{"id":359,"date":"2023-10-08T06:17:08","date_gmt":"2023-10-07T21:17:08","guid":{"rendered":"http:\/\/192.168.0.139:8080\/2023\/10\/08\/audiocraft%e3%81%8c%e5%8b%95%e3%81%8b%e3%81%aa%e3%81%8f%e3%81%aa%e3%81%a3%e3%81%9f%e3%81%ae%e3%81%a7docker%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc\/"},"modified":"2023-10-08T06:17:08","modified_gmt":"2023-10-07T21:17:08","slug":"audiocraft%e3%81%8c%e5%8b%95%e3%81%8b%e3%81%aa%e3%81%8f%e3%81%aa%e3%81%a3%e3%81%9f%e3%81%ae%e3%81%a7docker%e3%82%92%e4%bd%bf%e7%94%a8%e3%81%97%e3%81%a6%e3%82%a4%e3%83%b3%e3%82%b9%e3%83%88%e3%83%bc","status":"publish","type":"post","link":"http:\/\/192.168.0.139:8080\/2023\/10\/08\/359\/","title":{"rendered":"AudioCraft\u304c\u52d5\u304b\u306a\u304f\u306a\u3063\u305f\u306e\u3067Docker\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb"},"content":{"rendered":"\n

\u5148\u65e5\u3001\u4eca\u307e\u3067\u4f7f\u3048\u3066\u3044\u305fAudioCraft\uff08MusicGen\uff09\u304c\u4ee5\u4e0b\u306e\u30a8\u30e9\u30fc\u3067\u8d77\u52d5\u3057\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

Preparing metadata (setup.py) \u2026 error
error: subprocess-exited-with-error<\/p>\n\n\n\n

\u00d7 python setup.py egg_info did not run successfully.
\u2502 exit code: 1
\u2570\u2500> [9 lines of output]
No CUDA runtime is found, using CUDA_HOME=’C:Program FilesNVIDIA GPU Computing ToolkitCUDAv11.8′
Traceback (most recent call last):
File “”, line 2, in
File “”, line 34, in
File “C:UsersminokAppDataLocalTemppip-install-jutczj_mxformers_7556bee2c41042458481e5ebb4b54959setup.py”, line 239, in
ext_modules=get_extensions(),
File “C:UsersminokAppDataLocalTemppip-install-jutczj_mxformers_7556bee2c41042458481e5ebb4b54959setup.py”, line 157, in get_extensions
raise RuntimeError(
RuntimeError: CUTLASS submodule not found. Did you forget to run git submodule update --init --recursive<\/code> ?
[end of output]<\/p>\n\n\n\n

note: This error originates from a subprocess, and is likely not a problem with pip.
error: metadata-generation-failed<\/p>\n\n\n\n

\u00d7 Encountered error while generating package metadata.
\u2570\u2500> See above for output.<\/p>\n\n\n\n

note: This is an issue with the package mentioned above, not pip.
hint: See above for details.<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

\u3053\u306e\u74b0\u5883\u306f\u3001Python\u306e\u4eee\u60f3\u74b0\u5883\u3067\u4f5c\u6210\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

\nhttps:\/\/minokamo.tokyo\/2023\/09\/07\/6142\/\n<\/div><\/figure>\n\n\n\n

\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u78ba\u8a8d\u3057\u3066\u307f\u308b\u3068\u3001\u30da\u30fc\u30b8\u306e\u5185\u5bb9\u304c\u5909\u308f\u308a\u3001python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f3.9\u304c\u63a8\u5968\u3055\u308c\u3001\u4ee5\u524d\u306e3.10\u3067\u306f\u306a\u3044\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n

