{"id":1910,"date":"2024-06-01T05:37:44","date_gmt":"2024-06-01T05:37:44","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1910"},"modified":"2024-06-01T05:40:48","modified_gmt":"2024-06-01T05:40:48","slug":"shoubashoujiaonibushubingshiyongguochankaiyuandamoxingchatglm3-6b-2","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/shoubashoujiaonibushubingshiyongguochankaiyuandamoxingchatglm3-6b-2.html","title":{"rendered":"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B"},"content":{"rendered":"<p>\u90e8\u7f72\u4e00\u4e2a\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u6ca1\u4e8b\u7684\u65f6\u5019\u73a9\u4e24\u4e0b\uff0c\u8fd9\u53ef\u80fd\u662f\u5f88\u591a\u6280\u672f\u540c\u5b66\u60f3\u505a\u4f46\u53c8\u8fdf\u8fdf\u6ca1\u4e0b\u624b\u7684\u4e8b\u60c5\uff0c\u6ca1\u4e0b\u624b\u7684\u539f\u56e0\u5f88\u53ef\u80fd\u662f\u6210\u672c\u592a\u9ad8\uff0c\u8fd1\u4e07\u5143\u7684RTX3090\u663e\u5361\uff0c\u60f3\u60f3\u90fd\u8089\u75bc\uff0c\u53c8\u6216\u8005\u5b98\u65b9\u7684\u90e8\u7f72\u8bf4\u660e\u8fc7\u4e8e\u7b80\u5355\uff0c\u5b89\u88c5\u7684\u65f6\u5019\u603b\u662f\u9047\u5230\u5404\u79cd\u5947\u5947\u602a\u602a\u7684\u95ee\u9898\uff0c\u96be\u4ee5\u89e3\u51b3\u3002\u672c\u6587\u5c31\u6765\u5206\u4eab\u4e0b\u6211\u7684\u5b89\u88c5\u90e8\u7f72\u7ecf\u9a8c\uff0c\u5305\u62ec\u672c\u5730\u548c\u79df\u7528\u4e91\u670d\u52a1\u5668\u7684\u65b9\u5f0f\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7API\u8c03\u7528\u5927\u6a21\u578b\u5f00\u53d1\u81ea\u5df1\u7684AI\u5e94\u7528\uff0c\u5e0c\u671b\u80fd\u89e3\u51b3\u4e00\u4e9b\u4e0b\u4e0d\u53bb\u624b\u7684\u95ee\u9898\u3002<\/p>\n<h2 data-id=\"heading-0\">ChatGLM3-6B<\/h2>\n<p>\u672c\u6b21\u90e8\u7f72\u4f7f\u7528\u7684\u7684\u5927\u6a21\u578b\u662fChatGLM3-6B\uff0c\u8fd9\u4e2a\u5927\u6a21\u578b\u662f\u6e05\u534e\u667a\u8c31\u7814\u53d1\u5e76\u5f00\u6e90\u7684\u9ad8\u6027\u80fd\u4e2d\u82f1\u53cc\u8bed\u5bf9\u8bdd\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u51ed\u501f\u521b\u65b0\u7684GLM\uff08Gated Linear Units with Memory\uff09\u67b6\u6784\u53ca\u5e9e\u5927\u768460\u4ebf\u53c2\u6570\u91cf\uff0c\u5728\u5bf9\u8bdd\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u4e0a\u8868\u73b0\u5353\u8d8a\u3002<\/p>\n<p>ChatGLM3-6B\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u8de8\u8bed\u8a00\u5bf9\u8bdd\u573a\u666f\uff0c\u5b9e\u73b0\u6d41\u7545\u7684\u4eba\u673a\u4e92\u52a8\uff0c\u8fd8\u5177\u5907\u51fd\u6570\u8c03\u7528\u4ee5\u53ca\u4ee3\u7801\u89e3\u91ca\u6267\u884c\u7684\u80fd\u529b\u3002\u8fd9\u610f\u5473\u7740\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7API\u8c03\u7528\uff0c\u8ba9\u6a21\u578b\u6267\u884c\u7279\u5b9a\u4efb\u52a1\u6216\u7f16\u5199\u3001\u89e3\u6790\u7b80\u5355\u7684\u4ee3\u7801\u7247\u6bb5\uff0c\u4ece\u800c\u5c06\u5e94\u7528\u62d3\u5c55\u5230\u66f4\u4e3a\u5e7f\u6cdb\u7684\u5f00\u53d1\u548c\u667a\u80fd\u8f85\u52a9\u9886\u57df\u3002<\/p>\n<p>ChatGLM3-6B\u8fd8\u5141\u8bb8\u5f00\u53d1\u8005\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5b9a\u5236\u5316\u5fae\u8c03\uff0c\u8ba9\u5b83\u5728\u67d0\u4e2a\u9886\u57df\u5de5\u4f5c\u7684\u66f4\u597d\uff0c\u6bd4\u5982\u4ee3\u7801\u7f16\u5199\u3001\u7535\u5546\u6587\u6848\u7f16\u5199\u7b49\u3002\u53e6\u5916\u5f00\u53d1\u8005\u8fd8\u80fd\u5bf9\u6a21\u578b\u8fdb\u884c\u91cf\u5316\uff0c\u4f7f\u7528\u8f83\u4f4e\u7684\u6570\u5b57\u7cbe\u5ea6\u6765\u8868\u793a\u6743\u91cd\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u8fd0\u884c\u5728\u6d88\u8d39\u7ea7\u663e\u5361\u751a\u81f3CPU\u4e0a\u3002<\/p>\n<p>ChatGLM3-6B\u7684\u4ed3\u5e93\u5730\u5740\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2FTHUDM%2FChatGLM3\" target=\"_blank\" title=\"https:\/\/github.com\/THUDM\/ChatGLM3\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/THUDM\/ChatG\u2026<\/a><\/p>\n<h2 data-id=\"heading-1\">\u6548\u679c\u5c55\u793a<\/h2>\n<p>\u5148\u770b\u4e24\u4e2a\u6bd4\u8f83\u6b63\u5e38\u7684\u6548\u679c\uff1a<\/p>\n<p>\u80fd\u6b63\u5e38\u8c03\u7528\u5929\u6c14\u5de5\u5177\uff0c\u8bb0\u5f97\u4e0a\u4e0b\u6587\uff0c\u8fd9\u91cc\u70b9\u4e2a\u8d5e\uff01<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/703e5a214bd535058a3b86756c6aa0a2.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u518d\u753b\u4e00\u4e2a\u6ee1\u6ee1\u7684\u7231\u5fc3\uff0c\u753b\u7684\u4e5f\u4e0d\u9519\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f533bd8c852195f72197791aa7d2e201.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u518d\u770b\u4e24\u4e2a\u8dd1\u75af\u7684\u6548\u679c\uff1a<\/p>\n<p>\u6211\u95ee\u4f60\u5929\u6c14\uff0c\u4f60\u4e0d\u597d\u597d\u56de\u7b54\u5c31\u7b97\u4e86\uff0c\u8fd8\u53cd\u8fc7\u6765\u95ee\u6211\u6709\u5565\u610f\u4e49\uff0c\u592a\u7231\u7ba1\u95f2\u4e8b\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1561d7fd37b3699360bd08f6dd3919b4.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u770b\u6765ChatGLM\u5bf9\u6b63\u516d\u8fb9\u5f62\u7684\u611f\u77e5\u6709\u8bef\u554a\uff0c\u786e\u5b9e\u5b83\u8fd8\u4e0d\u80fd\u8bc6\u522b\u8fd9\u4e2a\u56fe\u50cf\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/da986ce178c8caf85c6aa7705cb43cd5.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u867d\u7136\u6709\u65f6\u4e0d\u90a3\u4e48\u5982\u4eba\u610f\uff0c\u4e0d\u8fc7\u6574\u4f53\u7528\u8d77\u6765\u8fd8\u662f\u6709\u5f88\u591a\u53ef\u5708\u53ef\u70b9\u7684\u5730\u65b9\uff0c\u5c31\u662f\u63d0\u793a\u8bcd\u8981\u597d\u597d\u5199\u4e00\u4e0b\uff0c\u4e0d\u80fd\u592a\u51d1\u5408\u3002<\/p>\n<h2 data-id=\"heading-2\">\u4e91\u73af\u5883\u90e8\u7f72<\/h2>\n<p>\u8fd9\u91cc\u4ee5AutoDL\u4e3a\u4f8b\uff08<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.autodl.com\" target=\"_blank\" title=\"https:\/\/www.autodl.com\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.autodl.com<\/a>\uff09\uff0cAutoDL\u4e0a\u7684GPU\u5b9e\u4f8b\u4ef7\u683c\u6bd4\u8f83\u516c\u9053\uff0cChatGLM3-6B\u9700\u898113G\u4ee5\u4e0a\u7684\u663e\u5b58\uff0c\u53ef\u4ee5\u9009\u62e9RTX4090\u3001RTX3090\u3001RTX3080*2\u3001A5000\u7b49GPU\u89c4\u683c\u3002<\/p>\n<p>\u8fd9\u91cc\u63d0\u4f9b\u4e24\u79cd\u65b9\u6cd5\uff0c\u4e00\u662f\u76f4\u63a5\u4f7f\u7528\u6211\u5df2\u7ecf\u521b\u5efa\u597d\u7684\u955c\u50cf\uff0c\u4e8c\u662f\u81ea\u5df1\u4ece\u57fa\u7840\u955c\u50cf\u4e00\u6b65\u6b65\u5b89\u88c5\u3002<\/p>\n<h3 data-id=\"heading-3\">\u4f7f\u7528\u73b0\u6709\u955c\u50cf<\/h3>\n<p>\u521b\u5efa\u5bb9\u5668\u5b9e\u4f8b\u65f6\u955c\u50cf\u9009\u62e9\u201c\u793e\u533a\u955c\u50cf\u201d\uff0c\u8f93\u5165 yinghuoai \uff0c\u9009\u62e9 ChatGLM3 \u7684\u6700\u65b0\u955c\u50cf\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/bed6eb64932eed219112423ade670b6a.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5bb9\u5668\u5b9e\u4f8b\u5f00\u673a\u6210\u529f\u540e\uff0c\u70b9\u51fb\u5bf9\u5e94\u5b9e\u4f8b\u7684 JupyterLab \u5c31\u80fd\u5f00\u59cb\u4f7f\u7528\u4e86\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/cc910f5d138928b50dc689f662bb505b.