{"id":104762,"date":"2026-09-13T07:41:48","date_gmt":"2026-09-12T23:41:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/104762.html"},"modified":"2026-09-13T07:41:48","modified_gmt":"2026-09-12T23:41:48","slug":"221%e3%80%81%e3%80%90ai%e3%80%91%e3%80%90%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e3%80%91%e8%b7%91%e8%b5%b7%e7%ac%ac%e4%b8%80%e4%b8%aa%e6%a8%a1%e5%9e%8b%e4%b8%8b%ef%bc%9anotebook-%e9%87%8c%e9%a6%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/104762.html","title":{"rendered":"221\u3001\u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0b)\uff1aNotebook \u91cc\u9996\u6b21\u63a8\u7406"},"content":{"rendered":"<p>\u3010\u58f0\u660e\u3011\u672c\u535a\u5ba2\u6240\u6709\u5185\u5bb9\u5747\u4e3a\u4e2a\u4eba\u4e1a\u4f59\u65f6\u95f4\u521b\u4f5c&#xff0c;\u6240\u8ff0\u6280\u672f\u6848\u4f8b\u5747\u6765\u81ea\u516c\u5f00\u5f00\u6e90\u9879\u76ee&#xff08;\u5982Github&#xff0c;Apache\u57fa\u91d1\u4f1a&#xff09;&#xff0c;\u4e0d\u6d89\u53ca\u4efb\u4f55\u4f01\u4e1a\u673a\u5bc6\u6216\u672a\u516c\u5f00\u6280\u672f&#xff0c;\u5982\u6709\u4fb5\u6743\u8bf7\u8054\u7cfb\u5220\u9664<\/p>\n<h2>\u6807\u9898<\/h2>\n<p>221\u3001\u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0b)&#xff1a;Notebook \u91cc\u9996\u6b21\u63a8\u7406<\/p>\n<h2>\u80cc\u666f<\/h2>\n<p>\u4e0a\u7bc7 blog \u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0a)&#xff1a;\u88c5 CPU \u73af\u5883\u4e0e\u4e0b\u8f7d Qwen2.5-0.5B \u5b8c\u6210\u4e86&#034;\u51c6\u5907&#034;&#xff1a;\u5728 venv \u91cc\u88c5\u597d CPU \u7248 torch&#xff08;2.14.0&#043;cpu&#xff09;\u3001transformers 5.16.1\u3001modelscope 1.40.0&#xff0c;\u5e76\u4ece ModelScope \u4e0b\u8f7d\u4e86 Qwen2.5-0.5B-Instruct&#xff08;11 \u6587\u4ef6\u3001\u7ea6 1GB\u3001\u7f13\u5b58\u4e8e ~\/.cache\/modelscope\/models\/Qwen&#8211;Qwen2.5-0.5B-Instruct\/snapshots\/master&#xff09;&#xff0c;\u8fd8\u9a8c\u7b97\u4e86\u6743\u91cd\u4f53\u79ef \u2248 \u53c2\u6570\u91cf \u00d7 \u6bcf\u53c2\u6570\u5b57\u8282\u6570\u3002\u672c\u7bc7\u628a\u8fd9\u5806\u6587\u4ef6\u52a0\u8f7d\u8d77\u6765\u3001\u7b2c\u4e00\u6b21\u771f\u6b63\u751f\u6210\u6587\u672c\u2014\u2014\u5728 Notebook \u91cc\u9010\u683c\u8dd1&#xff0c;\u590d\u7528 215 \u4ecb\u7ecd\u8fc7\u7684\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u6d41&#xff0c;\u5168\u7a0b\u53ea\u5728\u672c\u673a CPU<\/p>\n<h2>\u6a21\u578b\u90e8\u7f72<\/h2>\n<p>\u73af\u5883\u4e0e\u6a21\u578b\u90fd\u5df2\u5c31\u4f4d&#xff0c;\u7f3a\u7684\u53ea\u662f&#034;\u628a model.safetensors \u53d8\u6210\u80fd\u5bf9\u8bdd\u7684\u5927\u8111&#034;\u90a3\u51e0\u884c\u4ee3\u7801\u3002\u672c\u7bc7\u5728\u4e00\u4e2a\u65b0\u5efa\u7684 Notebook \u91cc\u9010\u683c\u5b8c\u6210&#xff1a;\u52a0\u8f7d\u5206\u8bcd\u5668 \u2192 \u52a0\u8f7d\u6a21\u578b \u2192 \u7ec4\u88c5\u5bf9\u8bdd \u2192 \u751f\u6210 \u2192 \u770b\u8f93\u51fa\u3002<\/p>\n<hr \/>\n<p>&#x1f50d; \u5f00\u573a\u524d\u63d0&#xff1a;\u8ba9 Notebook \u627e\u5230\u6a21\u578b<\/p>\n<p>Notebook \u91cc\u4e0d\u9700\u8981\u8054\u7f51\u2014\u2014from_pretrained \u76f4\u63a5\u6307\u5411\u672c\u5730\u7f13\u5b58\u76ee\u5f55\u5373\u53ef&#xff1a;<\/p>\n<p>MODEL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\/home\/adminpc\/.cache\/modelscope\/models\/Qwen&#8211;Qwen2.5-0.5B-Instruct\/snapshots\/master&#034;<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234145-6aa5e3396b35f.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fd9\u4e00\u683c\u6ca1\u6709&#034;\u8f93\u51fa&#034;&#xff0c;\u53ea\u5b9a\u4e49\u4e00\u4e2a\u53d8\u91cf\u2014\u2014\u6b63\u662f 215 \u8bf4\u7684&#034;\u8de8\u683c\u5171\u4eab\u72b6\u6001&#034;&#xff1a;\u540e\u9762\u6240\u6709\u683c\u90fd\u80fd\u76f4\u63a5\u7528 MODEL&#xff0c;\u4e0d\u7528\u91cd\u590d\u7c98\u8d34\u957f\u8def\u5f84\u3002<\/p>\n<hr \/>\n<p>&#x1f9e9; \u683c 1&#xff1a;\u52a0\u8f7d\u5206\u8bcd\u5668\u4e0e\u6a21\u578b&#xff08;\u7ea6 0.4 \u79d2&#xff09;<\/p>\n<p><span class=\"token keyword\">import<\/span> time<br \/>\n<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> AutoModelForCausalLM<span class=\"token punctuation\">,<\/span> AutoTokenizer<\/p>\n<p>t0 <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\ntok <span class=\"token operator\">&#061;<\/span> AutoTokenizer<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>MODEL<span class=\"token punctuation\">)<\/span><br \/>\nmodel <span class=\"token operator\">&#061;<\/span> AutoModelForCausalLM<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span>MODEL<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u52a0\u8f7d\u5408\u8ba1 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token operator\">&#8211;<\/span>t0<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">s&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234145-6aa5e33981410.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5b9e\u6d4b\u5408\u8ba1 0.4s&#xff08;\u5176\u4e2d\u5206\u8bcd\u5668\u7ea6 0.2s\u3001\u6a21\u578b\u7ea6 0.2s&#xff09;\u5c31\u628a 5 \u4ebf\u53c2\u6570\u88c5\u8fdb\u5185\u5b58\u3002\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5feb&#xff1a;from_pretrained \u4ece\u672c\u5730\u76ee\u5f55\u6309 config.json \u91cc\u7684\u67b6\u6784\u58f0\u660e&#xff08;qwen2\u300124 \u5c42\u3001hidden 896&#xff09;\u73b0\u573a\u642d\u8d77\u7f51\u7edc\u7ed3\u6784&#xff0c;\u518d\u628a safetensors \u91cc\u7684\u6743\u91cd\u704c\u8fdb\u53bb\u2014\u2014\u4e0d\u662f&#034;\u4e0b\u8f7d&#034;&#xff0c;\u800c\u662f\u672c\u5730\u6587\u4ef6\u7684\u5373\u65f6\u52a0\u8f7d\u3002\u53d8\u91cf tok\/model \u7559\u5728\u5185\u6838\u91cc&#xff0c;\u540e\u7eed\u6bcf\u683c\u90fd\u80fd\u76f4\u63a5\u7528&#xff08;\u8de8\u683c\u5171\u4eab\u72b6\u6001&#xff09;\u3002<\/p>\n<hr \/>\n<p>&#x1f9e9; \u683c 2&#xff1a;\u7ec4\u88c5\u4e00\u53e5\u5bf9\u8bdd<\/p>\n<p>\u6a21\u578b\u8981\u6309\u5b83\u8bad\u7ec3\u7684\u683c\u5f0f\u8bf4\u8bdd&#xff0c;\u6a21\u677f\u7531\u5206\u8bcd\u5668\u8d1f\u8d23\u6e32\u67d3&#xff1a;<\/p>\n<p>msg <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;role&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;user&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u7528\u4e00\u53e5\u8bdd\u4ecb\u7ecd\u4ec0\u4e48\u662f Transformer \u6a21\u578b\u3002&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\ninputs <span class=\"token operator\">&#061;<\/span> tok<span class=\"token punctuation\">.<\/span>apply_chat_template<span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">,<\/span> tokenize<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                                 return_tensors<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;pt&#034;<\/span><span class=\"token punctuation\">,<\/span> return_dict<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;prompt tokens:&#034;<\/span><span class=\"token punctuation\">,<\/span> inputs<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;input_ids&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234145-6aa5e339ae0a1.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>apply_chat_template \u628a&#034;\u89d2\u8272\u6d88\u606f\u5217\u8868&#034;\u6e32\u67d3\u6210\u6a21\u578b\u8ba4\u8bc6\u7684\u5b8c\u6574\u6587\u672c\u2014\u2014\u5f00\u5934\u52a0\u4e0a system \u8bbe\u5b9a\u3001\u53e5\u95f4\u63d2\u5165 &lt;|im_start|&gt;user \u8fd9\u7c7b\u7279\u6b8a token&#xff1b;\u5b9e\u6d4b\u8fd9\u53e5\u8bdd\u88ab\u5207\u6210 35 \u4e2a token\u3002\u8fd4\u56de\u503c\u91cc input_ids \u5c31\u662f\u5582\u7ed9\u6a21\u578b\u7684\u6570\u5b57\u5e8f\u5217\u3002<\/p>\n<hr \/>\n<p>&#x1f9e9; \u683c 3&#xff1a;\u751f\u6210 52 \u4e2a\u8bcd\u5e76\u8ba1\u65f6<\/p>\n<p><span class=\"token keyword\">import<\/span> time<br \/>\nt0 <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\nout <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>generate<span class=\"token punctuation\">(<\/span><span class=\"token operator\">**<\/span>inputs<span class=\"token punctuation\">,<\/span> max_new_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">64<\/span><span class=\"token punctuation\">,<\/span> do_sample<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><br \/>\ndt <span class=\"token operator\">&#061;<\/span> time<span class=\"token punctuation\">.