsLKf9NYn8VXg/x/R7qE3n3Dn3Tw5+MN7hf6oy1KdkHPltifwPZ+/2CY6hq7g5dDzYg3Su+IaSIwJg9cKqS1LM3T/dSivr/VtQy2dKJWdUiS8oroAvQA6oaM18rlPRL7FcOui+DHMZRun9OHHx1faJAmTAZ/mPMfAkMv53CQs+XLVGEB0GUHcqukB5OD+hdaBxq6C/tbsCRQinkIPvJC2ku/tMnDoT7BDTcKHqQq6zh+xP3VFWLfUf+D0TvKRygLQ6VF/1sg++HBPgZ5nOpeW9lg26x4P8rJ4PI5SFXxApEUxHt+xXK6l8748rZivavUM5uwOf1qm/w+5RPst+G6ftRi1VCZYcumzyt/B5DyWIrS/nPNsDj67NDTzMzfh0gL9c3I3h+ceRHT1NwkDq+tl6J//KV6s+3inDYlkzvv01ZUNflyUUgZ+0Gbyv5iLyQ8ulx9mSaedFQ1OjLwXaaIk+ePw3oPLd7ev3mm4P75Lncws5z9yPYyzfgSnUvv6OZppcXVHXv925VVfWulR+4lTmA41Ft/HBdcl8gfhD8mvtN/rCdUibHPEgECOogL1/mSnUv32gefiR/U/tCi8M6pbEjtuXRHfbzgUsdbkAKvHjH+tjg2XP+vOD3c/cD4r1nKT/inDwAqHkvHSLJMyxHC3A8UMBfnUFqbwXY1guYRO4dTVf1rC9wMLvO+AR4ggnk+FiLanbU416NQtOELzUnvw7y8kWuWuDlG8zDbzrShw4ttthPzsq3LjbNhS2P7rifXyJYX43rviO1rANe/M0d65O8Zz8G+vMrCn4/dz8giOn9C1LK3woT/+eelTe4E6McLcDwADQ9V79DOw5ZWC+gqqqqcm/7eQU8QM9DgOionvUFkExCVRKinbcghhTA66oK67CnMBBdIfxpXabvIfqiUIXT7dnVVkU+Evlthy2qe/0bYonIth/TySTGl8TBRH4/HloAv/8F5HDCyxe5aoOXL8/Dt6Xq7osjRhDOsUAkj+68n98XodhlqNI1c/TQi3euT/KePfrzvN8v3Q/Yq6OLsE1MMHgA8X/uLVqA4QHrsXPgOljXDgGQ+wImkXsrQOS8AoEFV1lmO6/A5JWOVINZb+jlBGybFypj1bG+YE02kGjOoJsBmFBRDpwKNVnr7Obp9lWt6wyctsp+CDkjhdFVyUXZz2tQOk1lRJr8MKbzijAUrL8/ENGHjaNwruw5UMNdHgHUZK2yA2tieut8yGfG7PhBoYyViIVYPHd6QEUfBsDfTF9LwKXZzWv+lVK245Ya7wFpDxTKIa18QaHwLJttJvvKxDQjZaK+mo8ocWAYjm2iQ0ORirz177GduXgA7d2T4XHAyxe5OtU2Lx8AbORMAINTfr7s2wOgF+9cn6Q9e/T2W3m/n7sfwCTiKzK2aAEumokGtHbu6jDkvoBJ5N5yR/i8AidzQfNoMRU+r0BaY5/kbHZLlzJvsGlndnWk+wdVx/oCR7dhWD5wyoOUgG4CZ/Vi27T7r5y+oOvpUV1DRQtKMa1TX/6lHnKBxU03q5h+2EiHUv8NNvc1nuPD+fJJoWhWL6wN080x2lY85guF9xU6juk5BO//NPtbDb78ldM6l5XE8jR1FTm5pgENd1ymaOK36AEl4csCv2doiauootbWHG2rZoJuNZ7ONnuDPoLsB4ZtutzONvvPASyxxyo8x9GO2zG5oiTUQX2N+huJI4AwHE5NxnStz/uWvdWHeAD0LiCHA16+zJX6Xr7BPPz4am6263LAk4WeQHHIz5d8+5qr6nb0zNCLd7BPkp494+1/hvf7OVvajkyMjf6PehGk+wLcvQK595ncp1kEaCBwtoe++z9d12WIeRWXkoH+Qbx771c96wsmRrv4zCKAEuRUvVqKAThJR7zqhGLgHO9n1gEudb6xSfcPSM1MofR95wzwFGc7GwSHv56n2l3XZQQG/oEYQ5fBCQ4iukHxeyAxgJoTMIpHNGeLPcPLK318oxwOmAf5c653tyH+zxfgCHFf2YO45E3ygeKdYkTHWZP7yM9hQ+OOjD/Gl8wBnBxH4cmwlbcKAHCAB70XITzOePkyV+p7+Qbz8EvC1BaXtwrovR7H/fwcc02YuY8nQNsh8OKd7JOsZz89+PMLyn6/fTFZnf6YtcrUDOLdQLovwN0rkHtHjhOwHrojtex+6KFdl83Hnb9fFtYXcOmIkgEAfQXO/pW44lvpAQBU2Wa3YfNj9wtcqnntcG9cjjioMNTlUwToq8i5BoQq5n4+Qu1NT0Ho91MA4ITPfxDxv0NHtEPhdHXpj70bHDAP8iMzx+bPUVUNUZADBeNL5gBOhgNd5UMO4HqHO8ntHye9fI4r9b18g3n49qMPoLzhFUG85QsAx/18T4w77RTAlW13nYQX72yf5D178Of7l/1+ej+ASw4fO24o