{"id":12669,"date":"2024-08-13T14:24:41","date_gmt":"2024-08-13T06:24:41","guid":{"rendered":"https:\/\/17aitech.com\/?p=12669"},"modified":"2024-10-08T15:11:01","modified_gmt":"2024-10-08T07:11:01","slug":"%e3%80%90%e8%af%be%e7%a8%8b%e6%80%bb%e7%bb%93%e3%80%91day22%ef%bc%9aqwen%e6%a8%a1%e5%9e%8b%e7%9a%84%e4%bd%93%e9%aa%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=12669","title":{"rendered":"\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day22\uff1a\u5927\u6a21\u578b\u4f53\u9a8c\u4e4bQwen2\u6a21\u578b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\" >\u6a21\u578b\u9009\u62e9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=12669\/#Qwen%E6%A8%A1%E5%9E%8B%E7%AE%80%E4%BB%8B\" >Qwen\u6a21\u578b\u7b80\u4ecb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\" >\u6a21\u578b\u4e0b\u8f7d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=12669\/#Qwen2%E6%A8%A1%E5%9E%8B%E7%9B%AE%E5%BD%95%E7%AE%80%E4%BB%8B\" >Qwen2\u6a21\u578b\u76ee\u5f55\u7b80\u4ecb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%A8%A1%E5%9E%8B%E4%BD%BF%E7%94%A8\" >\u6a21\u578b\u4f7f\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E4%BB%A3%E7%A0%81%E7%90%86%E8%A7%A3\" >\u4ee3\u7801\u7406\u89e3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%AF%BC%E5%85%A5%E4%BE%9D%E8%B5%96%E5%8F%8A%E5%88%9D%E5%A7%8B%E5%8C%96%E9%83%A8%E5%88%86\" >\u5bfc\u5165\u4f9d\u8d56\u53ca\u521d\u59cb\u5316\u90e8\u5206<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84\" >\u6a21\u578b\u7ed3\u6784<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%88%86%E8%AF%8D%E5%99%A8tokenizer\" >\u5206\u8bcd\u5668tokenizer<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%9F%A5%E7%9C%8B%E5%8F%82%E6%95%B0%E9%87%8F\" >\u67e5\u770b\u53c2\u6570\u91cf<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=12669\/#message\" >message<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E8%81%8A%E5%A4%A9%E6%A8%A1%E6%9D%BF\" >\u804a\u5929\u6a21\u677f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%A8%A1%E5%9E%8B%E8%BE%93%E5%87%BA\" >\u6a21\u578b\u8f93\u51fa<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=12669\/#streamlit%E8%B0%83%E7%94%A8%E6%A8%A1%E5%9E%8B\" >streamlit\u8c03\u7528\u6a21\u578b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%AE%89%E8%A3%85streamlit\" >\u5b89\u88c5streamlit<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E4%B8%8B%E8%BD%BD%E6%A8%A1%E5%9E%8B\" >\u4e0b\u8f7d\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%88%9B%E5%BB%BA%E4%BB%A3%E7%A0%81\" >\u521b\u5efa\u4ee3\u7801<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E8%BF%90%E8%A1%8C%E4%BB%A3%E7%A0%81\" >\u8fd0\u884c\u4ee3\u7801<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%A4%A7%E6%A8%A1%E5%9E%8B%E8%83%BD%E5%8A%9B\" >\u5927\u6a21\u578b\u80fd\u529b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E7%BF%BB%E8%AF%91%E4%BB%BB%E5%8A%A1\" >\u7ffb\u8bd1\u4efb\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E6%83%85%E6%84%9F%E8%AF%86%E5%88%AB%E4%BB%BB%E5%8A%A1\" 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>\u5c11\u6837\u672c\u5b66\u4e60\u63a8\u7406\u4efb\u52a1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/17aitech.com\/?p=12669\/#%E5%8F%82%E8%80%83%E8%B5%84%E6%96%99\" >\u53c2\u8003\u8d44\u6599<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u4e0a\u4e00\u7ae0<a href=\"https:\/\/17aitech.com\/?p=12389\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day21\uff08\u4e0b\uff09\uff1a\u5927\u6a21\u578b\u7684\u4e09\u5927\u67b6\u6784\u53caT5\u4f53\u9a8c<\/a>\u4e2d\uff0c\u6211\u4eec\u4f53\u9a8c\u4e86Encoder-Decoder\u67b6\u6784\u7684T5\u6a21\u578b\u3002\u672c\u7ae0\u5185\u5bb9\uff0c\u6211\u4eec\u5c06\u4ee5Decoder-Only\u67b6\u6784\u7684Qwen\u6a21\u578b\u5165\u624b\uff0c\u4e86\u89e3Qwen\u6a21\u578b\u7ed3\u6784\u3001\u804a\u5929\u6a21\u677f\u7684\u6982\u5ff5\u4ee5\u53ca\u901a\u8fc7\u5927\u6a21\u578b\u8fdb\u884c\u7ffb\u8bd1\u3001\u4fe1\u606f\u62bd\u53d6\u7b49\u4efb\u52a1\u7684\u5c1d\u8bd5\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E9%80%89%E6%8B%A9\"><\/span>\u6a21\u578b\u9009\u62e9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bbf\u95ee<a href=\"https:\/\/modelscope.cn\/models?name=Qwen2&amp;page=1\">ModelScope<\/a>\u5b98\u7f51\uff0c\u5728\u6a21\u578b\u5e93\u641c\u7d22<code>Qwen2<\/code>\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/modelscope\u6a21\u578b\u641c\u7d22\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/modelscope\u6a21\u578b\u641c\u7d22\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8865\u5145\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>Qwen2-7B\u662f\u4e00\u4e2a\u901a\u7528\u7684Base\u6a21\u578b\u3002<\/li>\n<li>Qwen2-7B-Instruct\u662f\u7ecf\u8fc7\u76d1\u7763\u5fae\u8c03SFT\u7684\u6a21\u578b\uff0c\u5728\u5904\u7406\u6307\u4ee4\u65f6\u7684\u8868\u73b0\u901a\u5e38\u4f1a\u66f4\u597d\u3002<br \/>\n<blockquote>\n<p>\u5173\u4e8e<code>\u5e95\u5ea7\u6a21\u578b<\/code>\u4ee5\u53caSFT\u8bad\u7ec3\u7684\u5185\u5bb9\u56de\u987e\uff0c\u53ef\u4ee5\u67e5\u770b<a