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class=\"wp-block-heading\"><strong>Hugging Face<\/strong><strong>\u3067\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u5171\u6709\u3068\u3001Python\u3067\u306e\u6d3b\u7528<\/strong><\/h2>\n\n\n\n<p>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u306f\u5b66\u7fd2\u3055\u305b\u308b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3088\u304f\u3042\u308b\u30b1\u30fc\u30b9\u306fWikipedia\u306e\u8a18\u4e8b\u3092\u8aad\u307f\u8fbc\u307e\u305b\u3066\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u304c\u3001\u3053\u308c\u306b\u306f\u3084\u308a\u76f4\u3057\u3084\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3001\u653f\u5e9c\u3084\u5927\u4f01\u696d\u304c\u884c\u3046\u3088\u3046\u306a\u30b3\u30b9\u30c8\u611f\u3068\u6642\u9593\u304c\u5fc5\u8981\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u500b\u4eba\u3084\u5c0f\u898f\u6a21\u306a\u4f01\u696d\u3067\u884c\u3046\u306b\u306f\u975e\u5e38\u306b\u96e3\u3057\u3044\u5185\u5bb9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u305d\u308c\u3092\u81ea\u5206\u5c02\u7528\u306e\u8a00\u8449\u3084\u6a5f\u80fd\u3092\u6301\u305f\u305b\u308b\u3068\u3044\u3063\u305f\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u3082\u3068\u306e\u30e2\u30c7\u30eb\u304c\u6301\u3064\u7279\u6027\u3092\u751f\u304b\u3057\u3064\u3064\u3001\u81ea\u8eab\u306e\u3084\u308a\u305f\u3044\u3053\u3068\u3084\u5225\u306e\u8981\u7d20\u3092\u5165\u308c\u3066\u3044\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u4e16\u754c\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u3042\u3063\u3066\u3082\u305d\u308c\u306a\u308a\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u6642\u9593\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u8abf\u6574\u306e\u307f\u3067\u3042\u308b\u305f\u3081\u3001\u4e00\u6669\u3084\u6570\u6642\u9593\u307b\u3069\u3067\u3082\u305d\u308c\u306a\u308a\u306e\u52b9\u679c\u304c\u51fa\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3055\u3066\u3001\u305d\u306e\u30e2\u30c7\u30eb\u3067\u3059\u304c\u3001\u6700\u8fd1\u3001\u30e2\u30c7\u30eb\u3092\u5171\u6709\u3059\u308bHugging Face\u3068\u547c\u3070\u308c\u308b\u3001\u5b66\u7fd2\u3055\u308c\u305f\u30e2\u30c7\u30eb\u304c\u591a\u304f\u306e\u4eba\u306b\u3088\u3063\u3066\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python\u3067\u3053\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u306b\u306fHugging Face Transformers\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u3053\u306b\u3042\u308b\u30e2\u30c7\u30eb\u3092\u4f7f\u3048\u308c\u3070\u6642\u9593\u3092\u639b\u3051\u305a\u306b\u3001Python\u306e\u30b3\u30fc\u30c9\u6570\u884c\u3067\u4f5c\u308a\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u305d\u306e\u30e2\u30c7\u30eb\u306e\u30ec\u30d9\u30eb\u611f\u306e\u78ba\u8a8d\u3084\u65b0\u3057\u3044\u8a00\u8449\u306e\u5b66\u7fd2\u3082\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u3059\u3050\u306b\u3067\u304d\u308b\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u304c\u3001Python\u3067\u66f8\u304b\u308c\u305f\u30b5\u30f3\u30d7\u30eb\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001Python\u306e\u57fa\u790e\u304c\u3042\u308a\u3001\u7406\u89e3\u3067\u304d\u308b\u4eba\u3067\u3042\u308c\u3070\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u5bb9\u6613\u306a\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI<\/strong><strong>\u5206\u91ce\u3078\u306e\u6311\u6226\u3068Python\u306e\u5b66\u7fd2<\/strong><\/h2>\n\n\n\n<p>Transformers\u81ea\u4f53\u306bAttention\u6a5f\u69cb\u3092\u542b\u3093\u3060\u81ea\u7136\u8a00\u8a9e\u306b\u975e\u5e38\u306b\u5411\u3044\u3066\u3044\u308b\