{"id":64,"date":"2025-04-29T10:00:00","date_gmt":"2025-04-29T01:00:00","guid":{"rendered":"https:\/\/dondondonald.com\/?p=64"},"modified":"2025-04-28T19:36:26","modified_gmt":"2025-04-28T10:36:26","slug":"%e9%80%b2%e5%8c%96%e3%81%97%e7%b6%9a%e3%81%91%e3%82%8b%e6%9c%80%e6%96%b0ai%e6%8a%80%e8%a1%93%ef%bc%9agoogle%e3%81%ae%e3%80%8cgemma-3%e3%80%8d%e3%81%a8%e6%80%a5%e9%80%9f%e3%81%ab%e5%ba%83%e3%81%8c","status":"publish","type":"post","link":"https:\/\/dondondonald.com\/?p=64","title":{"rendered":"\u9032\u5316\u3057\u7d9a\u3051\u308b\u6700\u65b0AI\u6280\u8853\uff1aGoogle\u306e\u300cGemma 3\u300d\u3068\u6025\u901f\u306b\u5e83\u304c\u308b\u30a8\u30c3\u30b8AI\u304c\u5b9f\u73fe\u3059\u308b\u65b0\u6642\u4ee3"},"content":{"rendered":"\n

\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u6280\u8853\u306e\u9032\u5316\u306f\u52a0\u901f\u3092\u7d9a\u3051\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u4ed5\u4e8b\u306e\u3042\u308a\u65b9\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b2025\u5e74\u306b\u5165\u3063\u3066\u304b\u3089\u306f\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u306eAI\u51e6\u7406\u80fd\u529b\u304c\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3057\u3001\u5927\u4f01\u696d\u304b\u3089\u4e00\u822c\u30e6\u30fc\u30b6\u30fc\u307e\u3067\u304c\u9ad8\u5ea6\u306aAI\u6280\u8853\u3092\u6d3b\u7528\u3067\u304d\u308b\u74b0\u5883\u304c\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u6700\u65b0\u306eAI\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306e\u4e2d\u3067\u3082\u7279\u306b\u6ce8\u76ee\u3055\u308c\u308b\u300cGemma 3\u300d\u3068\u300c\u30a8\u30c3\u30b8AI\u300d\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u305d\u306e\u9769\u65b0\u6027\u3068\u5b9f\u7528\u4f8b\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u76ee\u6b21<\/h2>\n\n\n\n
    \n
  1. Google\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u30aa\u30fc\u30d7\u30f3AI\u30e2\u30c7\u30eb\u300cGemma 3\u300d<\/a><\/li>\n\n\n\n
  2. \u30a8\u30c3\u30b8AI\u9769\u547d\uff1a\u7aef\u672b\u51e6\u7406\u304c\u3082\u305f\u3089\u3059\u65b0\u305f\u306a\u53ef\u80fd\u6027<\/a><\/li>\n\n\n\n
  3. \u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff09\u3067\u3055\u3089\u306b\u8efd\u91cf\u30fb\u9ad8\u6027\u80fd\u306b<\/a><\/li>\n\n\n\n
  4. \u7523\u696d\u754c\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/a><\/li>\n\n\n\n
  5. \u307e\u3068\u3081\uff1aAI\u6280\u8853\u304c\u3082\u305f\u3089\u3059\u5909\u9769\u306e\u6ce2<\/a><\/li>\n<\/ol>\n\n\n\n

    Google\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u30aa\u30fc\u30d7\u30f3AI\u30e2\u30c7\u30eb\u300cGemma 3\u300d<\/h2>\n\n\n\n