href=\"https:\/\/17aitech.com\/?p=12389\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day21\uff08\u4e0b\uff09\uff1a\u5927\u6a21\u578b\u7684\u4e09\u5927\u67b6\u6784\u53caT5\u4f53\u9a8c<\/a>\u4e2d\u7684\u5927\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u5185\u5bb9\u3002<\/p>\n<\/blockquote>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Qwen%E6%A8%A1%E5%9E%8B%E7%AE%80%E4%BB%8B\"><\/span>Qwen\u6a21\u578b\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Qwen2\u662fQwen\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u65b0\u7cfb\u5217\uff0c\u57fa\u4e8eLLaMA\u67b6\u6784\uff0c\u7531Qwen\u56e2\u961f\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<ul>\n<li><strong>\u53c2\u6570\u89c4\u6a21<\/strong>\uff1aQwen2\u7cfb\u5217\u6a21\u578b\u7684\u53c2\u6570\u8303\u56f4\u4ece0.5\u4ebf\u523072\u4ebf\uff0cQwen2-7B\u5bf9\u5e94\u662f70\u4ebf\u53c2\u6570\u89c4\u6a21\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong>\uff1aQwen2-7B-Instruct\u652f\u6301\u6700\u957f\u8fbe131,072\u4e2a\u6807\u8bb0\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u80fd\u591f\u5904\u7406\u5927\u91cf\u8f93\u5165\u3002<\/li>\n<li><strong>\u5e94\u7528\u573a\u666f<\/strong>\uff1aQwen2\u6a21\u578b\u53ef\u5e94\u7528\u4e8e\u591a\u79cd\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\uff0c\u5305\u62ec\u8bed\u8a00\u7406\u89e3\u3001\u8bed\u8a00\u751f\u6210\u3001\u591a\u8bed\u8a00\u80fd\u529b\u3001\u7f16\u7801\u3001\u6570\u5b66\u63a8\u7406\u7b49\u3002<\/li>\n<li><strong>\u5f00\u6e90\u60c5\u51b5<\/strong>\uff1aQwen2\u6a21\u578b\u662f\u5f00\u6e90\u7684\uff0cGithub\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/QwenLM\/Qwen2\">https:\/\/github.com\/QwenLM\/Qwen2<\/a><\/li>\n<li><strong>\u6280\u672f\u535a\u5ba2<\/strong>\uff1a<a href=\"https:\/\/qwenlm.github.io\/blog\/qwen2\/\">https:\/\/qwenlm.github.io\/blog\/qwen2\/<\/a><\/li>\n<li><strong>\u6280\u672f\u6587\u6863<\/strong>\uff1a<a href=\"https:\/\/qwen.readthedocs.io\/en\/latest\/\">https:\/\/qwen.readthedocs.io\/en\/latest\/<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\"><\/span>\u6a21\u578b\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7b2c\u4e00\u6b65\uff1a\u542f\u52a8ModelScope\u5e73\u53f0\u7684PAI-DSW\u7684GPU\u73af\u5883<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5728\u7ec8\u7aef\u4e2d\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u6a21\u578b\u4e0b\u8f7d\uff1a<\/p>\n<pre><code class=\"language-shell\">git clone https:\/\/www.modelscope.cn\/qwen\/qwen2-7b-instruct.git<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"Qwen2%E6%A8%A1%E5%9E%8B%E7%9B%AE%E5%BD%95%E7%AE%80%E4%BB%8B\"><\/span>Qwen2\u6a21\u578b\u76ee\u5f55\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-python\">qwen2-7b-instruct\/\n\u2502\n\u251c\u2500\u2500 .gitattributes                     # Git\u5c5e\u6027\u6587\u4ef6\uff0c\u7528\u4e8e\u914d\u7f6eGit\u7684\u884c\u4e3a\u3002\n\u2502\n\u251c\u2500\u2500 config.json                        # \u6a21\u578b\u914d\u7f6e\u6587\u4ef6\uff0c\u5305\u542b\u6a21\u578b\u7684\u57fa\u672c\u53c2\u6570\u548c\u8bbe\u7f6e\u3002\n\u2502\n\u251c\u2500\u2500 configuration.json                 # \u7cfb\u7edf\u521d\u59cb\u5316\u914d\u7f6e\u6587\u4ef6\uff0c\u5b9a\u4e49\u7cfb\u7edf\u542f\u52a8\u65f6\u7684\u914d\u7f6e\u3002\n\u2502\n\u251c\u2500\u2500 generation_config.json             # \u751f\u6210\u914d\u7f6e\u6587\u4ef6\uff0c\u5305\u542b\u6587\u672c\u751f\u6210\u65f6\u7684\u53c2\u6570\u8bbe\u7f6e\u3002\n\u2502\n\u251c\u2500\u2500 LICENSE                            # \u8bb8\u53ef\u8bc1\u6587\u4ef6\uff0c\u8bf4\u660e\u6a21\u578b\u7684\u4f7f\u7528\u6761\u6b3e\u548c\u6761\u4ef6\u3002\n\u2502\n\u251c\u2500\u2500 merges.txt                         # \u8bcd\u6c47\u5408\u5e76\u6587\u4ef6\uff0c\u901a\u5e38\u7528\u4e8e\u5904\u7406\u5b50\u8bcd\u5206\u5272\u3002\n\u2502\n\u251c\u2500\u2500 model-00001-of-00004.safetensors   # \u6a21\u578b\u6743\u91cd\u6587\u4ef6\uff08\u7b2c1\u90e8\u5206\uff09\uff0c\u4f7f\u7528Safetensors\u683c\u5f0f\u5b58\u50a8\u3002\n\u251c\u2500\u2500 model-00002-of-00004.safetensors   # \u6a21\u578b\u6743\u91cd\u6587\u4ef6\uff08\u7b2c2\u90e8\u5206\uff09\uff0c\u4f7f\u7528Safetensors\u683c\u5f0f\u5b58\u50a8\u3002\n\u251c\u2500\u2500 model-00003-of-00004.safetensors   # \u6a21\u578b\u6743\u91cd\u6587\u4ef6\uff08\u7b2c3\u90e8\u5206\uff09\uff0c\u4f7f\u7528Safetensors\u683c\u5f0f\u5b58\u50a8\u3002\n\u251c\u2500\u2500 model-00004-of-00004.safetensors   # \u6a21\u578b\u6743\u91cd\u6587\u4ef6\uff08\u7b2c4\u90e8\u5206\uff09\uff0c\u4f7f\u7528Safetensors\u683c\u5f0f\u5b58\u50a8\u3002\n\u2502\n\u251c\u2500\u2500 model.safetensors.index.json       # \u6a21\u578b\u7d22\u5f15\u6587\u4ef6\uff0c\u5305\u542b\u6a21\u578b\u6743\u91cd\u7684\u7d22\u5f15\u4fe1\u606f\u3002\n\u2502\n\u251c\u2500\u2500 README.md                          # \u9879\u76ee\u8bf4\u660e\u6587\u4ef6\uff0c\u63d0\u4f9b\u6a21\u578b\u7684\u4f7f\u7528\u8bf4\u660e\u548c\u76f8\u5173\u4fe1\u606f\u3002\n\u2502\n\u251c\u2500\u2500 tokenizer.json                     # \u5206\u8bcd\u5668\u914d\u7f6e\u6587\u4ef6\uff0c\u5b9a\u4e49\u5206\u8bcd\u5668\u7684\u53c2\u6570\u548c\u8bbe\u7f6e\u3002\n\u2502\n\u251c\u2500\u2500 tokenizer_config.json              # \u5206\u8bcd\u5668\u521d\u59cb\u5316\u914d\u7f6e\u6587\u4ef6\uff0c\u5305\u542b\u5206\u8bcd\u5668\u7684\u542f\u52a8\u914d\u7f6e\u3002\n\u2502\n\u2514\u2500\u2500 vocab.json                         # \u8bcd\u6c47\u8868\u6587\u4ef6\uff0c\u5217\u51fa\u6a21\u578b\u53ef\u8bc6\u522b\u7684\u6240\u6709\u8bcd\u6c47\u3002\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E4%BD%BF%E7%94%A8\"><\/span>\u6a21\u578b\u4f7f\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u521b\u5efaJupyter Notebook\u6587\u4ef6<\/p>\n<p>\u5728\u4e0eqwen2-7b-instruct\u540c\u4e00\u76ee\u5f55\u4e0b\uff0c\u65b0\u5efaJupyter Notebook\u6587\u4ef6\uff0c\u547d\u540d\u4e3aqwen2\u6d4b\u8bd5.ipynb<\/p>\n<pre><code class=\"language-shell\">workspace\/\n\u251c\u2500\u2500 qwen2-7b-instruct\/  \n\u251c\u2500\u2500 qwen2\u6d4b\u8bd5.ipynb  \n<\/code><\/pre>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u8fd0\u884c\u6d4b\u8bd5\u4ee3\u7801<br \/>\n\u5728qwen2\u6d4b\u8bd5.ipynb\u4e2d\uff0c\u8f93\u5165\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\"># \u5bfc\u5165\u4f9d\u8d56\u7ec4\u4ef6\nfrom modelscope import AutoModelForCausalLM\nfrom modelscope import AutoTokenizer\n\n# \u5224\u65ad\u8bbe\u5907\ndevice = &quot;cuda&quot; # the device to load the model onto\n\n# \u6a21\u578bID\uff0c\u5bf9\u5e94git clone\u7684\u6a21\u578b\u6587\u4ef6\u5939\u540d\u79f0\nmodel_id = &quot;qwen2-7b-instruct&quot;\n\n# \u52a0\u8f7d\u6a21\u578b\nmodel = AutoModelForCausalLM.from_pretrained(\n    model_id,\n    torch_dtype=&quot;auto&quot;,\n    device_map=&quot;auto&quot;\n)\n\n# \u52a0\u8f7d\u5206\u8bcd\u5668\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\n# \u51c6\u5907\u63d0\u793a\u8bcd\nmessages = [\n    {&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            You are a helpful assistant.\n            &quot;&quot;&quot;},\n    {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            \u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff1f\n    &quot;&quot;&quot;}\n]\n\n# \u5e94\u7528\u804a\u5929\u6a21\u677f\ntext = tokenizer.apply_chat_template(\n    messages,\n    tokenize=False,\n    add_generation_prompt=True\n)\n\n# \u8f93\u5165\u5185\u5bb9\u8f6cID\nmodel_inputs = tokenizer([text], return_tensors=&quot;pt&quot;).to(device)\n\n# \u6a21\u578b\u9884\u6d4b\ngenerated_ids = model.generate(\n    model_inputs.input_ids,\n    max_new_tokens=512\n)\n\n# \u5220\u9664\u95ee\u53e5\u4fe1\u606f\ngenerated_ids = [\n    output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)\n]\n\n# \u7ffb\u8bd1\u7b54\u6848\nresponse = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]\n\n# \u8f93\u51fa\u7ed3\u679c\nprint(response)\n<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/qwen2\u8fd0\u884c\u7ed3\u679c\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/qwen2\u8fd0\u884c\u7ed3\u679c\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%A3%E7%A0%81%E7%90%86%E8%A7%A3\"><\/span>\u4ee3\u7801\u7406\u89e3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AF%BC%E5%85%A5%E4%BE%9D%E8%B5%96%E5%8F%8A%E5%88%9D%E5%A7%8B%E5%8C%96%E9%83%A8%E5%88%86\"><\/span>\u5bfc\u5165\u4f9d\u8d56\u53ca\u521d\u59cb\u5316\u90e8\u5206<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-python\"># \u5bfc\u5165\u4f9d\u8d56\u7ec4\u4ef6\nfrom modelscope import AutoModelForCausalLM\nfrom modelscope import AutoTokenizer\n\n# \u5224\u65ad\u8bbe\u5907\ndevice = &quot;cuda&quot; # the device to load the model onto\n\n# \u6a21\u578bID\uff0c\u5bf9\u5e94git clone\u7684\u6a21\u578b\u6587\u4ef6\u5939\u540d\u79f0\nmodel_id = &quot;qwen2-7b-instruct&quot;\n<\/code><\/pre>\n<blockquote>\n<p>\u4e0a\u8ff0\u7684model_id\u5bf9\u5e94\u672c\u5730\u4e0b\u8f7d\u7684\u6a21\u578b\u6587\u4ef6\u5939\u540d\u79f0\uff0c\u7279\u522b\u6ce8\u610f\u6587\u4ef6\u540d\u53ca\u5927\u5c0f\u5199\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E7%BB%93%E6%9E%84\"><\/span>\u6a21\u578b\u7ed3\u6784<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728Jupyter Notebook\u4e2d\u6253\u5370<code>model<\/code>\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u5f97\u5230\u5982\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-python\">Qwen2ForCausalLM(\n  (model): Qwen2Model(\n    (embed_tokens): Embedding(152064, 3584)\n    (layers): ModuleList(\n      (0-27): 28 x Qwen2DecoderLayer(\n        (self_attn): Qwen2SdpaAttention(\n          (q_proj): Linear(in_features=3584, out_features=3584, bias=True)\n          (k_proj): Linear(in_features=3584, out_features=512, bias=True)\n          (v_proj): Linear(in_features=3584, out_features=512, bias=True)\n          (o_proj): Linear(in_features=3584, out_features=3584, bias=False)\n          (rotary_emb): Qwen2RotaryEmbedding()\n        )\n        (mlp): Qwen2MLP(\n          (gate_proj): Linear(in_features=3584, out_features=18944, bias=False)\n          (up_proj): Linear(in_features=3584, out_features=18944, bias=False)\n          (down_proj): Linear(in_features=18944, out_features=3584, bias=False)\n          (act_fn): SiLU()\n        )\n        (input_layernorm): Qwen2RMSNorm()\n        (post_attention_layernorm): Qwen2RMSNorm()\n      )\n    )\n    (norm): Qwen2RMSNorm()\n  )\n  (lm_head): Linear(in_features=3584, out_features=152064, bias=False)\n)<\/code><\/pre>\n<ul>\n<li>Qwen2ForCausalLM \u662f\u4e00\u4e2aDecoder-Only\u7ed3\u6784\u6a21\u578b\u3002<\/li>\n<li><code>embed_tokens<\/code> \u5bf9\u5e94\u8f93\u51fa\u5c42\u7684\u4e0a\u6587\u5904\u7406\u5916\u6302\u90e8\u5206\u3002<\/li>\n<li><code>layers<\/code> \u5bf9\u5e94Decoder\u90e8\u5206\uff0c\u753128\u4e2aQwen2DecoderLayer\u6784\u6210\u3002\n<ul>\n<li><code>self_attn<\/code> \u5bf9\u5e94mask\u81ea\u6ce8\u610f\u529b\u673a\u5236\u90e8\u5206\u3002\u7531\u4e8eDecoder-Only\u7ed3\u6784\uff0c\u6240\u4ee5\u8be5\u6a21\u578b\u6ca1\u6709\u878d\u5408\u6ce8\u610f\u529b\u673a\u5236\u90e8\u5206\u3002<\/li>\n<li><code>mlp<\/code>\uff1a\u591a\u5c42\u611f\u77e5\u673a\u7ed3\u6784<\/li>\n<\/ul>\n<\/li>\n<li><code>lm_head<\/code>\uff1a\u5bf9\u5e94\u5168\u94fe\u63a5\u8f93\u51fa\u5c42\uff0c\u8d1f\u8d23\u5c06\u6a21\u578b\u7684\u8f93\u51fa\u6620\u5c04\u5230\u8bcd\u6c47\u8868\u7684\u7ef4\u5ea6\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%86%E8%AF%8D%E5%99%A8tokenizer\"><\/span>\u5206\u8bcd\u5668tokenizer<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728Jupyter Notebook\u4e2d\u6253\u5370<code>model<\/code>\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u5f97\u5230\u5982\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-python\">Qwen2TokenizerFast(name_or_path=&#039;qwen2-7b-instruct&#039;, vocab_size=151643, \n        model_max_length=131072, is_fast=True, padding_side=&#039;right&#039;, \n        truncation_side=&#039;right&#039;, \n        special_tokens={\n            &#039;eos_token&#039;: &#039;&lt;|im_end|&gt;&#039;, \n            &#039;pad_token&#039;: &#039;&lt;|endoftext|&gt;&#039;, \n            &#039;additional_special_tokens&#039;: [&#039;&lt;|im_start|&gt;&#039;, &#039;&lt;|im_end|&gt;&#039;]}, \n            clean_up_tokenization_spaces=False),  \n            added_tokens_decoder={\n    151643: AddedToken(&quot;&lt;|endoftext|&gt;&quot;, rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n    151644: AddedToken(&quot;&lt;|im_start|&gt;&quot;, rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n    151645: AddedToken(&quot;&lt;|im_end|&gt;&quot;, rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n}<\/code><\/pre>\n<ul>\n<li><code>vocab_size<\/code>\uff1a\u8bcd\u6c47\u8868\u5305\u542b151,643\u4e2a\u8bcd\u6c47\u3002<\/li>\n<li><code>model_max_length<\/code>\uff1a\u652f\u6301\u7684\u6700\u5927\u8f93\u5165\u957f\u5ea6\u4e3a131,072\u4e2atoken\u3002<\/li>\n<li>\u7279\u6b8a\u6807\u8bb0\u6709\uff1a\n<ul>\n<li><code>&lt;|im_start|&gt;<\/code>: \u8868\u793a\u5f00\u59cb\u4e00\u4e2a\u5bf9\u8bdd\u3002<\/li>\n<li><code>&lt;|im_end|&gt;<\/code>: \u8868\u793a\u7ed3\u675f\u4e00\u4e2a\u5bf9\u8bdd\u3002<\/li>\n<li><code>|endoftext|<\/code>: \u8868\u793a\u6587\u672c\u7ed3\u675f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"%E6%9F%A5%E7%9C%8B%E5%8F%82%E6%95%B0%E9%87%8F\"><\/span>\u67e5\u770b\u53c2\u6570\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">total_params = sum(p.numel() for p in model.parameters())\nprint(f&quot;\u6a21\u578b\u53c2\u6570\u603b\u91cf: {total_params}&quot;)\n\n# \u8fd0\u884c\u7ed3\u679c\uff1a\n# \u6a21\u578b\u53c2\u6570\u603b\u91cf: 7615616512<\/code><\/pre>\n<p>\u4f7f\u7528\u4e0a\u8ff0\u6d4b\u8bd5\u53ef\u4ee5\u67e5\u770b\u6a21\u578b\u7684\u53c2\u6570\u91cf\uff0c\u5bf9\u5e94\u4e3a76\u4ebf\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"message\"><\/span>message<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-python\">messages = [\n    {&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            You are a helpful assistant.\n            &quot;&quot;&quot;},\n    {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;&quot;&quot;\n            \u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff1f\n    &quot;&quot;&quot;}\n]<\/code><\/pre>\n<ul>\n<li><code>messages<\/code> \u662f\u4e00\u4e2a\u5305\u542b\u5bf9\u8bdd\u4fe1\u606f\u7684\u5217\u8868\u3002<\/li>\n<li>\u6bcf\u4e2a\u6d88\u606f\u90fd\u6709\u4e00\u4e2a <code>role<\/code> \u5b57\u6bb5\uff0c\u8868\u793a\u6d88\u606f\u7684\u53d1\u9001\u8005\u89d2\u8272\u3002\u5e38\u89c1\u7684\u89d2\u8272\u6709\uff1a\n<ul>\n<li><code>&quot;system&quot;<\/code>\uff1a\u7cfb\u7edf\u89d2\u8272\uff0c\u7528\u4e8e\u8bbe\u7f6e\u52a9\u624b\u7684\u884c\u4e3a\u6216\u63d0\u4f9b\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<li><code>&quot;user&quot;<\/code>\uff1a\u7528\u6237\u89d2\u8272\uff0c\u8868\u793a\u63d0\u95ee\u6216\u8bf7\u6c42\u7684\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6bcf\u4e2a\u6d88\u606f\u90fd\u6709\u4e00\u4e2a <code>content<\/code> \u5b57\u6bb5\uff0c\u5305\u542b\u5177\u4f53\u7684\u6587\u672c\u5185\u5bb9\u3002\u8fd9\u4e2a\u5b57\u6bb5\u5b58\u50a8\u4e86\u89d2\u8272\u6240\u4f20\u8fbe\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E8%81%8A%E5%A4%A9%E6%A8%A1%E6%9D%BF\"><\/span>\u804a\u5929\u6a21\u677f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728Jupyter Notebook\u4e2d\u6253\u5370<code>text<\/code>\uff0c\u5f97\u5230\u5982\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-python\">&#039;&lt;|im_start|&gt;system\\n\\n   \nYou are a helpful assistant.