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u4e2a\u955c\u50cf\u5305\u542b\u4e09\u4e2aNotebook\uff0c\u65b9\u4fbf\u6211\u4eec\u542f\u52a8WebUI\u670d\u52a1\u5668\u548cAPI\u670d\u52a1\u5668\uff0c\u5e76\u8fdb\u884c\u76f8\u5173\u7684\u6d4b\u8bd5\u3002\u6211\u5c06\u5728\u4e0b\u6587\u4ecb\u7ecd\u5177\u4f53\u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/p>\n<h3 data-id=\"heading-4\">\u81ea\u5df1\u624b\u52a8\u5b89\u88c5<\/h3>\n<p>\u521b\u5efa\u5bb9\u5668\u5b9e\u4f8b\u65f6\u6211\u4eec\u9009\u62e9\u4e00\u4e2a\u57fa\u7840\u955c\u50cf Miniconda -&gt; conda3 -&gt; Python 3.10(ubuntu22.04) -&gt; Cuda11.8\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8a6bbb4e7de21e27335248ea9ab6ed78.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5bb9\u5668\u5b9e\u4f8b\u5f00\u673a\u5b8c\u6bd5\u540e\uff0c\u70b9\u51fb\u5bf9\u5e94\u5b9e\u4f8b\u7684 JupyterLab \u8fdb\u5165\u4e00\u4e2aWeb\u7ba1\u7406\u754c\u9762\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/832241719b078c58c766f7beb0f46782.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5728\u201c\u542f\u52a8\u9875\u201d\u8fd9\u91cc\u70b9\u51fb\u201c\u7ec8\u7aef\u201d\uff0c\u8fdb\u5165\u4e00\u4e2a\u547d\u4ee4\u7a97\u53e3\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/149ba2c327f42783ada08cea5a8e01d8.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u9996\u5148\u9700\u8981\u8bbe\u7f6e\u4e0b\u7f51\u7edc\uff0c\u7528\u4ee5\u52a0\u901f\u8bbf\u95eeGithub\u3002\u8fd9\u662fAutoDL\u5b9e\u4f8b\u624d\u80fd\u4f7f\u7528\u7684\uff0c\u672c\u5730\u65e0\u6548\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">source<\/span> \/etc\/network_turbo<\/span>\n<\/code><\/pre>\n<p>\u7136\u540e\u9700\u8981\u628a\u4ee3\u7801\u4e0b\u8f7d\u5230\u672c\u5730\uff0c\u4f7f\u7528Git\u5373\u53ef\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">git <span class=\"hljs-built_in\">clone<\/span> https:\/\/github.com\/THUDM\/ChatGLM3<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-built_in\">cd<\/span> ChatGLM3<\/span>\n<\/code><\/pre>\n<p>\u7136\u540e\u521b\u5efa\u4e00\u4e2aPython\u7684\u865a\u62df\u73af\u5883\uff0c\u8fd9\u6837\u65b9\u4fbf\u9694\u79bb\u4e0d\u540c\u9879\u76ee\u5bf9Python\u73af\u5883\u7684\u4e0d\u540c\u8981\u6c42\u3002\u8fd9\u91cc\u4f7f\u7528 source activate \u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff0c\u5f88\u591a\u6587\u7ae0\u4e2d\u662f conda activate\uff0c\u8fd9\u548cconda\u7684\u7248\u672c\u6709\u5173\u7cfb\uff0cAutoDL\u4e2d\u7684\u7248\u672c\u4e0d\u652f\u6301 conda activate\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">conda create -n chatglm3-6b <span class=\"hljs-attr\">python<\/span>=<span class=\"hljs-number\">3.10<\/span>.<span class=\"hljs-number\">8<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">source activate chatglm3-6b<\/span>\n<\/code><\/pre>\n<p>\u7136\u540e\u4f7f\u7528 uv \u5b89\u88c5\u4f9d\u8d56\u7684\u7a0b\u5e8f\u5305\u3002\u4e3a\u4ec0\u4e48\u7528uv\uff1f\u56e0\u4e3arequirements\u4e2d\u5f88\u591a\u5305\u7684\u7248\u672c\u8981\u6c42\u90fd\u662f &gt;=\uff0c\u76f4\u63a5\u4f7f\u7528pip\u7684\u65f6\u5019\u4f1a\u5b89\u88c5\u6700\u65b0\u7684\u7248\u672c\uff0c\u6700\u65b0\u7684\u7248\u672c\u5f80\u5f80\u548c\u5f00\u53d1\u8005\u4f7f\u7528\u7684\u7248\u672c\u4e0d\u540c\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u4e00\u4e9b\u517c\u5bb9\u95ee\u9898\uff0c\u6240\u4ee5\u6700\u597d\u5c31\u662f == \u7684\u90a3\u4e2a\u7248\u672c\uff0c\u8fd9\u4e2a\u7248\u672c\u80fd\u7528\uff0c\u800c\u4e14\u4e00\u822c\u5c31\u662f\u5f00\u53d1\u8005\u4f7f\u7528\u7684\u7248\u672c\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install uv<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">uv pip install <span class=\"hljs-attr\">--resolution<\/span>=lowest-direct -r requirements.txt<\/span>\n<\/code><\/pre>\n<p>\u7136\u540e\u6211\u4eec\u8fd8\u8981\u4e0b\u8f7d\u5927\u6a21\u578b\u6587\u4ef6\uff0c\u8fd9\u91cc\u4eceAutoDL\u7684\u6a21\u578b\u5e93\u4e2d\u4e0b\u8f7d\uff0c\u901f\u5ea6\u6bd4\u8f83\u5feb\u3002\u4e0b\u8fb9\u7684\u6a21\u578b\u6587\u4ef6\u662f\u522b\u4eba\u5206\u4eab\u51fa\u6765\u7684\uff0c\u6211\u4eec\u4f7f\u7528AutoDL\u63d0\u4f9b\u7684\u4e00\u4e2a\u4e0b\u8f7d\u5de5\u5177\u8fdb\u884c\u4e0b\u8f7d\u3002\u4e0b\u8f7d\u76ee\u6807\u76ee\u5f55\u662f\/root\/autodl-tmp\uff0c\u4f1a\u81ea\u52a8\u5728\u8fd9\u4e2a\u76ee\u5f55\u4e2d\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a chatglm3-6b \u7684\u5b50\u76ee\u5f55\uff0c\u5e76\u4fdd\u5b58\u8fd9\u4e9b\u6587\u4ef6\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install codewithgpu<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">cg down xxxiu\/chatglm3-6b\/config.json -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">cg down xxxiu\/chatglm3-6b\/configuration_chatglm.py -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">cg down xxxiu\/chatglm3-6b\/gitattributes -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">cg down xxxiu\/chatglm3-6b\/model.safetensors.index.json -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">cg down xxxiu\/chatglm3-6b\/MODEL_LICENSE -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">cg down xxxiu\/chatglm3-6b\/model-00001-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">cg down xxxiu\/chatglm3-6b\/model-00002-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">cg down xxxiu\/chatglm3-6b\/model-00003-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">cg down xxxiu\/chatglm3-6b\/model-00004-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">cg down xxxiu\/chatglm3-6b\/model-00005-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">cg down xxxiu\/chatglm3-6b\/model-00006-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">cg down xxxiu\/chatglm3-6b\/model-00007-of-00007.safetensors -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">cg down xxxiu\/chatglm3-6b\/modeling_chatglm.py -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">cg down xxxiu\/chatglm3-6b\/pytorch_model.bin.index.json -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">cg down xxxiu\/chatglm3-6b\/quantization.py -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">cg down xxxiu\/chatglm3-6b\/README.md -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">cg down xxxiu\/chatglm3-6b\/tokenization_chatglm.py -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">cg down xxxiu\/chatglm3-6b\/tokenizer.model -t \/root\/autodl-tmp<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">cg down xxxiu\/chatglm3-6b\/tokenizer_config.json -t \/root\/autodl-tmp<\/span>\n<\/code><\/pre>\n<p>\u6700\u540e\u6211\u4eec\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u6d4b\u8bd5\uff0c\u627e\u5230\u8fd9\u4e2a\u6587\u4ef6\uff1aChatGLM3\/basic_demo\/cli_demo.py\uff0c\u4fee\u6539\u5176\u4e2d\u7684\u6a21\u578b\u8def\u5f84\u4e3a\u4e0a\u8fb9\u7684\u4e0b\u8f7d\u8def\u5f84\uff1a\/root\/autodl-tmp\/chatglm3-6b<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4f5a6f1ccc8c480e94f9a0037fa085c5.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5728\u7ec8\u7aef\u6267\u884c\u547d\u4ee4\uff1a<code>python basic_demo\/cli_demo.py<\/code>\uff0c\u7136\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u5728\u7ec8\u7aef\u4e0e\u5927\u6a21\u578b\u8fdb\u884c\u4ea4\u6d41\u4e86\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/388881bc359d4cb690f151e04efcef2c.