7P0ZogWYlKhCQiGoUFNt2NcLmPwdgUHvR/NHbAxAzaHp7ULUtO3rGRCysL5ATAFyHsZ4rbGIvuSVSydiAJrEiR8I8firxMpyMLScd5gN1E54ULMjJ47gyHGfoh5Asgwwhprw0y+AqjEnNbufmAK4sglcT1QWofxMHDFKzoxBoeAi8cC8UuK+shfREaZ/kCdYC+dgfMkcwMlwREWh9xNIHPXykesTqe/lG8zDtx5C+tDJ4U1CMSFTjPHdwHk//2YZG2mYULH7x4F1qRfvaJ9kPXtLjv687Pfj/QBH594EafzVezaWnjO1y38MGXrhXIADGB6AuMalfKRkG8h6AaNH7P1omcGXV8bqr+pEYpFxrb+lwsRrK1KJlpbSTVvMn2zC/H7BxBTNbj9v4q1SAJyT5zE+fHtY38t306RYW3mYULBjquUBl3eDf59QMJ31ccVMC3samReYwmw6sd2DKSrUuDfhv3wVHmOOKVPLqc8oMZI7euFbxeRwLq79MUYyYHqpNy0OZ91CohMTeOXV2Ccx3YBOssrADK3F7dED3lWZRfkfohhIHyVZZkq8enKt3ixrmM1IBBuf7XZ+On5+paxTbYzkw30Gch75lbwVV15/aH4Mk9kq9kIOuSdyFKqac7mbx9AWbQAeQHu/IAAOB7185IrtMfW9fHkePoSr6B46ifcQ0QvO+/lewve/u9UBXryjfZL17CNB9Odlvx/vBzSGXrqe7M2jx6zIGroEYTVU4QCOR63sRbJTLUvvC5g9Ym+TRVnuwItUzCsXPHqfoab/Nnfcq/7vsxrfL0h8nln/AJMhJ3n//gHayOfd5/oDMlwWl/euiJzHQMPOF3Lu6eR9phlHu5y8vgaoXLF/6KPME9vTU4ZOfJ5a06PPNIs/6j6l8ip5u+yPWrJ2WQ1ZekB5hwWj/Jb04gdzN4NXvHebWteao9b0K3WEp4oKzOfnDHyHK071chrm697n9f/YgRx9vgB6yRz4YO8uJ89mh55qWTwAeo+DHHWgl19nPLXxfoDz9wW8M2m4ckE2rkSxPp78jq6XX3ekNt4PcP6+QHdSqgYbyq+Gnmisp69MzPdWgwsV46Tj3r0DnLXjsen7CShr7I+Ct55Ol6Xl3n3fJD37HjGby7o3zjE/vFKQ8nvgeJ3z+YitIHBSmpELbk5SYQ8bzq9PvT1wHM16hh2qWIW6ifCcjaGXrvkDuVTZ3Orenj1seL/esT1wALD5cD5BzIcPtGWMX8rJ/Zcvrge8F9rT5ckmn07t2sOG8+ud2gNHnal9VyTvjfaDw2RNbq2a8JvZNydnAPSlnFy6Qw/F9wI9XZ2c0q49bDi/3qk9cFSzu5FqezjvvStJ2AeH+/lR8Nq1NxdpCwbQl3JyWQJ64HuJCtDT1cmX7drDhvPrndoDp2kH1QwPnOe4/FzYB0eZp+BPT8sDQP0Sj4cN0wPey7OgZ+DmZD1/d23aw4bLzM7sgUNvSNjSwLSHGIzfpELeC9PT1cnG36dJ72FjEKf2wPGEq9/RA+fqOEaxYTB+TUJ7MMGe6uZkMztT2/awYfx6p/bACQz1hT1TYkBNahWFYg8tPPX9XJ/H0BaTwvhFTjwAe8B7UezpwkxutH8PG0vB+PVO7YHjeeMNnvD25R7Ulz5XpAP7Tgo4+0de6GEJ+F6gpxszwrTu38PGjYlde9i4yunXmz1sAAA=)
> 
> 
> 
> Điều này có thể là do phần phụ thuộc của trình điều khiển OpenCL. Vui lòng chạy lệnh `qnn-net-run` với cờ `--log_level debug`, như sau-
> 
> 
> 
> > 
> > 
> > & $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\mobilenet_v2.dll --backend $QNN_SDK_ROOT\lib\aarch64-windows-msvc\QnnGpu.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_gpu --config_file .\QNN_Artifacts\qnnGpuConfigDetails.json --log_level debug
> >     Copy to clipboard
> 
> 
> 
> 
> - Giờ bạn đã thực thi thành công mô hình trên GPU.
> - Hãy chọn tab **Chạy trên backend HTP** để tìm hiểu cách thực thi mô hình đã lượng tử hóa trên phần phụ trợ HTP.
> - Để so sánh kết quả từ CPU, GPU và HTP, hãy dùng phần hậu xử lý bên dưới.