<\/span>time<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> t0<br \/>\ngen_n <span class=\"token operator\">&#061;<\/span> out<span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> inputs<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;input_ids&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u751f\u6210 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>gen_n<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> tokens | \u8017\u65f6 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>dt<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">s | <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>gen_n<span class=\"token operator\">\/<\/span>dt<span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">.1f<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> tok\/s&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\ntext <span class=\"token operator\">&#061;<\/span> tok<span class=\"token punctuation\">.<\/span>decode<span class=\"token punctuation\">(<\/span>out<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> skip_special_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234145-6aa5e339e6325.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5b9e\u6d4b\u7ed3\u679c&#xff1a;\u751f\u6210 52 tokens\u3001\u8017\u65f6 3.1 \u79d2\u3001\u7ea6 16.9 tok\/s\u3002max_new_tokens&#061;64 \u9650\u5b9a\u6700\u591a\u65b0\u589e 64 \u4e2a\u8bcd&#xff08;\u672c\u6b21 52 \u4e2a\u5373\u9047\u5230\u7ed3\u675f\u7b26&#xff09;&#xff1b;do_sample&#061;False \u8868\u793a\u8d2a\u5fc3\u89e3\u7801&#xff0c;\u6bcf\u6b65\u53d6\u6982\u7387\u6700\u9ad8\u7684\u8bcd\u3002\u8d2a\u5fc3\u8fd8\u7ed9\u8c03\u8bd5\u5e26\u6765\u53ef\u590d\u73b0\u6027&#xff1a;\u540c\u4e00 prompt \u6bcf\u6b21\u8fd0\u884c\u7ed3\u679c\u4e00\u81f4&#xff0c;\u4fbf\u4e8e\u6838\u5bf9\u95ee\u9898\u51fa\u5728\u8f93\u5165\u8fd8\u662f\u6a21\u578b\u3002<\/p>\n<hr \/>\n<p>&#x1f9e9; \u683c 3 \u7684\u771f\u5b9e\u8f93\u51fa&#xff1a;\u957f\u4ec0\u4e48\u6837<\/p>\n<p>\u540c\u4e00\u683c\u6253\u5370\u51fa\u7684\u5b8c\u6574\u6587\u672c&#xff08;\u8282\u9009&#xff09;&#xff1a;<\/p>\n<p>system<br \/>\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<br \/>\nuser<br \/>\n\u7528\u4e00\u53e5\u8bdd\u4ecb\u7ecd\u4ec0\u4e48\u662f Transformer \u6a21\u578b\u3002<br \/>\nuser<br \/>\nTransformer \u6a21\u578b\u662f\u4e00\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b&#xff0c;\u5b83\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u2026<\/p>\n<p>\u4e24\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u6587\u672c\u91cc\u51fa\u73b0 system\/user \u5b57\u6837\u7684\u89d2\u8272\u6807\u8bb0&#xff0c;\u56e0\u4e3a apply_chat_template \u5df2\u7ecf\u628a\u6574\u6bb5\u5bf9\u8bdd\u62fc\u8fdb\u8f93\u5165&#xff0c;decode \u65f6\u8fd9\u4e9b\u6807\u8bb0\u8fde\u7b54\u590d\u4e00\u8d77\u56de\u663e\u2014\u2014\u60f3\u53ea\u770b&#034;\u7eaf\u7b54\u590d&#034;\u53ef\u5728\u751f\u6210\u540e\u4ece