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-5\">\u672c\u5730\u73af\u5883\u5b89\u88c5<\/h2>\n<p>\u6ce8\u610f\u9700\u898113G\u663e\u5b58\u4ee5\u4e0a\u7684Nvidia\u663e\u5361\uff0c\u5426\u5219\u8dd1\u4e0d\u8d77\u6765\u3002\u8fd9\u91cc\u4ee5Windows\u7cfb\u7edf\u4e3a\u4f8b\u3002<\/p>\n<p>\u9996\u5148\u672c\u5730\u8981\u6709\u4e00\u4e2aPython\u7684\u8fd0\u884c\u73af\u5883\uff0c\u5efa\u8bae\u4f7f\u7528 Anaconda\uff0c\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u4e3a\u4e00\u4e2aPython\u96c6\u6210\u73af\u5883\uff0c\u901a\u8fc7\u5b83\u6211\u4eec\u53ef\u4ee5\u65b9\u4fbf\u7684\u5f00\u53d1Python\u7a0b\u5e8f\u3002Anaconda\u7684\u5b98\u65b9\u4e0b\u8f7d\u5730\u5740\u662f\uff1a<a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fwww.anaconda.com%2Fdownload%25EF%25BC%258C%25E9%25A1%25B5%25E9%259D%25A2%25E5%25A6%2582%25E4%25B8%258B%25E5%259B%25BE%25E6%2589%2580%25E7%25A4%25BA%25EF%25BC%259A\" target=\"_blank\" title=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fwww.anaconda.com%2Fdownload%25EF%25BC%258C%25E9%25A1%25B5%25E9%259D%25A2%25E5%25A6%2582%25E4%25B8%258B%25E5%259B%25BE%25E6%2589%2580%25E7%25A4%25BA%25EF%25BC%259A\" rel=\"noopener\">www.anaconda.com\/download<\/a><\/p>\n<p>\u8fd9\u4e2a\u5b89\u88c5\u6587\u4ef6\u6bd4\u8f83\u5927\uff0c\u4e0b\u8f7d\u65f6\u95f4\u53d6\u51b3\u4e8e\u4f60\u7684\u7f51\u901f\uff0c\u4e0b\u8f7d\u6210\u529f\u540e\u6309\u7167\u63d0\u793a\u4e00\u6b65\u6b65\u5b89\u88c5\u5c31\u884c\u4e86\u3002<\/p>\n<p>\u5b89\u88c5\u6210\u529f\u540e\uff0c\u542f\u52a8\u201cAnaconda Navigator\u201d\uff0c\u5728\u5176\u4e2d\u70b9\u51fb\u201cEnvironments\u201d-&gt;&#8221;base(root)&#8221; -&gt;&#8221;Open Terminal&#8221;\uff0c\u6253\u5f00\u7ec8\u7aef\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8cfe08d45d5d7c1fef5d8304e15c37fd.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u6211\u4eec\u5c06\u4e3b\u8981\u5728\u8fd9\u91cc\u8fb9\u901a\u8fc7\u6267\u884c\u547d\u4ee4\u5b89\u88c5ChatGLM3-6B\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/34ab7dcdbdcaa750b579e979935fce35.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\u6211\u4eec\u8fd8\u9700\u8981\u4eceGithub\u4e0a\u4e0b\u8f7d\u4ee3\u7801\u5230\u672c\u5730\uff0c\u63a8\u8350\u4f7f\u7528Git\uff0c\u6ca1\u6709Git\u7684\u540c\u5b66\u53ef\u4ee5\u5148\u53bb\u5b89\u88c5\u4e00\u4e2a\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgit-scm.com%2F\" target=\"_blank\" title=\"https:\/\/git-scm.com\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">git-scm.com\/<\/a>\u3002\u5f53\u7136\u76f4\u63a5\u4eceGithub\u4e0b\u8f7d\u7a0b\u5e8f\u5305\u5230\u672c\u5730\u4e5f\u53ef\u4ee5\uff0c\u4e0d\u65b9\u4fbf\u8bbf\u95eeGithub\u7684\u540c\u5b66\u4e5f\u53ef\u4ee5\u4f7f\u7528\u6211\u6574\u7406\u7684\u7a0b\u5e8f\u5305\uff0c\u7ed9\u516c\u4f17\u53f7\u201c\u8424\u706b\u67b6\u6784\u201d\u53d1\u6d88\u606f ChatGLM3 \u5373\u53ef\u83b7\u53d6\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u5c06\u7a0b\u5e8f\u653e\u5230\u4e86C\u76d8\u4e0b\u7684ChatGLM3\u76ee\u5f55\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cd<\/span> C:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">git <span class=\"hljs-built_in\">clone<\/span> https:\/\/github.com\/THUDM\/ChatGLM3<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-built_in\">cd<\/span> ChatGLM3<\/span>\n<\/code><\/pre>\n<p>\u4f7f\u7528\u4e0b\u8fb9\u7684\u547d\u4ee4\u521b\u5efa\u4e00\u4e2aPython\u7684\u865a\u62df\u73af\u5883\u5e76\u6fc0\u6d3b\uff0c\u8fd9\u6837\u65b9\u4fbf\u9694\u79bb\u4e0d\u540c\u9879\u76ee\u5bf9Python\u73af\u5883\u7684\u4e0d\u540c\u8981\u6c42\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">conda create -n chatglm3-6b <span class=\"hljs-attr\">python<\/span>=<span class=\"hljs-number\">3.10<\/span>.<span class=\"hljs-number\">8<\/span> <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">conda activate chatglm3-6b<\/span>\n<\/code><\/pre>\n<p>\u7136\u540e\u8fd8\u9700\u8981\u628a\u76f8\u5173\u6a21\u578b\u6587\u4ef6\u4e0b\u8f7d\u5230\u672c\u5730\uff0c\u4e3a\u4e86\u9632\u6b62\u4e0b\u8f7d\u65b9\u5f0f\u5931\u6548\uff0c\u8fd9\u91cc\u63d0\u4f9b\u591a\u79cd\u65b9\u6cd5\uff1a<\/p>\n<p>\uff081\uff09\u4e0b\u8f7dAutoDL\u7528\u6237\u5206\u4eab\u7684\u6a21\u578b\uff0c\u6267\u884c\u4e0b\u8fb9\u7684\u547d\u4ee4\uff0c\u5b83\u4f1a\u4e0b\u8f7d\u5230 C:ChatGLM3THUDM\uff0c\u901f\u5ea6\u8fd8\u53ef\u4ee5\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">pip install codewithgpu<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">cg down xxxiu\/chatglm3-6b\/config.json -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">cg down xxxiu\/chatglm3-6b\/configuration_chatglm.py -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">cg down xxxiu\/chatglm3-6b\/gitattributes -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">cg down xxxiu\/chatglm3-6b\/model.safetensors.index.json -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">cg down xxxiu\/chatglm3-6b\/MODEL_LICENSE -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">cg down xxxiu\/chatglm3-6b\/model-00001-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">cg down xxxiu\/chatglm3-6b\/model-00002-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">cg down xxxiu\/chatglm3-6b\/model-00003-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">cg down xxxiu\/chatglm3-6b\/model-00004-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">cg down xxxiu\/chatglm3-6b\/model-00005-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">cg down xxxiu\/chatglm3-6b\/model-00006-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">cg down xxxiu\/chatglm3-6b\/model-00007-of-00007.safetensors -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">cg down xxxiu\/chatglm3-6b\/modeling_chatglm.py -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">cg down xxxiu\/chatglm3-6b\/pytorch_model.bin.index.json -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">cg down xxxiu\/chatglm3-6b\/quantization.py -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">cg down xxxiu\/chatglm3-6b\/README.md -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">cg down xxxiu\/chatglm3-6b\/tokenization_chatglm.py -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">cg down xxxiu\/chatglm3-6b\/tokenizer.model -t C:ChatGLM3THUDM<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">cg down xxxiu\/chatglm3-6b\/tokenizer_config.json -t C:ChatGLM3THUDM<\/span>\n<\/code><\/pre>\n<p>\uff082\uff09\u4eceHuggingFace\u7684\u955c\u50cf\u4e0b\u8f7d\uff0c\u5730\u5740\u662f\uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fhf-mirror.com%2FTHUDM%2Fchatglm3-6b%2Ftree%2Fmain\" target=\"_blank\" title=\"https:\/\/hf-mirror.com\/THUDM\/chatglm3-6b\/tree\/main\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">hf-mirror.com\/THUDM\/chatg\u2026<\/a><\/p>\n<p>\uff083\uff09\u7ed9\u516c\u4f17\u53f7\u201c\u8424\u706b\u67b6\u6784\u201d\u53d1\u6d88\u606f ChatGLM3 \u83b7\u53d6\u6700\u65b0\u4e0b\u8f7d\u65b9\u5f0f\u3002<\/p>\n<p>\u6700\u540e\u6211\u4eec\u505a\u4e00\u4e2a\u7b80\u5355\u7684\u6d4b\u8bd5\uff0c\u6267\u884c\u547d\u4ee4\uff1a<code>python basic_demo\/cli_demo.py<\/code>\uff0c\u7136\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u5728\u7ec8\u7aef\u4e0e\u5927\u6a21\u578b\u8fdb\u884c\u4ea4\u6d41\u4e86\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8ac77da30e6050e87374f9c0799c941d.