{"id":1740,"date":"2023-08-08T11:51:25","date_gmt":"2023-08-08T03:51:25","guid":{"rendered":"https:\/\/dongyicaijing.com\/?p=1740"},"modified":"2023-08-08T15:18:59","modified_gmt":"2023-08-08T07:18:59","slug":"1-39","status":"publish","type":"post","link":"https:\/\/dongyicaijing.com\/index.php\/2023\/08\/08\/1-39\/","title":{"rendered":"\u6700\u8fd1\u6e05\u534e\u5f00\u6e90\u4e86ChatGLM-6B\u6a21\u578b\uff0c\u53ef\u7528\u98de\u6868\u7684studio\u6765\u90e8\u7f72\u8fd9\u4e2a\u6a21\u578b"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"903\" height=\"508\" src=\"https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1.jpg\" alt=\"\" class=\"wp-image-1746\" srcset=\"https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1.jpg 903w, https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1-300x169.jpg 300w, https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1-768x432.jpg 768w, https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1-520x293.jpg 520w, https:\/\/dongyicaijing.com\/wp-content\/uploads\/2023\/08\/1-670x377.jpg 670w\" sizes=\"auto, (max-width: 903px) 100vw, 903px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">1.\u9879\u76ee\u542f\u53d1<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u8fd1ChatGLM-6B\u6e05\u534e\u5f00\u6e90\u6a21\u578b\u53d1\u5e03,\u4e4b\u524d\u73a9ChatGBT\u89c9\u5f97\u633a\u597d\u73a9\uff0c\u60f3\u7740\u80fd\u4e0d\u80fd\u81ea\u5df1\u672c\u5730\u7528chatgpt\uff0c\u6bd5\u7adf\u67d0\u4e9b\u4e0d\u53ef\u6297\u529b\u56e0\u7d20\u4f7f\u7528ChatGBT\u6bd4\u8f83\u56f0\u96be\uff0c\u76ee\u524d\u7533\u8bf7\u4e0d\u4e86\u767e\u5ea6\u6587\u5fc3\u4e00\u8a00\u7684\u6a21\u578bAPI,\u56e0\u6b64\u60f3\u81ea\u5df1\u90e8\u7f72ChatGLM-6B\u6765\u8fdb\u884c\u6d4b\u8bd5\uff0c\u7531\u4e8e\u672c\u5730\u7535\u8111\u663e\u5b58\u4e0d\u591f\uff08\u6700\u4f4e\u90fd\u89816GB\uff09,\u6240\u4ee5\u53ea\u80fd\u6765\u98de\u6868\u5e73\u53f0\u8fd9\u91cc\u8bd5\u8bd5\u4e86~\u8bdd\u4e0d\u591a\u8bf4\u8ba9\u6211\u4eec\u8fdb\u5165\u90e8\u7f72\u7684\u6d41\u7a0b<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1.1 \u786c\u4ef6\u9700\u6c42<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u91cf\u5316\u7b49\u7ea7<\/th><th>\u6700\u4f4e GPU \u663e\u5b58<\/th><\/tr><\/thead><tbody><tr><td>FP16\uff08\u65e0\u91cf\u5316\uff09<\/td><td>13 GB<\/td><\/tr><tr><td>INT8<\/td><td>10 GB<\/td><\/tr><tr><td>INT4<\/td><td>6 GB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1.2 \u9879\u76ee\u5730\u5740<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Github:<a target=\"_blank\" href=\"https:\/\/github.com\/THUDM\/ChatGLM-6B\" rel=\"noreferrer noopener\">https:\/\/github.com\/THUDM\/ChatGLM-6B<\/a><\/strong><br><strong>Hugging Face Hub(\u6a21\u578b\u5730\u5740):<a target=\"_blank\" href=\"https:\/\/huggingface.co\/THUDM\/chatglm-6b\" rel=\"noreferrer noopener\">https:\/\/huggingface.co\/THUDM\/chatglm-6b<\/a><\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">2.\u90e8\u7f72\u6a21\u578b\u7684\u57fa\u672c\u6d41\u7a0b(\u5c0f\u767d\u5411)<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2023\u5e744\u670816\u65e5\u66f4\u65b0\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>1.\u5df2\u5c06\u542f\u52a8\u6240\u9700\u6240\u6709\u7684\u6743\u91cd\u548c\u811a\u672c\u6587\u4ef6\u653e\u5728data\u4e2d\u5e76\u4e14\u66f4\u65b0\u6210\u4e86\u6700\u65b0\u6a21\u578b,fork\u540e\u53ea\u9700\u89e3\u538b\u5230\u540c\u4e00\u4e2a\u6587\u4ef6\u5939\u5e76\u5c06\u5176\u8bbe\u7f6e\u6210\u6a21\u578b\u542f\u52a8\u8def\u5f84\u5373\u53ef\uff08\u4e3a\u4e86\u51cf\u5c11\u98de\u6868\u4fdd\u5b58\u6587\u4ef6\u7684\u65f6\u95f4\uff0c\u4f7f\u7528\u6302\u8f7d\u6570\u636e\u6548\u7387\u9ad8\uff09<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>2.