https:\/\/github.com\/facebookresearch\/audiocraft<\/a><\/p>\n\n\n\n

\u3053\u308c\u3092\u89e3\u6c7a\u3059\u308b\u306b\u306f\u3001\u63a8\u5968\u3055\u308c\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308c\u3070\u3044\u3044\u306e\u3067\u3059\u304c\u3001\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u306f\u52d5\u4f5c\u3057\u306a\u304f\u306a\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3082\u3042\u308b\u306e\u3067\u56f0\u308a\u307e\u3057\u305f\u3002\u8907\u6570\u306epython\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3001\u5207\u308a\u66ff\u3048\u3066\u4f7f\u3046\u624b\u3082\u3042\u308b\u3088\u3046\u3067\u3059\u304c\u3001Docker\u3067\u5b9f\u73fe\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002\u63a8\u5968\u3055\u308c\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308c\u3070\u3053\u306e\u554f\u984c\u306f\u89e3\u6c7a\u3057\u307e\u3059\u3002CUDA\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u30db\u30b9\u30c8\u3068\u7570\u306a\u3063\u3066\u3044\u3066\u3082\u52d5\u4f5c\u3057\u307e\u3059\u3002Docker\u3092\u4f7f\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u4ed6\u306b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. \u74b0\u5883\u306e\u518d\u73fe\u6027<\/strong>: Docker\u30b3\u30f3\u30c6\u30ca\u306f\u3001\u4f9d\u5b58\u95a2\u4fc2\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u74b0\u5883\u3092\u30b3\u30fc\u30c9\u3067\u5b9a\u7fa9\u3067\u304d\u308b\u305f\u3081\u3001\u74b0\u5883\u306e\u518d\u73fe\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u30de\u30b7\u30f3\u3084\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u9593\u3067\u74b0\u5883\u3092\u7c21\u5358\u306b\u5171\u6709\u3057\u3001\u540c\u3058\u6761\u4ef6\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
  2. \u74b0\u5883\u306e\u5206\u96e2<\/strong>: Docker\u30b3\u30f3\u30c6\u30ca\u306f\u30db\u30b9\u30c8\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5206\u96e2\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7570\u306a\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u30bf\u30b9\u30af\u3067\u7570\u306a\u308b\u74b0\u5883\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f9d\u5b58\u95a2\u4fc2\u306e\u885d\u7a81\u3084\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u554f\u984c\u3092\u907f\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
  3. \u30dd\u30fc\u30bf\u30d3\u30ea\u30c6\u30a3<\/strong>: Docker\u30b3\u30f3\u30c6\u30ca\u306f\u3001\u7570\u306a\u308b\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3084\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u3067\u7c21\u5358\u306b\u79fb\u52d5\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
  4. \u52b9\u7387\u3068\u901f\u5ea6<\/strong>: Docker\u30b3\u30f3\u30c6\u30ca\u306f\u8efd\u91cf\u3067\u3001\u9ad8\u901f\u306b\u8d77\u52d5\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3001\u30c6\u30b9\u30c8\u3001\u304a\u3088\u3073\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\/\u7d99\u7d9a\u7684\u30c7\u30ea\u30d0\u30ea\u30fc\uff08CI\/CD\uff09\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  5. \u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/strong>: Docker\u30a4\u30e1\u30fc\u30b8\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3055\u308c\u3066\u304a\u308a\u3001\u7570\u306a\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u74b0\u5883\u3092\u7c21\u5358\u306b\u30c8\u30e9\u30c3\u30af\u3001\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3001\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
  6. \u30ea\u30bd\u30fc\u30b9\u306e\u52b9\u7387\u7684\u306a\u5229\u7528<\/strong>: Docker\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u52b9\u7387\u7684\u306b\u5171\u6709\u3057\u3001\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30db\u30b9\u30c8\u30de\u30b7\u30f3\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u3088\u308a\u52b9\u7387\u7684\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
  7. \u958b\u767a\u3068\u30c7\u30d7\u30ed\u30a4\u306e\u7c21\u7d20\u5316<\/strong>: Docker\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u958b\u767a\u3001\u30c6\u30b9\u30c8\u3001\u304a\u3088\u3073\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u9593\u3067\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u79fb\u52d5\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u30d7\u30ed\u30bb\u30b9\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001\u30a8\u30e9\u30fc\u304c\u6e1b\u5c11\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  8. \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/strong>: Docker\u306b\u306f\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u5e83\u7bc4\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u3042\u308a\u3001\u591a\u304f\u306e\u6e96\u5099\u6e08\u307f\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3001Docker Compose\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u304a\u3088\u3073\u4ed6\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

