{"id":398,"date":"2024-07-08T15:53:20","date_gmt":"2024-07-08T07:53:20","guid":{"rendered":"https:\/\/www.bosombot.com\/?p=398"},"modified":"2024-07-08T16:16:14","modified_gmt":"2024-07-08T08:16:14","slug":"ai%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%8e%a2%e7%b4%a2%e4%b9%8b%e8%b7%af-%e8%ae%ad%e7%bb%83%e7%af%872%ef%bc%9a%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e9%a2%84%e8%ae%ad%e7%bb%83%e5%9f%ba%e7%a1%80","status":"publish","type":"post","link":"https:\/\/www.bosombot.com\/?p=398","title":{"rendered":"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\"><a><\/a>\u6587\u7ae0\u76ee\u5f55<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#_3\">\u524d\u8a00<\/a><\/li>\n\n\n\n<li><a href=\"#_6\">\u4e00\u3001\u9884\u8bad\u7ec3\u6d41\u7a0b\u5206\u6790<\/a><\/li>\n\n\n\n<li><a href=\"#_23\">\u4e8c\u3001\u9884\u8bad\u7ec3\u4e24\u5927\u6311\u6218<\/a><\/li>\n\n\n\n<li><a href=\"#_28\">\u4e09\u3001\u9884\u8bad\u7ec3\u7f51\u7edc\u901a\u4fe1<\/a><\/li>\n\n\n\n<li><a href=\"#_37\">\u56db\u3001\u9884\u8bad\u7ec3\u6570\u636e\u5e76\u884c<\/a><\/li>\n\n\n\n<li><a href=\"#_48\">\u4e94\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u5e76\u884c<\/a><\/li>\n\n\n\n<li><a href=\"#3D_60\">\u516d\u3001\u9884\u8bad\u7ec33D\u5e76\u884c<\/a><\/li>\n\n\n\n<li><a href=\"#_85\">\u4e03\u3001\u9884\u8bad\u7ec3\u4ee3\u7801\u793a\u4f8b<\/a><\/li>\n\n\n\n<li><a href=\"#_114\">\u603b\u7ed3<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_3\"><\/a>\u524d\u8a00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u5b8f\u4f1f\u84dd\u56fe\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u9884\u8bad\u7ec3\u662f\u6784\u7b51\u667a\u6167\u4e4b\u5854\u7684\u57fa\u77f3\u3002\u9884\u8bad\u7ec3\u8fc7\u7a0b\u901a\u8fc7\u8c03\u6574\u5e9e\u5927\u53c2\u6570\u7a7a\u95f4\u4ee5\u5438\u7eb3\u6570\u636e\u4e2d\u8574\u542b\u7684\u77e5\u8bc6\uff0c\u4e3a\u6a21\u578b\u8d4b\u4e88\u4ece\u8bed\u8a00\u7406\u89e3\u5230\u6587\u672c\u751f\u6210\u7b49\u591a\u6837\u5316\u80fd\u529b\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6280\u672f\u7ec6\u8282\u3001\u6240\u9762\u4e34\u7684\u6311\u6218\u3001\u901a\u4fe1\u673a\u5236\u3001\u5e76\u884c\u5316\u7b56\u7565\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u8fd9\u4e9b\u6280\u672f\u7684\u878d\u5408\u63d0\u5347\u9884\u8bad\u7ec3\u7684\u6548\u7387\u548c\u6027\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_6\"><\/a>\u4e00\u3001<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E9%A2%84%E8%AE%AD%E7%BB%83&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u9884\u8bad\u7ec3<\/a>\u6d41\u7a0b\u5206\u6790<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9884\u8bad\u7ec3\u5927<a href=\"https:\/\/so.csdn.net\/so\/search?q=%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;spm=1001.2101.3001.7020\" target=\"_blank\" rel=\"noreferrer