{"id":1161,"date":"2026-03-18T00:56:50","date_gmt":"2026-03-17T15:56:50","guid":{"rendered":"https:\/\/openclaw.helloai.jp\/?p=1161"},"modified":"2026-03-18T00:56:50","modified_gmt":"2026-03-17T15:56:50","slug":"ai%e3%83%a2%e3%83%87%e3%83%ab%e6%9c%80%e9%81%a9%e5%8c%96%e3%81%a8%e9%87%8f%e5%ad%90%e5%8c%96%ef%bc%9a%e5%8a%b9%e7%8e%87%e7%9a%84%e3%81%aaai%e3%81%b8%e3%81%ae%e9%81%93","status":"publish","type":"post","link":"https:\/\/openclaw.helloai.jp\/?p=1161","title":{"rendered":"AI\u30e2\u30c7\u30eb\u6700\u9069\u5316\u3068\u91cf\u5b50\u5316\uff1a\u52b9\u7387\u7684\u306aAI\u3078\u306e\u9053"},"content":{"rendered":"

AI\u30e2\u30c7\u30eb\u6700\u9069\u5316\u3068\u91cf\u5b50\u5316\uff1a\u52b9\u7387\u7684\u306aAI\u3078\u306e\u9053<\/h1>\n

\u73fe\u4ee3\u306eAI\u30e2\u30c7\u30eb\u3001\u7279\u306b\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u9a5a\u7570\u7684\u306a\u80fd\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u304c\u3001\u305d\u306e\u4ee3\u511f\u3068\u3057\u3066\u5de8\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u6700\u9069\u5316\u6280\u8853\u3001\u7279\u306b\u91cf\u5b50\u5316\uff08Quantization\uff09\u304c\u6025\u901f\u306b\u767a\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u91cf\u5b50\u5316\u306e\u57fa\u672c\u6982\u5ff5<\/h2>\n

\u91cf\u5b50\u5316\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u309232\u30d3\u30c3\u30c8\u6d6e\u52d5\u5c0f\u6570\u70b9\uff08FP32\uff09\u304b\u3089\u3001\u3088\u308a\u4f4e\u7cbe\u5ea6\u306e\u5f62\u5f0f\uff0816\u30d3\u30c3\u30c8\u30018\u30d3\u30c3\u30c8\u3001\u3055\u3089\u306b\u306f4\u30d3\u30c3\u30c8\uff09\u306b\u5909\u63db\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u4f8b\u3048\u3070FP32\u304b\u3089INT8\u3078\u306e\u5909\u63db\u3067\u306f\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u304c4\u5206\u306e1\u306b\u7e2e\u5c0f\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u5909\u63db\u306f\u5358\u306a\u308b\u30c7\u30fc\u30bf\u5727\u7e2e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u9069\u5207\u306b\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u7cbe\u5ea6\u3092\u307b\u307c\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3068\u8a08\u7b97\u91cf\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u304c\u9650\u3089\u308c\u305f\u30c7\u30d0\u30a4\u30b9\u3067\u3082\u5f37\u529b\u306aAI\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u52b9\u7387\u6027\u306e\u5229\u70b9<\/h2>\n

\u91cf\u5b50\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u8907\u6570\u306e\u5229\u70b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1a<\/p>\n

\u30e1\u30e2\u30ea\u7bc0\u7d04<\/strong>: 8\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u306b\u3088\u308a\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c4\u5206\u306e1\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u5927\u304d\u306a\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3084\u3001\u3088\u308a\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u8a08\u7b97\u901f\u5ea6<\/strong>: \u4f4e\u7cbe\u5ea6\u8a08\u7b97\u306f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30ec\u30d9\u30eb\u3067\u9ad8\u901f\u5316\u3055\u308c\u307e\u3059\u3002\u73fe\u4ee3\u306eGPU\u306b\u306fINT8\u5c02\u7528\u306e\u8a08\u7b97\u30e6\u30cb\u30c3\u30c8\u304c\u642d\u8f09\u3055\u308c\u3066\u304a\u308a\u3001FP32\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u9ad8\u901f\u306b\u63a8\u8ad6\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387<\/strong>: \u4f4e\u7cbe\u5ea6\u3067\u306e\u6f14\u7b97\u306f\u6d88\u8cbb\u96fb\u529b\u304c\u4f4e\u3044\u305f\u3081\u3001\u30e2\u30d0\u30a4\u30eb\u30c7\u30d0\u30a4\u30b9\u3084\u30a8\u30c3\u30b8AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n

\u91cf\u5b50\u5316\u306e\u7a2e\u985e<\/h2>\n

\u91cf\u5b50\u5316\u306b\u306f\u4e3b\u306b2\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n

\u8a13\u7df4\u5f8c\u91cf\u5b50\u5316\uff08Post-Training Quantization, PTQ\uff09<\/strong>: \u4e8b\u524d\u8a13\u7df4\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3066\u91cf\u5b50\u5316\u3092\u9069\u7528\u3057\u307e\u3059\u3002\u8ffd\u52a0\u8a13\u7df4\u304c\u4e0d\u8981\u3067\u8fc5\u901f\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u304c\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u306e\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u91cf\u5b50\u5316\u8a8d\u8b58\u8a13\u7df4\uff08Quantization-Aware Training, QAT\uff09<\/strong>: \u8a13\u7df4\u6bb5\u968e\u304b\u3089\u91cf\u5b50\u5316\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306f\u91cf\u5b50\u5316\u3055\u308c\u305f\u7cbe\u5ea6\u3067\u5b66\u7fd2\u3059\u308b\u305f\u3081\u3001\u6700\u7d42\u7684\u306a\u7cbe\u5ea6\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n