u3068\u3044\u3046\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u4e2d\u306e\u4e00\u3064\u306bGPT\u7cfb\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u57fa\u672c\u7684\u306bGPT\u7cfb\u306fAttention\u6a5f\u69cb\u3092\u4f7f\u3063\u3066\u4f5c\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u7279\u5fb4\u306f\u6587\u5b57\u306e\u751f\u6210\u304c\u5f97\u610f\u3068\u3044\u3046\u70b9\u3067\u3059\u3002ChatGPT\u306f\u305d\u306e\u7279\u5fb4\u3092\u4e0a\u624b\u304f\u4f7f\u3063\u3066\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u4f5c\u3089\u308c\u305f\u3068\u3044\u3046\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Transformers\u306e\u4ed6\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u500b\u4eba\u7684\u306b\u6ce8\u76ee\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u540c\u3058\u304fOpenAI\u304c\u958b\u767a\u3057\u305fWhisper\u3068\u3044\u3046\u6587\u5b57\u8d77\u3053\u3057AI\u3067\u3059\u3002<\/p>\n\n\n\n<p>Whisper\u306f\u3001Transformers\u3068PyTorch\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002Transformers\u306e\u4e16\u754c\u306b\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u305f\u3081\u3001\u5927\u91cf\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3082\u3061\u308d\u3093\u3067\u3059\u304c\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3082\u3067\u304d\u308b\u3053\u3068\u304c\u516c\u5f0f\u306b\u30a2\u30ca\u30a6\u30f3\u30b9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6280\u8853\u7684\u306b\u306f\u8907\u96d1\u3067\u3059\u3057\u96e3\u3057\u3044\u3082\u306e\u3067\u3059\u304c\u3001\u57fa\u672c\u7684\u306b\u306fPyTorch\u3092\u4f7f\u3048\u3070\u3044\u308d\u3093\u306a\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5c06\u6765\u7684\u306b\u3053\u3046\u3044\u3063\u305fAI\u5206\u91ce\u306b\u6311\u6226\u3092\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001Python\u3067\u66f8\u304b\u308c\u305f\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306fPython\u306e\u6280\u8853\u304c\u3042\u308c\u3070\u3067\u304d\u307e\u3059\u3057\u3001\u3080\u3057\u308d\u306a\u3044\u3068\u3067\u304d\u306a\u3044\u3068\u3082\u8a00\u3048\u307e\u3059\u3002Python\u3092\u77e5\u3063\u3066\u3044\u308b\u304b\u3089\u3053\u305d\u69d8\u3005\u306a\u53ef\u80fd\u6027\u304c\u5e83\u304c\u3063\u3066\u3044\u304f\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001Python\u306e\u5b66\u7fd2\u3092\u7d9a\u3051\u308b\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u3068\u3057\u3066\u8003\u3048\u3066\u3082\u3089\u3048\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Transformers<\/strong><strong>\u3092\u3088\u308a\u6df1\u304f\u4f7f\u3046\u6642\u306b\u8003\u3048\u305f\u3044\u30ea\u30bd\u30fc\u30b9\u306e\u3053\u3068<\/strong><\/h2>\n\n\n\n<p>Transformers\u306f\u8abf\u3079\u305f\u304b\u3089\u3059\u3050\u7406\u89e3\u3067\u304d\u308b\u3068\u3044\u3046\u3088\u3046\u306a\u985e\u306e\u3082\u306e\u3067\u306f\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u3057\u3001\u6700\u521d\u304b\u3089\u3059\u3079\u3066\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u3068\u3044\u3046\u306e\u3082\u6df1\u5800\u3057\u306a\u304f\u3066\u3082\u3001\u305d\u308c\u3092\u4e0a\u624b\u304f\u5229\u7528\u3067\u304d\u308b\u3060\u3051\u306e\u3082\u306e\u304c\u3059\u3067\u306b\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3061\u308d\u3093\u3001\u6df1\u3044\u90e8\u5206\u306b\u5165\u3063\u3066\u3044\u3051\u3070\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u5834\u9762\u306b\u51fa\u304f\u308f\u3059\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u305d\u3046\u306a\u3063\u305f\u3068\u304d\u306b\u8ad6\u6587\u3092\u8aad\u3080\u306a