noopener\">\u8bed\u8a00\u6a21\u578b<\/a>\u6d89\u53ca\u5bf9\u6d77\u91cf\u53c2\u6570\u7684\u4f18\u5316\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u8d77\u59cb\u4e8e\u4e00\u4e2a\u7b80\u5355\u7684\u524d\u63d0\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u7ed9\u5b9a\u8f93\u5165\uff08X\uff09\u548c\u76f8\u5e94\u7684\u8f93\u51fa\uff08Y\uff09\uff0c\u6a21\u578b\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u5b66\u4e60\uff0c\u4e0d\u65ad\u66f4\u65b0\u4fee\u6539\u53c2\u6570\uff0c\u4f7f\u5f97\u5176\u751f\u6210\u7684\u8f93\u51fa\u5c3d\u53ef\u80fd\u63a5\u8fd1\u771f\u5b9e\u7ed3\u679c\uff08Y\uff09\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u6a21\u578b\u8f93\u51fa\u4e0e\u5b9e\u9645\u7ed3\u679c\u4e4b\u95f4\u7684\u5dee\u8ddd\u2014\u901a\u5e38\u7531\u635f\u5931\u51fd\u6570\u91cf\u5316\u2014\u51cf\u5c0f\u5230\u4e00\u4e2a\u53ef\u63a5\u53d7\u7684\u9608\u503c\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba4\u4e3a\u9884\u8bad\u7ec3\u8fc7\u7a0b\u8fbe\u5230\u9884\u671f\u6548\u679c\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u53c2\u6570\u7ecf\u5386\u4ece\u968f\u673a\u521d\u59cb\u5316\u5230\u7cbe\u7ec6\u8c03\u6574\u7684\u8f6c\u53d8\uff0c\u9010\u6b65\u6355\u6349\u5e76\u5185\u5316\u8bed\u8a00\u7684\u590d\u6742\u89c4\u5f8b\u3002<br>\n<img decoding=\"async\" width=\"749\" height=\"350\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/21.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe\" \/>\n<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u8fc7\u7a0b\u6838\u5fc3\uff1a<\/strong><br>1\uff09\u8f93\u5165 Batch \u6570\u636e<br>2\uff09\u524d\u5411\u4f20\u64ad\u8ba1\u7b97\u635f\u5931<br>3\uff09\u540e\u5411\u4f20\u64ad\u8ba1\u7b97\u68af\u5ea6<br>4\uff09\u4f18\u5316\u5668\u66f4\u65b0\u5927\u6a21\u578b\u53c2\u6570<br>5\uff09\u53cd\u590d\u8fed\u4ee3\u5faa\u73af<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/22.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe1\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe1\" \/><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_23\"><\/a>\u4e8c\u3001\u9884\u8bad\u7ec3\u4e24\u5927\u6311\u6218<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740\u6a21\u578b\u89c4\u6a21\u5411\u767e\u4ebf\u751a\u81f3\u5343\u4ebf\u53c2\u6570\u8fc8\u8fdb\uff0c\u9884\u8bad\u7ec3\u4efb\u52a1\u9762\u4e34\u4e24\u5927\u4e3b\u8981\u6311\u6218\uff1a<br><strong>1.\u663e\u5b58\u6548\u7387<\/strong>\uff1a\u6a21\u578b\u53c2\u6570\u91cf\u7684\u5de8\u5927\u4f7f\u5f97\u5373\u4fbf\u662f\u6700\u5148\u8fdb\u7684GPU\u4e5f\u96be\u4ee5\u5355\u72ec\u5bb9\u7eb3\u6240\u6709\u53c2\u6570\uff0c\u8fd9\u76f4\u63a5\u5bfc\u81f4\u4e86\u663e\u5b58\u6ea2\u51fa\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5177\u67091750\u4ebf\u53c2\u6570\u7684GPT-3\u6a21\u578b\uff0c\u5176\u53c2\u6570\u672c\u8eab\u5c31\u9700\u8981\u6d88\u8017\u7ea6700GB\u7684\u663e\u5b58\uff0c\u52a0\u4e0aAdam\u4f18\u5316\u5668\u7684\u72b6\u6001\uff0c\u603b\u5171\u9700\u8981\u8d85\u8fc72.8TB\u7684\u663e\u5b58<br><strong>2.\u8ba1\u7b97\u6548\u7387<\/strong>\uff1a\u5de8\u5927\u7684\u6a21\u578b\u53c2\u6570\u548c\u6d77\u91cf\u7684\u8bad\u7ec3\u6570\u636e\u4f7f\u5f97\u8ba1\u7b97\u91cf\u6fc0\u589e\uff0c\u5bfc\u81f4\u5355\u673a\u8bad\u7ec3\u65f6\u95f4\u957f\u8fbe\u6570\u5e74\uff0c\u8fd9\u5bf9\u4e8e\u8ba1\u7b97\u8d44\u6e90\u7684\u6709\u6548\u5229\u7528\u63d0\u51fa\u4e86\u6781\u5927\u7684\u6311\u6218\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_28\"><\/a>\u4e09\u3001\u9884\u8bad\u7ec3\u7f51\u7edc\u901a\u4fe1<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