    \u3068\u3044\u3046\u308f\u3051\u3067\u3001Windows\u306eWSL\u3092\u8d77\u52d5\u3057\u3066\u3001Docker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

    \nhttps:\/\/minokamo.tokyo\/2023\/07\/08\/5878\/\n<\/div><\/figure>\n\n\n\n

    \u7ba1\u7406\u3057\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u3001\u9069\u5f53\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    mkdir audio<\/code><\/pre>\n\n\n\n

    \u4f5c\u6210\u3057\u305f\u7a7a\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3057\u3066\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    cd audio\nsudo vi Dockerfile<\/code><\/pre>\n\n\n\n

    Dockerfile\u306e\u8a18\u8ff0\u5185\u5bb9\u306f\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002\u8272\u3005\u30c8\u30e9\u30d6\u30eb\u306b\u906d\u9047\u3057\u307e\u3057\u305f\u304c\u3001\u3053\u306e\u5185\u5bb9\u3067\u52d5\u4f5c\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

    # \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\nFROM python:3.9-slim-buster\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update && \n    apt-get install -y git ffmpeg && \n    pip install torch==2.0.0+cu118 torchvision==0.15.1+cu118 torchaudio==2.0.1 --index-url https:\/\/download.pytorch.org\/whl\/cu118\n\n# AudioCraft\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u30af\u30ed\u30fc\u30f3\nRUN git clone https:\/\/github.com\/facebookresearch\/audiocraft \/usr\/src\/app\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/usr\/src\/app\n\n# AudioCraft\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN pip install -U .\n\n# \u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\nCMD [\"python\", \".\/demos\/musicgen_app.py\", \"--listen\", \"0.0.0.0\", \"--server_port\", \"7860\"]<\/code><\/pre>\n\n\n\n

    \u4f5c\u6210\u3057\u305fDockerfile\u3092\u5143\u306bDocker\u30a4\u30e1\u30fc\u30b8\u3092\u30d3\u30eb\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    docker build -t audiocraft .<\/code><\/pre>\n\n\n\n

    \u6b21\u306b\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    docker run -d --name audio -p 7860:7860 audiocraft<\/code><\/pre>\n\n\n\n

    WSL\u306eIP\u30a2\u30c9\u30ec\u30b9\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    ip a<\/code><\/pre>\n\n\n\n

    IP\u30a2\u30c9\u30ec\u30b9\u3092\u78ba\u8a8d\u3057\u305f\u3089\u3001\u30d6\u30e9\u30a6\u30b6\u3067\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    http:\/\/IP\u30a2\u30c9\u30ec\u30b9:7860<\/p>\n\n\n\n

    \"\"\/<\/figure>\n\n\n\n

    Docker\u3067GPU\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u3001NVIDIA Container Toolkit\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

    \nhttps:\/\/minokamo.tokyo\/2023\/09\/08\/6018\/\n<\/div><\/figure>\n\n\n\n

    \u6b63\u3057\u304f\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3042\u308b\u3068\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3067\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

    nvidia-container-cli info<\/code><\/pre>\n\n\n\n

    mamushi@n4060:~\/audio$ nvidia-container-cli info
    NVRM version: 537.42
    CUDA version: 12.2<\/p>\n\n\n\n

    Device Index: 0
    Device Minor: 0
    Model: NVIDIA GeForce RTX 4060 Laptop GPU
    Brand: GeForce
    GPU UUID: GPU-73f6ad9a-b926-49a8-5fbb-ce9cb487757b
    Bus Location: 00000000:01:00.0
    Architecture: 8.9<\/p>\n\n\n\n