\u5df2\u7ecf\u66f4\u65b0requirements\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u73af\u5883\u51b2\u7a81\u7684\u95ee\u9898\uff0c\u4e0d\u9700\u8981\u518d\u5355\u72ec\u4f7f\u7528export\u8bed\u53e5<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>3.\u5df2\u7ecf\u66f4\u65b0\u4e86cli_demo.py\u548cweb_demo.py\uff0c\u542f\u52a8\u6b65\u9aa4\uff1a\uff081\uff09\u89e3\u538bdata\u6587\u4ef6\u5939\u4e2d\u7684chatglm-6b.zip \uff082\uff09\u5b89\u88c5\u6240\u9700\u4f9d\u8d56\uff0c\u5df2\u5b89\u88c5\u53ef\u4ee5\u8df3\u8fc7 \uff083\uff09\u5728\u547d\u4ee4\u884c\u4f7f\u7528\u811a\u672c\u542f\u52a8<\/code><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2.1 \u4ecegithub\u4e0a\u4e0b\u8f7d\u6240\u9700\u8981\u542f\u52a8\u6a21\u578b\u7684\u6587\u4ef6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u542f\u52a8\u5bf9\u5e94\u7684\u6587\u4ef6\u5728github\u4e0a\u7684ChatGLM-6B\u5df2\u7ecf\u7ed9\u51fa,\u56e0\u6b64\u9700\u8981\u4ecegithub\u4e0a\u4e0b\u8f7d\u6587\u4ef6\u5939(\u6587\u4ef6\u4e2d\u4e0b\u8f7d)<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>%cd \/home\/aistudio\/work\/\n!git clone https:\/\/github.com\/THUDM\/ChatGLM-6B.git\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53work\/\u8def\u5f84\u4e0b\u6709ChatGLM-6B\u6587\u4ef6\u5c31\u8bf4\u660e\u4e0b\u8f7d\u6210\u529f\u4e86<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/b8446b82970a4419a4bf2c2a83323bf58cbaf6a06916484189427a819a7890e2\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u9700\u8981\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6,\u53ef\u4ecehuggingface.co\u4e0b\u8f7d,\u7531\u4e8e\u6a21\u578b\u6587\u4ef6\u592a\u5927,\u4e0b\u8f7d\u592a\u6162,\u53ef\u5148\u4e0b\u5c0f\u6587\u4ef6,\u4e4b\u540e\u7528\u6e05\u534e\u6e90\u4e0b\u8f7d\u5927\u6a21\u578b<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/08835dbf76c04394a33e0107b14487e2223e0f899baf43fbb09752d81ac8a505\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u578b\u6587\u4ef6\u5df2\u7ecf\u66f4\u65b0\u5230\u6700\u65b0\u7248,\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u53ef\u5728data\u4e2d\u751f\u6210chatglm6b\u542f\u52a8\u6240\u9700\u7684\u6587\u4ef6<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/home\/aistudio\/data\/data203501\nunzip chtglm-6b.zip\ncd\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5c06\u542f\u52a8\u6240\u9700\u6587\u4ef6\u89e3\u538b,\u540e\u9762\u4e24\u4e2aCell\u4e0d\u7528\u8fd0\u884c<\/em>\n%cd \/home\/aistudio\/data\/data203501\n!unzip chatglm-6b.zip\n%cd<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4e0b\u8f7dgithub\u7684\u542f\u52a8\u6a21\u578b\u7684\u4ee3\u7801<\/em>\n%cd \/home\/aistudio\/work\/\n!git clone https:\/\/github.com\/THUDM\/ChatGLM-6B.git<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4eceHugging Face Hub\u4e0b\u8f7d\u6a21\u578b\u5c0f\u6587\u4ef6,\u5927\u6587\u4ef6\u4f7f\u7528\u6e05\u534e\u6e90\u4e0b\u8f7d<\/em>\n%cd \/home\/aistudio\/work\/ChatGLM-6B\/\nGIT_LFS_SKIP_SMUDGE=1\n!git lfs install\n!git clone https:\/\/huggingface.co\/THUDM\/chatglm-6b<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">2.2 \u5b89\u88c5\u4f9d\u8d56\u73af\u5883<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u8981\u4f7f\u7528ChatGLM-6B\u9700\u8981\u5b89\u88c5\u4e00\u4e9b\u4f9d\u8d56\u73af\u5883,\u8fd9\u91cc\u7ed9\u51fa\u6240\u9700\u8981\u4f9d\u8d56\u73af\u5883\u6240\u8981\u6c42\u7684\u5e93\uff0c\u9700\u8981\u624b\u52a8\u5b89\u88c5,\u4e5f\u53ef\u4ee5\u7528\u9879\u76ee\u6587\u4ef6\u4e0b\u63d0\u4f9b\u7684requirement.txt\u8fdb\u884c\u5feb\u901f\u5b89\u88c5\uff0c\u8fd9\u91cc\u5747\u9700\u8981\u901a\u8fc7\u547d\u4ee4\u884c\u8fdb\u884c\u5b89\u88c5\uff0c\u4e4b\u524d\u6ca1\u6709\u6210\u529f\u6301\u4e45\u5316\u5b89\u88c5\u5206\u6790\u539f\u56e0\u540e\u4f30\u8ba1\u662f\u98de\u6868\u670d\u52a1\u5668\u5728\u73af\u5883\u53d8\u91cf\u52a0\u8f7d\u7684\u65f6\u5019\u662f\u6309path\u5217\u8868\u