out[0][prompt_len:] \u622a\u53d6\u751f\u6210\u6bb5\u518d\u89e3\u7801&#xff1b;<\/li>\n<li>\u6700\u524d\u9762\u7684 system \u63d0\u793a\u8bed&#xff08;\u201cYou are Qwen, created by Alibaba Cloud\u2026\u201d&#xff09;\u6bcf\u6b21\u90fd\u51fa\u73b0&#xff0c;\u8bf4\u660e\u7cfb\u7edf\u63d0\u793a\u662f\u6a21\u677f\u81ea\u52a8\u52a0\u7684\u2014\u2014\u8fd9\u4e5f\u662f&#034;\u5957\u58f3\u804a\u5929\u4ea7\u54c1&#034;\u6ce8\u5165\u7cfb\u7edf\u63d0\u793a\u7684\u5e95\u5c42\u4f4d\u7f6e&#xff1b;<\/li>\n<li>\u7b54\u590d\u672b\u5c3e\u53c8\u5192\u51fa\u4e00\u4e2a user&#xff0c;\u662f 0.5B \u5c0f\u6a21\u578b\u7684\u5e38\u89c1\u6bdb\u75c5\u2014\u2014\u751f\u6210\u65f6\u5076\u5c14\u628a\u5bf9\u8bdd\u6a21\u677f\u518d\u56de\u663e\u4e00\u6bb5\u3002\u6a21\u578b\u5c0f\u2260\u5b8c\u7f8e&#xff0c;\u8dd1\u901a\u6d41\u7a0b\u7684\u76ee\u7684\u5df2\u8fbe\u6210\u3002<\/li>\n<\/ul>\n<hr \/>\n<p>&#x1f9e9; \u540c\u6837\u7684\u95ee\u6cd5&#xff0c;\u6362\u4e2a\u89e3\u7801\u53c2\u6570&#xff1a;\u8f93\u51fa\u4f1a\u4e0d\u540c<\/p>\n<p>\u4e0a\u9762\u7528\u7684\u662f do_sample&#061;False&#xff08;\u8d2a\u5fc3&#xff0c;\u6bcf\u6b65\u53d6\u6982\u7387\u6700\u9ad8\u7684\u8bcd&#xff0c;\u8f93\u51fa\u7a33\u5b9a\u53ef\u590d\u73b0&#xff09;\u3002\u6539\u6210 do_sample&#061;True \u5f15\u5165\u968f\u673a\u91c7\u6837\u540e&#xff0c;\u540c\u6837\u7684\u95ee\u9898\u4f1a\u5f97\u5230\u63aa\u8f9e\u4e0d\u540c\u7684\u56de\u7b54\u3002\u5b9e\u6d4b\u540c\u53e5\u7684\u91c7\u6837\u8f93\u51fa&#xff08;\u8282\u9009&#xff09;&#xff1a;<\/p>\n<p>Transformer \u662f\u4e00\u79cd\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u795e\u7ecf\u673a\u5668\u5b66\u4e60\u6a21\u578b&#xff0c;<br \/>\n\u901a\u8fc7\u5206\u8bcd\u3001\u7f16\u7801\u548c\u89e3\u7801\u7b49\u6b65\u9aa4\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u2026<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234146-6aa5e33aeebae.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u53c2\u6570\u7684\u5de5\u7a0b\u542b\u4e49&#xff1a;\u4ea7\u54c1\u91cc\u8981\u7a33\u5b9a\u5c31\u5f00\u8d2a\u5fc3\u6216\u628a temperature \u8c03\u4f4e&#xff08;temperature&#061;0.9 \u5de6\u53f3&#xff09;&#xff1b;\u8981\u591a\u6837\u3001\u53d1\u6563&#xff08;\u5199\u6587\u6848\u3001\u5934\u8111\u98ce\u66b4&#xff09;\u5c31\u5f00\u91c7\u6837\u3002\u8fd9\u4e2a\u5f00\u5173\u5728\u540e\u7eed\u505a\u63a8\u7406\u670d\u52a1\u65f6\u662f\u5fc5\u914d\u7684\u8bf7\u6c42\u53c2\u6570\u3002<\/p>\n<hr \/>\n<p>&#x1f9e9; \u987a\u5e26\u61c2\u4e00\u4e2a\u70b9&#xff1a;\u4e3a\u4ec0\u4e48 35 \u4e2a token<\/p>\n<p>\u4e00\u53e5 20 \u591a\u4e2a\u5b57\u7684\u4e2d\u6587\u88ab\u5207\u6210 35 \u4e2a token&#xff0c;\u65e2\u4e0d\u662f&#034;\u4e00\u5b57\u4e00 