\u6700\u5148\u7aef\u306e\u91cf\u5b50\u5316\u6280\u8853<\/h2>\n

\u8fd1\u5e74\u3001\u9769\u65b0\u7684\u306a\u91cf\u5b50\u5316\u624b\u6cd5\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\uff1a<\/p>\n

GPTQ\uff08Grouped Query-aware Quantization\uff09<\/strong>: \u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3057\u3066\u6700\u9069\u306a\u91cf\u5b50\u5316\u3092\u884c\u3044\u307e\u3059\u3002\u975e\u5e38\u306b\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n

AWQ\uff08Activation-aware Weight Quantization\uff09<\/strong>: \u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u5206\u5e03\u3092\u8003\u616e\u3057\u3066\u91cd\u8981\u306a\u91cd\u307f\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002\u91cd\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9ad8\u7cbe\u5ea6\u306e\u307e\u307e\u7dad\u6301\u3059\u308b\u3053\u3068\u3067\u3001\u7cbe\u5ea6\u4f4e\u4e0b\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u307e\u3059\u3002<\/p>\n

BitNet<\/strong>: \u91cd\u307f\u30921.58\u30d3\u30c3\u30c8\uff08-1, 0, 1\uff09\u3067\u8868\u73fe\u3059\u308b\u6975\u7aef\u306a\u91cf\u5b50\u5316\u30a2\u30d7\u30ed\u30fc\u30c1\u3002\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306f\u6975\u9650\u307e\u3067\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u9069\u5207\u306a\u8a13\u7df4\u624b\u6cd5\u306b\u3088\u308a\u5b9f\u7528\u7684\u306a\u7cbe\u5ea6\u3092\u9054\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5b9f\u88c5\u4e0a\u306e\u8ab2\u984c<\/h2>\n

\u91cf\u5b50\u5316\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u6280\u8853\u7684\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n

\u5916\u308c\u5024\uff08Outliers\uff09\u306e\u51e6\u7406<\/strong>: \u30e2\u30c7\u30eb\u4e2d\u306e\u4e00\u90e8\u306e\u91cd\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u5927\u304d\u306a\u5024\u3092\u6301\u3064\u305f\u3081\u3001\u5358\u7d14\u306a\u91cf\u5b50\u5316\u3067\u306f\u60c5\u5831\u640d\u5931\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7279\u6b8a\u306a\u91cd\u307f\u3092\u9ad8\u7cbe\u5ea6\u3067\u7dad\u6301\u3059\u308b\u624b\u6cd5\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5206\u5e03\u4e0d\u5747\u4e00\u6027<\/strong>: \u30d1\u30e9\u30e1\u30fc\u30bf\u5206\u5e03\u306f\u30e2\u30c7\u30eb\u5185\u3067\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4e00\u69d8\u306a\u91cf\u5b50\u5316\u3088\u308a\u3082\u3001\u5c64\u3054\u3068\u306e\u52d5\u7684\u306a\u7cbe\u5ea6\u8abf\u6574\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n

\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30b5\u30dd\u30fc\u30c8<\/strong>: \u3059\u3079\u3066\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304c\u4f4e\u7cbe\u5ea6\u8a08\u7b97\u3092\u6700\u9069\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30bf\u30fc\u30b2\u30c3\u30c8\u30c7\u30d0\u30a4\u30b9\u306b\u5fdc\u3058\u305f\u91cf\u5b50\u5316\u6226\u7565\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n

\u672a\u6765\u5c55\u671b<\/h2>\n

\u91cf\u5b50\u5316\u6280\u8853\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u30023\u30d3\u30c3\u30c8\u30842\u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u304c\u5b9f\u7528\u7684\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u30e2\u30c7\u30eb\u30b5\u30a4\u30ba\u306e\u3055\u3089\u306a\u308b\u524a\u6e1b\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u540c\u6642\u306b\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u30b9\u30d1\u30fc\u30b9\u5316\uff08Sparsification\uff09\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u304c\u767b\u5834\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u5c06\u6765\u7684\u306b\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3068\u91cf\u5b50\u5316\u624b\u6cd5\u306e\u5171\u540c\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u4eca\u65e5\u306f\u60f3\u50cf\u3082\u3064\u304b\u306a\u3044\u52b9\u7387\u6027\u3092\u6301\u3064AI\u30b7\u30b9\u30c6\u30e0\u304c\u767b\u5834\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u91cf\u5b50\u5316\u306f\u3001AI\u3092\u3088\u308a\u30a2\u30af\u30bb\u30b7\u30d6\u30eb\u3067\u6301\u7d9a\u53ef\u80fd\u306a\u6280\u8853\u306b\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u4e00\u6b69\u3067\u3059\u3002<\/p>\n

\u30e2\u30c7\u30eb\u6700\u9069\u5316\u306f\u3001\u5358\u306a\u308b\u52b9\u7387\u5316\u3067\u306f\u306a\u304f\u3001AI\u306e\u6c11\u4e3b\u5316\u3092\u9032\u3081\u308b\u9375\u3068\u306a\u308a\u307e\u3059\u3002\u3088\u308a\u5c0f\u3055\u304f\u3001\u9ad8\u901f\u3067\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u52b9\u7387\u306e\u826f\u3044\u30e2\u30c7\u30eb\u306f\u3001\u4e16\u754c\u4e2d\u306e\u3088\u308a\u591a\u304f\u306e\u4eba\u3005\u306bAI\u306e\u529b\u3092\u5c4a\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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