987a\u5e8f\u7684\uff0c\u800c\u76f4\u63a5append\u4f1a\u5c06\u73af\u5883\u53d8\u91cf\u6dfb\u52a0\u5230\u5217\u8868\u6700\u540e\u4e00\u4e2a\uff0c\u56e0\u6b64\u9700\u8981\u5c06append\u6539\u4e3ainsert\u63d2\u5165\u5c31\u53ef\u4ee5\u5b9e\u73b0\u6301\u4e45\u5316\u5b89\u88c5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3a\u4e86\u907f\u514d\u4e4b\u540e\u7684\u91cd\u590d\u5b89\u88c5\u5e93\uff0c\u6211\u662f\u9009\u62e9\u4f7f\u7528\u5916\u90e8\u4f9d\u8d56\u5e93\uff0c\u540c\u65f6\u4e5f\u65b9\u4fbf\u540e\u9762\u7684\u6d4b\u8bd5\uff08\u6d4b\u8bd5\u53ef\u8df3\u8f6c3.1\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>protobuf==3.20.0\ntransformers==4.27.1\nicetk\ncpm_kernels\ntorch\ngradio\nmdtex2html\nsentencepiece\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u547d\u4ee4\u884c\u5b89\u88c5<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install -r \/home\/aistudio\/work\/ChatGLM-6B\/requirements.txt\n\n<\/code><\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/9999a3c67aca42409e270608d1c1f76199187272255d46e5a5a20642fe3fe0bf\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6301\u4e45\u5316\u5b89\u88c5\uff08\u6210\u529f\u5b89\u88c5\uff09<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#\u5b89\u88c5\u6240\u9700\u8981\u7684\u4f9d\u8d56\u73af\u5883,\u82e5\u73af\u5883\u5df2\u5b89\u88c5\u6210\u529f,\u4e0b\u9762\u4ee3\u7801\u53ef\u4e0d\u8fd0\u884c<\/em>\npip install -r \/home\/aistudio\/work\/ChatGLM-6B\/requirements.txt -t \/home\/aistudio\/work\/external-libraries\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b89\u88c5\u5b8c\u6210\u53ef\u4ee5\u770b\u5230work\u4e0b\u7684external-libraries\u5916\u90e8\u4f9d\u8d56\u5e93\u662f\u5426\u6709\u6240\u5b89\u88c5\u7684\u5e93<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/475952ed9ded47b9af29772e2d72ed7c669d4fa530514af8b47eb4f5bf844917\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#\u4e3a\u907f\u514d\u9000\u51fastudio\u73af\u5883\u6d88\u5931,\u8fd9\u91cc\u4f7f\u7528\u6dfb\u52a0\u5916\u90e8\u5e93\u6301\u4e45\u5316\u5b89\u88c5<\/em>\n!mkdir \/home\/aistudio\/work\/external-libraries\n!pip install -U -r \/home\/aistudio\/work\/ChatGLM-6B\/requirements.txt -t \/home\/aistudio\/work\/external-libraries \n<em># \u8c46\u74e3\u6e90 -i https:\/\/pypi.douban.com\/simple<\/em><\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">2.3 \u7f13\u5b58\u6587\u4ef6\u7684\u8bbe\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6a21\u578b\u6587\u4ef6\u4e2d\u7684\u6240\u8bbe\u7f6e\u7684\u7f13\u5b58\u8def\u5f84\u9ed8\u8ba4\u8bbe\u7f6e\u90fd\u662f~\/.cache\uff0c~ \u8868\u793a\u4ee3\u7801\u4e3b\u76ee\u5f55,\u4e5f\u5c31\u662f\u5f53\u524d\u767b\u5f55\u7528\u6237\u7684\u7528\u6237\u76ee\u5f55\uff0c\u4f8b\u5982<strong>C:\/Users\/XXX(\u8fd9\u91cc\u662f\u4f60\u7684\u7528\u6237\u540d)\/<\/strong>,\u5f53\u672c\u5730\u90e8\u7f72\u65f6\u6240\u6709\u6a21\u578b\u6587\u4ef6\u548c\u914d\u7f6e\u6587\u4ef6\u5747\u4f1a\u653e\u5728~\/.cache\u6587\u4ef6\u5939\u4e0b\uff0c\u9ed8\u8ba4C\u76d8\u4f1a\u7ed9\u5360\u7528\u5927\u91cf\u7684\u7cfb\u7edf\u76d8\u7a7a\u95f4,\u5e76\u4e14\u65e0\u6cd5\u5f88\u597d\u7684\u7ba1\u7406\u9879\u76ee,\u56e0\u6b64\u6211\u4eec\u8981\u5bf9\u5176\u8fdb\u884c\u4e00\u4e2a\u8c03\u6574,\u8ba9\u9ed8\u8ba4\u7f13\u5b58\u8def\u5f84\u4fee\u6539\u5230\u6211\u4eec\u7684\u6a21\u578b\u6587\u4ef6\uff0c\u5728\u98de\u6868\u4e2d\u53ef\u4e0d\u4f7f\u7528\u8fd9\u4e2a\u64cd\u4f5c\u8fd9\u91cc\u4e3a\u4e86\u6f14\u793a\u672c\u5730\u5316\u6211\u4eec\u4fee\u6539\u7f13\u5b58\u4fdd\u5b58\u7684\u4f4d\u7f6e(\u5982\u679c\u662f\u672c\u5730\u5c31\u662f\u4f60\u7684transformers\u5e93\u73af\u5883\u5b89\u88c5\u4f4d\u7f6e)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8fdb\u5165\/home\/aistudio\/external-libraries\/transformers\/utils\/<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