{"id":5496,"date":"2021-09-01T17:17:11","date_gmt":"2021-09-01T09:17:11","guid":{"rendered":"https:\/\/fastonetech.com\/blog\/?p=5496"},"modified":"2023-09-15T16:46:51","modified_gmt":"2023-09-15T08:46:51","slug":"llm","status":"publish","type":"post","link":"https:\/\/fastonetech.com\/blog\/llm\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09"},"content":{"rendered":"\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg\" alt=\"\" class=\"wp-image-4892\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-1024x292.jpg 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-300x86.jpg 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1-768x219.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/04\/1682040839-1.jpg 1051w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_0\">LLM\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b9a\u4e49<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u8bed\u8a00\u6a21\u578b\uff08\u82f1\u6587\uff1aLarge Language Model\uff0c\u7f29\u5199LLM\uff09\uff0c\u4e5f\u79f0\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u662f\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u65e8\u5728\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u3002\u5b83\u4eec\u5728\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u6267\u884c\u5e7f\u6cdb\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u603b\u7ed3\u3001\u7ffb\u8bd1\u3001\u60c5\u611f\u5206\u6790\u7b49\u7b49\u3002LLM\u7684\u7279\u70b9\u662f<strong>\u89c4\u6a21\u5e9e\u5927\uff0c\u5305\u542b\u6570\u5341\u4ebf\u7684\u53c2\u6570<\/strong>\uff0c\u5e2e\u52a9\u5b83\u4eec\u5b66\u4e60\u8bed\u8a00\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\uff0c\u5982\u8f6c\u5316\u5668\uff0c\u8fd9\u6709\u52a9\u4e8e\u5b83\u4eec\u5728\u5404\u79cdNLP\u4efb\u52a1\u4e0a\u53d6\u5f97\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u8868\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_1\">LLM\u5230\u5e95\u6709\u591a\u5927\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff GPT \u6765\u8bf4\uff0c GPT \u5176\u5b9e\u51fa\u73b0\u4e86\u597d\u51e0\u4ee3\uff0cGPT 3 \u5b83\u6709 45 \u4e2a Tb \u7684\u8bad\u7ec3\u6570\u636e\uff0c\u90a3\u4e48\u6574\u4e2a\u7ef4\u57fa\u767e\u79d1\u91cc\u9762\u7684\u6570\u636e\u53ea\u76f8\u5f53\u4e8e\u4ed6\u8bad\u7ec3\u6570\u636e\u7684 0. 6%\u3002\u6211\u4eec\u5728\u8fd9\u4e2a\u8bad\u7ec3\u7684\u65f6\u5019\u628a\u8fd9\u4e2a\u4e1c\u897f\u79f0\u4f5c\u8bed\u6599\uff0c\u5c31\u8bed\u8a00\u6750\u6599\uff0c\u8fd9\u4e2a\u8bed\u6599\u7684\u91cf\u662f\u53ef\u4ee5\u8bf4\u662f\u96c6\u4e2d\u5230\u6211\u4eec\u4eba\u7c7b\u6240\u6709\u8bed\u8a00\u6587\u660e\u7684\u7cbe\u534e\u5728\u91cc\u9762\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u975e\u5e38\u5e9e\u5927\u7684\u4e00\u4e2a\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_2\">\u4ece\u91cf\u53d8\u5230\u8d28\u53d8<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ecf\u8fc7\u8fd9\u6837\u7684\u4e00\u4e2a\u91cf\u7684\u5b66\u4e60\u4e4b\u540e\uff0c\u5b83\u4ea7\u751f\u7684\u4e00\u4e9b\u5c31\u662f\u505a AI \u7684\u8fd9\u4e9b\u8ba1\u7b97\u673a\u5b66\u5bb6\u4eec\uff0c\u4ed6\u4eec\u6ca1\u6709\u60f3\u5230\u4f1a\u6709\u8fd9\u79cd\u53d8\u5316\uff0c\u65e0\u6cd5\u5408\u7406\u89e3\u91ca\u8fd9\u4e00\u73b0\u8c61\u7684\u4ea7\u751f\u5373\u2014\u2014\u5f53\u6570\u636e\u91cf\u8d85\u8fc7\u67d0\u4e2a\u4e34\u754c\u70b9\u65f6\uff0c\u6a21\u578b\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\uff0c\u5e76\u51fa\u73b0\u4e86\u5c0f\u6a21\u578b\u4e2d\u4e0d\u5b58\u5728\u7684\u80fd\u529b\uff0c\u6bd4\u5982\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08in-context learning\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e5f\u5c31\u50ac\u751f\u4e86\u4e24\u4e2a\u4e8b\u4ef6\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>\u5404\u5927AI\u5de8\u5934\u63d0\u9ad8\u8bad\u7ec3\u53c2\u6570\u91cf\u4ee5\u671f\u8fbe\u5230\u66f4\u597d\u7684\u6548\u679c<\/li><li>\u7531\u4e8e\u8d28\u53d8\u539f\u56e0\u7684\u65e0\u6cd5\u89e3\u91ca\u5e26\u6765\u7684AI\u5b89\u5168\u6027\u8003\u91cf<\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_3\">LLM\u6d8c\u73b0\u7684\u80fd\u529b<\/h2>\n\n\n\n<ol class=\"wp-block-list\"><li>\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002GPT-3 \u6b63\u5f0f\u5f15\u5165\u4e86\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff1a\u5047\u8bbe\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u63d0\u4f9b\u4e86\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u548c\u591a\u4e2a\u4efb\u52a1\u63cf\u8ff0\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u5b8c\u6210\u8f93\u5165\u6587\u672c\u7684\u8bcd\u5e8f\u5217\u6765\u751f\u6210\u6d4b\u8bd5\u5b9e\u4f8b\u7684\u9884\u671f\u8f93\u51fa\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u8bad\u7ec3\u6216\u68af\u5ea6\u66f4\u65b0\u3002<\/li><li>\u6307\u4ee4\u9075\u5faa\u3002\u901a\u8fc7\u5bf9\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff08\u5373\u6307\u4ee4\uff09\u683c\u5f0f\u5316\u7684\u591a\u4efb\u52a1\u6570\u636e\u96c6\u7684\u6df7\u5408\u8fdb\u884c\u5fae\u8c03\uff0cLLM \u5728\u5fae\u5c0f\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u8fd9\u4e9b\u4efb\u52a1\u4e5f\u4ee5\u6307\u4ee4\u7684\u5f62\u5f0f\u6240\u63cf\u8ff0\u3002\u8fd9\u79cd\u80fd\u529b\u4e0b\uff0c\u6307\u4ee4\u8c03\u4f18\u4f7f LLM \u80fd\u591f\u5728\u4e0d\u4f7f\u7528\u663e\u5f0f\u6837\u672c\u7684\u60c5\u51b5\u4e0b\u901a\u8fc7\u7406\u89e3\u4efb\u52a1\u6307\u4ee4\u6765\u6267\u884c\u65b0\u4efb\u52a1\uff0c\u8fd9\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u6cdb\u5316\u80fd\u529b\u3002<\/li><li>\u5faa\u5e8f\u6e10\u8fdb\u7684\u63a8\u7406\u3002\u5bf9\u4e8e\u5c0f\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u5e38\u5f88\u96be\u89e3\u51b3\u6d89\u53ca\u591a\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u590d\u6742\u4efb\u52a1\uff0c\u4f8b\u5982\u6570\u5b66\u5b66\u79d1\u5355\u8bcd\u95ee\u9898\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u601d\u7ef4\u94fe\u63a8\u7406\u7b56\u7565\uff0cLLM \u53ef\u4ee5\u901a\u8fc7\u5229\u7528\u6d89\u53ca\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u7684 prompt \u673a\u5236\u6765\u89e3\u51b3\u6b64\u7c7b\u4efb\u52a1\u5f97\u51fa\u6700\u7ec8\u7b54\u6848\u3002\u636e\u63a8\u6d4b\uff0c\u8fd9\u79cd\u80fd\u529b\u53ef\u80fd\u662f\u901a\u8fc7\u4ee3\u7801\u8bad\u7ec3\u83b7\u5f97\u7684\u3002<\/li><\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_4\">\u8bed\u8a00\u6a21\u578b\u5386\u53f2<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2017\u8c37\u6b4c\u63a8\u51fa transformer \u6a21\u578b\uff0c2018 \u5e74\u7684\u65f6\u5019\u8c37\u6b4c\u63d0\u51fa\u4e86 Bert \u7684\u6a21\u578b\uff0c\u7136\u540e\u5230 GPT 2\uff0c\u4ece 340 \u5146\u5230 10 \u4ebf \u300115 \u4ebf\uff0c\u7136\u540e\u5230 83 \u4ebf\uff0c\u7136\u540e\u5230 170 \u4ebf\uff0c\u7136\u540e\u5230 GPT3 1750 \u4ebf\u7684\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u65e9\u7684\u662f 2017 \u5e74\u51fa\u6765\u7684\uff0c\u5c31\u662f\u6211\u4eec\u6240\u4e86\u89e3\u7684\u90a3\u4e2aGPT\uff0c GPT \u540d\u5b57\u91cc\u9762\u6709\u4e00\u4e2a\u53eb\u505atransformer\uff0c\u5c31\u662f\u8fd9\u4e2a transformer \u6a21\u578b\u3002\u5b83\u662f 2017 \u5e74\u51fa\u73b0\u7684\uff0c\u5176\u5b9e\u4e5f\u5f88\u65e9\uff0c\u6240\u4ee5\u8ba1\u7b97\u673a\u9886\u57df\u6765\u8bf4\uff0c 2017 \u5e74\u53ef\u4ee5\u5f52\u7ed3\u4e8e\u4e0a\u4e00\u4e2a\u65f6\u4ee3\u7684\u4ea7\u54c1\u3002\u7136\u540e 2018 \u5e74\u7b2c\u4e00\u4ee3 GPT \u51fa\u6765\uff0c\u5f53\u65f6\u8fd8\u4e0d\u884c\uff0c\u76f8\u5bf9\u6765\u8bf4\u6bd4\u8f83\u5dee\uff0c\u6027\u80fd\u4e5f\u4e0d\u884c\uff0c\u7136\u540e\u50cf\u4e00\u4e2a\u73a9\u5177\u4e00\u6837\u3002\u7136\u540e 2018 \u5e74\u8c37\u6b4c\u53c8\u63a8\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\uff0c\u53ebBERT\uff0c\u4f46\u662f\u8fd9\u4e9b\u6a21\u578b\u90fd\u662f\u57fa\u4e8e\u4e4b\u524d\u8c37\u6b4c\u63a8\u51fa\u7684\u8fd9\u4e2a transformer \u6a21\u578b\u8fdb\u884c\u53d1\u5c55\u7684\u3002\u7136\u540e\u5230\u4e86 2019 \u5e74\uff0c open AI \u9664\u4e86 GPT 2 \u4e5f\u6ca1\u6709\u4ec0\u4e48\u7279\u522b\uff0c\u5c31\u662f\u5b83\u6ca1\u6709\u529e\u6cd5\u6765\u4ea7\u751f\u4e00\u4e2a\u8bed\u8a00\u903b\u8f91\u6d41\u7545\u901a\u987a\u7684\u4e00\u6bb5\u540d\u8bcd\uff0c\u4f60\u4e00\u770b\u5c31\u77e5\u9053\u8fd9\u662f\u673a\u5668\u5199\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u662f\u5230\u4e86 2020 \u5e74\u76845\u6708\uff0c GPT 3 \u51fa\u6765\u4e4b\u540e\uff0c\u5176\u5b9e\u5c31\u6709\u4e86\u975e\u5e38\u5927\u7684\u53d8\u5316\uff0c GPT 3 \u7684\u6027\u80fd\u6bd4 GPT 2 \u597d\u5f88\u591a\uff0c\u5b83\u7684\u6570\u53c2\u6570\u7684\u6570\u91cf\u7ea7\u5927\u6982\u662f GPT 2- 10 \u500d\u4ee5\u4e0a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"504\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692953843-11-1024x504.png\" alt=\"\" class=\"wp-image-5495\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692953843-11-1024x504.png 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692953843-11-300x148.png 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692953843-11-768x378.png 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692953843-11.