    2025\u5e743\u670812\u65e5\u3001Google\u306f\u6700\u65b0\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\u30e2\u30c7\u30eb\u300cGemma 3\u300d\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002Gemma 3\u306f\u540c\u793e\u306e\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7AI\u30e2\u30c7\u30eb\u300cGemini 2.0\u300d\u3068\u540c\u3058\u7814\u7a76\u6280\u8853\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u8efd\u91cf\u30e2\u30c7\u30eb\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u30011B\uff0810\u5104\uff09\u30014B\uff0840\u5104\uff09\u300112B\uff08120\u5104\uff09\u300127B\uff08270\u5104\uff09\u306e4\u3064\u306e\u30b5\u30a4\u30ba\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u70b9\u306f\u3001Gemma 3\u304c\u300c\u5358\u4e00\u306eGPU\u3084TPU\u3067\u52d5\u4f5c\u3059\u308b\u4e16\u754c\u6700\u9ad8\u6027\u80fd\u306e\u30e2\u30c7\u30eb\u300d\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u300227B\u30e2\u30c7\u30eb\u306f\u3001LMSys Chatbot Arena\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u3067OpenAI\u306eo3-mini\u3084Meta\u306eLlama-405B\u3001DeepSeek-V3\u3092\u4e0a\u56de\u308b\u9ad8\u3044Elo\u30b9\u30b3\u30a2\u3092\u7372\u5f97\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u307e\u3067\u3088\u308a\u3082\u5c11\u306a\u3044\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30ea\u30bd\u30fc\u30b9\u3067\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    Gemma 3\u306e\u4e3b\u306a\u7279\u5fb4\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\uff1a<\/p>\n\n\n\n

      \n
    • \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u5bfe\u5fdc<\/strong>: 1B\u30e2\u30c7\u30eb\u3092\u9664\u304f\u5168\u30e2\u30c7\u30eb\u304c\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u3084\u77ed\u3044\u52d5\u753b\u306e\u5206\u6790\u306b\u3082\u5bfe\u5fdc<\/li>\n\n\n\n
    • \u591a\u8a00\u8a9e\u30b5\u30dd\u30fc\u30c8<\/strong>: 35\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u3001\u3055\u3089\u306b140\u4ee5\u4e0a\u306e\u8a00\u8a9e\u306b\u5fae\u8abf\u6574\u53ef\u80fd<\/li>\n\n\n\n
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      Gemma 3\u306f\u300cGoogle AI Studio\u300d\u3001Kaggle\u3001Google Cloud\u306eVertex AI\u306a\u3069\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u5229\u7528\u53ef\u80fd\u3067\u3001Hugging Face Transformers\u3001Ollama\u3001JAX\u306a\u3069\u306e\u4e3b\u8981\u306aAI\u958b\u767a\u30c4\u30fc\u30eb\u3068\u306e\u4e92\u63db\u6027\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u4e16\u754c\u4e2d\u306e\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u304c\u7121\u6599\u3067\u5229\u7528\u3057\u3001\u81ea\u7531\u306b\u6539\u826f\u3067\u304d\u308b\u70b9\u3082\u5927\u304d\u306a\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n

      Gemma 3\u306e\u6027\u80fd\u3068\u8a55\u4fa1<\/h3>\n\n\n\n

      Gemma 3\u306f\u3055\u307e\u3056\u307e\u306a\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u9ad8\u3044\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002LMArena\u306e\u30ea\u30fc\u30c0\u30fc\u30dc\u30fc\u30c9\u3067\u306f\u300127B\u30e2\u30c7\u30eb\u304c1338\u306eElo\u30b9\u30b3\u30a2\u3092\u7372\u5f97\u3057\u3001Llama-405B\u3084DeepSeek-V3\u3092\u4e0a\u56de\u308b\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u6570\u306e\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3092\u6e2c\u308bMATH\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f69.0%\u3001\u30b3\u30fc\u30c9\u751f\u6210\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308bLiveCodeBench\u3067\u306f29.7%\u3001\u305d\u3057\u3066\u77e5\u8b58\u3068\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3092\u6e2c\u308bMMLU-Pro\u3067\u306f67.5%\u3068\u3044\u3046\u9ad8\u3044\u30b9\u30b3\u30a2\u3092\u8a18\u9332\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u4e00\u65b9\u3067\u3001\u57fa\u672c\u7684\u306a\u4e8b\u5b9f\u306b\u95a2\u3059\u308b\u8cea\u554f\u3092\u8a55\u4fa1\u3059\u308bSimpleQA\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u306f\u3084\u3084\u4f4e\u3044\u30b9\u30b3\u30a2\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u57fa\u672c\u7684\u306a\u77e5\u8b58\u306e\u691c\u7d22\u306b\u304a\u3044\u3066\u306f\u6539\u5584\u306e\u4f59\u5730\u304c\u3042\u308b\u3088\u3046\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u63a8\u8ad6\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u6570\u5b66\u3068\u3044\u3063\u305f\u5206\u91ce\u3067\u7279\u306b\u5f37\u307f\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u30a8\u30c3\u30b8AI\u9769\u547d\uff1a\u7aef\u672b\u51e6\u7406\u304c\u3082\u305f\u3089\u3059\u65b0\u305f\u306a\u53ef\u80fd\u6027<\/h2>\n\n\n\n