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5982\u679c\u7a0b\u5e8f\u51fa\u73b0\u4e0b\u8fb9\u7684\u9519\u8bef\uff1a<\/p>\n<p>RuntimeError: &#8220;addmm_impl_cpu_&#8221; not implemented for &#8216;Half&#8217;<\/p>\n<p>\u9996\u5148\u786e\u5b9a\u4f60\u7684\u7535\u8111\u662f\u5b89\u88c5\u4e86Nvida\u663e\u5361\u7684\uff0c\u7136\u540e\u4f7f\u7528\u4e0b\u8fb9\u7684\u547d\u4ee4\u8865\u5145\u5b89\u88c5\u76f8\u5173\u7684pytorch-cuda\u5305\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">conda install <span class=\"hljs-attr\">pytorch<\/span>==<span class=\"hljs-number\">2.1<\/span>.<span class=\"hljs-number\">0<\/span> torchvision==<span class=\"hljs-number\">0.16<\/span>.<span class=\"hljs-number\">0<\/span> torchaudio==<span class=\"hljs-number\">2.1<\/span>.<span class=\"hljs-number\">0<\/span> pytorch-cuda=<span class=\"hljs-number\">11.8<\/span> -c pytorch -c nvidia<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">pip install chardet<\/span>\n<\/code><\/pre>\n<h2 data-id=\"heading-6\">\u4f7f\u7528WebUI\u4f53\u9a8c<\/h2>\n<p>ChatGLM\u63d0\u4f9b\u4e86\u4e00\u4e2aWeb\u754c\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u5728\u8fd9\u4e2a\u9875\u9762\u4e0a\u804a\u5929\u3001\u4f7f\u7528\u63d2\u4ef6\uff0c\u4ee5\u53ca\u6267\u884cPython\u4ee3\u7801\uff0c\u5c31\u50cf\u4f7f\u7528\u5927\u591a\u6570\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e00\u6837\u3002\u989d\u5916\u7684\u7528\u6237\u8fd8\u53ef\u4ee5\u914d\u7f6e\u4e00\u4e9b\u53c2\u6570\uff0c\u6bd4\u5982\u4e00\u6b21\u751f\u6210Token\u7684\u6570\u91cf\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u91c7\u6837\u7684\u968f\u673a\u6027\u63a7\u5236\u7b49\u3002<\/p>\n<h3 data-id=\"heading-7\">\u542f\u52a8WebUI\u670d\u52a1<\/h3>\n<p>\u9996\u5148\u4fee\u6539\u7a0b\u5e8f\u4e2d\u7684\u6a21\u578b\u76ee\u5f55\uff0c\u5728\u4e0b\u8f7d\u7a0b\u5e8f\u4e2d\u627e\u5230\u6587\u4ef6 composite_demo\/client.py\uff0c\u4fee\u6539 MODEL_PATH \u4e3a\u4f60\u7684\u6a21\u578b\u5b58\u653e\u5730\u5740\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/bd4eb3a7032f9c2ae1bfa8a2c35055a0.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\u8fdb\u5165 ChatGLM3-6B \u7a0b\u5e8f\u7684\u6839\u76ee\u5f55\uff08\u6839\u636e\u81ea\u5df1\u7684\u90e8\u7f72\u6765\uff09\uff0c\u6fc0\u6d3bPython\u865a\u62df\u73af\u5883\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cd<\/span> \/root\/ChatGLM3<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">conda activate chatglm3-6b<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-comment\"># conda\u5982\u679c\u4e0d\u884c\u5c31\u4f7f\u7528 source activate chatglm3-6b<\/span><\/span>\n<\/code><\/pre>\n<p>\u56e0\u4e3a\u9700\u8981\u6267\u884c\u4ee3\u7801\uff0c\u6211\u4eec\u8fd8\u8981\u5b89\u88c5 Jupyter \u5185\u6838\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">ipython kernel install <span class=\"hljs-attr\">--name<\/span> chatglm3-<span class=\"hljs-number\">6<\/span>b <span class=\"hljs-attr\">--user<\/span><\/span>\n<\/code><\/pre>\n<p>\u5e76\u4fee\u6539\u6587\u4ef6 composite_demo\/demo_ci.py \u4e2d\u7684 IPYKERNEL \u7684\u503c\u4e3a\u8bbe\u7f6e\u7684\u503c\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e0021cdbf9b2c92885ea66914b960c6d.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u6700\u540e\u542f\u52a8API\u670d\u52a1\u5668\uff1a<code>streamlit run composite_demo\/main.py<\/code> \u53ef\u77e5\u8fd9\u4e2aWebUI\u4f7f\u7528\u7684\u662fstreamlit\u6846\u67b6\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/233c2a2b4a7ba2f8afe2f9c406b3a4b4.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5982\u679c\u662f\u5728\u4e2a\u4eba\u7535\u8111\u4e0a\u5b89\u88c5\u7684\uff0c\u70b9\u51fb\u8fd9\u91cc\u7684\u8fde\u63a5\u5c31\u53ef\u4ee5\u5728\u6d4f\u89c8\u5668\u8bbf\u95ee\u4e86\u3002<\/p>\n<p>\u5982\u679c\u662f\u5728AutoDL\u4e0a\u7684\u5b9e\u4f8b\uff0c\u8fd8\u9700\u8981\u518d\u6298\u817e\u4e00\u4e0b\u3002\u56e0\u4e3a\u8fd9\u4e2aWebUI\u4f7f\u7528\u4e86WebSocket\uff0c\u4f46\u662fAutoDL\u5f00\u653e\u7684\u5916\u7f51\u7aef\u53e3\u4e0d\u652f\u6301WebSocket\u3002\u6b64\u65f6\u53ef\u4ee5\u901a\u8fc7SSH\u96a7\u9053\u7684\u65b9\u5f0f\u6765\u6253\u901a\u672c\u5730\u4e0eAutoDL\u5b9e\u4f8b\u7684\u7f51\u7edc\u3002<\/p>\n<p>\u6211\u4eec\u9700\u8981\u7c7b\u4f3c\u4e0b\u8fb9\u8fd9\u6837\u7684\u4e00\u6761\u6307\u4ee4\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">swift<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-swift code-block-extension-codeShowNum\" lang=\"swift\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">sudo ssh <span class=\"hljs-operator\">-<\/span><span class=\"hljs-type\">CNg<\/span> <span class=\"hljs-operator\">-<\/span><span class=\"hljs-type\">L<\/span> <span class=\"hljs-number\">8501<\/span>:<span class=\"hljs-number\">127.0<\/span>.<span class=\"hljs-number\">0.1<\/span>:<span class=\"hljs-number\">8501<\/span> root<span class=\"hljs-meta\">@connect<\/span>.westb.seetacloud.com <span class=\"hljs-operator\">-<\/span>p <span class=\"hljs-number\">12357<\/span><\/span>\n<\/code><\/pre>\n<p>\u5176\u4e2d\u7684 connect.westb.seetacloud.com \u548c 10757 \u9700\u8981\u66ff\u6362\u6210\u4f60\u81ea\u5df1\u5b9e\u4f8b\u7684\uff0c\u5728\u5b9e\u4f8b\u5217\u8868\u4e2d\u590d\u5236\u767b\u5f55\u6307\u4ee4\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/7bc84c845e3c0620bc711f0a16883e13.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\u628a\u5b83\u968f\u4fbf\u7c98\u8d34\u5230\u4e00\u4e2a\u5730\u65b9\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u6240\u9700\u7684\u5730\u5740\u548c\u7aef\u53e3\u53f7\u4e86\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/571d2084358e7df597baab59fcf208ed.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5728\u4e2a\u4eba\u7535\u8111\u7684\u7ec8\u7aef\u6216\u8005\u547d\u4ee4\u884c\u5de5\u5177\u6267\u884c\u4e0a\u8fb9\u5199\u597d\u7684\u6307\u4ee4\uff0c\u9996\u5148\u9700\u8981\u7edf\u4e00\u6dfb\u52a0\u4e3b\u673a\uff08\u8f93\u5165 yes\uff09\uff0c\u7136\u540e\u9700\u8981\u8f93\u5165\u4e3b\u673a\u767b\u5f55\u5bc6\u7801\uff0c\u8fd8\u662f\u4eceAutoDL\u7684\u5b9e\u4f8b\u5217\u8868\u62f7\u8d1d\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/03ddbc8b001192b6a46ac1358d64bb52.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d2e709566289552a6187afc28c360c50.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u767b\u5f55\u6210\u529f\u540e\uff0c\u8fd9\u4e2a\u754c\u9762\u4f1a\u6302\u8d77\uff0c\u4e0d\u4f1a\u8f93\u51fa\u4efb\u4f55\u5185\u5bb9\u3002\u6b64\u65f6\u6211\u4eec\u5728\u6d4f\u89c8\u5668\u5730\u5740\u680f\u8f93\u5165 <a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2F127.0.0.1%3A8501\" target=\"_blank\" title=\"http:\/\/127.0.0.1:8501\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">http:\/\/127.0.0.1:8501<\/a> \u5c31\u53ef\u4ee5\u8bbf\u95ee\u4e86\u3002<\/p>\n<h3 data-id=\"heading-8\">\u4f7f\u7528WebUI<\/h3>\n<p>\u8fd9\u4e2aWebUI\u5de6\u8fb9\u662f\u53c2\u6570\u533a\u57df\uff0c\u53f3\u8fb9\u662f\u4f7f\u7528\u533a\u57df\uff0c\u6709\u4e09\u79cd\u4f7f\u7528\u65b9\u5f0f\uff1aChat\u3001Tool\u548cCode Interpreter\uff0c\u5206\u522b\u5c31\u662f\u804a\u5929\u3001\u5de5\u5177\u6216\u63d2\u4ef6\u3001\u4ee3\u7801\u89e3\u91ca\u5668\u3002\u76f8\u5173\u53c2\u6570\u6211\u5728\u4e4b\u524d\u7684\u6587\u7ae0\u4e2d\u4ecb\u7ecd\u8fc7\uff0c\u53ef\u4ee5\u53c2\u8003\u4e0b\uff1a<a href=\"https:\/\/juejin.cn\/post\/7323449163420680202#heading-7\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7323449163420680202#heading-7\" rel=\"noopener\">juejin.cn\/post\/732344\u2026<\/a><\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5f677d2e34852a2f7464ba6f918cea48.