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_5\">LLM\u7684\u8bad\u7ec3\u65b9\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u9700\u8981\u5411\u5176\u63d0\u4f9b\u5927\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u6a21\u578b\u5229\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u5b66\u4e60\u4eba\u7c7b\u8bed\u8a00\u7684\u7ed3\u6784\u3001\u8bed\u6cd5\u548c\u8bed\u4e49\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u662f\u901a\u8fc7\u65e0\u76d1\u7763\u5b66\u4e60\u5b8c\u6210\u7684\uff0c\u4f7f\u7528\u4e00\u79cd\u53eb\u505a\u81ea\u6211\u76d1\u7763\u5b66\u4e60\u7684\u6280\u672f\u3002\u5728\u81ea\u6211\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u6a21\u578b\u901a\u8fc7\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2a\u8bcd\u6216\u6807\u8bb0\uff0c\u4e3a\u8f93\u5165\u7684\u6570\u636e\u751f\u6210\u81ea\u5df1\u7684\u6807\u7b7e\uff0c\u5e76\u7ed9\u51fa\u4e4b\u524d\u7684\u8bcd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4e24\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a\u9884\u8bad\u7ec3\uff08pre-training\uff09\u548c\u5fae\u8c03\uff08fine-tuning\uff09\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4ece\u4e00\u4e2a\u5de8\u5927\u7684\u3001\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e2d\u5b66\u4e60\uff0c\u901a\u5e38\u5305\u542b\u6765\u81ea\u4e0d\u540c\u6765\u6e90\u7684\u6570\u5341\u4ebf\u8bcd\u6c47\uff0c\u5982\u7f51\u7ad9\u3001\u4e66\u7c4d\u548c\u6587\u7ae0\u3002\u8fd9\u4e2a\u9636\u6bb5\u5141\u8bb8\u6a21\u578b\u5b66\u4e60\u4e00\u822c\u7684\u8bed\u8a00\u6a21\u5f0f\u548c\u8868\u5f81\u3002<\/li><li>\u5728\u5fae\u8c03\u9636\u6bb5\uff0c\u6a21\u578b\u5728\u4e0e\u76ee\u6807\u4efb\u52a1\u6216\u9886\u57df\u76f8\u5173\u7684\u66f4\u5177\u4f53\u3001\u66f4\u5c0f\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u4e00\u6b65\u8bad\u7ec3\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u5fae\u8c03\u5176\u7406\u89e3\uff0c\u5e76\u9002\u5e94\u4efb\u52a1\u7684\u7279\u6b8a\u8981\u6c42\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h_622518771_6\">\u5e38\u89c1\u7684\u5927\u8bed\u8a00\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-3\uff08OpenAI\uff09\uff1a Generative Pre-trained Transformer 3\uff08GPT-3\uff09\u662f\u6700\u8457\u540d\u7684LLM\u4e4b\u4e00\uff0c\u62e5\u67091750\u4ebf\u4e2a\u53c2\u6570\u3002\u8be5\u6a21\u578b\u5728\u6587\u672c\u751f\u6210\u3001\u7ffb\u8bd1\u548c\u5176\u4ed6\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u663e\u8457\u7684\u6027\u80fd\uff0c\u5728\u5168\u7403\u8303\u56f4\u5185\u5f15\u8d77\u4e86\u70ed\u70c8\u7684\u53cd\u54cd\uff0c\u76ee\u524dOpenAI\u5df2\u7ecf\u8fed\u4ee3\u5230\u4e86GPT-4\u7248\u672c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\uff08\u8c37\u6b4c\uff09\uff1aBidirectional Encoder Representations from Transformers\uff08BERT\uff09\u662f\u53e6\u4e00\u4e2a\u6d41\u884c\u7684LLM\uff0c\u5bf9NLP\u7814\u7a76\u4ea7\u751f\u4e86\u91cd\u5927\u5f71\u54cd\u3002\u8be5\u6a21\u578b\u4f7f\u7528\u53cc\u5411\u65b9\u6cd5\u4ece\u4e00\u4e2a\u8bcd\u7684\u5de6\u53f3\u4e24\u8fb9\u6355\u6349\u4e0a\u4e0b\u6587\uff0c\u4f7f\u5f97\u5404\u79cd\u4efb\u52a1\u7684\u6027\u80fd\u63d0\u9ad8\uff0c\u5982\u60c5\u611f\u5206\u6790\u548c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">T5\uff08\u8c37\u6b4c\uff09\uff1a \u6587\u672c\u5230\u6587\u672c\u8f6c\u6362\u5668\uff08T5\uff09\u662f\u4e00\u4e2aLLM\uff0c\u8be5\u6a21\u578b\u5c06\u6240\u6709\u7684NLP\u4efb\u52a1\u9650\u5b9a\u4e3a\u6587\u672c\u5230\u6587\u672c\u95ee\u9898\uff0c\u7b80\u5316\u4e86\u6a21\u578b\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u7684\u8fc7\u7a0b\u3002T5\u5728\u603b\u7ed3\u3001\u7ffb\u8bd1\u548c\u95ee\u9898\u56de\u7b54\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ERNIE 3.0 \u6587\u5fc3\u5927\u6a21\u578b\uff08\u767e\u5ea6\uff09\uff1a\u767e\u5ea6\u63a8\u51fa\u7684\u5927\u8bed\u8a00\u6a21\u578bERNIE 3.0\u9996\u6b21\u5728\u767e\u4ebf\u7ea7\u548c\u5343\u4ebf\u7ea7\u9884\u8bad\u7ec3\u6a21\u578b\u4e2d\u5f15\u5165\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\uff0c\u63d0\u51fa\u4e86\u6d77\u91cf\u65e0\u76d1\u7763\u6587\u672c\u4e0e\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\u7684\u5e73\u884c\u9884\u8bad\u7ec3\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"784\" height=\"551\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692954735-1692954712033.png\" alt=\"\" class=\"wp-image-5499\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692954735-1692954712033.png 784w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692954735-1692954712033-300x211.png 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2023\/08\/1692954735-1692954712033-768x540.png 768w\" sizes=\"auto, (max-width: 784px) 100vw, 784px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u901f\u77f3\u79d1\u6280AI\u5e94\u7528<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u5e94\u7528\u843d\u5730\u662f\u6240\u6709\u7814\u53d1\u73af\u8282\u4e2d\u6700\u540e\u4e00\u73af\uff0c\u4e5f\u662f\u6700\u91cd\u8981\u7684\u4e00\u73af\u3002\u5728AIGC\u5e94\u7528\u767e\u82b1\u9f50\u653e\u7684\u8fd9\u6ce2\u6d6a\u6f6e\u4e2d\uff0c\u901f\u77f3\u79d1\u6280\u4f5c\u4e3aMLOps\u5e73\u53f0\u7684\u63d0\u4f9b\u65b9\uff0c\u540c\u65f6\u4e5f\u662f\u5176\u4f7f\u7528\u65b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901f\u77f3\u79d1\u6280\u5df2\u7ecf\u53d1\u5e03\u4e00\u6b3e<strong>\u884c\u4e1a\u77e5\u8bc6\u5e93\u804a\u5929\u5e94\u7528Megrez<\/strong>\uff0c\u8fd9\u6b3e\u804a\u5929\u5e94\u7528\u9762\u5411\u4f01\u4e1a\u5ba2\u6237<strong>\u63d0\u4f9b\u5927\u8bed\u8a00\u6a21\u578b\u7684\u79c1\u6709\u5316\u90e8\u7f72\u80fd\u529b<\/strong>\uff0c\u89e3\u51b3\u4e86\u8bb8\u591a\u4f01\u4e1a\u7528\u6237\u5173\u6ce8\u7684\u6570\u636e\u5b89\u5168\u95ee\u9898\uff0c\u5b83\u4e5f\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u884c\u4e1a\u77e5\u8bc6\u5e93\uff0c\u5b9e\u73b0\u9886\u57df\u77e5\u8bc6\u7684\u95ee\u7b54\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u591a\u53ef\u67e5\u770b\uff1a<a href=\"https:\/\/fastonetech.com\/blog\/2023waic\/\">\u901f\u77f3\u79d1\u6280\u5e94\u9080\u51fa\u5e2d2023\u4e16\u754c\u4eba\u5de5\u667a\u80fd\u5927\u4f1a\uff0cAI\u7814\u53d1\u5e73\u53f0\u5f15\u4eba\u77a9\u76ee<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u672c\u6587\u8f6c\u8f7d<\/strong>\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/622518771<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"text-align:center\"><strong>-&nbsp;END&nbsp;-<\/strong><\/p>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-vivid-cyan-blue-color