**Chạy mô hình QNN trên backend HTP**

> 
> 
> Ghi chú
> 
> - Các ứng dụng tương thích với Arm64 dùng các tệp theo bảng bên dưới từ các nguồn *${QNN\_SDK\_ROOT}\lib\aarch64-windows-msvc*, *${QNN\_SDK\_ROOT}\bin\aarch64-windows-msvc*.
> - Các ứng dụng Arm64x/Arm64EC dùng các tệp theo bảng bên dưới từ các nguồn *${QNN\_SDK\_ROOT}\lib\arm64x-windows-msvc*, *${QNN\_SDK\_ROOT}\bin\arm64x-windows-msvc*.
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> 
> 
> 
> 
> | Tệp | Nguồn |
> | --- | --- |
> | qnn-net-run.exe | AI Runtime SDK: ${QNN\_SDK\_ROOT}\bin\aarch64-windows-msvc |
> | QnnHtp.dll | AI Runtime SDK: ${QNN\_SDK\_ROOT}\lib\aarch64-windows-msvc |
> | QnnHtpPrepare.dll | AI Runtime SDK ${QNN\_SDK\_ROOT}\lib\aarch64-windows-msvc |
> | QnnHtpV73Stub.dll | AI Runtime SDK: ${QNN\_SDK\_ROOT}\lib\aarch64-windows-msvc |
> | libQnnHtpV73Skel.so | AI Runtime SDK: ${QNN\_SDK\_ROOT}\lib\hexagon-v73\unsigned |
> | libqnnhtpv73.cat | AI Runtime SDK: ${QNN\_SDK\_ROOT}\lib\hexagon-v73\unsigned |
> 
> 
> 
> Các tệp trên là bắt buộc và được sao chép vào thư mục `$DIR_PATH\Models\QNN_Dependencies` trong quá trình [thiết lập qnn](https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Scripts/qnn_setup.ps1).