      2025\u5e74\u306eAI\u6280\u8853\u306b\u304a\u3044\u3066\u3001\u6700\u3082\u5927\u304d\u306a\u30c8\u30ec\u30f3\u30c9\u306e\u4e00\u3064\u304c\u300c\u30a8\u30c3\u30b8AI\u300d\u306e\u6025\u901f\u306a\u666e\u53ca\u3067\u3059\u3002\u30a8\u30c3\u30b8AI\u3068\u306f\u3001AI\u306e\u51e6\u7406\u3092\u30af\u30e9\u30a6\u30c9\uff08\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\uff09\u3067\u306f\u306a\u304f\u3001\u7aef\u672b\u5074\u3067\u884c\u3046\u6280\u8853\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      2025\u5e74\u306fAI\uff08\u4eba\u5de5\u77e5\u80fd\uff09\u3092\u30af\u30e9\u30a6\u30c9\u3067\u306f\u306a\u304f\u30a8\u30c3\u30b8\uff08\u7aef\u672b\uff09\u5074\u3067\u51e6\u7406\u3059\u308b\u300c\u30a8\u30c3\u30b8AI\u300d\u306e\u63a1\u7528\u304c\u5927\u304d\u304f\u5e83\u304c\u308b\u5e74\u306b\u306a\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u7c73Qualcomm\uff08\u30af\u30a2\u30eb\u30b3\u30e0\uff09\u3084\u82f1Arm\uff08\u30a2\u30fc\u30e0\uff09\u3001\u30b9\u30a4\u30b9STMicroelectronics\uff08ST\u30de\u30a4\u30af\u30ed\u30a8\u30ec\u30af\u30c8\u30ed\u30cb\u30af\u30b9\uff09\u3001\u30bd\u30cb\u30fc\u30b0\u30eb\u30fc\u30d7\u306a\u3069\u304c\u3059\u3067\u306b\u30a8\u30c3\u30b8AI\u5411\u3051\u534a\u5c0e\u4f53\u306e\u8987\u6a29\u4e89\u3044\u306b\u540d\u4e57\u308a\u3092\u4e0a\u3052\u3066\u304a\u308a\u3001\u7c73NVIDIA\uff08\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2\uff09\u304c\u5e02\u5834\u3092\u5be1\u5360\u3059\u308b\u30af\u30e9\u30a6\u30c9\u306b\u4ee3\u308f\u308b\u3001AI\u306e\u65b0\u305f\u306a\u8987\u6a29\u4e89\u3044\u304c\u59cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u30a8\u30c3\u30b8AI\u306e\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n