\u3069\u3057\u3066\u4e2d\u8eab\u304c\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u306e\u304b\u3092\u8abf\u3079\u3066\u3044\u304f\u306e\u3067\u3082\u554f\u984c\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3057\u305f\u308a\u3001\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3057\u305f\u308a\u3001\u3068\u3044\u3046\u6642\u306b\u306f\u305d\u308c\u306a\u308a\u306b\u30de\u30b7\u30f3\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u304b\u306b\u3064\u3044\u3066\u5c11\u3057\u3060\u3051\u304a\u8a71\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u3053\u308c\u3089\u306eAI\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u306b\u306f\u57fa\u672c\u7684\u306bNVIDIA\u306eGPU\uff08\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\uff09\u3092\u4f7f\u3046\u65b9\u304c\u5727\u5012\u7684\u306b\u65e9\u3044\u306e\u3067\u304a\u3059\u3059\u3081\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GPU\u306f\u3082\u3068\u3082\u3068\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u8a66\u7b97\u3084\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u51fa\u529b\u3059\u308b\u305f\u3081\u306e\u9ad8\u901f\u6f14\u7b97\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u4f5c\u3089\u308c\u305f\u3082\u306e\u3067\u3059\u3002\u901a\u5e38\u3001\u7686\u3055\u3093\u304c\u4f7f\u3063\u3066\u3044\u308bPC\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u30a4\u30f3\u30c6\u30eb\u306eCorei5\u306a\u3069\u306eCPU\u3068\u306f\u5225\u306b\u3001GPU\u3092\u5f8c\u4ed8\u3051\u3059\u308b\u3068\u3044\u3046\u4e8b\u306f\u3088\u304f\u884c\u308f\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>GPU\u306f\u3001AI\u7cfb\u306e\u884c\u5217\u8a08\u7b97\u304c\u901f\u304f\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002CPU\u306e\u307f\u3067\u5b66\u7fd2\u3059\u308b\u306e\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u3059\u304e\u308b\u305f\u3081\u3001\u57fa\u672c\u7684\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4e16\u754c\u3067\u306f\u5727\u5012\u7684\u306b\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u3044GPU\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GPU\u306e\u5bb9\u91cf\u306b\u95a2\u3057\u3066\u3044\u3048\u3070\u30018GB\u3067\u3082\u8db3\u308a\u306a\u3044\u3068\u3044\u3046\u4e8b\u304b\u308912GB\u308416GB\u3092\u4f7f\u308f\u3056\u308b\u3092\u5f97\u306a\u3044\u30b1\u30fc\u30b9\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308c\u3067\u3082\u52d5\u304b\u306a\u3044\u3068\u3044\u3046\u30b1\u30fc\u30b9\u3082\u73fe\u5b9f\u306b\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5148\u307b\u3069\u6319\u3052\u305fWhisper\u306b\u306f\u30e2\u30c7\u30eb\u304c\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u6700\u3082\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u306b\u306f\u5c11\u306a\u304f\u3068\u308212GB\u7a0b\u5ea6\u306eGPU\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3060\u3001Apple\u30b7\u30ea\u30b3\u30f3\uff08M1\u3084M2\uff09\u306e\u5834\u5408\u3001Whisper\u306f\u73fe\u72b6\u3001Apple\u30b7\u30ea\u30b3\u30f3\u5411\u3051\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u307e\u3060\u3055\u307b\u3069\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001NVIDIA\u306eGPU\u3092\u4f7f\u3046\u3088\u308a\u3082\u591a\u5c11\u9045\u3044\u3082\u306e\u306e\u73fe\u5b9f\u7684\u306a\u6642\u9593\u3067\u3001\u3042\u308b\u4e00\u5b9a\u306e\u30ec\u30d9\u30eb\u307e\u3067\u306e\u3082\u306e\u3092\u52d5\u304b\u3059\u3053\u3068\u306f\u53ef\u80fd\u3067\u3059\u3002\u3068\u306f\u3044\u3048\u3001\u30e1\u30e2\u30ea\u5bb9\u91cf\u306e\u554f\u984c\u306a\u3069\u3082\u95a2\u3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