\\n   \n&lt;|im_end|&gt;\\n&lt;|im_start|&gt;user\\n\\n   \n\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff1f\\n    \n&lt;|im_end|&gt;\\n&lt;|im_start|&gt;assistant\\n&#039;<\/code><\/pre>\n<ul>\n<li>\u4ee5\u4e0a\u5185\u5bb9\u5373\u4f20\u5165\u7ed9\u6a21\u578b\u7684\u4e0a\u6587\u5185\u5bb9\uff0c\u7136\u540e\u7531\u5927\u6a21\u578b\u8fdb\u884c\u81ea\u56de\u5f52\u5f0f\u8865\u5168\uff0c\u5176\u539f\u7406\u4e0e<a href=\"https:\/\/17aitech.com\/?p=11880\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day21\uff08\u4e0a\uff09\uff1aTransformer\u6e90\u7801\u6df1\u5165\u7406\u89e3\u4e4b\u9884\u6d4b\u8fc7\u7a0b<\/a>\u7c7b\u4f3c<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E8%BE%93%E5%87%BA\"><\/span>\u6a21\u578b\u8f93\u51fa<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728Jupyter Notebook\u4e2d\uff0c\u4f7f\u7528\u4ee5\u4e0b\u6d4b\u8bd5\u4ee3\u7801\uff0c\u53ef\u4ee5\u770b\u5230\u6a21\u578b\u8f93\u51fa\u7684\u539f\u59cb\u5185\u5bb9\u3002<\/p>\n<pre><code class=\"language-python\"># \u6a21\u578b\u9884\u6d4b\ngenerated_ids = model.generate(\n    model_inputs.input_ids,\n    max_new_tokens=512\n)\n\n# \u5220\u9664\u95ee\u53e5\u4fe1\u606f\n# generated_ids = [\n#     output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)\n# ]\n\n# \u7ffb\u8bd1\u7b54\u6848\nresponse = tokenizer.batch_decode(generated_ids, skip_special_tokens=False)[0]\n\n# \u8f93\u51fa\u7ed3\u679c\nprint(response)<\/code><\/pre>\n<p>\u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-python\">&lt;|im_start|&gt;system\n\n            You are a helpful assistant.\n            &lt;|im_end|&gt;\n&lt;|im_start|&gt;user\n\n            \u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff1f\n    &lt;|im_end|&gt;\n&lt;|im_start|&gt;assistant\n\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u5317\u4eac\u3002&lt;|im_end|&gt;<\/code><\/pre>\n<ul>\n<li>\u5c06<code>skip_special_tokens<\/code> \u8bbe\u7f6e\u4e3aFalse\uff0c\u53ef\u4ee5\u8f93\u51fa\u5b8c\u6574\u7684\u5bf9\u8bdd\u5185\u5bb9\u3002\u5982\u679c\u6539\u4e3aTrue\uff0c\u5219\u8f93\u51fa\u5185\u5bb9\u4f1a\u53bb\u6389im_start\u7b49\u7279\u6b8a\u5b57\u7b26\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"streamlit%E8%B0%83%E7%94%A8%E6%A8%A1%E5%9E%8B\"><\/span>streamlit\u8c03\u7528\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e3a\u4e86\u4fbf\u4e8e\u4fee\u6539message\u7684\u5185\u5bb9\uff0c\u63a5\u4e0b\u6765\u6211\u4eec\u901a\u8fc7streamlit\u642d\u5efa\u4e00\u4e2a\u7b80\u6613\u7684\u8c03\u7528Qwen2\u7684\u9875\u9762\uff0c\u6765\u6d4b\u8bd5\u6a21\u578b\u7684\u4e0d\u540c\u4efb\u52a1\u80dc\u4efb\u80fd\u529b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85streamlit\"><\/span>\u5b89\u88c5streamlit<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-shell\">pip install streamlit<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BD%BD%E6%A8%A1%E5%9E%8B\"><\/span>\u4e0b\u8f7d\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9e\u6d4bQwen2-7B\u6a21\u578b\u5728\u9b54\u642d\u793e\u533aGPU\u73af\u5883\u4e0a\u8fd0\u884c\u4f1a\u56e0\u4e3a\u663e\u5b58\u4e0d\u8db3\uff0c\u5bfc\u81f4\u65e0\u6cd5\u6709\u6548\u8fd0\u884c\uff0c\u6240\u4ee5\u8fd9\u91cc\u6211\u4eec\u9009\u62e9\u4f7f\u7528Qwen2-0.5B-Instruction\u6a21\u578b\u3002<\/p>\n<pre><code class=\"language-shell\">git clone https:\/\/www.modelscope.cn\/qwen\/Qwen2-0.5B-Instruct.git<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%9B%E5%BB%BA%E4%BB%A3%E7%A0%81\"><\/span>\u521b\u5efa\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u521b\u5efaapp.py\u6587\u4ef6\uff0c\u4ee3\u7801\u5185\u5bb9\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\">import streamlit as st\nfrom modelscope import AutoModelForCausalLM, AutoTokenizer\nimport torch\n\n# \u5224\u65ad\u8bbe\u5907\ndevice = &quot;cuda&quot; if torch.cuda.is_available() else &quot;cpu&quot;\n\n# \u6a21\u578bID\nmodel_id = &quot;Qwen2-0.5B-Instruct&quot;\n\n# \u52a0\u8f7d\u6a21\u578b\nmodel = AutoModelForCausalLM.from_pretrained(model_id).to(device)\n\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\n# Streamlit \u9875\u9762\u6807\u9898\nst.title(&quot;\u804a\u5929\u52a9\u624b&quot;)\n\n# \u8f93\u5165\u7cfb\u7edf\u5185\u5bb9\nsystem_content = st.text_area(&quot;\u8f93\u5165\u7cfb\u7edf\u5185\u5bb9&quot;, &quot;You are a helpful assistant.