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        \n
      1. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/strong>: \u30a8\u30c3\u30b8AI\u306f\u3001\u30bb\u30f3\u30b5\u30fc\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u305d\u308c\u3089\u306e\u7d50\u679c\u3092\u6f14\u7b97\u3057\u3001\u6f14\u7b97\u7d50\u679c\u3092\u7528\u3044\u3066\u30a2\u30af\u30b7\u30e7\u30f3\u3059\u308b\u4e00\u9023\u306e\u51e6\u7406\u3092\u7aef\u672b\u5185\u3067\u5b8c\u7d50\u3055\u305b\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u9001\u4fe1\u306b\u3088\u308b\u30bf\u30a4\u30e0\u30e9\u30b0\u304c\u767a\u751f\u305b\u305a\u3001\u30c7\u30d0\u30a4\u30b9\u306e\u6642\u9593\u8ef8\u306b\u5408\u308f\u305b\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5224\u65ad\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
      2. \u901a\u4fe1\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>: \u30a8\u30c3\u30b8AI\u3067\u306f\u3001\u6f14\u7b97\u7d50\u679c\u306e\u8efd\u91cf\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u307f\u3092\u30af\u30e9\u30a6\u30c9\u3078\u9001\u4fe1\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u305f\u3081\u3001\u901a\u4fe1\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u5f93\u91cf\u8ab2\u91d1\u5236\u306e\u901a\u4fe1\u5951\u7d04\u3067\u3042\u308c\u3070\u3001\u30a8\u30c3\u30b8AI\u306f\u7aef\u672b\u306e\u5358\u4fa1\u3068\u3057\u3066\u9ad8\u4fa1\u306b\u306a\u3063\u305f\u3068\u3057\u3066\u3082\u3001\u30c8\u30fc\u30bf\u30eb\u30b3\u30b9\u30c8\u3068\u3057\u3066\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u512a\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
      3. \u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77<\/strong>: \u30a8\u30c3\u30b8AI\u3067\u306f\u3001\u30ab\u30e1\u30e9\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u3092\u30c7\u30d0\u30a4\u30b9\u5074\u3067\u884c\u3046\u305f\u3081\u3001\u500b\u4eba\u60c5\u5831\u3092\u542b\u3080\u60c5\u5831\u6f0f\u6d29\u306e\u30ea\u30b9\u30af\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9AI\u3067\u306f\u3001\u751f\u30c7\u30fc\u30bf\u3068\u3057\u3066\u753b\u50cf\u3084\u52d5\u753b\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a6\u30c9\u306b\u9001\u4fe1\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u304c\u3042\u308b\u305f\u3081\u3001\u305d\u3053\u3092\u72d9\u308f\u308c\u3066\u60c5\u5831\u3092\u76d7\u307e\u308c\u308b\u5371\u967a\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
      4. \u30aa\u30d5\u30e9\u30a4\u30f3\u52d5\u4f5c<\/strong>: \u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u306b\u4f9d\u5b58\u305b\u305a\u306b\u52d5\u4f5c\u3059\u308b\u305f\u3081\u3001\u901a\u4fe1\u74b0\u5883\u304c\u4e0d\u5b89\u5b9a\u306a\u5834\u6240\u3084\u901a\u4fe1\u304c\u56f0\u96e3\u306a\u74b0\u5883\u3067\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

        \u30a8\u30c3\u30b8AI\u306e\u6700\u65b0\u52d5\u5411<\/h3>\n\n\n\n

        2025\u5e74\u306eCES\u3067\u306f\u3001\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3068\u300c\u30a8\u30c3\u30b8AI\u63a8\u8ad6\u300d\u304c\u5927\u304d\u306a\u30c8\u30ec\u30f3\u30c9\u3068\u306a\u308a\u307e\u3057\u305f\u3002\u7279\u306bNVIDIA\u304cGeForce RTX 50\u30b7\u30ea\u30fc\u30ba\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3060\u3051\u3067\u306a\u304f\u3001AI\u63a8\u8ad6\u3092\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u300cNVIDIA NIM Microservices\u300d\u3068\u300cNVIDIA NIM Blueprint\u300d\u306e\u63d0\u4f9b\u3092\u767a\u8868\u3057\u305f\u3053\u3068\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

        \u307e\u305f\u30012024\u5e74\u5f8c\u534a\u306b\u767a\u58f2\u3055\u308c\u305f\u4e3b\u8981AI PC\u3084\u65b0\u578b\u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u3088\u308a\u30012024\u5e74\u304c\u300c\u30a8\u30c3\u30b8AI\u30c7\u30d0\u30a4\u30b9\u5143\u5e74\u300d\u3068\u547c\u3070\u308c\u308b\u307b\u3069\u591a\u304f\u306eAI\u5bfe\u5fdc\u30c7\u30d0\u30a4\u30b9\u304c\u5e02\u5834\u306b\u6295\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6d41\u308c\u306f2025\u5e74\u306b\u3055\u3089\u306b\u52a0\u901f\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

        \u3055\u3089\u306b\u3001\u30b7\u30e3\u30fc\u30d7\u306f\u4eac\u90fd\u82b8\u8853\u5927\u5b66\u3068\u5171\u540c\u3067\u3001\u751f\u6210AI\u3068\u306e\u81ea\u7136\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3059\u308b\u30a6\u30a7\u30a2\u30e9\u30d6\u30eb\u30c7\u30d0\u30a4\u30b9\u300cAI\u30b9\u30de\u30fc\u30c8\u30ea\u30f3\u30af\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u9996\u306b\u304b\u3051\u3066\u4f7f\u7528\u3059\u308b\u672c\u30c7\u30d0\u30a4\u30b9\u306f\u3001\u5185\u8535\u306e\u30de\u30a4\u30af\u3084\u30ab\u30e1\u30e9\u3067\u5468\u56f2\u74b0\u5883\u3092\u8a8d\u8b58\u3057\u3001\u97f3\u58f0\u3067\u5fdc\u7b54\u3057\u307e\u3059\u3002\u30a8\u30c3\u30b8AI\u6280\u8853\u300cCE-LLM\u300d\u3092\u642d\u8f09\u3057\u3001\u30a8\u30c3\u30b8AI\u3068\u30af\u30e9\u30a6\u30c9AI\u3092\u9069\u5207\u306b\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u8fc5\u901f\u304b\u3064\u81ea\u7136\u306a\u5bfe\u8a71\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u30022025\u5e74\u5ea6\u306e\u5b9f\u7528\u5316\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