token&#034;\u4e5f\u4e0d\u662f&#034;\u6574\u53e5\u4e00\u4e2a&#034;\u3002\u73b0\u4ee3\u5206\u8bcd\u5668\u6309 BPE \u5b50\u8bcd\u5207\u5206&#xff1a;\u5e38\u89c1\u8bcd\/\u5b57\u7ec4\u4f1a\u5408\u5e76\u6210\u66f4\u5927\u7684\u5355\u5143&#xff0c;\u751f\u50fb\u5185\u5bb9\u62c6\u5f97\u66f4\u788e&#xff0c;\u6700\u540e\u6620\u5c04\u6210\u8bcd\u8868\u91cc\u7684\u6570\u5b57 ID\u3002Qwen2.5 \u8bcd\u8868\u6709 151936 \u4e2a token&#xff08;config.json \u91cc\u7684 vocab_size&#xff09;\u3002input_ids \u91cc\u7684\u6bcf\u4e2a\u6570&#xff0c;\u5c31\u662f\u8fd9\u4e9b token \u7684 ID\u2014\u2014\u6a21\u578b\u770b\u5230\u7684\u4ece\u6765\u4e0d\u662f\u6587\u5b57&#xff0c;\u800c\u662f\u4e00\u4e32\u6570\u5b57\u3002<\/p>\n<hr \/>\n<p>&#x1f4ca; \u8fd9\u6b21 Notebook \u4f1a\u8bdd\u5728\u505a\u4ec0\u4e48<\/p>\n<table>\n<tr>\u683c\u5e72\u7684\u4e8b\u5173\u952e\u70b9<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u51c6\u5907<\/td>\n<td align=\"left\">\u5b9a\u4e49 MODEL \u672c\u5730\u8def\u5f84<\/td>\n<td align=\"left\">\u53d8\u91cf\u8de8\u683c\u5171\u4eab<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u683c 1<\/td>\n<td align=\"left\">\u52a0\u8f7d tokenizer &#043; model<\/td>\n<td align=\"left\">0.4s&#xff0c;\u672c\u5730\u5373\u65f6\u52a0\u8f7d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u683c 2<\/td>\n<td align=\"left\">\u7ec4\u88c5\u6d88\u606f \u2192 35 tokens<\/td>\n<td align=\"left\">apply_chat_template<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u683c 3<\/td>\n<td align=\"left\">generate \u751f\u6210<\/td>\n<td align=\"left\">52 tok \/ 3.1s \/ 16.9 tok\/s<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u901f\u5ea6\u6362\u7b97\u76f4\u89c2\u611f\u53d7&#xff1a;16.9 tok\/s \u610f\u5473\u7740\u5199 512 \u4e2a\u8bcd\u8981\u7ea6 30 \u79d2\u2014\u2014CPU \u4e0a\u80fd&#034;\u8dd1\u901a&#034;\u4f46\u4e0d\u7b97\u5feb&#xff0c;\u8fd9\u6b63\u662f\u540e\u6765\u8981\u628a\u63a8\u7406\u653e\u5230 GPU \u670d\u52a1&#xff08;DSW\/EAS&#xff09;\u4e0a\u7684\u73b0\u5b9e\u52a8\u673a\u4e4b\u4e00\u3002<\/p>\n<hr \/>\n<p>&#x1f4cc; \u4e00\u53e5\u8bdd\u8bb0\u5fc6<\/p>\n<p>Notebook \u91cc\u7528\u4e09\u683c\u8dd1\u901a\u7b2c\u4e00\u4e2a\u6a21\u578b&#xff1a;from_pretrained(\u672c\u5730\u76ee\u5f55) \u52a0\u8f7d tokenizer \u4e0e\u6a21\u578b&#xff08;0.4s&#xff0c;config.json \u5b9a\u7ed3\u6784\u3001safetensors \u704c\u6743\u91cd&#xff09;\u2192 apply_chat_template \u628a\u6d88\u606f\u6e32\u67d3\u6210 35 tokens \u7684\u5bf9\u8bdd \u2192 model.generate(max_new_tokens&#061;64) \u8d2a\u5fc3\u751f\u6210&#xff0c;\u5b9e\u6d4b 52 tokens \/ 3.1s \/ 16.9 tok\/s&#xff1b;\u5c0f\u6a21\u578b\u4f1a\u56de\u663e\u89d2\u8272\u6807\u8bb0\u662f\u6b63\u5e38\u73b0\u8c61&#xff0c;CPU \u80fd\u8dd1\u901a\u4f46\u6162\u2014\u2014\u4e3a\u540e\u7eed\u4e0a GPU \u670d\u52a1\u57cb\u4e0b\u52a8\u673a\u3002<\/p>\n<hr \/>\n<p>OK&#xff0c;\u672c\u7bc7\u5148\u5230\u8fd9\u91cc&#xff0c;\u5982\u6709\u7591\u95ee&#xff0c;\u6b22\u8fce\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba&#xff0c;\u795d\u5404\u4f4d\u529f\u529b\u5927\u6da8&#xff0c;\u6280\u672f\u66f4\u4e0a\u4e00\u5c42\u697c&#xff01;&#xff01;&#xff01;\u66f4\u591a\u5185\u5bb9\u89c1\u4e0b\u7bc7 blog \u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u6a21\u578b\u7684\u5f71\u5b50&#xff1a;\u89e3\u5256 Qwen2.5-0.5B \u6a21\u578b\u76ee\u5f55<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u58f0\u660e\u3011\u672c\u535a\u5ba2\u6240\u6709\u5185\u5bb9\u5747\u4e3a\u4e2a\u4eba\u4e1a\u4f59\u65f6\u95f4\u521b\u4f5c&#xff0c;\u6240\u8ff0\u6280\u672f\u6848\u4f8b\u5747\u6765\u81ea\u516c\u5f00\u5f00\u6e90\u9879\u76ee&#xff08;\u5982Github&#xff0c;Apache\u57fa\u91d1\u4f1a&#xff09;&#xff0c;\u4e0d\u6d89\u53ca\u4efb\u4f55\u4f01\u4e1a\u673a\u5bc6\u6216\u672a\u516c\u5f00\u6280\u672f&#xff0c;\u5982\u6709\u4fb5\u6743\u8bf7\u8054\u7cfb\u5220\u9664 \u6807\u9898<br \/>\n221\u3001\u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0b)&#xff1a;Notebook \u91cc\u9996\u6b21\u63a8\u7406<br \/>\n\u80cc\u666f<br \/>\n\u4e0a\u7bc7 blog \u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0a)&#xff1a;\u88c5 CPU \u73af\u5883\u4e0e\u4e0b\u8f7d Qwen2.5-0.5<\/p>\n","protected":false},"author":2,"featured_media":104757,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,2094],"topic":[],"class_list":["post-104762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-2094"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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content=\"\u3010\u58f0\u660e\u3011\u672c\u535a\u5ba2\u6240\u6709\u5185\u5bb9\u5747\u4e3a\u4e2a\u4eba\u4e1a\u4f59\u65f6\u95f4\u521b\u4f5c&#xff0c;\u6240\u8ff0\u6280\u672f\u6848\u4f8b\u5747\u6765\u81ea\u516c\u5f00\u5f00\u6e90\u9879\u76ee&#xff08;\u5982Github&#xff0c;Apache\u57fa\u91d1\u4f1a&#xff09;&#xff0c;\u4e0d\u6d89\u53ca\u4efb\u4f55\u4f01\u4e1a\u673a\u5bc6\u6216\u672a\u516c\u5f00\u6280\u672f&#xff0c;\u5982\u6709\u4fb5\u6743\u8bf7\u8054\u7cfb\u5220\u9664 \u6807\u9898 221\u3001\u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0b)&#xff1a;Notebook \u91cc\u9996\u6b21\u63a8\u7406 \u80cc\u666f \u4e0a\u7bc7 blog \u3010AI\u3011\u3010\u6a21\u578b\u90e8\u7f72\u3011\u8dd1\u8d77\u7b2c\u4e00\u4e2a\u6a21\u578b(\u4e0a)&#xff1a;\u88c5 CPU \u73af\u5883\u4e0e\u4e0b\u8f7d Qwen2.5-0.5\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/104762.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-12T23:41:48+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260912234145-6aa5e3396b35f.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" 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