&quot;)\n\n# \u8f93\u5165\u7528\u6237\u5185\u5bb9\nuser_content = st.text_area(&quot;\u8f93\u5165\u7528\u6237\u5185\u5bb9&quot;, &quot;\u4e2d\u534e\u4eba\u6c11\u5171\u548c\u56fd\u7684\u9996\u90fd\u662f\u54ea\u91cc\uff1f&quot;)\n\n# \u63d0\u4ea4\u6309\u94ae\nif st.button(&quot;\u83b7\u53d6\u56de\u7b54&quot;):\n    # \u51c6\u5907\u63d0\u793a\u8bcd\n    messages = [\n        {&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: system_content},\n        {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: user_content}\n    ]\n\n    # \u5e94\u7528\u804a\u5929\u6a21\u677f\n    text = tokenizer.apply_chat_template(\n        messages,\n        tokenize=False,\n        add_generation_prompt=True\n    )\n\n    # \u8f93\u5165\u5185\u5bb9\u8f6cID\n    model_inputs = tokenizer([text], return_tensors=&quot;pt&quot;).to(device)\n\n    # \u6a21\u578b\u9884\u6d4b\n    generated_ids = model.generate(\n        model_inputs.input_ids,\n        max_new_tokens=512\n    )\n\n    # \u5220\u9664\u95ee\u53e5\u4fe1\u606f\n    generated_ids = [\n        output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids)\n    ]\n\n    # \u7ffb\u8bd1\u7b54\u6848\n    response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]\n\n    # \u8f93\u51fa\u7ed3\u679c\n    st.subheader(&quot;\u6a21\u578b\u56de\u7b54&quot;)\n    st.write(response)\n<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E8%BF%90%E8%A1%8C%E4%BB%A3%E7%A0%81\"><\/span>\u8fd0\u884c\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4<\/p>\n<pre><code class=\"language-shell\">streamlit run app.py<\/code><\/pre>\n<p>\u542f\u52a8\u540e\u70b9\u51fb<code>Local URL: http:\/\/localhost:8501<\/code> \u5f97\u5230\u5982\u4e0b\u6548\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/streamlit\u8fd0\u884c\u6548\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/streamlit\u8fd0\u884c\u6548\u679c.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u7279\u522b\u8bf4\u660e\uff1a<br \/>\n\u5728\u4f7f\u7528streamlit\u542f\u52a8\u9875\u9762\u524d\uff0c\u8bf7\u5728\u7ec8\u7aef\u547d\u4ee4\u884c\u4e2d\u4f7f\u7528 <code>nvidia-smi<\/code> \u67e5\u770b\u663e\u5b58\u7684\u91ca\u653e\u60c5\u51b5\uff1b\u5982\u679c\u663e\u5b58\u672a\u91ca\u653e\uff0c\u5efa\u8bae\u5728Jupyter Notebook\u4e2dShutdown Kernel\u4ee5\u4fbf\u91ca\u653e\u663e\u5b58\u3002<\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E6%A8%A1%E5%9E%8B%E8%83%BD%E5%8A%9B\"><\/span>\u5927\u6a21\u578b\u80fd\u529b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5927\u6a21\u578b\u6709\u7740\u975e\u5e38\u5f3a\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u4fee\u6539system\u548cuser\u4e2d\u7684\u5185\u5bb9\uff0c\u53ef\u4ee5\u80dc\u4efb\u4e0d\u540c\u7684\u4efb\u52a1\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%BF%BB%E8%AF%91%E4%BB%BB%E5%8A%A1\"><\/span>\u7ffb\u8bd1\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728streamlit\u9875\u9762\u4e2d\u7f16\u8f91\u6846\u4e2d\u8f93\u5165\u5bf9\u5e94\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\n<p>\u7cfb\u7edf\u5185\u5bb9\uff1a<\/p>\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u7ffb\u8bd1\u52a9\u624b\uff0c\u8bf7\u5c06\u8f93\u5165\u7684\u6587\u672c\u7ffb\u8bd1\u6210\u82f1\u6587\u3002<\/code><\/pre>\n<\/li>\n<li>\n<p>\u7528\u6237\u5185\u5bb9\uff1a<\/p>\n<pre><code>\u4e2d\u56fd\u961f\u5728\u5df4\u9ece\u5965\u8fd0\u4f1a\u4e2d\u53d6\u5f97\u4e8611\u91d17\u94f66\u94dc\u7684\u6210\u7ee9\uff0c\u200c\u4f4d\u5217\u5956\u724c\u699c\u9996\u4f4d\u3002\u200c<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u7ffb\u8bd1\u4efb\u52a1\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u7ffb\u8bd1\u4efb\u52a1\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%83%85%E6%84%9F%E8%AF%86%E5%88%AB%E4%BB%BB%E5%8A%A1\"><\/span>\u60c5\u611f\u8bc6\u522b\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u7cfb\u7edf\u5185\u5bb9\uff1a\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u60c5\u611f\u8bc6\u522b\u673a\u5668\u4eba\uff0c\u8bf7\u5c06\u7528\u6237\u7684\u8f93\u5165\u505a\u60c5\u611f\u5206\u7c7b\u3002\n\u5982\u679c\u662f\u6b63\u9762\u7684\u60c5\u611f\uff0c\u8bf7\u8f93\u51fa\uff1a\u6b63\u9762\n\u5982\u679c\u662f\u8d1f\u9762\u7684\u60c5\u611f\uff0c\u8bf7\u8f93\u51fa\uff1a\u8d1f\u9762\n\u5982\u679c\u662f\u4e2d\u6027\u7684\u60c5\u611f\uff0c\u8bf7\u8f93\u51fa\uff1a\u4e2d\u6027<\/code><\/pre>\n<\/li>\n<li>\u7528\u6237\u5185\u5bb9\uff1a\n<pre><code>\u9001\u9910\u5feb,\u6001\u5ea6\u4e5f\u7279\u522b\u597d,\u8f9b\u82e6\u5566\u8c22\u8c22<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u60c5\u611f\u8bc6\u522b\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u60c5\u611f\u8bc6\u522b\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u5916\u5356\u8bc4\u4ef7\u6570\u636e\u96c6\u53ef\u4ee5\u67e5\u770b\u5f80\u671f\u7684\u6587\u7ae0\u603b\u7ed3\u83b7\u5f97\uff1a<a