        \u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff09\u3067\u3055\u3089\u306b\u8efd\u91cf\u30fb\u9ad8\u6027\u80fd\u306b<\/h2>\n\n\n\n

        \u6700\u65b0\u306e\u30a8\u30c3\u30b8AI\u6280\u8853\u306b\u304a\u3044\u3066\u3001\u7279\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u300c\u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff1aQuantization-Aware Training\uff09\u300d\u3067\u3059\u3002Google\u306f2025\u5e744\u670818\u65e5\u3001Gemma 3\u306e\u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u767a\u8868\u3057\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u51e6\u7406\u80fd\u529b\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

        QAT\u306b\u3088\u308a\u3001Gemma 3\u306e\u5404\u30e2\u30c7\u30eb\u306e\u30e1\u30e2\u30ea\u8981\u4ef6\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n

          \n
        • Gemma 3 27B\uff1a54GB\uff08BF16\uff09\u304b\u308914.1GB\uff08INT4\uff09\u306b<\/li>\n\n\n\n
        • Gemma 3 12B\uff1a24GB\uff08BF16\uff09\u304b\u30896.6GB\uff08INT4\uff09\u306b<\/li>\n\n\n\n
        • Gemma 3 4B\uff1a8GB\uff08BF16\uff09\u304b\u30892.6GB\uff08INT4\uff09\u306b<\/li>\n\n\n\n
        • Gemma 3 1B\uff1a2GB\uff08BF16\uff09\u304b\u30890.5GB\uff08INT4\uff09\u306b<\/li>\n<\/ul>\n\n\n\n

          \u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001\u3088\u308a\u5c11\u306a\u3044\u30e1\u30e2\u30ea\u30ea\u30bd\u30fc\u30b9\u3067\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u3092\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001Gemma 3 27B\uff08INT4 QAT\uff09\u306fNVIDIA GeForce RTX 3090\uff0824GB VRAM\uff09\u642d\u8f09\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u3067\u5feb\u9069\u306b\u52d5\u4f5c\u3057\u3001Gemma 3 12B\uff08INT4 QAT\uff09\u306fNVIDIA GeForce RTX 4060 Laptop GPU\uff088GB VRAM\uff09\u306a\u3069\u306e\u30ce\u30fc\u30c8PC\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

          QAT\u306e\u4ed5\u7d44\u307f\u3068\u7279\u5fb4<\/h3>\n\n\n\n

          \u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306f\u3001AI\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3068\u540c\u6642\u306b\u5c0f\u578b\u5316\uff08\u91cf\u5b50\u5316\uff09\u3092\u884c\u3046\u624b\u6cd5\u3067\u3059\u3002\u91cf\u5b50\u5316\u306b\u3088\u308b\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u539f\u56e0\u3068\u306a\u308b\u8aa4\u5dee\u3092\u4fee\u6b63\u3057\u306a\u304c\u3089\u5b66\u7fd2\u3092\u884c\u3046\u305f\u3081\u3001AI\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001QAT\u3055\u308c\u305fAI\u306f\u5b66\u7fd2\u4e2d\u306b\u91cf\u5b50\u5316\u3055\u308c\u308b\u305f\u3081\u3001\u5b66\u7fd2\u5f8c\u306e\u5c0f\u578b\u5316\u4f5c\u696d\u7121\u3057\u3067\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u306b\u5b9f\u88c5\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

          \u5f93\u6765\u306e\u91cf\u5b50\u5316\u624b\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e2\u7a2e\u985e\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\uff1a<\/p>\n\n\n\n