/eb20907cf1ef416894a20eb67400da3abcc0384e01c649008df5485f2aabe5d1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u627e\u5230hub.py\u6587\u4ef6\u5e76\u6253\u5f00\uff0c\u7136\u540e\u4fee\u6539hf_cache_home\u53d8\u91cf\u4e2d\u7684cache\u4f4d\u7f6e\u4e3a\u4f60\u60f3\u8981\u653e\u7f6e\u7684cache\u4f4d\u7f6e<\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/c021ae6a38fc45f1a5f307ffebfb6309b576e99b8158442aad6730dee94bb81f\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5728ChatGLM-6B\u6587\u4ef6\u5939\u4e0b\u65b0\u5efa\u7f13\u5b58\u6587\u4ef6\u5939<\/em>\n!cd \/home\/aistudio\/work\/ChatGLM-6B &amp;&amp; mkdir cache\n%cd \/home\/aistudio\/work\/ChatGLM-6B<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">2.4 \u9884\u8bad\u7ec3\u6a21\u578b\u4e0b\u8f7d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u8981\u4f7f\u7528\u6a21\u578b\u9700\u8981\u6709\u6a21\u578b\u6587\u4ef6\uff0c\u56e0\u6b64\u9700\u8981\u53bb\u4e0b\u8f7d\u5bf9\u5e94\u7684\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u6587\u4ef6\u3002\u5728github\u4e0a\u7684ChatGLM-6B\u7ed9\u51fa\u4e86\u6a21\u578b\u7684\u4e00\u4e2a\u4e0b\u8f7d\u5730\u5740 Hugging Face Hub ,\u4f46\u662f\u8fd9\u4e2a\u4e0b\u8f7d\u5b9e\u5728\u592a\u6162\u4e86,\u6240\u4ee5\u6211\u53ea\u80fd\u53bb\u6e05\u534e\u7ed9\u51fa\u955c\u50cf\u7684\u5b98\u7f51\u53bb\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b,\u6709\u9700\u8981\u5728\u672c\u5730\u90e8\u7f72\u4e5f\u53ef\u4ee5\u81ea\u5df1\u53bb\u5b98\u7f51\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b,\u4e0b\u9762\u662f\u4e0b\u8f7d\u7684\u94fe\u63a5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6e05\u534e\u955c\u50cf:<a target=\"_blank\" href=\"https:\/\/cloud.tsinghua.edu.cn\/d\/fb9f16d6dc8f482596c2\/\" rel=\"noreferrer noopener\">https:\/\/cloud.tsinghua.edu.cn\/d\/fb9f16d6dc8f482596c2\/<\/a><\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8:\u82e5\u524d\u9762\u5df2\u7ecf\u4ecedata\u4e2d\u590d\u5236\u4e86\u6a21\u578b\u6587\u4ef6\u8fd9\u4e2aCell\u53ef\u4ee5\u7565\u8fc7<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9700\u8981\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u4e0b\u8f7d\u5230\u98de\u6868Studio\u4e2d,\u7531\u4e8e\u4f7f\u7528wget\u547d\u4ee4\u4e0b\u8f7d\u5931\u8d25\u4e86\uff0c\u6240\u4ee5\u6211\u8003\u8651\u7528\u722c\u866b\u7684\u65b9\u6cd5\u53bbget\u6e05\u534e\u955c\u50cf\u4e2d\u7684\u7684model(\u722c\u866b\u6280\u672f\u8fd9\u91cc\u5c31\u4e0d\u8be6\u7ec6\u4ecb\u7ecd\u4e86)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u6a21\u578b\u6587\u4ef6\u4fdd\u5b58\u5230\/home\/aistudio\/work\/ChatGLM-6B\/chatglm-6b\/\u6587\u4ef6\u5939\u4e0b,\u53ef\u7528\u53f3\u952e\u5feb\u901f\u590d\u5236\u7c98\u8d34<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/13bd4036f55d4b8ca8d1a548f7c52c4ca0600949f0ab40579af5e1637d4f8890\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6211\u4eec\u7684\u6587\u4ef6\u5939\u6709\u4ee5\u4e0b\u6587\u4ef6\u5c31\u4ee3\u8868\u6a21\u578b\u4e0b\u8f7d\u597d\u4e86(\u6ce8\u610f\u8981\u5bf9\u4e0b\u6a21\u578b\u5927\u5c0f,pytorch\u5f00\u5934\u7684\u6587\u4ef6\u57fa\u672c\u90fd\u662f1G\u4ee5\u4e0a\u7684)<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ice_text.model\npytorch_model-00001-of-00008.bin\npytorch_model-00002-of-00008.bin\npytorch_model-00003-of-00008.bin\npytorch_model-00004-of-00008.bin\npytorch_model-00005-of-00008.bin\npytorch_model-00006-of-00008.bin\npytorch_model-00007-of-00008.bin\npytorch_model-00008-of-00008.bin\n\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5230\u8fd9\u91cc\u6211\u4eec\u6240\u9700\u8981\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u5c31\u90fd\u51c6\u5907\u597d\u4e86\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5b89\u88c5\u722c\u866b\u5e93<\/em>\n!pip3 install