    \"\"\/<\/figure>\n\n\n\n

    \u5148\u306edocker run\u30b3\u30de\u30f3\u30c9\u3067\u306fCPU\u3092\u4f7f\u7528\u3059\u308b\u306e\u3067\u3001\u4e00\u5ea6\u30b3\u30f3\u30c6\u30ca\u3092\u505c\u6b62\u3057\u3066\u524a\u9664\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    docker stop audio\ndocker rm audio<\/code><\/pre>\n\n\n\n

    \u4e0b\u8a18\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    docker run --name audio --gpus all -p 7860:7860 -d audiocraft<\/code><\/pre>\n\n\n\n

    \u30d6\u30e9\u30a6\u30b6\u306eWeb UI\u3067\u66f2\u4f5c\u6210\u4e2d\u306b\u3001GPU\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    nvidia-smi<\/code><\/code><\/pre>\n\n\n\n
    \"\"\/<\/figure>\n\n\n\n

    nvidia-smi<\/code> \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001WSL\u4e0a\u304b\u3089\u76f4\u63a5GPU\u306e\u72b6\u614b\u3068\u4f7f\u7528\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u8a73\u7d30\u306a\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059:<\/p>\n\n\n\n

      \n
    1. GPU\u306e\u57fa\u672c\u60c5\u5831<\/strong>: GPU\u306e\u540d\u524d\u3001ID\u3001\u304a\u3088\u3073\u30c9\u30e9\u30a4\u30d0\u30d0\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306e\u57fa\u672c\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    2. GPU\u5229\u7528\u72b6\u6cc1<\/strong>: GPU\u306e\u5229\u7528\u7387\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u7387\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u72b6\u6cc1\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    3. \u5b9f\u884c\u4e2d\u306e\u30d7\u30ed\u30bb\u30b9<\/strong>: GPU\u4e0a\u3067\u5b9f\u884c\u4e2d\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u305d\u308c\u3089\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u6d88\u8cbb\u3059\u308bGPU\u30ea\u30bd\u30fc\u30b9\u306e\u91cf\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    4. \u6e29\u5ea6\u3068\u96fb\u529b<\/strong>: GPU\u306e\u6e29\u5ea6\u3084\u96fb\u529b\u6d88\u8cbb\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    5. \u30a8\u30e9\u30fc\u3068\u8b66\u544a<\/strong>: GPU\u95a2\u9023\u306e\u30a8\u30e9\u30fc\u3084\u8b66\u544a\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

      \u3053\u308c\u3089\u306e\u60c5\u5831\u306f\u3001GPU\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u5065\u5eb7\u72b6\u614b\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u884c\u3046\u306e\u306b\u975e\u5e38\u306b\u6709\u7528\u3067\u3059\u3002\u307e\u305f\u3001nvidia-smi<\/code> \u30b3\u30de\u30f3\u30c9\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u3001GPU\u306e\u52d5\u4f5c\u3092\u3088\u308a\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

      \u4e00\u65b9\u3001Windows\u306e\u30bf\u30b9\u30af\u30de\u30cd\u30fc\u30b8\u30e3\u306f\u3001\u57fa\u672c\u7684\u306aGPU\u5229\u7528\u72b6\u6cc1\u3068\u30e1\u30e2\u30ea\u4f7f\u7528\u72b6\u6cc1\u3092\u63d0\u4f9b\u3059\u308b\u3060\u3051\u3067\u3042\u308a\u3001nvidia-smi<\/code> \u307b\u3069\u8a73\u7d30\u306a\u60c5\u5831\u306f\u63d0\u4f9b\u3057\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3088\u308a\u8a73\u7d30\u306aGPU\u306e\u72b6\u614b\u3068\u4f7f\u7528\u72b6\u6cc1\u306e\u60c5\u5831\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u306f\u3001nvidia-smi<\/code> \u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

      \n