            \n
          1. \u30dd\u30b9\u30c8\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u91cf\u5b50\u5316\uff08PTQ\uff09<\/strong>: \u5b66\u7fd2\u5f8c\u306e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u91cf\u5b50\u5316\u3092\u884c\u3046\u624b\u6cd5\u3002\u624b\u8efd\u306b\u8a66\u305b\u308b\u53cd\u9762\u3001\u7cbe\u5ea6\u52a3\u5316\u304c\u6bd4\u8f03\u7684\u5927\u304d\u3044\u3002<\/li>\n\n\n\n
          2. \u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff09<\/strong>: \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u306b\u91cf\u5b50\u5316\u3092\u610f\u8b58\u3055\u305b\u308b\u624b\u6cd5\u3002\u6027\u80fd\u306f\u9ad8\u3044\u4e00\u65b9\u3067\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u5927\u304d\u304f\u306a\u308b\u3068\u3044\u3046\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u3042\u3063\u305f\u3002<\/li>\n<\/ol>\n\n\n\n

            \u305d\u3057\u3066\u6700\u65b0\u306e\u7814\u7a76\u3067\u306f\u3001QAT\u306e\u9ad8\u3044\u6027\u80fd\u3068PTQ\u306e\u9ad8\u3044\u52b9\u7387\u6027\u3092\u4e21\u7acb\u3055\u305b\u308b\u65b0\u3057\u3044\u91cf\u5b50\u5316\u624b\u6cd5\u300cOmniQuant\u300d\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30af\u30ea\u30c3\u30d4\u30f3\u30b0\u3057\u304d\u3044\u5024\u3092\u6700\u9069\u5316\u3057\u3066\u91cd\u307f\u306e\u6975\u5024\u3092\u8abf\u6574\u3059\u308bLearnable Weight Clipping (LWC)\u3068\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u96e2\u6563\u5316\u3092\u5bb9\u6613\u306b\u3059\u308bLearnable Equivalent Transformation (LET)\u3068\u547c\u3070\u308c\u308b2\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9ad8\u7cbe\u5ea6\u304b\u3064\u9ad8\u52b9\u7387\u306a\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

            \u7523\u696d\u754c\u3067\u306e\u6d3b\u7528\u4e8b\u4f8b\u3068\u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n\n\n\n

            \u30a8\u30c3\u30b8AI\u3068Gemma 3\u306e\u3088\u3046\u306a\u8efd\u91cf\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u69d8\u3005\u306a\u7523\u696d\u5206\u91ce\u3067AI\u6280\u8853\u306e\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4e3b\u306a\u6d3b\u7528\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

            \u88fd\u9020\u696d\u3067\u306e\u6d3b\u7528<\/h3>\n\n\n\n

            \u88fd\u9020\u696d\u306b\u304a\u3044\u3066\u306f\u3001\u751f\u7523\u30e9\u30a4\u30f3\u306e\u7570\u5e38\u3092\u77e5\u3089\u305b\u308b\u305f\u3081\u306bAI\u30ab\u30e1\u30e9\u3084\u30bb\u30f3\u30b5\u30fc\u306a\u3069\u3092\u8a2d\u7f6e\u3057\u3001\u4e0d\u5177\u5408\u54c1\u306e\u691c\u51fa\u3084\u7570\u5e38\u4e8b\u614b\u306e\u767a\u751f\u3092\u691c\u51fa\u3057\u3066\u8a2d\u5099\u30fb\u88fd\u54c1\u306e\u6545\u969c\u3084\u7570\u5e38\u3092\u77e5\u3089\u305b\u308b\u30b7\u30b9\u30c6\u30e0\u304c\u591a\u304f\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5143\u3005\u306f\u4f5c\u696d\u54e1\u304c\u81ea\u3089\u6a5f\u68b0\u306e\u70b9\u691c\u60c5\u5831\u306e\u78ba\u8a8d\u309224\u6642\u9593\u4f53\u5236\u3067\u884c\u3063\u3066\u3044\u305f\u3088\u3046\u306a\u73fe\u5834\u3067\u306f\u3001\u4eba\u4ef6\u8cbb\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u306a\u3069\u306e\u30ea\u30b9\u30af\u3082\u56de\u907f\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306a\u3069\u3001\u751f\u7523\u73fe\u5834\u3078\u306eAI\u306e\u5c0e\u5165\u306f\u30b3\u30b9\u30c8\u3084\u5b89\u5168\u9762\u306b\u304a\u3044\u3066\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