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u804a\u5929\u5c31\u4e0d\u7528\u8bf4\u4e86\uff0c\u6211\u4eec\u770b\u4e0b\u5de5\u5177\u6216\u63d2\u4ef6\u7684\u4f7f\u7528\u3002\u5b83\u4f1a\u5b8c\u6574\u7684\u5c55\u73b0\u51fa\u6765\u63d2\u4ef6\u7684\u4f7f\u7528\u8fc7\u7a0b\uff0c\u7528\u6237\u8be2\u95ee\u95ee\u9898\uff0c\u89e6\u53d1\u5927\u6a21\u578b\u8c03\u7528\u63d2\u4ef6\uff0c\u5c55\u73b0\u63d2\u4ef6\u8fd4\u56de\u7684\u5185\u5bb9\uff0c\u5927\u6a21\u578b\u6574\u7406\u63d2\u4ef6\u8fd4\u56de\u7684\u5185\u5bb9\u5e76\u8f93\u51fa\u7ed9\u7528\u6237\u3002\u4e2d\u95f4\u7684\u4e24\u4e2a\u8fc7\u7a0b\u8fd9\u91cc\u53ea\u662f\u4e3a\u4e86\u65b9\u4fbf\u7528\u6237\u4e86\u89e3\u539f\u7406\uff0c\u5176\u5b9e\u53ef\u4ee5\u5728\u5c55\u73b0\u5927\u6a21\u578b\u8fd4\u56de\u503c\u65f6\u5c06\u5b83\u4eec\u8fc7\u6ee4\u6389\u3002\u5177\u4f53\u7684\u53ef\u4ee5\u4fee\u6539\u8fd9\u4e2a\u6587\u4ef6\u4e2d\u7684\u7b2c144\u884c-198\u884c\uff1acomposite_demo\/demo_tool.py \u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/1889f0cbb5263f0d5d1af4ccbdc98a20.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5b9e\u4f8b\u4ee3\u7801\u4e2d\u63d0\u4f9b\u4e86\u4e24\u4e2a\u5de5\u5177\uff0c\u4e00\u4e2a\u662f\u83b7\u53d6\u5b9e\u65f6\u5929\u6c14\uff0c\u53e6\u4e00\u4e2a\u662f\u751f\u6210\u968f\u673a\u6570\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u4fee\u6539\u4ee3\u7801\u589e\u52a0\u81ea\u5df1\u7684\u5de5\u5177\u63d2\u4ef6\uff0c\u5728 composite_demo\/tool_registry.py \u8fd9\u4e2a\u6587\u4ef6\u4e2d\u3002<\/p>\n<p>\u53ea\u9700\u8981\u4f7f\u7528 <code>@register_tool<\/code> \u88c5\u9970\u51fd\u6570\u5373\u53ef\u5b8c\u6210\u6ce8\u518c\u3002\u5bf9\u4e8e\u5de5\u5177\u58f0\u660e\uff0c\u51fd\u6570\u540d\u79f0\u5373\u4e3a\u5de5\u5177\u7684\u540d\u79f0\uff0c\u51fd\u6570 docstring \u5373\u4e3a\u5de5\u5177\u7684\u8bf4\u660e\uff1b\u5bf9\u4e8e\u5de5\u5177\u7684\u53c2\u6570\uff0c\u4f7f\u7528 <code>Annotated[typ: type, description: str, required: bool]<\/code> \u6807\u6ce8\u53c2\u6570\u7684\u7c7b\u578b\u3001\u63cf\u8ff0\u548c\u662f\u5426\u5fc5\u987b\u3002\u4f8b\u5982\uff0c<code>get_weather<\/code> \u5de5\u5177\u7684\u6ce8\u518c\u5982\u4e0b\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-meta\">@register_tool<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">get_weather<\/span>(<span class=\"hljs-params\"><\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">    city_name: Annotated[<span class=\"hljs-built_in\">str<\/span>, <span class=\"hljs-string\">'The name of the city to be queried'<\/span>, <span class=\"hljs-literal\">True<\/span>],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\">) -&gt; <span class=\"hljs-built_in\">str<\/span>:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\">    <span class=\"hljs-string\">\"\"\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\">    Get the weather for `city_name` in the following week<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    \"\"\"<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    ...<\/span>\n<\/code><\/pre>\n<p>\u518d\u770b\u770b\u4ee3\u7801\u89e3\u91ca\u5668\u7684\u6548\u679c\uff0c\u6a21\u578b\u4f1a\u6839\u636e\u5bf9\u4efb\u52a1\u5b8c\u6210\u60c5\u51b5\u7684\u7406\u89e3\u81ea\u52a8\u5730\u8fde\u7eed\u6267\u884c\u591a\u4e2a\u4ee3\u7801\u5757\uff0c\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002\u6bd4\u5982\u8ba9\u5b83\u7528Python\u753b\u4e00\u4e2a\u7231\u5fc3\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/b1651b7b593ac7014db3833d5050fb47.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5982\u679c\u4ee3\u7801\u6267\u884c\u6709\u9519\u8bef\uff0c\u6a21\u578b\u4f1a\u81ea\u52a8\u4fee\u6b63\u9519\u8bef\uff0c\u7136\u540e\u7ee7\u7eed\u751f\u6210\uff0c\u76f4\u5230\u80fd\u591f\u6b63\u5e38\u6267\u884c\u6210\u529f\u3002\u8fd9\u4e2a\u80fd\u529b\u5176\u5b9e\u662f\u901a\u8fc7\u7cfb\u7edf\u63d0\u793a\u8bcd\u548cobservation\u89d2\u8272\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u5728 composite_demo\/demo_ci.py \u4e2d\u53ef\u4ee5\u770b\u5230\u63d0\u793a\u8bcd\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4967285dcc48107eda3127feaa23c219.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u5f53\u7a0b\u5e8f\u6267\u884c\u51fa\u9519\u7684\u65f6\u5019\uff0c\u7a0b\u5e8f\u4f1a\u901a\u8fc7observation\u89d2\u8272\u628a\u9519\u8bef\u518d\u53d1\u7ed9ChatGLM\u8fdb\u884c\u5206\u6790\uff0c\u7136\u540eChatGLM\u4f1a\u4fee\u6539\u4ee3\u7801\uff0c\u518d\u91cd\u65b0\u8f93\u51fa\u5230\u7a0b\u5e8f\u4e2d\uff0c\u6700\u540e\u4f7f\u7528 Jupyter \u5185\u6838\u6267\u884c\u4ee3\u7801\u3002<\/p>\n<h2 data-id=\"heading-9\">\u4f7f\u7528API\u5f00\u53d1\u5e94\u7528<\/h2>\n<p>\u4f7f\u7528\u5927\u6a21\u578bAPI\uff0c\u6211\u4eec\u53ef\u4ee5\u5b8c\u5168\u81ea\u5b9a\u4e49\u81ea\u5df1\u7684\u4ea4\u4e92\u9875\u9762\uff0c\u589e\u52a0\u5f88\u591a\u6709\u8da3\u7684\u529f\u80fd\uff0c\u6bd4\u5982\u63d0\u4f9b\u8054\u7f51\u80fd\u529b\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528\u7684\u662fChatGLM3-6B\u81ea\u5e26\u7684\u4e00\u4e2aAPI\u793a\u4f8b\u7a0b\u5e8f\uff0c\u8fd9\u4e2a\u7a0b\u5e8f\u4e2d\u6709\u4e00\u4e2a\u53c2\u8003OpenAI\u63a5\u53e3\u89c4\u8303\u5f00\u53d1\u7684API\u670d\u52a1\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528OpenAI\u7684\u5ba2\u6237\u7aef\u8fdb\u884c\u8c03\u7528\uff0c\u8fd9\u907f\u514d\u4e86\u5f88\u591a\u5b66\u4e60\u6210\u672c\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u96be\u5ea6\u3002<\/p>\n<h3 data-id=\"heading-10\">\u542f\u52a8API\u670d\u52a1<\/h3>\n<p>\u9996\u5148\u4fee\u6539\u7a0b\u5e8f\u4e2d\u7684\u6a21\u578b\u76ee\u5f55\uff0c\u5728\u4e0b\u8f7d\u7a0b\u5e8f\u4e2d\u627e\u5230\u6587\u4ef6 openai_api_demo\/api_server.py\uff0c\u4fee\u6539 MODEL_PATH \u4e3a\u4f60\u7684\u6a21\u578b\u5b58\u653e\u5730\u5740\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a1d8ad6a679ed03a7f5beae21f901ff8.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\u8fdb\u5165 ChatGLM3-6B \u7a0b\u5e8f\u7684\u6839\u76ee\u5f55\uff08\u6839\u636e\u81ea\u5df1\u7684\u90e8\u7f72\u6765\uff09\uff0c\u6fc0\u6d3bPython\u865a\u62df\u73af\u5883\uff1a<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">bash<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-bash code-block-extension-codeShowNum\" lang=\"bash\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-built_in\">cd<\/span> C:ChatGLM3<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\">conda activate chatglm3-6b<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-comment\"># conda\u5982\u679c\u4e0d\u884c\u5c31\u4f7f\u7528 source activate chatglm3-6b<\/span><\/span>\n<\/code><\/pre>\n<p>\u6700\u540e\u542f\u52a8API\u670d\u52a1\u5668\uff1a<code>python openai_api_demo\/api_server.py<\/code><\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/c26eca12b73481ad70c3bdd67c6016b8.