7f51\u7edc\u901a\u4fe1\u662f\u591a\u673a\u591aGPU\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u73af\u8282\u3002\u70b9\u5bf9\u70b9\u901a\u4fe1\u65b9\u5f0f\u56e0\u5176\u4e00\u5bf9\u4e00\u7684\u6570\u636e\u4ea4\u6362\u6a21\u5f0f\uff0c\u867d\u7136\u6210\u672c\u8f83\u4f4e\uff0c\u4f46\u4f20\u8f93\u901f\u7387\u8f83\u6162\uff0c\u6210\u4e3a\u901f\u5ea6\u74f6\u9888\u3002\u76f8\u5bf9\u800c\u8a00\uff0c\u96c6\u4f53\u901a\u4fe1\u65b9\u5f0f\u901a\u8fc7\u540c\u65f6\u8fdb\u884c\u591a\u4e2a\u8fdb\u7a0b\u95f4\u7684\u6570\u636e\u4f20\u8f93\uff0c\u5927\u5927\u63d0\u5347\u4e86\u901a\u4fe1\u901f\u5ea6\uff0c\u4f46\u76f8\u5e94\u5730\u589e\u52a0\u4e86\u6210\u672c\u3002\u9009\u62e9\u5408\u9002\u7684\u901a\u4fe1\u65b9\u5f0f\u5bf9\u4e8e\u63d0\u9ad8\u9884\u8bad\u7ec3\u6548\u7387\u81f3\u5173\u91cd\u8981\u3002<br><strong>1.\u70b9\u5bf9\u70b9\u901a\u4fe1<\/strong>\uff1a\u4e00\u4e2a\u8fdb\u7a0b\u53d1\u9001\u6570\u636e\uff0c\u4e00\u4e2a\u8fdb\u7a0b\u63a5\u6536\u6570\u636e\uff0c\u901f\u5ea6\u6162\uff0c\u6210\u672c\u4f4e\u3002<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/23.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe2\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe2\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2.\u96c6\u4f53\u901a\u4fe1<\/strong>\uff1a\u591a\u4e2a\u8fdb\u7a0b\u53d1\u9001\u6570\u636e\uff0c\u591a\u4e2a\u8fdb\u7a0b\u63a5\u6536\u6570\u636e\uff0c\u901f\u5ea6\u5feb\uff0c\u6210\u672c\u9ad8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/24.png\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe3\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe3\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_37\"><\/a>\u56db\u3001\u9884\u8bad\u7ec3\u6570\u636e\u5e76\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u6570\u636e\u5e76\u884c<\/strong>\uff1a\u6570\u636e\u5e76\u884c\u662f\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5e38\u7528\u7b56\u7565\uff0c\u5b83\u901a\u8fc7\u5c06\u6574\u4e2a\u6570\u636e\u96c6\u5206\u5272\u6210\u591a\u4e2a\u5b50\u96c6\uff0c\u6bcf\u5f20GPU\u5206\u914d\u4e00\u90e8\u5206\u6570\u636e\u72ec\u7acb\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/25.png\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe4\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe4\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u6570\u636e\u5e76\u884c\u4e09\u4e2a\u63d0\u9ad8\u6548\u7387\u7684\u6280\u5de7<\/strong><br>1\uff09\u68af\u5ea6\u5206\u6876\uff1a\u52a8\u673a\u662f\u96c6\u4f53\u901a\u4fe1\u5728\u5927\u5f20\u91cf\u4e0a\u6bd4\u5728\u5c0f\u5f20\u91cf\u4e0a\u6548\u7387\u66f4\u9ad8\u3002<br>2\uff09\u8ba1\u7b97\u4e0e\u901a\u4fe1\u91cd\u53e0\uff1a\u6709\u4e86\u68af\u5ea6\u5206\u6876\u4e4b\u540e\uff0c\u5728\u7b49\u5f85\u540c\u4e00\u4e2a\u6876\u5185\u7684\u68af\u5ea6\u8ba1\u7b97\u5b8c\u540e\uff0c\u5c31\u53ef\u4ee5\u8fdb\u884c\u901a\u4fe1\u64cd\u4f5c\u3002<br>3\uff09\u8df3\u8fc7\u68af\u5ea6\u540c\u6b65\uff1a\u68af\u5ea6\u7d2f\u52a0\uff0c\u51cf\u5c11\u68af\u5ea6\u901a\u4fe1\u7684\u9891\u6b21\u3002<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/26.