            \u307e\u305f\u3001\u88fd\u9020\u696d\u306b\u304a\u3051\u308b\u5916\u89b3\u691c\u67fb\u3067\u306f\u3001\u30a8\u30c3\u30b8AI\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u30a8\u30c3\u30b8AI\u3092\u7528\u3044\u308c\u3070\u3001\u30c7\u30fc\u30bf\u3092\u73fe\u5834\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u51e6\u7406\u3057\u3001\u88fd\u54c1\u306e\u5fae\u7d30\u306a\u6b20\u9665\u3092\u5373\u5ea7\u306b\u691c\u51fa\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u54c1\u8cea\u7dad\u6301\u3084\u751f\u7523\u52b9\u7387\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308b\u305f\u3081\u3001\u88fd\u9020\u696d\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306e\u65b0\u305f\u306a\u9053\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

            \u533b\u7642\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/h3>\n\n\n\n

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            \u307e\u305f\u3001\u30a8\u30c3\u30b8AI\u306f\u533b\u7642\u753b\u50cf\uff08CT\u30b9\u30ad\u30e3\u30f3\u3001MRI\u3001X\u7dda\u753b\u50cf\u306a\u3069\uff09\u306e\u89e3\u6790\u306b\u3082\u8ca2\u732e\u3057\u3066\u304a\u308a\u3001\u753b\u50cf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u89e3\u6790\u3057\u3001\u75c5\u5909\u306e\u65e9\u671f\u767a\u898b\u3084\u7570\u5e38\u90e8\u4f4d\u306e\u7279\u5b9a\u306b\u95a2\u3057\u3066\u533b\u7642\u5c02\u9580\u5bb6\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u60a3\u8005\u306e\u30c7\u30fc\u30bf\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u30af\u30e9\u30a6\u30c9\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u51e6\u7406\u3055\u308c\u308b\u305f\u3081\u3001\u60c5\u5831\u6f0f\u6d29\u306e\u30ea\u30b9\u30af\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3067\u304d\u308b\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

            \u8fb2\u696d\u5206\u91ce\u3067\u306e\u6d3b\u7528<\/h3>\n\n\n\n

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            \u8fb2\u4f5c\u7269\u5468\u8fba\u306e\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u306e\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3066\u3044\u308b\u30a8\u30c3\u30b8AI\u30c7\u30d0\u30a4\u30b9\u306f\u3001\u571f\u58cc\u306e\u6e7f\u5ea6\u3001\u9178\u6027\u5ea6\u3001\u6804\u990a\u7d20\u30ec\u30d9\u30eb\u306a\u3069\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u3001\u3053\u308c\u3089\u306e\u60c5\u5831\u3092\u57fa\u306b\u8fb2\u696d\u8005\u304c\u80a5\u6599\u306e\u65bd\u7528\u3001\u704c\u6f11\u3001\u53ce\u7a6b\u6642\u671f\u306a\u3069\u3092\u6700\u9069\u306b\u6c7a\u5b9a\u3067\u304d\u308b\u3088\u3046\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

            \u307e\u3068\u3081\uff1aAI\u6280\u8853\u304c\u3082\u305f\u3089\u3059\u5909\u9769\u306e\u6ce2<\/h2>\n\n\n\n

            Google\u306e\u300cGemma 3\u300d\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u9ad8\u6027\u80fd\u304b\u3064\u8efd\u91cf\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9AI\u30e2\u30c7\u30eb\u3068\u3001\u7aef\u672b\u51e6\u7406\u3092\u53ef\u80fd\u306b\u3059\u308b\u30a8\u30c3\u30b8AI\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u30012025\u5e74\u306eAI\u6280\u8853\u306f\u5927\u304d\u306a\u8ee2\u63db\u70b9\u3092\u8fce\u3048\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff09\u306a\u3069\u306e\u6280\u8853\u9769\u65b0\u306b\u3088\u308a\u3001\u3088\u308a\u5c11\u306a\u3044\u30ea\u30bd\u30fc\u30b9\u3067\u3088\u308a\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001AI\u6280\u8853\u306e\u6c11\u4e3b\u5316\u304c\u52a0\u901f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