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u770b\u5230 running on <a href=\"https:\/\/link.juejin.cn?target=http%3A%2F%2F0.0.0.0\" target=\"_blank\" title=\"http:\/\/0.0.0.0\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">http:\/\/0.0.0.0<\/a> \u7684\u63d0\u793a\u4fe1\u606f\u5c31\u4ee3\u8868\u542f\u52a8\u6210\u529f\u4e86\u3002<\/p>\n<p>\u6ce8\u610f\u8fd9\u91cc\u7684\u7aef\u53e3\u53f7\uff0c\u5982\u679c\u4f60\u662f\u5728AutoDL\u90e8\u7f72\u7684\u7a0b\u5e8f\uff0c\u9700\u8981\u5c06\u7aef\u53e3\u53f7\u4fee\u6539\u4e3a6006\uff0c\u7136\u540e\u624d\u80fd\u901a\u8fc7AutoDL\u63d0\u4f9b\u7684\u201c\u81ea\u5b9a\u4e49\u670d\u52a1\u201d\u5728\u5916\u7f51\u8bbf\u95ee\uff0c\u7aef\u53e3\u53f7\u5728openai_api_demo\/api_server.py \u6587\u4ef6\u7684\u6700\u672b\u5c3e\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a1a6cb3afec805bc47b7f32d72211db4.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u4fee\u6539\u540e\u91cd\u542fAPI\u670d\u52a1\uff0c\u7136\u540e\u5728AutoDL\u7684\u5bb9\u5668\u5b9e\u4f8b\u5217\u8868\u4e2d\u70b9\u51fb\u201c\u81ea\u5b9a\u4e49\u670d\u52a1\u201d\uff0c\u5373\u53ef\u83b7\u53d6\u5916\u7f51\u8bbf\u95ee\u5730\u5740\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/88135c3da0dc1d6e0ed7d11c99415c37.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-11\">\u8c03\u7528API\u670d\u52a1<\/h3>\n<p>\u8fd9\u91cc\u8fd8\u662f\u4ee5Python\u4e3a\u4f8b\uff0c\u9996\u5148\u4f7f\u7528pip\u5b89\u88c5OpenAI\u7684SDK\u3002<\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">css<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-css code-block-extension-codeShowNum\" lang=\"css\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\">pip install <span class=\"hljs-attr\">--upgrade<\/span> openai httpx<span class=\"hljs-selector-attr\">[socks]<\/span><\/span>\n<\/code><\/pre>\n<p>\u6211\u51c6\u5907\u4e86\u4e24\u4e2a\u7b80\u5355\u7684\u5e94\u7528\u793a\u4f8b\uff0c\u4e00\u4e2a\u662f\u7b80\u5355\u7684\u804a\u5929\u7a0b\u5e8f\uff0c\u53e6\u4e00\u4e2a\u662f\u5728\u5927\u6a21\u578b\u4e2d\u4f7f\u7528\u63d2\u4ef6\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u5148\u770b\u804a\u5929\u7a0b\u5e8f\uff0c\u8fd9\u91cc\u8ba9\u5b83\u626e\u6f14\u4e00\u4e2a\u6570\u5b66\u8001\u5e08\u8fdb\u884c\u51fa\u9898\uff0c\u4e4b\u524d\u6211\u5199\u8fc7\u4e00\u7bc7\u6587\u7ae0\u4ecb\u7ecd\u76f8\u5173\u53c2\u6570\u7684\u542b\u4e49\uff0c\u8fd9\u91cc\u5c31\u4e0d\u7f57\u55e6\u4e86\uff0c\u9700\u8981\u7684\u8bf7\u770b\uff1a<a href=\"https:\/\/juejin.cn\/post\/7323449163420680202\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7323449163420680202\" rel=\"noopener\">juejin.cn\/post\/732344\u2026<\/a><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">ini<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-ini code-block-extension-codeShowNum\" lang=\"ini\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-comment\"># \u4e00\u4e2a\u7b80\u5355\u7684\u804a\u5929\u7a0b\u5e8f<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\">from openai import OpenAI<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><span class=\"hljs-attr\">client<\/span> = OpenAI(api_key=<span class=\"hljs-string\">'not-need-key'<\/span>,base_url=<span class=\"hljs-string\">\"http:\/\/127.0.0.1:6006\/v1\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-attr\">stream<\/span> = client.chat.completions.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\">    <span class=\"hljs-attr\">messages<\/span>=[{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">        <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"system\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u4f60\u662f\u4e00\u540d\u6570\u5b66\u8001\u5e08\uff0c\u4ece\u4e8b\u5c0f\u5b66\u6570\u5b66\u6559\u80b230\u5e74\uff0c\u7cbe\u901a\u8bbe\u8ba1\u5404\u79cd\u6570\u5b66\u8003\u8bd5\u9898\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    },{<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\">        <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>, <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\u8bf7\u7ed9\u6211\u51fa10\u9053\u4e00\u5e74\u7ea7\u7684\u8ba1\u7b97\u9898\u3002\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    }],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-attr\">model<\/span>=<span class=\"hljs-string\">'chatglm3-6b'<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    <span class=\"hljs-attr\">max_tokens<\/span>=<span class=\"hljs-number\">1024<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    <span class=\"hljs-comment\">#temperature=0.1,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    <span class=\"hljs-attr\">top_p<\/span>=<span class=\"hljs-number\">0.3<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-comment\">#frequency_penalty=0.5,<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\">    <span class=\"hljs-attr\">presence_penalty<\/span>=<span class=\"hljs-number\">0.2<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\">    <span class=\"hljs-attr\">seed<\/span>=<span class=\"hljs-number\">12345<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">    <span class=\"hljs-comment\">#stop='30\u5e74',<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    <span class=\"hljs-attr\">response_format<\/span>={ <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"json_object\"<\/span> },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">    <span class=\"hljs-attr\">n<\/span>=<span class=\"hljs-number\">1<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">    <span class=\"hljs-attr\">stream<\/span>=<span class=\"hljs-literal\">True<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">for chunk in stream:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">    <span class=\"hljs-attr\">msg<\/span> = chunk.choices[<span class=\"hljs-number\">0<\/span>].delta.content<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">    if msg is not None:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">        print(msg, <span class=\"hljs-attr\">end<\/span>=<span class=\"hljs-string\">''<\/span>)<\/span>\n<\/code><\/pre>\n<p>\u4e0b\u8fb9\u662f\u7a0b\u5e8f\u7684\u6267\u884c\u7ed3\u679c\uff0c\u5927\u6a21\u578b\u7406\u89e3\u7684\u5f88\u6b63\u786e\uff0c\u5e76\u751f\u6210\u4e86\u5408\u7406\u7684\u8f93\u51fa\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e4ac68e0a431750641b3b7a60f1e74e9.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<p>\u518d\u770b\u5927\u6a21\u578b\u4e2d\u4f7f\u7528\u63d2\u4ef6\u7684\u65b9\u6cd5\uff0c\u8fd9\u91cc\u8ba9ChatGLM\u6839\u636e\u7528\u6237\u8981\u6c42\u8c03\u7528\u5929\u6c14\u51fd\u6570\u67e5\u8be2\u5b9e\u65f6\u5929\u6c14\uff0c\u6ce8\u610fChatGLM3-6B\u8c03\u7528\u51fd\u6570\u7684\u65b9\u6cd5\u6ca1\u6709\u652f\u6301\u6700\u65b0\u7684OpenAI API\u89c4\u8303\uff0c\u76ee\u524d\u53ea\u5b9e\u73b0\u4e86\u4e00\u534a\uff0c\u80fd\u901a\u8fc7tools\u4f20\u5165\u51fd\u6570\uff0c\u4f46\u662f\u54cd\u5e94\u6d88\u606f\u4e2d\u547d\u4e2d\u51fd\u6570\u8fd8\u662f\u4f7f\u7528\u7684 function_call\uff0c\u800c\u4e0d\u662f\u6700\u65b0\u7684 tool_calls\u3002\u76f8\u5173\u53c2\u6570\u6211\u4e5f\u5728\u522b\u7684\u6587\u7ae0\u4e2d\u505a\u8fc7\u8be6\u7ec6\u4ecb\u7ecd\uff0c\u8bf7\u53c2\u8003\uff1a<a href=\"https:\/\/juejin.cn\/post\/7325360810226630706\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7325360810226630706\" rel=\"noopener\">juejin.cn\/post\/732536\u2026<\/a><\/p>\n<pre><\/div><div class=\"code-block-extension-headerRight\"><span class=\"code-block-extension-lang\">python<\/span><div