wp-block-paragraph\"><br><strong>\u6211\u4eec\u6709\u4e2aAI\u7814\u53d1\u4e91\u5e73\u53f0<\/strong><br><strong>\u96c6\u6210\u591a\u79cdAI\u5e94\u7528\uff0c\u5927\u91cf\u4efb\u52a1\u591a\u8282\u70b9\u5e76\u884c<\/strong><br><strong>\u5e94\u5bf9\u77ed\u65f6\u95f4\u7206\u53d1\u6027\u9700\u6c42\uff0c\u8fde\u7f51\u5373\u7528<\/strong><br><strong>\u8dd1\u4efb\u52a1\u5feb\uff0c\u539f\u6765\u51e0\u4e2a\u6708\u751a\u81f3\u51e0\u5e74\uff0c\u73b0\u5728\u53ea\u9700\u51e0\u5c0f\u65f6<\/strong><br><strong>5\u5206\u949f\u5feb\u901f\u4e0a\u624b\uff0c\u62d6\u62c9\u70b9\u9009\u53ef\u89c6\u5316\u754c\u9762\uff0c\u65e0\u9700\u4ee3\u7801<\/strong><br><strong>\u652f\u6301\u9ad8\u7ea7\u7528\u6237\u76f4\u63a5\u5728\u4e91\u7aef\u521b\u5efa\u96c6\u7fa4&nbsp;<\/strong><\/p>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u626b\u7801\u514d\u8d39\u8bd5\u7528\uff0c\u9001200\u5143\u4f53\u9a8c\u91d1\uff0c\u5165\u80a1\u4e0d\u4e8f~<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/09\/1692955513-LLM-\u5e95\u90e8\u4e8c\u7ef4\u7801-1024x517.png\" alt=\"\" class=\"wp-image-5503\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/09\/1692955513-LLM-\u5e95\u90e8\u4e8c\u7ef4\u7801-1024x517.png 1024w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/09\/1692955513-LLM-\u5e95\u90e8\u4e8c\u7ef4\u7801-300x151.png 300w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/09\/1692955513-LLM-\u5e95\u90e8\u4e8c\u7ef4\u7801-768x388.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p style=\"text-align:center\" class=\"has-text-color has-luminous-vivid-orange-color wp-block-paragraph\"><strong>\u66f4\u591a\u7535\u5b50\u4e66<\/strong><strong>\u6b22\u8fce\u626b\u7801\u5173\u6ce8\u5c0fF\uff08ID\uff1aiamfastone\uff09\u83b7\u53d6<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"891\" height=\"1024\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-891x1024.jpg\" alt=\"\" class=\"wp-image-4013\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-891x1024.jpg 891w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-261x300.jpg 261w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17-768x882.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947470-17.jpg 1268w\" sizes=\"auto, (max-width: 891px) 100vw, 891px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f60\u4e5f\u8bb8\u60f3\u4e86\u89e3\u5177\u4f53\u7684\u843d\u5730\u573a\u666f\uff1a<\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-ledock\/\" target=\"_blank\">\u738b\u8005\u5e26\u98deLeDock\uff01\u5f00\u7bb1\u5373\u7528&amp;\u4e00\u952e\u5b9a\u4f4d\u5206\u5b50\u5e93+\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c3.5\u5c0f\u65f6\u5b8c\u621020\u4e07\u5206\u5b50\u5bf9\u63a5<\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/caecomsol\/\" target=\"_blank\">\u8fd9\u6837\u8dd1COMSOL\uff0c\u662f\u4e0d\u662f\u5c31\u53ef\u4ee5\u53d1Nature\u4e86<\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/vol10auto-