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe5\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe5\" \/><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_48\"><\/a>\u4e94\u3001\u9884\u8bad\u7ec3\u6a21\u578b\u5e76\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u5355\u5f20GPU\u65e0\u6cd5\u88c5\u8f7d\u6574\u4e2a\u6a21\u578b\u65f6\uff0c\u6a21\u578b\u5e76\u884c\u6210\u4e3a\u89e3\u51b3\u4e4b\u9053\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1.\u6d41\u6c34\u7ebf\u5e76\u884c<\/strong><br>\u5c42\u95f4\u5212\u5206\uff0c\u5c06\u4e0d\u540c\u7684\u5c42\u5212\u5206\u5230\u4e0d\u540c\u7684 GPU \u4e0a\uff1b\u6bd4\u5982\uff1a\u524d 3 \u5c42\u5728 0 \u53f7\u5361\u4e0a\uff0c\u540e 3 \u5c42\u5728 1 \u53f7\u5361\u4e0a<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/27.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe6\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe6\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2.\u5f20\u91cf\u5e76\u884c<\/strong><br>\u5c42\u5185\u5212\u5206\uff0c\u5207\u5206\u4e00\u4e2a\u72ec\u7acb\u7684\u5c42\u5212\u5206\u5230\u4e0d\u540c\u7684 GPU \u4e0a\uff1b\u6bd4\u5982\uff1a0 \u53f7\u5361\u548c 1 \u53f7\u5361\u5206\u522b\u8ba1\u7b97\u67d0\u4e2a\u5c42\u7684\u4e0d\u540c\u90e8\u5206<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/28.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe7\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe7\" \/><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"3D_60\"><\/a>\u516d\u3001\u9884\u8bad\u7ec33D\u5e76\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">3D\u5e76\u884c\u662f\u4e00\u79cd\u7efc\u5408\u6027\u7b56\u7565\uff0c\u5b83\u7ed3\u5408\u4e86\u6570\u636e\u5e76\u884c\u3001\u5f20\u91cf\u5e76\u884c\u548c\u6d41\u6c34\u7ebf\u5e76\u884c\u7684\u4f18\u52bf\uff0c\u4ee5\u5e73\u8861\u663e\u5b58\u5229\u7528\u7387\u548c\u8ba1\u7b97\u6548\u7387\u3002\u5728\u6b64\u6846\u67b6\u4e0b\uff0c\u6bcf\u79cd\u5e76\u884c\u65b9\u6cd5\u627f\u62c5\u7740\u4e0d\u540c\u7684\u89d2\u8272\uff1a\u6570\u636e\u5e76\u884c\u63d0\u4f9b\u9ad8\u6548\u7684\u8ba1\u7b97\u5229\u7528\u7387\uff0c\u5f20\u91cf\u5e76\u884c\u51cf\u5c11\u5355\u4e2a\u5c42\u7684\u663e\u5b58\u5360\u7528\uff0c\u800c\u6d41\u6c34\u7ebf\u5e76\u884c\u5219\u964d\u4f4e\u8de8\u5c42\u901a\u4fe1\u7684\u9891\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. \u6570\u636e\u5e76\u884c\uff1a\u8ba1\u7b97\u6548\u7387\u9ad8\u3001\u5b9e\u73b0\u7b80\u5355\u3002<\/strong><br>\u2022 \u663e\u5b58\u6548\u7387\uff1a\u6bcf\u5f20\u5361\u4e0a\u90fd\u4fdd\u5b58\u4e86\u5b8c\u6574\u7684\u6a21\u578b\u3001\u68af\u5ea6\u3001\u4f18\u5316\u5668\u72b6\u6001\uff0c\u56e0\u6b64\u663e\u5b58\u6548\u7387\u4e0d\u9ad8\u3002<br>\u2022 \u8ba1\u7b97\u6548\u7387\uff1a\u5f53\u589e\u52a0\u5e76\u884c\u5ea6\u65f6\uff0c\u5355\u5361\u7684\u8ba1\u7b97\u91cf\u662f\u4fdd\u6301\u6052\u5b9a\u7684\uff0c\u53ef\u4ee5\u5b9e\u73b0\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u7ebf\u6027\u6269\u5c55\u3002\u4f46\u89c4\u7ea6\u68af\u5ea6\u7684\u901a\u4fe1\u5f00\u9500\uff0c\u4e0e\u6a21\u578b\u5927\u5c0f\u6210\u6b63\u76f8\u5173\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. \u5f20\u91cf\u5e76\u884c\uff1a\u56e0\u6a21\u578b\u7ed3\u6784\u800c\u5f02\uff0c\u5b9e\u73b0\u96be\u5ea6\u5927\u3002<\/strong><br>\u2022 \u663e\u5b58\u6548\u7387\uff1a\u968f\u7740\u5e76\u884c\u5ea6\u589e\u52a0\uff0c\u6210\u6bd4\u4f8b\u5730\u51cf\u5c11\u663e\u5b58\u5360\u7528\u3002\u662f\u51cf\u5c11\u5355\u5c42\u795e\u7ecf\u7f51\u7edc\u4e2d\u95f4\u6fc0\u6d3b\u7684\u552f\u4e00\u65b9\u6cd5\u3002<br>\u2022 \u8ba1\u7b97\u6548\u7387\uff1a\u9891\u7e41\u7684\u901a\u4fe1\uff0c\u9650\u5236\u4e86\u4e24\u4e2a\u901a\u4fe1\u9636\u6bb5\u4e4b\u95f4\u7684\u8ba1\u7b97\u91cf\uff0c\u5f71\u54cd\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u8ba1\u7b97\u6548\u7387\u5f88\u4f4e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. \u6d41\u6c34\u7ebf\u5e76\u884c\uff1a\u901a\u4fe1\u6210\u672c\u6700\u4f4e<\/strong><br>\u2022 \u663e\u5b58\u6548\u7387\uff1a\u51cf\u5c11\u7684\u663e\u5b58\u4e0e\u6d41\u6c34\u7ebf\u5e76\u884c\u5ea6\u6210\u6b63\u6bd4\u3002\u4f46\u6d41\u6c34\u7ebf\u5e76\u884c\u4e0d\u4f1a\u51cf\u5c11\u6bcf\u5c42\u4e2d\u95f4\u6fc0\u6d3b\u7684\u663e\u5b58\u5360\u7528\u3002<br>\u2022 \u8ba1\u7b97\u6548\u7387\uff1a\u6210\u672c\u66f4\u4f4e\u7684\u70b9\u5bf9\u70b9\uff08P2P\uff09\u901a\u4fe1\u3002\u901a\u4fe1\u91cf\u4e0e\u6d41\u6c34\u7ebf\u5404\u4e2a\u9636\u6bb5\u8fb9\u754c\u7684\u6fc0\u6d3b\u503c\u5927\u5c0f\u6210\u6b63\u6bd4\u3002<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/30.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe8\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe8\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>4. 3D\u5e76\u884c\u5b9e\u4f8b<\/strong><br><a href=\"https:\/\/bigscience.huggingface.co\/blog\/bloom\">Bloom-176B<\/a>\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u5b9e\u65bd\u4e86\u8fd9\u79cd3D\u5e76\u884c\u7b56\u7565\uff0c\u5728NVIDIA A100 GPU\u4e0a\u5b9e\u73b0\u4e86\u5bf9\u6570\u4e07\u4ebfToken\u7684\u8bad\u7ec3\u5de5\u4f5c\u3002<br><img decoding=\"async\" src=\"http:\/\/www.bosombot.com\/wp-content\/uploads\/2024\/07\/31.png\"  class=\"wp-image-401\" title=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe9\" alt=\"AI\u5927\u6a21\u578b\u63a2\u7d22\u4e4b\u8def-\u8bad\u7ec3\u7bc72\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u57fa\u7840\u8ba4\u77e5\u63d2\u56fe9\" \/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>5. 3D \u5e76\u884c\u8bad\u7ec3\u6846\u67b6<\/strong><br>\u540c\u65f6\u652f\u6301\u6570\u636e\u5e76\u884c \u3001\u6d41\u6c34\u7ebf\u5e76\u884c\u3001\u5f20\u91cf\u5e76\u884c\u76843D\u5e76\u884c\u8bad\u7ec3\u6846\u67b6\uff1a<strong>Microsoft DeepSpeed<\/strong> \u548c<strong>NVIDIA Megatron<\/strong><br>1\uff09<strong>Microsoft DeepSpeed<\/strong>\uff1a\u5fae\u8f6f\u5f00\u53d1\u7684\u4f18\u5316\u5e93\uff0c\u4e13\u95e8\u7528\u4e8e\u7b80\u5316\u548c\u63d0\u9ad8\u6df1\u5ea6\u5b66\u4e60\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u6548\u7387\u3002\u5b83\u901a\u8fc7\u7ed3\u5408\u6570\u636e\u5e76\u884c\u548c\u5176\u4ed6\u5e76\u884c\u6280\u672f\uff0c\u5982\u6d41\u6c34\u7ebf\u5e76\u884c\uff0c\u5b9e\u73b0\u4e86\u4e00\u79cd\u57fa\u4e8e3D\u5e76\u884c\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002<br>2\uff09<strong>NVIDIA