Bạn có thể sử dụng chế độ thực thi trực tuyến hoặc ngoại tuyến như mô tả trong các phần sau.

**Trực tuyến**

> 
> 
> Để chạy mô hình trên backend HTP trên windows-aarch64 bằng biểu đồ đã chuẩn bị trực tuyến (trên thiết bị), hãy chạy lệnh sau:
> 
> 
> & $DIR_PATH\Models\qnn_dependencies\qnn-net-run.exe --model .\QNN_Artifacts\ARM64\quantized_mobilenet_v2.dll --backend $DIR_PATH\Models\qnn_dependencies\QnnHtp.dll --input_list .\input_list.txt --output_dir .\QNN_Artifacts\output_htp
>     Copy to clipboard
> 
> 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)

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**Ngoại tuyến**

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> Ghi chú
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> Người dùng cũng có thể dùng [AI Hub](https://aihub.qualcomm.com/compute/models/mobilenet_v2?searchTerm=mobilen) để tải xuống tệp nhị phân được tuần tự hóa của mô hình và chạy trên HTP bằng cách cung cấp đường dẫn tuyệt đối của mô hình được tuần tự hóa đến `--retrieve_context` trong lệnh bên dưới.
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> Để thực thi tệp nhị phân được tuần tự hóa đã tạo/tải xuống trên HTP, hãy chạy lệnh sau để tạo đầu ra đến `$DIR_PATH\Models\Mobilenet_V2\QNN_Artifacts\ARM64\output_htp`.
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> & $DIR_PATH\Models\qnn_dependencies\qnn-net-run.exe --retrieve_context .\QNN_Artifacts\quantized_mobilenet_v2.serialized.bin --backend $DIR_PATH\Models\qnn_dependencies\QnnHtp.dll --input_list .\input_list.txt --config_file .\QNN_Artifacts\backendExtensionDetails.json --output_dir .\QNN_Artifacts\output_htp
>     Copy to clipboard
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)

**Hậu xử lý**

> 
> 
> Đầu ra của `qnn-net-run` là tệp thô chứa điểm xác suất của 1000 lớp. Hãy dùng tập lệnh *postprocess\_output.py* (như bên dưới) để lấy 5 dự đoán hàng đầu của các mô hình cùng với điểm xác suất của chúng.
> 
> 1. Chạy lệnh sau để tạo tệp *postprocess\_output.py*:
> 
> 
> notepad.exe postprocess_output.py
>         Copy to clipboard
> 
> 
> 2. Sao chép mã sau vào tệp postprocess\_output.py rồi lưu lại.
> 
> 
> 
> 
> > 
> > 
> > import numpy as np
> >     import os
> >     #Qualcomm utility for pre-/postprocessing of input/outputs in model inference
> >     
> >     import io_utils
> >     
> >     cpu_output_path = r"QNN_Artifacts\output_cpu\Result_0\_590.raw"
> >     gpu_output_path = r"QNN_Artifacts\output_gpu\Result_0\_590.raw"
> >     htp_output_path = r"QNN_Artifacts\output_htp\Result_0\_590.raw"
> >     
> >     print("cpu: Result ")
> >     io_utils.postprocess(cpu_output_path)
> >     if os.path.exists(gpu_output_path):
> >       print("\ngpu: Result ")
> >       io_utils.postprocess(gpu_output_path)
> >     else:
> >       print(f"Path does not exist: {gpu_output_path} . ")
> >       print("If you haven't tried QNN GPU, we recommend performing it. If you have, please ensure you pass the correct path.")
> >     if os.path.exists(htp_output_path):
> >       print("\nhtp: Result ")
> >       io_utils.postprocess(htp_output_path)
> >     else:
> >       print(f"Path does not exist: {htp_output_path} . ")
> >       print("If you haven't tried QNN HTP, we recommend performing it. If you have, please ensure you pass the correct path.")
> >     Copy to clipboard
> 
> 
> 3. Thực thi postprocess\_output.py để lấy các dự đoán từ CPU và backend HTP.
> 
> 
> python .\postprocess_output.py
>         Copy to clipboard
> 
> 
> 
> 
> > 
> > 
> > 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)
> > 
> > Ví dụ về kết quả đầu ra hậu xử lý
> 
> 
> 
> Từ kết quả trong hình ảnh ở trên, bạn có thể thấy rằng mô hình đã phát hiện ra "coffee mug" là đối tượng (trong hình ảnh đầu vào được truyền cho mô hình) với điểm xác suất là ~89,6% đối với CPU và ~93,6% đối với HTP.
> 
> 
> Ghi chú
> 
> 
> Điểm xác suất có thể thay đổi dựa trên dữ liệu đại diện được dùng để lượng tử hóa.