href=\"https:\/\/17aitech.com\/?p=2070\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day6\uff08\u4e0a\uff09\uff1a\u673a\u5668\u5b66\u4e60\u9879\u76ee\u5b9e\u6218\u2013\u5916\u5356\u70b9\u8bc4\u60c5\u611f\u5206\u6790\u9884\u6d4b<\/a><\/li>\n<li>\u5927\u6a21\u578b\u7684\u80fd\u529b\u786e\u5b9e\u5f88\u5f3a\uff0c\u5206\u7c7b\u6548\u679c\u8fdc\u8fdc\u597d\u4e8e\u4e4b\u524d\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BF%A1%E6%81%AF%E6%8F%90%E5%8F%96%E4%BB%BB%E5%8A%A1\"><\/span>\u4fe1\u606f\u63d0\u53d6\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u7cfb\u7edf\u5185\u5bb9\uff1a\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u4fe1\u606f\u62bd\u53d6\u673a\u5668\u4eba\uff0c\u8bf7\u4ece\u7528\u6237\u7684\u6295\u8bc9\u4e2d\u62bd\u53d6\u6838\u5fc3\u4fe1\u606f\uff0c\u8f93\u51fa\u683c\u5f0f\u8bf7\u53c2\u8003\uff1a\n{\n&#039;name&#039; : &#039;\u6295\u8bc9\u4eba\u7684\u59d3\u540d&#039;,\n\u2018phone\u2019 : &#039;\u6295\u8bc9\u4eba\u7684\u7535\u8bdd\u53f7\u7801&#039;,\n&#039;reason&#039; : &#039;\u6295\u8bc9\u539f\u56e0&#039;,\n&#039;appeal&#039; : &#039;\u6295\u8bc9\u4eba\u671f\u671b\u7684\u89e3\u51b3\u529e\u6cd5&#039;,\n},\n\u8bf7\u6ce8\u610f\uff1a\u52a1\u5fc5\u4e25\u683c\u6309\u7167\u7528\u6237\u8f93\u5165\u6765\u62bd\u53d6\u4fe1\u606f\uff0c\u5207\u8bb0\u968f\u610f\u634f\u9020\u7b54\u6848\uff01\u5982\u679c\u6ca1\u6709\u76f8\u5173\u7684\u4fe1\u606f\uff0c\u8bf7\u76f4\u63a5\u628a\u8be5\u5b57\u6bb5\u8d4b\u503c\u4e3a&quot;\u4e0d\u77e5\u9053&quot;\u3002<\/code><\/pre>\n<\/li>\n<li>\u7528\u6237\u5185\u5bb9\uff1a\n<pre><code>\u6211\u662f\u697c\u4e0b\u7684\u5c0f\u674e\u5b50\uff0c\u5bb6\u91cc\u5feb\u9012\u4e22\u4e863\u5929\u4e86\uff0c\u7ed9\u4f60\u4eec\u6253\u7535\u8bdd\u4e5f\u6253\u4e0d\u901a\uff01\u8d76\u7d27\u5904\u7406\uff01\u5426\u5219\uff0c\u6211\u8981\u7ed9\u62e8\u6253\u5e02\u957f\u70ed\u7ebf\u4e86\u3002<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4fe1\u606f\u63d0\u53d6\u4efb\u52a1\u793a\u610f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4fe1\u606f\u63d0\u53d6\u4efb\u52a1\u793a\u610f.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%98%85%E8%AF%BB%E7%90%86%E8%A7%A3%E4%BB%BB%E5%8A%A1\"><\/span>\u9605\u8bfb\u7406\u89e3\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<p>\u7cfb\u7edf\u5185\u5bb9\uff1a<\/p>\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u9605\u8bfb\u7406\u89e3\u673a\u5668\u4eba\uff0c\u8bf7\u8ba4\u771f\u9605\u8bfb\u7528\u6237\u7684\u8f93\u5165\u5185\u5bb9\uff0c\u4e25\u683c\u6839\u636e\u6587\u7ae0\u7684\u5185\u5bb9\u6765\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\n\u6ce8\u610f\uff1a\u5982\u679c\u6587\u7ae0\u4e2d\u6ca1\u6709\u51fa\u73b0\u76f8\u5173\u95ee\u9898\u7684\u7b54\u6848\uff0c\u8bf7\u76f4\u63a5\u56de\u7b54&quot;\u4e0d\u77e5\u9053&quot;\u3002<\/code><\/pre>\n<\/li>\n<li>\n<p>\u7528\u6237\u5185\u5bb9\uff1a<\/p>\n<pre><code>\u8bf8\u845b\u4eae\uff08181\u5e74\u2014234\u5e7410\u67088\u65e5\uff09\uff0c\u5b57\u5b54\u660e\uff0c\u53f7\u5367\u9f99\uff0c\u7405\u740a\u9633\u90fd\uff08\u4eca\u5c71\u4e1c\u7701\u6c82\u5357\u53bf\uff09\u4eba [126]\uff0c\u4e09\u56fd\u65f6\u671f\u8700\u6c49\u4e1e\u76f8\uff0c\u4e2d\u56fd\u53e4\u4ee3\u6770\u51fa\u7684\u653f\u6cbb\u5bb6\u3001\u519b\u4e8b\u5bb6\u3001\u6218\u7565\u5bb6 [256]\u3001\u53d1\u660e\u5bb6\u3001\u6587\u5b66\u5bb6\u3002 [164]\n\u8bf8\u845b\u4eae\u65e9\u5e74\u968f\u53d4\u7236\u8bf8\u845b\u7384\u5230\u8346\u5dde\uff0c\u8bf8\u845b\u7384\u6b7b\u540e\uff0c\u8bf8\u845b\u4eae\u8eac\u8015\u4e8e\u5357\u9633\u3002 [1-4]\u5218\u5907\u4f9d\u9644\u8346\u5dde\u5218\u8868\u65f6\u4e09\u987e\u8305\u5e90\uff0c\u8bf8\u845b\u4eae\u5411\u5218\u5907\u63d0\u51fa\u5360\u636e\u8346\u5dde\u3001\u76ca\u5dde\uff0c\u8054\u5408\u5b59\u6743\u5171\u540c\u5bf9\u6297\u66f9\u64cd\u7684\u300a\u9686\u4e2d\u5bf9\u300b\uff0c\u5218\u5907\u6839\u636e\u8bf8\u845b\u4eae\u7684\u7b56\u7565\uff0c\u6210\u529f\u5360\u9886\u8346\u5dde\u3001\u76ca\u5dde\u4e4b\u5730\uff0c\u4e0e\u5b59\u6743\u3001\u66f9\u64cd\u5f62\u6210\u4e09\u8db3\u9f0e\u7acb\u4e4b\u52bf\u3002\u7ae0\u6b66\u5143\u5e74\uff08221\u5e74\uff09\uff0c\u5218\u5907\u79f0\u5e1d\uff0c\u4efb\u547d\u8bf8\u845b\u4eae\u4e3a\u4e1e\u76f8\u3002\u5218\u5907\u4f10\u5434\u4e8e\u5937\u9675\u4e4b\u6218\u5931\u8d25\u540e\uff0c\u5218\u5907\u4e8e\u6c38\u5b89\u6258\u5b64\u4e8e\u8bf8\u845b\u4eae\u3002\u5218\u7985\u7ee7\u4f4d\u540e\uff0c\u5c01\u8bf8\u845b\u4eae\u4e3a\u6b66\u4e61\u4faf\uff0c\u9886\u76ca\u5dde\u7267\u3002\u8bf8\u845b\u4eae\u52e4\u52c9\u8c28\u614e\uff0c\u5927\u5c0f\u653f\u4e8b\u5fc5\u4eb2\u81ea\u5904\u7406\uff0c\u8d4f\u7f5a\u4e25\u660e\uff1b\u4e0e\u4e1c\u5434\u8054\u76df\uff0c\u6539\u5584\u548c\u897f\u5357\u5404\u65cf\u7684\u5173\u7cfb\uff1b\u5b9e\u884c\u5c6f\u7530\u653f\u7b56\uff0c\u52a0\u5f3a\u6218\u5907\u3002\u8bf8\u845b\u4eae\u524d\u540e\u4e94\u6b21\u5317\u4f10\u4e2d\u539f\uff0c\u4f46\u672a\u80fd\u5b9e\u73b0\u5174\u590d\u6c49\u5ba4\u7684\u76ee\u6807\u3002\u7ec8\u56e0\u79ef\u52b3\u6210\u75be\uff0c\u4e8e\u5efa\u5174\u5341\u4e8c\u5e74\uff08234\u5e74\uff09\u75c5\u901d\u4e8e\u4e94\u4e08\u539f\uff08\u4eca\u9655\u897f\u7701\u5b9d\u9e21\u5e02\u5c90\u5c71\u5883\u5185\uff09\uff0c\u4eab\u5e74\u4e94\u5341\u56db\u5c81 [5]\u3002\u540e\u4e3b\u5218\u7985\u8ffd\u8c25\u4e3a\u5fe0\u6b66\u4faf\uff0c\u540e\u4e16\u5e38\u4ee5\u201c\u6b66\u4faf\u201d\u5c0a\u79f0\u3002\u4e1c\u664b\u6853\u6e29\u8ffd\u5c01\u4e3a\u201c\u6b66\u5174\u738b\u201d\u3002 [6]\n\u8bf8\u845b\u4eae\u6563\u6587\u4ee3\u8868\u4f5c\u6709\u300a\u51fa\u5e08\u8868\u300b\u300a\u8beb\u5b50\u4e66\u300b\u7b49\u3002\u66fe\u53d1\u660e\u6728\u725b\u6d41\u9a6c\u3001\u5b54\u660e\u706f\u7b49\uff0c\u5e76\u6539\u9020\u8fde\u5f29\uff0c\u53eb\u4f5c\u8bf8\u845b\u8fde\u5f29\uff0c\u53ef\u4e00\u5f29\u5341\u77e2\u4ff1\u53d1\u3002 [162]\u8bf8\u845b\u4eae\u4e00\u751f\u201c\u97a0\u8eac\u5c3d\u7601\uff0c\u6b7b\u800c\u540e\u5df2\u201d\uff0c\u662f\u4e2d\u56fd\u4f20\u7edf\u6587\u5316\u4e2d\u201c\u5fe0\u81e3\u201d\u4e0e\u201c\u667a\u8005\u201d\u7684\u4ee3\u8868\u4eba\u7269\u3002\n\u8bf8\u845b\u4eae\u7684\u6ce8\u660e\u8457\u4f5c\u662f\u4ec0\u4e48\uff1f<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u9605\u8bfb\u7406\u89e3\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u9605\u8bfb\u7406\u89e3\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%96%87%E6%9C%AC%E6%91%98%E8%A6%81%E4%BB%BB%E5%8A%A1\"><\/span>\u6587\u672c\u6458\u8981\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u7cfb\u7edf\u5185\u5bb9\uff1a\n<pre><code>\u4f60\u662f\u4e00\u4e2a\u6587\u672c\u6458\u8981\u673a\u5668\u4eba\uff0c\u8bf7\u5c06\u7528\u6237\u8f93\u5165\u7684\u6587\u7ae0\u8f93\u51fa\u6458\u8981\uff0c\u8981\u6c42100\u5b57\u4ee5\u5185\u3002<\/code><\/pre>\n<\/li>\n<li>\u7528\u6237\u5185\u5bb9\uff1a\n<pre><code>\u9c81\u8fc5\uff081881\u5e749\u670825\u65e5\u20141936\u5e7410\u670819\u65e5\uff09\uff0c\u539f\u540d\u5468\u6a1f\u5bff\uff0c\u540e\u6539\u540d\u5468\u6811\u4eba\uff0c\u5b57\u8c6b\u5c71\uff0c\u540e\u6539\u5b57\u8c6b\u624d\uff0c\u6d59\u6c5f\u7ecd\u5174\u4eba\u3002\u4e2d\u56fd\u8457\u540d\u6587\u5b66\u5bb6\u3001\u601d\u60f3\u5bb6\u3001\u9769\u547d\u5bb6\u3001\u6559\u80b2\u5bb6\u3001\u7f8e\u672f\u5bb6\u3001\u4e66\u6cd5\u5bb6\u3001\u6c11\u4e3b\u6218\u58eb\uff0c\u65b0\u6587\u5316\u8fd0\u52a8\u7684\u91cd\u8981\u53c2\u4e0e\u8005\uff0c\u4e2d\u56fd\u73b0\u4ee3\u6587\u5b66\u7684\u5960\u57fa\u4eba\u4e4b\u4e00\u3002 [181-185]\n\u4ed6\u65e9\u5e74\u4e0e\u5389\u7ee5\u4e4b\u548c\u94b1\u5747\u592b\u540c\u8d74\u65e5\u672c\u516c\u8d39\u7559\u5b66\uff0c\u4e8e\u65e5\u672c\u4ed9\u53f0\u533b\u79d1\u4e13\u95e8\u5b66\u6821\u8084\u4e1a\u3002 [172] [180]\u201c\u9c81\u8fc5\u201d\uff0c\u662f\u4ed6\u57281918\u5e74\u53d1\u8868\u300a\u72c2\u4eba\u65e5\u8bb0\u300b\u65f6\u6240\u7528\u7684\u7b14\u540d\uff0c\u4e5f\u662f\u6700\u4e3a\u5e7f\u6cdb\u7684\u7b14\u540d\u3002 [1-6]\n\u9c81\u8fc5\u4e00\u751f\u5728\u6587\u5b66\u521b\u4f5c\u3001\u6587\u5b66\u6279\u8bc4\u3001\u601d\u60f3\u7814\u7a76\u3001\u6587\u5b66\u53f2\u7814\u7a76\u3001\u7ffb\u8bd1\u3001\u7f8e\u672f\u7406\u8bba\u5f15\u8fdb\u3001\u57fa\u7840\u79d1\u5b66\u4ecb\u7ecd\u548c\u53e4\u7c4d\u6821\u52d8\u4e0e\u7814\u7a76\u7b49\u591a\u4e2a\u9886\u57df\u5177\u6709\u91cd\u5927\u8d21\u732e\u3002\u4ed6\u5bf9\u4e8e\u4e94\u56db\u8fd0\u52a8\u4ee5\u540e\u7684\u4e2d\u56fd\u793e\u4f1a\u601d\u60f3\u6587\u5316\u53d1\u5c55\u5177\u6709\u91cd\u5927\u5f71\u54cd\uff0c\u871a\u58f0\u4e16\u754c\u6587\u575b\uff0c\u5c24\u5176\u5728\u97e9\u56fd\u3001\u65e5\u672c\u601d\u60f3\u6587\u5316\u9886\u57df\u6709\u6781\u5176\u91cd\u8981\u7684\u5730\u4f4d\u548c\u5f71\u54cd\uff0c\u88ab\u8a89\u4e3a\u201c\u4e8c\u5341\u4e16\u7eaa\u4e1c\u4e9a\u6587\u5316\u5730\u56fe\u4e0a\u5360\u6700\u5927\u9886\u571f\u7684\u4f5c\u5bb6\u201d\u3002<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6587\u672c\u6458\u8981\u793a\u610f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6587\u672c\u6458\u8981\u793a\u610f.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u56de\u60f32019\u5e74\u5728\u641c\u72d7\u65f6\uff0c\u53c2\u52a0\u4e86\u4e00\u5e74\u4e00\u5ea6\u7684\u300a\u9ed1\u5ba2\u9a6c\u62c9\u677e\u5927\u8d5b\u300b\uff0c\u5176\u4e2d\u6211\u4eec\u5c0f\u7ec4\u7684\u4e3b\u9898\u5c31\u662f\u8fdb\u884c\u6587\u672c\u6458\u8981\u63d0\u53d6\u3002\u5f53\u65f6\u53ea\u662f\u4f7f\u7528word2vec\u8bcd\u5411\u91cf\u63d0\u53d6\u540e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u867d\u7136\u521b\u610f\u8f83\u597d\uff0c\u4f46\u662f\u6548\u679c\u5e76\u4e0d\u7406\u60f3\u3002\u5982\u4eca\u5bf9\u6bd4\u5927\u6a21\u578b\u7684\u6548\u679c\uff0c\u771f\u662f\u611f\u6168\u6280\u672f\u8fdb\u6b65\u4e4b\u5feb\u3002<\/p>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B0%91%E6%A0%B7%E6%9C%AC%E5%AD%A6%E4%B9%A0%E6%8E%A8%E7%90%86%E4%BB%BB%E5%8A%A1\"><\/span>\u5c11\u6837\u672c\u5b66\u4e60\u63a8\u7406\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u7cfb\u7edf\u5185\u5bb9\uff1a\n<pre><code>\u8bf7\u5b66\u4e60\u4e0b\u9762\u7528\u6237\u7ed9\u5b9a\u7684\u6837\u672c\uff0c\u636e\u6b64\u505a\u51fa\u76f8\u5173\u7684\u63a8\u7406\uff1a\n{&#039;input&#039;:&#039;\u5317\u4eac&#039;, &#039;output&#039;:&#039;\u5317\u4eac\u70e4\u9e2d&#039;}\n{&#039;input&#039;:&#039;\u5c71\u897f&#039;, &#039;output&#039;:&#039;\u8089\u5939\u998d&#039;}<\/code><\/pre>\n<\/li>\n<li>\u7528\u6237\u5185\u5bb9\uff1a\n<pre><code>\u5170\u5dde<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u5b66\u4e60\u63a8\u7406\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u5b66\u4e60\u63a8\u7406\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" 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