class=\"code-block-extension-copyCodeBtn\">\u590d\u5236\u4ee3\u7801<\/div><\/div><\/div><code class=\"hljs language-python code-block-extension-codeShowNum\" lang=\"python\"><span class=\"code-block-extension-codeLine\" data-line-num=\"1\"><span class=\"hljs-keyword\">from<\/span> openai <span class=\"hljs-keyword\">import<\/span> OpenAI<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"2\"><span class=\"hljs-keyword\">import<\/span> json<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"3\"><span class=\"hljs-keyword\">import<\/span> requests<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"4\"><span class=\"hljs-keyword\">import<\/span> time<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"5\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"6\"><span class=\"hljs-comment\"># \u83b7\u53d6\u5929\u6c14\u7684\u65b9\u6cd5<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"7\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">get_city_weather<\/span>(<span class=\"hljs-params\">param<\/span>):<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"8\">    city = json.loads(param)[<span class=\"hljs-string\">\"city\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"9\">    r = requests.get(<span class=\"hljs-string\">f\"https:\/\/wttr.in\/<span class=\"hljs-subst\">{city}<\/span>?format=j1\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"10\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"11\">    data = r.json()[<span class=\"hljs-string\">\"current_condition\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"12\">    <span class=\"hljs-comment\">#print(json.dumps(data))<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"13\">    temperature = data[<span class=\"hljs-number\">0<\/span>][<span class=\"hljs-string\">'temp_C'<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"14\">    humidity= data[<span class=\"hljs-number\">0<\/span>][<span class=\"hljs-string\">'humidity'<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"15\">    text = data[<span class=\"hljs-number\">0<\/span>][<span class=\"hljs-string\">'weatherDesc'<\/span>][<span class=\"hljs-number\">0<\/span>][<span class=\"hljs-string\">\"value\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"16\">    <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"\u5f53\u524d\u5929\u6c14\uff1a\"<\/span>+text+<span class=\"hljs-string\">\"\uff0c\u6e29\u5ea6\uff1a\"<\/span>+temperature+ <span class=\"hljs-string\">\"\u2103\uff0c\u6e7f\u5ea6\uff1a\"<\/span>+humidity+<span class=\"hljs-string\">\"%\"<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"17\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"18\"><span class=\"hljs-comment\"># \u5929\u6c14\u63d2\u4ef6\u7684\u5b9a\u4e49<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"19\">weather_tool = {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"20\">    <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"function\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"21\">    <span class=\"hljs-string\">\"function\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"22\">        <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"get_city_weather\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"23\">        <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"\u83b7\u53d6\u67d0\u4e2a\u57ce\u5e02\u7684\u5929\u6c14\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"24\">        <span class=\"hljs-string\">\"parameters\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"25\">            <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"object\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"26\">            <span class=\"hljs-string\">\"properties\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"27\">                <span class=\"hljs-string\">\"city\"<\/span>: {<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"28\">                    <span class=\"hljs-string\">\"type\"<\/span>: <span class=\"hljs-string\">\"string\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"29\">                    <span class=\"hljs-string\">\"description\"<\/span>: <span class=\"hljs-string\">\"\u57ce\u5e02\u540d\u79f0\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"30\">                },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"31\">            },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"32\">            <span class=\"hljs-string\">\"required\"<\/span>: [<span class=\"hljs-string\">\"city\"<\/span>],<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"33\">        },<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"34\">    }<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"35\">}<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"36\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"37\"><span class=\"hljs-comment\"># \u521b\u5efaOpenAI\u5ba2\u6237\u7aef\uff0c\u83b7\u53d6API Key\u8bf7\u770b\u6587\u7ae0\u6700\u540e<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"38\">client = OpenAI(api_key=<span class=\"hljs-string\">'no-need-key'<\/span>, base_url=<span class=\"hljs-string\">\"http:\/\/127.0.0.1:6006\/v1\"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"39\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"40\"><span class=\"hljs-comment\"># \u5b9a\u4e49\u8bf7\u6c42GPT\u7684\u901a\u7528\u65b9\u6cd5<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"41\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title function_\">create_completion<\/span>():<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"42\">    <span class=\"hljs-keyword\">return<\/span> client.chat.completions.create(<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"43\">        messages=messages,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"44\">        model=<span class=\"hljs-string\">'chatglm3-6b'<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"45\">        stream=<span class=\"hljs-literal\">False<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"46\">        tool_choice=<span class=\"hljs-string\">\"auto\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"47\">        tools=[weather_tool]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"48\">    )<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"49\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"50\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"51\"><span class=\"hljs-comment\"># \u6211\u7684\u4e09\u4e2a\u95ee\u9898<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"52\">questions = [<span class=\"hljs-string\">\"\u8bf7\u95ee\u4e0a\u6d77\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/span>,<span class=\"hljs-string\">\"\u8bf7\u95ee\u5e7f\u5dde\u5929\u6c14\u600e\u4e48\u6837\uff1f\"<\/span>,<span class=\"hljs-string\">\"\u6210\u90fd\u5462\uff1f\"<\/span>,<span class=\"hljs-string\">\"\u5317\u4eac\u5462\uff1f\"<\/span>]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"53\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"54\"><span