**Tạo ONNX từ tệp nhị phân ngữ cảnh QNN**

> 
> 
> Chạy lệnh sau để tạo mô hình ONNX bằng tệp nhị phân ngữ cảnh:
> 
> 
> python ..\QNN_Dependencies\gen_qnn_ctx_onnx_model.py -b .\QNN_Artifacts\quantized_mobilenet_v2.serialized.bin -q .\QNN_Artifacts\quantized_mobilenet_v2_net.json
>     Copy to clipboard
> 
> 
> 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)
> 
> 
> Lệnh này tạo mô hình ONNX trong ${DIR\_PATH}\Models\Mobilenet\QNN\_Artifacts\quantized\_mobilenet\_v2\_net\_qnn\_ctx.onnx. Mô hình ONNX này có thể được dùng để suy luận bằng cách sử dụng [ONNX Runtime ORT QNN Ep](https://docs.qualcomm.com/doc/80-62010-1VI/topic/ort-qnn-ep.html#ort-qnn-ep).
> 
> 
> Ghi chú
> 
> 
> **Tạo .json từ tệp nhị phân ngữ cảnh QNN**
> 
> 
> 
> > 
> > 
> > Nếu tệp nhị phân ngữ cảnh được tải xuống từ [AI Hub](https://aihub.qualcomm.com/compute/models/mobilenet_v2?searchTerm=mobilen), hãy chạy lệnh bên dưới để tạo tệp .json bằng tệp nhị phân ngữ cảnh-
> > 
> > 
> > $QNN_SDK_ROOT\bin\arm64x-windows-msvc\qnn-context-binary-utility.exe --context_binary="<.bin_file_path>" --json_file="<desired_file_name.json>"
> >     Copy to clipboard
> > 
> > 
> > Bây giờ, hãy chạy `gen_qnn_ctx_onnx_model.py` như đã đề cập trong phần `Tạo ONNX từ tệp nhị phân ngữ cảnh QNN` với mô hình .bin đã tải xuống và tệp .json đã tạo.
> 
> 
> Ghi chú
> 
> 
> Cập nhật dòng sau trong ví dụ được đưa ra trong [Hướng dẫn ORT-QNN](https://docs.qualcomm.com/doc/80-62010-1VI/topic/ort-qnn-ep.html#ort-qnn-tutorial) vì kích thước đầu vào đã được định dạng lại theo cấu trúc NHWC.
> 
> 
> raw_img = io_utils.preprocess(img_path, True)
>     Copy to clipboard

**Các bước tiếp theo**

Sau khi hoàn thành các bước thực thi model, hãy tìm hiểu cách bật và sử dụng [QNN Optrace profiling](https://docs.qualcomm.com/doc/80-62010-1VI/topic/qnn-optrace.html#optrace) trong phần tiếp theo.

Last Published: Dec 16, 2025

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