Megatron<\/strong>\uff1a\u7531NVIDIA\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u4e13\u4e3a\u5927\u578bTransformer\u6a21\u578b\u8bbe\u8ba1\u7684\u8bad\u7ec3\u6846\u67b6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_85\"><\/a>\u4e03\u3001\u9884\u8bad\u7ec3\u4ee3\u7801\u793a\u4f8b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9884\u8bad\u7ec3\u4ee3\u7801\u7b80\u5355\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\nimport torch\nfrom transformers import AutoTokenizer, AutoModelForMaskedLM\n\n# \u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u548c\u5206\u8bcd\u5668\nmodel_name = \"bert-base-uncased\"\ntokenizer = AutoTokenizer.from_pretrained(model_name)\nmodel = AutoModelForMaskedLM.from_pretrained(model_name)\n\n# \u51c6\u5907\u8f93\u5165\u6570\u636e\ninput_text = \"This is an example sentence.\"\ninputs = tokenizer(input_text, return_tensors=\"pt\")\n\n# \u8fdb\u884c\u524d\u5411\u4f20\u64ad\noutputs = model(**inputs)\n\n# \u63d0\u53d6\u9884\u6d4b\u7ed3\u679c\npredictions = outputs.logits\n\n# \u8f93\u51fa\u9884\u6d4b\u7ed3\u679c\nprint(predictions)\n\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><a><\/a><a id=\"_114\"><\/a>\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u9879\u65e2\u5bcc\u6709\u6311\u6218\u53c8\u6781\u5177\u4ef7\u503c\u7684\u5de5\u4f5c\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u6269\u5927\u548c\u6570\u636e\u91cf\u7684\u6fc0\u589e\uff0c\u5982\u4f55\u9ad8\u6548\u5730\u8fdb\u884c\u9884\u8bad\u7ec3\u5df2\u7ecf\u6210\u4e3a\u4e86AI\u7814\u7a76\u7684\u6838\u5fc3\u8bae\u9898\u30023D\u5e76\u884c\u4f5c\u4e3a\u4e00\u79cd\u5148\u8fdb\u7684\u9884\u8bad\u7ec3\u6846\u67b6\uff0c\u4e0d\u4ec5\u89e3\u51b3\u4e86\u5355\u4e00GPU\u8d44\u6e90\u9650\u5236\u7684\u95ee\u9898\uff0c\u8fd8\u901a\u8fc7\u5408\u7406\u7684\u8d44\u6e90\u5206\u914d\u548c\u4f18\u5316\u624b\u6bb5\u663e\u8457\u63d0\u9ad8\u4e86\u9884\u8bad\u7ec3\u7684\u6027\u80fd\u3002\u672a\u6765\u7684\u9884\u8bad\u7ec3\u6280\u672f\u5c06\u7ee7\u7eed\u6cbf\u7740\u8fd9\u6761\u9053\u8def\u524d\u8fdb\uff0c\u4e0d\u65ad\u63a2\u7d22\u65b0\u7684\u8fb9\u754c\uff0c\u5e76\u5c06\u673a\u5668\u5b66\u4e60\u6a21\u578b\u63a8\u5411\u524d\u6240\u672a\u6709\u7684\u9ad8\u5ea6\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138143923\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/blog.csdn.net\/xiaobing259\/article\/details\/138143923<\/a><\/p>\n<cite>\u4f5c\u8005\uff1a\u5bfb\u9053AI\u5c0f\u5175<\/cite><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f55 \u524d\u8a00 \u5728\u4eba\u5de5\u667a\u80fd\u7684\u5b8f\u4f1f\u84dd\u56fe\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LL&#8230; <\/p>\n","protected":false},"author":1,"featured_media":410,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[121],"tags":[],"class_list":["post-398","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=398"}],"version-history":[{"count":4,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/398\/revisions"}],"predecessor-version":[{"id":413,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/posts\/398\/revisions\/413"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=\/wp\/v2\/media\/410"}],"wp:attachment":[{"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=398"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bosombot.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}