            \u3053\u308c\u3089\u306e\u6280\u8853\u9769\u65b0\u306f\u3001\u88fd\u9020\u696d\u3001\u533b\u7642\u3001\u8fb2\u696d\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u69d8\u3005\u306a\u7523\u696d\u5206\u91ce\u306b\u5909\u9769\u3092\u3082\u305f\u3089\u3057\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3055\u3089\u306b\u591a\u304f\u306e\u4f01\u696d\u3084\u500b\u4eba\u304cAI\u6280\u8853\u3092\u6d3b\u7528\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002\u30a8\u30c3\u30b8AI\u304c\u3082\u305f\u3089\u3059\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3001\u901a\u4fe1\u30b3\u30b9\u30c8\u524a\u6e1b\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u3001\u30aa\u30d5\u30e9\u30a4\u30f3\u52d5\u4f5c\u3068\u3044\u3063\u305f\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u7279\u306b\u5b9f\u7528\u9762\u3067\u5927\u304d\u306a\u4fa1\u5024\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

            \u4eca\u5f8c\u3082\u3001\u534a\u5c0e\u4f53\u6280\u8853\u306e\u9032\u5316\u3084AI\u30e2\u30c7\u30eb\u306e\u3055\u3089\u306a\u308b\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u4e0a\u3067\u3088\u308a\u9ad8\u5ea6\u306aAI\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u30a8\u30c3\u30b8AI\u3068\u30af\u30e9\u30a6\u30c9AI\u3092\u9069\u5207\u306b\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u767a\u5c55\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u5229\u70b9\u3092\u6700\u5927\u9650\u306b\u6d3b\u304b\u3057\u305fAI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u767b\u5834\u3059\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

            AI\u6280\u8853\u306e\u9032\u5316\u306f\u6b62\u307e\u308b\u3053\u3068\u306a\u304f\u7d9a\u304d\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u3084\u4ed5\u4e8b\u306e\u3042\u308a\u65b9\u3092\u3055\u3089\u306b\u5909\u3048\u3066\u3044\u304f\u3053\u3068\u3067\u3057\u3087\u3046\u3002\u305d\u306e\u6ce2\u306b\u4e57\u308a\u9045\u308c\u306a\u3044\u305f\u3081\u306b\u3082\u3001\u6700\u65b0\u306eAI\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306b\u6ce8\u76ee\u3057\u3001\u81ea\u5206\u81ea\u8eab\u3084\u7d44\u7e54\u306b\u3068\u3063\u3066\u3069\u306e\u3088\u3046\u306a\u6d3b\u7528\u65b9\u6cd5\u304c\u3042\u308b\u304b\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

            \u89e3\u8aac\uff1a\u91cf\u5b50\u5316\u3068\u306f\uff1f<\/h3>\n\n\n\n

            \u91cf\u5b50\u5316\uff08Quantization\uff09\u3068\u306f\u3001AI\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u5024\u3092\u3001\u5143\u306e32\u30d3\u30c3\u30c8\u6d6e\u52d5\u5c0f\u6570\u70b9\uff08float32\uff09\u304b\u3089\u3001\u3088\u308a\u5c11\u306a\u3044\u30d3\u30c3\u30c8\u6570\uff08\u4f8b\uff1a8\u30d3\u30c3\u30c8\u30844\u30d3\u30c3\u30c8\uff09\u3067\u8868\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u5c0f\u3055\u304f\u3057\u3001\u6f14\u7b97\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u3002\u4f8b\u3048\u3070\u300132\u30d3\u30c3\u30c8\u6d6e\u52d5\u5c0f\u6570\u70b9\u304b\u30898\u30d3\u30c3\u30c8\u6574\u6570\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u3067\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u30921\/4\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

            \u305f\u3060\u3057\u3001\u30d3\u30c3\u30c8\u6570\u3092\u6e1b\u3089\u3059\u3068\u305d\u306e\u5206\u8868\u73fe\u3067\u304d\u308b\u5024\u306e\u7cbe\u5ea6\u304c\u7c97\u304f\u306a\u308b\u305f\u3081\u3001AI\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u767b\u5834\u3057\u305f\u306e\u304c\u91cf\u5b50\u5316\u8a8d\u8b58\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\uff08QAT\uff09\u3067\u3001\u30e2\u30c7\u30eb\u5b66\u7fd2\u6642\u306b\u91cf\u5b50\u5316\u3092\u524d\u63d0\u3068\u3057\u305f\u6700\u9069\u5316\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3064\u3064\u8efd\u91cf\u5316\u306e\u30e1\u30ea\u30c3\u30c8\u3092\u4eab\u53d7\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

            \u89e3\u8aac\uff1a\u30a8\u30c3\u30b8AI\u3068\u30af\u30e9\u30a6\u30c9AI\u306e\u9055\u3044<\/h3>\n\n\n\n

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