requests<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [1]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u8fdb\u5165\u6a21\u578b\u4fdd\u5b58\u5730\u5740<\/em>\n%cd \/home\/aistudio\/work\/ChatGLM-6B\/chatglm-6b<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\">\/home\/aistudio\/work\/ChatGLM-6B\/chatglm-6b\n<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [5]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4e00\u5f00\u59cb\u60f3\u7528wget\u547d\u4ee4\u6293\u53d6\u6e05\u534e\u955c\u50cf\u7684\u9884\u8bad\u7ec3\u6a21\u578b,\u4f46\u4e00\u76f4\u4e0d\u6210\u529f\u53ea\u80fd\u7528\u722c\u866b\u65b9\u6cd5\u8fdb\u884cget\u83b7\u53d6\u4e86<\/em>\n<em># \u83b7\u53d6\u7f51\u9875\u4fe1\u606f<\/em>\n<strong>import<\/strong> requests\nurl='https:\/\/cloud.tsinghua.edu.cn\/d\/fb9f16d6dc8f482596c2\/files\/?p=%2Fice_text.model&amp;dl=1'\nsave_path='ice_text.model'\n<em># \u8bbe\u7f6eheader<\/em>\nheaders = {'User-Agent': 'Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/86.0.4240.198 Safari\/537.36'}\n<em># \u83b7\u53d6\u6587\u4ef6\u5e76\u5199\u5165<\/em>\nres = requests.get(url,headers=headers)\nfile1 =open(save_path,'wb')\nfile1.write(res.content)\nfile1.close()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [6]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u8fd9\u91cc\u56e0\u4e3a\u89e3\u6790\u51fa\u7684\u4e0b\u8f7d\u7684\u94fe\u63a5\u53ea\u5728model-0000\uff1f\u8fd9\u91cc\u6709\u53d8\u5316,\u53ea\u8981\u5728\u8fd9\u4e2a\u4f4d\u7f6e\u8c03\u6574i\u5c31\u53ef\u4ee5\u5faa\u73af\u4e0b\u8f7d,\u4fdd\u5b58\u6587\u4ef6\u540d\u7c7b\u4f3c<\/em>\nurl1='https:\/\/cloud.tsinghua.edu.cn\/d\/fb9f16d6dc8f482596c2\/files\/?p=%2Fpytorch_model-0000'\nurl2='-of-00008.bin&amp;dl=1'\nsave_path1='pytorch_model-0000'\nsave_path2='-of-00008.bin'\nheaders = {'User-Agent': 'Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/86.0.4240.198 Safari\/537.36'}\n<em># \u5faa\u73af\u83b7\u53d6models,\u603b\u5171\u67098\u4e2a\u57fa\u7840\u6a21\u578b<\/em>\n<strong>for<\/strong> i <strong>in<\/strong> range(8):\n    url=url1+str(i+1)+url2\n    save_path=save_path1+str(i+1)+save_path2\n    res = requests.get(url,headers=headers)\n    file1 =open(save_path,'wb')\n    file1.write(res.content)\n    file1.close()\n    print(\"\u7b2c{}\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\".format(i+1))<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-preformatted\">\u7b2c1\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c2\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c3\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c4\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c5\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c6\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c7\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n\u7b2c8\u4e2a\u6a21\u578b\u4e0b\u8f7d\u5df2\u5b8c\u6210\n<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">2.5 \u5bf9\u8bdd\u811a\u672c\u542f\u52a8\u51c6\u5907<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u505a\u5b8c\u4ee5\u4e0a\u6b65\u9aa4\u6211\u4eec\u5c31\u53ef\u4ee5\u53bb\u542f\u52a8python\u811a\u672c\u8fd0\u884c\u4e86,ChatGLM-6B\u4e0b\u63d0\u4f9b\u4e86<strong>cli_demo.py<\/strong>\u548c<strong>web_demo.py<\/strong>\u4e24\u4e2a\u6587\u4ef6\u6765\u542f\u52a8\u6a21\u578b,\u7b2c\u4e00\u4e2a\u662f\u4f7f\u7528\u547d\u4ee4\u884c\u8fdb\u884c\u4ea4\u4e92,\u7b2c\u4e8c\u4e2a\u662f\u4f7f\u7528gradio\u5e93\u4f7f\u7528\u672c\u673a\u670d\u52a1\u5668\u8fdb\u884c\u7f51\u9875\u4ea4\u4e92,\u8fd9\u91cc\u53ea\u6f14\u793a\u4f7f\u7528<strong>cli_demo.py<\/strong>\u811a\u672c\u7684\u542f\u52a8<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.