class=\"hljs-comment\"># \u804a\u5929\u4e0a\u4e0b\u6587\uff0c\u521d\u59cb\u4e3a\u7a7a<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"55\">messages=[]<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"56\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"57\"><span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"---GLM\u5929\u6c14\u63d2\u4ef6\u6f14\u793a--- \"<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"58\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"59\"><span class=\"hljs-comment\"># \u904d\u5386\u8be2\u95ee\u6211\u7684\u95ee\u9898<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"60\"><span class=\"hljs-keyword\">for<\/span> question <span class=\"hljs-keyword\">in<\/span> questions:  <\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"61\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"62\">    <span class=\"hljs-comment\"># \u5c06\u95ee\u9898\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\u4e2d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"63\">    messages.append({<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"64\">        <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"65\">        <span class=\"hljs-string\">\"content\"<\/span>: question,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"66\">    })<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"67\">    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"\u8def\u4eba\u7532: \"<\/span>,question)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"68\"><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"69\">    <span class=\"hljs-comment\"># \u8bf7\u6c42GPT\uff0c\u5e76\u62ff\u5230\u54cd\u5e94<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"70\">    response_message = create_completion().choices[<span class=\"hljs-number\">0<\/span>].message<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"71\">    <span class=\"hljs-comment\"># \u628a\u54cd\u5e94\u6dfb\u52a0\u5230\u804a\u5929\u4e0a\u4e0b\u6587\u4e2d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"72\">    messages.append(response_message)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"73\">    <span class=\"hljs-comment\">#print(response_message)<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"74\">    <span class=\"hljs-comment\"># \u6839\u636e\u63d2\u4ef6\u547d\u4e2d\u60c5\u51b5\uff0c\u6267\u884c\u63d2\u4ef6\u903b\u8f91<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"75\">    <span class=\"hljs-keyword\">if<\/span> response_message.function_call <span class=\"hljs-keyword\">is<\/span> <span class=\"hljs-keyword\">not<\/span> <span class=\"hljs-literal\">None<\/span>:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"76\">        function_call = response_message.function_call<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"77\">        <span class=\"hljs-comment\"># \u8ffd\u52a0\u63d2\u4ef6\u751f\u6210\u7684\u5929\u6c14\u5185\u5bb9\u5230\u804a\u5929\u4e0a\u4e0b\u6587<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"78\">        weather_info = get_city_weather(function_call.arguments)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"79\">        <span class=\"hljs-comment\">#print(weather_info)<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"80\">        messages.append({<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"81\">            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"function\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"82\">            <span class=\"hljs-string\">\"content\"<\/span>: weather_info,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"83\">            <span class=\"hljs-string\">\"name\"<\/span>: function_call.name<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"84\">        })<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"85\">        <span class=\"hljs-comment\"># \u518d\u6b21\u53d1\u8d77\u804a\u5929<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"86\">        second_chat_completion = create_completion()<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"87\">        gpt_output = second_chat_completion.choices[<span class=\"hljs-number\">0<\/span>].message.content<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"88\">        <span class=\"hljs-comment\"># \u6253\u5370GPT\u5408\u6210\u7684\u5929\u6c14\u5185\u5bb9<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"89\">        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"GLM: \"<\/span>,gpt_output)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"90\">        time.sleep(<span class=\"hljs-number\">0.2<\/span>)<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"91\">        <span class=\"hljs-comment\"># \u5c06GPT\u7684\u56de\u7b54\u4e5f\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u4e2d<\/span><\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"92\">        messages.append({<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"93\">            <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"assistant\"<\/span>,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"94\">            <span class=\"hljs-string\">\"content\"<\/span>: gpt_output,<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"95\">        })<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"96\">    <span class=\"hljs-keyword\">else<\/span>:<\/span>\n<span class=\"code-block-extension-codeLine\" data-line-num=\"97\">        <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"GLM: \"<\/span>,response_message.content)<\/span>\n<\/code><\/pre>\n<p>\u6267\u884c\u6548\u679c\u5982\u4e0b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/5a7ffc7878404a452daa49766feec6fd.png\" alt=\"\u624b\u628a\u624b\u6559\u4f60\u90e8\u7f72\u5e76\u4f7f\u7528\u56fd\u4ea7\u5f00\u6e90\u5927\u6a21\u578bChatGLM3-6B\" \/><\/figure>\n<\/p>\n<hr>\n<p>\u4ee5\u4e0a\u5c31\u662f\u672c\u6587\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u6709\u5174\u8da3\u7684\u5feb\u53bb\u4f53\u9a8c\u4e0b\u5427\u3002<\/p>\n<p>\u5173\u6ce8\u8424\u706b\u67b6\u6784\uff0c\u52a0\u901f\u6280\u672f\u63d0\u5347\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\u90e8\u7f72\u4e00\u4e2a\u81ea\u5df1\u7684\u5927\u6a21\u578b\uff0c\u6ca1\u4e8b\u7684\u65f6\u5019\u73a9\u4e24\u4e0b\uff0c\u672c\u6587\u5c31\u6765\u5206\u4eab\u4e0b\u6211\u7684\u5b89\u88c5\u90e8\u7f72\u7ecf\u9a8c\uff0c\u5305\u62ec\u672c\u5730\u548c\u79df\u7528\u4e91\u670d\u52a1\u5668\u7684\u65b9\u5f0f\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7API\u8c03\u7528\u5927\u6a21\u578b\u5f00\u53d1\u81ea\u5df1\u7684AI\u5e94\u7528\uff0c\u5e0c\u671b\u80fd\u89e3\u51b3\u4e00\u4e9b\u4e0b\u4e0d\u53bb\u624b\u7684\u95ee\u9898\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"4","footnotes":""},"categories":[3],"tags":[136,126,127,128,129],"collection":[],"class_list":["post-1910","post","type-post","status-publish","format-standard","hentry","category-fenlei2","tag-136","tag-gpt","tag-ai","tag-128","tag-129"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1910","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1910"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1910\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1910"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1910"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1910"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1910"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}