scale\/\" target=\"_blank\">Auto-Scale\u8fd9\u652f\u4ed9\u5973\u68d2\u5982\u4f55\u5927\u5e45\u63d0\u5347Virtuoso\u4eff\u771f\u6548\u7387\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-moe\/\" target=\"_blank\">1\u5206\u949f\u544a\u8bc9\u4f60\u7528MOE\u6a21\u62df200000\u4e2a\u5206\u5b50\u8981\u82b1\u591a\u5c11\u94b1<\/a><\/strong><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/ls-dyna-cae-20210428\/\"><strong>LS-DYNA\u6c42\u89e3\u6548\u7387\u6df1\u5ea6\u6d4b\u8bc4 \u2502 \u516d\u79cd\u89c4\u6a21\uff0c\u672c\u5730VS\u4e91\u7aef5\u79cd\u4e0d\u540c\u786c\u4ef6\u914d\u7f6e<\/strong><\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-synopsys-vcs\/\" target=\"_blank\"><strong>\u63ed\u79d820000\u4e2aVCS\u4efb\u52a1\u80cc\u540e\u7684\u201c\u642c\u684c\u5b50\u201d\u7cfb\u5217\u6545\u4e8b<\/strong><\/a><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/bio-amber-and-multi-cloud\/\" target=\"_blank\"><strong>155\u4e2aGPU\uff01\u591a\u4e91\u573a\u666f\u4e0b\u7684Amber\u81ea\u7531\u80fd\u8ba1\u7b97<\/strong><\/a><strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/fluent-case-20201203\/\" target=\"_blank\">\u600e\u4e48\u628a\u9700\u898145\u5929\u7684\u7a81\u53d1\u6027Fluent\u4eff\u771f\u8ba1\u7b97\u7f29\u77ed\u52304\u5929\u4e4b\u5185\uff1f<\/a><\/strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-opc-20201118\/\" target=\"_blank\"><strong>5000\u6838\u5927\u89c4\u6a21OPC\u4e0a\u4e91\uff0c\u6548\u7387\u63d0\u534753\u500d<\/strong><\/a><strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/case-vina-20201021\/\" target=\"_blank\">\u63d0\u901f2920\u500d\uff01\u7528AutoDock Vina\u5bf9\u63a52800\u4e07\u4e2a\u5206\u5b50<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/cae-bladed-20200923\/\" target=\"_blank\">\u4ece4\u5929\u52301.75\u5c0f\u65f6\uff0c\u5982\u4f55\u8ba9Bladed\u4eff\u771f\u6548\u7387\u63d0\u534755\u500d\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/eda-case-hspice-20200825\/\" target=\"_blank\">\u4ece30\u5929\u523017\u5c0f\u65f6\uff0c\u5982\u4f55\u8ba9HSPICE\u4eff\u771f\u6548\u7387\u63d0\u534742\u500d\uff1f<\/a><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br><strong>\u5173\u4e8e\u4e3a\u5e94\u7528\u5b9a\u4e49\u7684\u4e91\u5e73\u53f0\uff1a<\/strong><br><strong><a href=\"https:\/\/fastonetech.com\/blog\/cae-simscalereport2022\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5f53\u4eff\u771f\u5916\u5305\u6210\u4e3a\u8fc7\u6c14\u7f51\u7ea2\u540e\u2026<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/awsindustrypr\/\" target=\"_blank\">\u548c28\u5bb6\u4e1a\u754c\u5927\u4f6c\u6392\u6392\u5750\u662f\u4e00\u79cd\u600e\u6837\u7684\u4f53\u9a8c\uff1f<\/a><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/ddlredbook01\/\">\u8fd9\u4e00\u5c4a\u79d1\u7814\u8ba1\u7b97\u4eba\u8d76DDL\u7ea2\u5b9d\u4e66\uff1a\u5b66\u751f\u7bc7<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/taikong\/\">\u6768\u6d0b\u7ec4\u7ec7\u7684\u201c\u592a\u7a7a\u8425\u6551\u201d\u4e2d\uff0c \u90a32\u5c0f\u65f6\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\uff1f<\/a><\/strong><br><strong><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/fccfcc-efcp-product\/\">\u4e00\u6b21\u641e\u61c2\u901f\u77f3\u79d1\u6280\u4e09\u5927\u4ea7\u54c1\uff1aFCC\u3001FCC-E\u3001FCP<\/a><\/strong><br><a href=\"https:\/\/fastonetech.com\/blog\/cae-ansys-simulation-20210531\/\"><strong>Ansys\u6700\u65b0CAE\u8c03\u7814\u62a5\u544a\u627e\u5230\u963b\u788d\u4eff\u771f\u6548\u7387\u63d0\u5347\u7684\u201c\u5143\u51f6\u201d<\/strong><\/a><br><a rel=\"noreferrer noopener\" target=\"_blank\" href=\"https:\/\/fastonetech.com\/blog\/cloud-vs-supercomputing-20200910\/\"><strong>\u56fd\u5185\u8d85\u7b97\u53d1\u5c55\u8fd140\u5e74\uff0c\u7ec8\u4e8e\u9047\u5230\u4e86\u4e00\u4e2a\u50cf\u6837\u7684\u5bf9\u624b<\/strong><\/a><br><strong><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/pro-and-con-cloud-vs-local-resource-20200729\/\" target=\"_blank\">\u5e2e\u52a9CXO\u89e3\u60d1\u4e0a\u4e91\u6210\u672c\u7684\u8ff7\u601d\uff0c\u770b\u8fd9\u7bc7\u5c31\u591f\u4e86<\/a><\/strong><br><a rel=\"noreferrer noopener\" href=\"https:\/\/fastonetech.com\/blog\/top500\/\" target=\"_blank\"><strong>\u82b1\u8d394\u5c0f\u65f65500\u7f8e\u5143\uff0c\u901f\u77f3\u79d1\u6280\u8dfb\u8eab\u5168\u7403\u8d85\u7b97TOP500<\/strong><\/a><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"770\" height=\"1024\" src=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-770x1024.jpg\" alt=\"\" class=\"wp-image-4014\" srcset=\"https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-770x1024.jpg 770w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-226x300.jpg 226w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18-768x1021.jpg 768w, https:\/\/fastonetech.com\/blog\/wp-content\/uploads\/2022\/12\/1669947485-18.jpg 1788w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><br><\/p>\n","protected":false},"excerpt":{"rendered":"LLM\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5b9a\u4e49 \u5927\u8bed\u8a00\u6a21\u578b\uff08\u82f1\u6587\uff1aLarge Language Model\uff0c\u7f29\u5199LLM\uff09\uff0c\u4e5f\u79f0\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u662f\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\u6a21 &hellip;","protected":false},"author":1,"featured_media":5501,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[5],"tags":[335,363,361,365,366],"class_list":["post-5496","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-wiki","tag-ai","tag-llm","tag-361","tag-365","tag-366"],"_links":{"self":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5496","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/comments?post=5496"}],"version-history":[{"count":0,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/posts\/5496\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media\/5501"}],"wp:attachment":[{"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/media?parent=5496"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/categories?post=5496"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fastonetech.com\/blog\/wp-json\/wp\/v2\/tags?post=5496"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}