\u8c03\u6574\u6a21\u578b\u6587\u4ef6\u7684\u542f\u52a8\u8def\u5f84<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e8e\u8981\u4f7f\u7528\u672c\u5730\u6a21\u578b\u542f\u52a8,\u6240\u4ee5\u6211\u4eec\u9700\u8981\u628a\u4eceHugging Face Hub\u52a0\u8f7d\u6539\u4e3a\u672c\u5730\u8def\u5f84\u52a0\u8f7d,\u5728\/home\/aistudio\/work\/ChatGLM-6B\/\u4e0b\u7684<strong>cli_demo.py<\/strong>\u548c<strong>web_demo.py<\/strong>\u6587\u4ef6\u4e2d\u8fdb\u884c\u4fee\u6539<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/b50fc47a658c4d919e70b52d8480c2d41c9a1077b19d448c884649526980efc4\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4fee\u6539\u540e\u7684\u5730\u5740<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/956a13ab0f1f469483e4cbf7fa99e3dead20559def4b4ff18b0a2b709683d704\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">In [&nbsp;]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u542f\u52a8\u811a\u672c\u6d4b\u8bd5,\u8fd9\u91cc\u4f1a\u62a5\u9519\u662f\u56e0\u4e3a\u6ca1\u6709\u6dfb\u52a0\u73af\u5883\u53d8\u91cf\u7684\u539f\u56e0<\/em>\n!python \/home\/aistudio\/work\/ChatGLM-6B\/cli_demo.py<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2.\u6dfb\u52a0\u73af\u5883\u53d8\u91cf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u9762\u4e4b\u6240\u4ee5\u4f1a\u62a5\u9519\u662f\u662f\u56e0\u4e3a\u73af\u5883\u53d8\u91cf\u672a\u6dfb\u52a0<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/2ae4c56d1b6d4cacaf6e8153ca59969008c79251911344c0a8889c91b4cd32de\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u9700\u8981\u6dfb\u52a0\u4ee5\u4e0b\u547d\u4ee4\u6765\u89e3\u51b3\u95ee\u9898<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export LD_LIBRARY_PATH=(\u4f60\u7684\u670d\u52a1\u5668\u73af\u5883\u8def\u5f84):$LD_LIBRARY_PATH\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u662f\u4f7f\u7528\u5916\u90e8\u5e93<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>export LD_LIBRARY_PATH=(\u4f60\u7684\u5916\u90e8\u5e93\u73af\u5883\u8def\u5f84):$LD_LIBRARY_PATH\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [12]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u9ed8\u8ba4\u73af\u5883\u5bfc\u5165\u73af\u5883\u53d8\u91cf<\/em>\n!export LD_LIBRARY_PATH='\/opt\/conda\/envs\/python35-paddle120-env\/lib\/python3.7\/site-packages\/nvidia\/cublas\/lib:$LD_LIBRARY_PATH'<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">In [1]<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4f7f\u7528\u5916\u90e8\u5e93\u73af\u5883\u5bfc\u5165\u73af\u5883\u53d8\u91cf<\/em>\n!export LD_LIBRARY_PATH=\"\/home\/aistudio\/work\/external-libraries\/nvidia\/cublas\/lib:$LD_LIBRARY_PATH\"<\/code><\/pre>\n\n\n\n<h1 class=\"wp-block-heading\">3.\u9879\u76ee\u542f\u52a8<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">3.1 \u6a21\u578b\u6d4b\u8bd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6210\u4ee5\u4e0a\u64cd\u4f5c\u6211\u4eec\u5c31\u53ef\u4ee5\u4f7f\u7528\u6211\u4eec\u7684\u6a21\u578b\u6d4b\u8bd5\u4e86,\u6253\u5f00\u547d\u4ee4\u884c\u8fdb\u884c\u4ea4\u4e92\u6d4b\u8bd5,\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u8fdb\u884c\u6a21\u578b\u6d4b\u8bd5\uff0c\u76ee\u524d\u4f7f\u7528\u4e00\u4e9b\u5c0f\u65b9\u6cd5\u53ef\u5b9e\u73b0\u6b63\u5e38\u5bf9\u8bdd\uff0c\u8fd9\u91cc\u53ef\u80fd\u8981\u591a\u5c1d\u8bd5\u51e0\u6b21\uff08\u5df2\u7ecf\u66f4\u65b0\u4e86cli_demo.py\u548cweb_demo.py\u53ef\u8fd0\u884c,\u63a8\u8350\u4f7f\u7528A100\u542b\u4ee5\u4e0a\u7684\u663e\u5361\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u89e3\u538b\u542f\u52a8\u6587\u4ef6\u5230\u6a21\u578b\u5b58\u653e\u8def\u5f84\u5e76\u542f\u52a8<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>cd \/home\/aistudio\/data\/data203501\nunzip chatglm-6b.zip\ncd\n<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code>python \/home\/aistudio\/work\/ChatGLM-6B\/cli_demo.py\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u578b\u52a0\u8f7d\u4e2d<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/081a8077bb064d4eb4f782a6330587beab725625519a4d59bed391673d62bd64\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u578b\u6d4b\u8bd5\u7ed3\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/cdf6340fef2140da8af5ba31c620aea95352e96a116e46d6a00768f590b4242a\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/8c7b0d7782624fb4889499b111e2e74e4fe0e7ca7b7e4e37a584b405efdf1a6c\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/ai-studio-static-online.cdn.bcebos.com\/8850ce424df4428a86425c8a120aaef5d819f1923dd64fcea6f0eb53e324baf7\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">3.2 \u9879\u76ee\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u98de\u6868\u7684paddle\u6846\u67b6\u4e0etorch\u6846\u67b6\u4f1a\u53d1\u751f\u51b2\u7a81,\u5f88\u5bb9\u6613\u5c31\u4f1a\u56e0\u4e3a\u6846\u67b6\u51b2\u7a81\u62a5\u9519,\u8fd9\u4e2a\u6211\u67e5\u4e86\u5f88\u591a\u8d44\u6599\uff0c\u7528\u4e86\u5f88\u591a\u529e\u6cd5\u4f46\u76ee\u524d\u4f9d\u7136\u6ca1\u6709\u597d\u7684\u89e3\u51b3\u529e\u6cd5\ud83d\ude05\uff0c\u7531\u4e8e\u65f6\u95f4\u95ee\u9898\u540e\u7eed\u53ef\u80fd\u4e0d\u4f1a\u518d\u66f4\u65b0\u9879\u76ee\uff0c\u53ea\u80fd\u7b49\u98de\u6868\u65e9\u65e5\u66f4\u65b0\u6a21\u578b\u5e93\u52a0\u5165\u65b0\u6a21\u578b\u8fdb\u6765\u3002\u4e0d\u8fc7\u6574\u4f53\u6d41\u7a0b\u662f\u53ef\u5728\u672c\u5730\u5b9e\u73b0\u7684,\u6709\u5174\u8da3\u548c\u663e\u5361\u7b97\u529b\u7684\u591f\u53ef\u81ea\u5df1\u5728\u672c\u5730\u642d\u5efa,\u8fd9\u4e2a\u9879\u76ee\u5728github\u4e0a\u5df2\u7ecf\u57fa\u4e8e\u6700\u5f00\u59cb\u7684\u6a21\u578b\u5df2\u7ecf\u6709\u4e86\u4e00\u5b9a\u7684\u4f18\u5316\uff0c\u4e0d\u75286G\u663e\u5b58\u4e5f\u53ef\u5b9e\u73b0\u672c\u5730\u8fd0\u884c\u6a21\u578b\uff08\u6211\u76842060\u8fd8\u80fd\u6253\ud83d\ude02\uff09\uff0c\u5176\u5b83\u8be6\u60c5\u65b9\u6cd5\u8bf7\u53c2\u8003:<a target=\"_blank\" href=\"https:\/\/github.com\/THUDM\/ChatGLM-6B\" rel=\"noreferrer noopener\">https:\/\/github.com\/THUDM\/ChatGLM-6B<\/a>&nbsp;,\u4ee5\u4e0a\u5c31\u662f\u90e8\u7f72\u7684\u5168\u6d41\u7a0b\u4e86,\u5e0c\u671b\u672c\u9879\u76ee\u80fd\u5bf9\u5927\u5bb6\u6709\u5e2e\u52a9,\u5e0c\u671b\u5927\u5bb6\u80fd\u591a\u591a\u7ed9\ud83d\udc95<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u6790\u4e86ChatGLM\u6a21\u578b\u6587\u4ef6\u7684\u6574\u4f53\u7ed3\u6784\u540e,\u6211\u5bf9\u6574\u4f53\u7684\u6a21\u578b\u8fd0\u884c\u903b\u8f91\u8fdb\u884c\u4e86\u4e00\u4e2a\u5206\u6790\uff0c\u540e\u7eed\u5982\u679c\u6709\u80fd\u529b\u8c03\u6574\u7684\u53ef\u53c2\u8003\u4e00\u4e0b<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>models\n\u2014\u2014config.json <em># \u6a21\u578b\u7684\u57fa\u672c\u4fe1\u606f\uff0c\u5305\u62ec\u8fd0\u884c\u65f6\u8981\u8c03\u7528\u7684py\u6587\u4ef6\u548c\u51fd\u6570\uff0c\u6a21\u578b\u7684\u7ed3\u6784\u53c2\u6570\u90fd\u653e\u5728\u8be5json<\/em>\n\u2014\u2014configuration_chatglm.py <em># \u8bbe\u7f6e\u6a21\u578b\u7684\u57fa\u672c\u53c2\u6570\u7684py\u6587\u4ef6<\/em>\n\u2014\u2014modeling_chatglm.py <em># \u7ec4\u7f51\u7a0b\u5e8f\uff0c\u4e5f\u662f\u6a21\u578b\u4e3b\u7a0b\u5e8f\uff0c\u540e\u7eed\u8c03\u6574\u73af\u5883\u9700\u8981\u5bf9\u8fd9\u4e2a\u6587\u4ef6\u8fdb\u884c\u5927\u5e45\u8c03\u6574<\/em>\n\u2014\u2014quanitization.py <em># \u91cf\u5316\u7a0b\u5e8f,\u4e3b\u8981\u662f\u4e3a\u4e86\u8c03\u6574Tensor\u7684\u7cbe\u5ea6\uff0c\u9ed8\u8ba4\u662fbfloat16<\/em>\n\u2014\u2014tokenization_chatglm.py <em># \u8bcd\u5d4c\u5165\u7a0b\u5e8f\uff0c\u4e3b\u8981\u662f\u4e3a\u4e86\u5c06\u8bed\u53e5\u8f93\u5165\u8f6c\u5316\u4e3a\u8bcd\u5d4c\u5165\u5411\u91cf\uff08token\uff09\u5f62\u5f0f\uff0c\u4e4b\u540e\u5c06\u5176\u9001\u8fdb\u6a21\u578b\u8fdb\u884c\u63a8\u7406<\/em>\n\u2014\u2014tokenizer_config.json <em># tokenizer\u7684\u57fa\u672c\u8bbe\u7f6e\u6587\u4ef6\uff0c\u53ef\u67e5\u770b\u53e5\u5b50\u662f\u901a\u8fc7\u4f55\u79cd\u65b9\u5f0f\u8fdb\u884c\u5411\u91cf\u5316\u7684<\/em>\n\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u5c1d\u8bd5\u5c06torch\u8f6c\u6362paddle\u53d1\u73b0\u4e86\u633a\u591a\u95ee\u9898\u7684\uff0c\u4e00\u662f\u8fd9\u4e2a\u6a21\u578b\u56e0\u4e3a\u4e00\u4e9b\u56e0\u7d20\u4e0d\u80fd\u76f4\u63a5torch\u8f6cpaddle\uff0c\u6211\u663e\u5b58\u548c\u5185\u5b58\u90fd\u4e0d\u591f\u5c1d\u8bd5Onxx\u8f6c\u6362\u4e5f\u4e0d\u884c,\u4e8c\u662f\u6a21\u578b\u6743\u91cdtorch\u7684Tensor\u5728\u8f6c\u6362\u4e3apaddle\u7684Tensor\u540e\u76f4\u63a5\u52a0\u8f7d\u6a21\u578b\u540e\u539f\u672c\u6a21\u578b\u7684\u4e00\u4e9b\u7c7b\u51fd\u6570\u4f1a\u5931\u6548,\u5bfc\u81f4\u65e0\u6cd5\u6b63\u5e38\u8fd0\u884c\u5bf9\u8bdd\uff0c\u4e09\u662f\u6a21\u578b\u7ec4\u7f51\u7a0b\u5e8f\u662f\u57fa\u4e8etorch\u7684\uff0c\u8981\u8f6c\u6362\u6210paddle\u540e\u9700\u8981\u5bf9\u5176\u6e90\u6587\u4ef6\u8fdb\u884c\u5927\u5e45\u4fee\u6539\uff0c\u8fd9\u4e2a\u5de5\u4f5c\u5341\u5206\u590d\u6742\uff0c\u4e14\u6d4b\u8bd5\u8d77\u6765\u6bd4\u8f83\u9ebb\u70e6,\u76ee\u524d\u6211\u8fd8\u65e0\u6cd5\u5b8c\u5168\u89e3\u6790<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u6a21\u578b\u6574\u4f53\u662f\u57fa\u4e8etorch\u73af\u5883\u642d\u5efa\u7684\uff0c\u5e76\u4e14\u5728\u8fd0\u884c\u9884\u8bad\u7ec3\u6a21\u578b\u52a0\u8f7d\u540e\uff0c\u662f\u8c03\u7528hub\u8fdc\u7a0b\u4ee3\u7801\u8fdb\u884c\u7ec4\u7ec7\u672c\u5730\u4ee3\u7801\u52a0\u8f7d\u7684\uff0c\u5176\u7ec4\u7f51\u7684modelling_chatglm\u6587\u4ef6\u6574\u4f53\u5747\u662f\u4f7f\u7528torch\u73af\u5883\uff0c\u8981\u60f3\u5b8c\u5168\u5728paddle\u73af\u5883\u4e0b\u8fd0\u884c\u9700\u8981\u5bf9\u6574\u4f53\u6587\u4ef6\u8fdb\u884c\u8c03\u6574\uff0c\u8fd9\u91cc\u6211\u63d0\u4f9b\u4e00\u4e9b\u601d\u8def\u4f9b\u5927\u5bb6\u53c2\u8003<code>1.\u5148\u5c06\u6a21\u578b\u7684\u53c2\u6570\u6587\u4ef6torch\u7684Tensor\u8f6c\u6362\u4e3apaddle\u7684Tensor-&gt;\u4fee\u6539modeling_chatglm.py\u4e2d\u7684torch\u4ee3\u7801\u8f6c\u6362\u6210paddle\u7684\u7b49\u6548\u4ee3\u7801-&gt;\u8c03\u6574config.json\u7684\u542f\u52a8\u6587\u4ef62.\u5c06\u6a21\u578b\u52a0\u8f7d\u540e\u4f7f\u7528pytorch2onxx\u8fdb\u884c\u8f6c\u6362-&gt;\u518d\u4f7f\u7528onxx2paddle\u5c06onxx\u6a21\u578b\u6587\u4ef6\u8f6c\u6362\u4e3apaddle\u7684<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b22\u8fce\u6301\u7eed\u5173\u6ce8 \u4e1c\u4e00\u8d22\u7ecf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b98\u7f51&nbsp;<a href=\"https:\/\/dongyicaijing.com\/\">https:\/\/DongyiCaiJing.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1.\u9879\u76ee\u542f\u53d1 \u6700\u8fd1ChatGLM-6B\u6e05\u534e\u5f00\u6e90\u6a21\u578b\u53d1\u5e03,\u4e4b\u524d&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":1746,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28],"tags":[144],"class_list":["post-1740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-finance","tag-ai"],"_links":{"self":[{"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/posts\/1740","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/comments?post=1740"}],"version-history":[{"count":4,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/posts\/1740\/revisions"}],"predecessor-version":[{"id":1750,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/posts\/1740\/revisions\/1750"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/media\/1746"}],"wp:attachment":[{"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/media?parent=1740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/categories?post=1740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dongyicaijing.com\/index.php\/wp-json\/wp\/v2\/tags?post=1740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}