{"id":85041,"date":"2026-07-26T22:56:56","date_gmt":"2026-07-26T14:56:56","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85041.html"},"modified":"2026-07-26T22:56:56","modified_gmt":"2026-07-26T14:56:56","slug":"phi-4-mini-reasoning%e9%83%a8%e7%bd%b2%e6%a1%88%e4%be%8b%ef%bc%9a%e4%bb%8e%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%bc%80%e6%9c%ba%e5%88%b0http%e6%8e%a5%e5%8f%a3%e5%8f%af%e7%94%a8%e5%85%a8%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85041.html","title":{"rendered":"Phi-4-mini-reasoning\u90e8\u7f72\u6848\u4f8b\uff1a\u4ece\u670d\u52a1\u5668\u5f00\u673a\u5230HTTP\u63a5\u53e3\u53ef\u7528\u5168\u6d41\u7a0b"},"content":{"rendered":"<h2>Phi-4-mini-reasoning\u90e8\u7f72\u6848\u4f8b&#xff1a;\u4ece\u670d\u52a1\u5668\u5f00\u673a\u5230HTTP\u63a5\u53e3\u53ef\u7528\u5168\u6d41\u7a0b<\/h2>\n<h3>1. \u9879\u76ee\u4ecb\u7ecd<\/h3>\n<p>Phi-4-mini-reasoning\u662f\u4e00\u6b3e3.8B\u53c2\u6570\u7684\u8f7b\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b&#xff0c;\u4e13\u4e3a\u6570\u5b66\u63a8\u7406\u3001\u903b\u8f91\u63a8\u5bfc\u548c\u591a\u6b65\u89e3\u9898\u7b49\u5f3a\u903b\u8f91\u4efb\u52a1\u8bbe\u8ba1\u3002\u8fd9\u6b3e\u6a21\u578b\u7531\u5fae\u8f6fAzure AI Foundry\u5f00\u53d1&#xff0c;\u4e3b\u6253&#034;\u5c0f\u53c2\u6570\u3001\u5f3a\u63a8\u7406\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u4f4e\u5ef6\u8fdf&#034;\u7684\u7279\u70b9\u3002<\/p>\n<h4>1.1 \u6a21\u578b\u57fa\u672c\u4fe1\u606f<\/h4>\n<table>\n<tr>\u9879\u76ee\u503c<\/tr>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u540d\u79f0<\/td>\n<td>Phi-4-mini-reasoning<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u7c7b\u578b<\/td>\n<td>\u6587\u672c\u751f\u6210(text-generation)<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u5927\u5c0f<\/td>\n<td>7.2GB<\/td>\n<\/tr>\n<tr>\n<td>\u663e\u5b58\u5360\u7528<\/td>\n<td>~14GB<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u957f\u5ea6<\/td>\n<td>128K tokens<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u6570\u636e<\/td>\n<td>\u5408\u6210\u6570\u636e&#xff0c;\u4e13\u6ce8\u63a8\u7406\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>\u652f\u6301\u8bed\u8a00<\/td>\n<td>\u82f1\u6587\u4e3a\u4e3b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2. \u73af\u5883\u51c6\u5907<\/h3>\n<h4>2.1 \u786c\u4ef6\u8981\u6c42<\/h4>\n<ul>\n<li>GPU: \u63a8\u8350RTX 4090 24GB\u6216\u66f4\u9ad8\u914d\u7f6e<\/li>\n<li>\u663e\u5b58: \u81f3\u5c1114GB\u53ef\u7528\u663e\u5b58<\/li>\n<li>\u5185\u5b58: \u5efa\u8bae32GB\u6216\u4ee5\u4e0a<\/li>\n<li>\u5b58\u50a8: \u6a21\u578b\u6587\u4ef6\u9700\u89817.2GB\u7a7a\u95f4<\/li>\n<\/ul>\n<h4>2.2 \u8f6f\u4ef6\u4f9d\u8d56<\/h4>\n<ul>\n<li>Python: 3.11 (\u63a8\u8350\u4f7f\u7528miniconda\u73af\u5883)<\/li>\n<li>PyTorch: 2.8.0<\/li>\n<li>transformers: \u6700\u65b0\u7248<\/li>\n<li>Gradio: 6.10.0 (\u7528\u4e8eWeb\u754c\u9762)<\/li>\n<\/ul>\n<h3>3. \u90e8\u7f72\u6b65\u9aa4<\/h3>\n<h4>3.1 \u6a21\u578b\u4e0b\u8f7d\u4e0e\u5b89\u88c5<\/h4>\n<p># \u521b\u5efa\u6a21\u578b\u76ee\u5f55<br \/>\nmkdir -p \/root\/ai-models\/microsoft<br \/>\ncd \/root\/ai-models\/microsoft<\/p>\n<p># \u4e0b\u8f7dPhi-4-mini-reasoning\u6a21\u578b<br \/>\ngit lfs install<br \/>\ngit clone https:\/\/huggingface.co\/microsoft\/Phi-4-mini-reasoning<\/p>\n<h4>3.2 \u670d\u52a1\u914d\u7f6e<\/h4>\n<li>\u521b\u5efa\u5e94\u7528\u76ee\u5f55\u548c\u65e5\u5fd7\u76ee\u5f55&#xff1a;<\/li>\n<p>mkdir -p \/root\/phi4-mini<br \/>\nmkdir -p \/root\/logs<\/p>\n<li>\u521b\u5efaSupervisor\u914d\u7f6e\u6587\u4ef6\/etc\/supervisor\/conf.d\/phi4-mini.conf&#xff1a;<\/li>\n<p>[program:phi4-mini]<br \/>\ncommand&#061;\/root\/miniconda3\/envs\/torch28\/bin\/python \/root\/phi4-mini\/app.py<br \/>\ndirectory&#061;\/root\/phi4-mini<br \/>\nuser&#061;root<br \/>\nautostart&#061;true<br \/>\nautorestart&#061;true<br \/>\nstderr_logfile&#061;\/root\/logs\/phi4-mini.log<br \/>\nstdout_logfile&#061;\/root\/logs\/phi4-mini.log<\/p>\n<h4>3.3 \u5e94\u7528\u4ee3\u7801<\/h4>\n<p>\u521b\u5efa\/root\/phi4-mini\/app.py\u6587\u4ef6&#xff1a;<\/p>\n<p>from transformers import AutoModelForCausalLM, AutoTokenizer<br \/>\nimport gradio as gr<br \/>\nimport torch<\/p>\n<p>model_path &#061; &#034;\/root\/ai-models\/microsoft\/Phi-4-mini-reasoning&#034;<br \/>\ndevice &#061; &#034;cuda&#034; if torch.cuda.is_available() else &#034;cpu&#034;<\/p>\n<p>tokenizer &#061; AutoTokenizer.from_pretrained(model_path)<br \/>\nmodel &#061; AutoModelForCausalLM.from_pretrained(model_path, torch_dtype&#061;torch.float16).to(device)<\/p>\n<p>def generate_text(prompt):<br \/>\n    inputs &#061; tokenizer(prompt, return_tensors&#061;&#034;pt&#034;).to(device)<br \/>\n    outputs &#061; model.generate(<br \/>\n        **inputs,<br \/>\n        max_new_tokens&#061;512,<br \/>\n        temperature&#061;0.3,<br \/>\n        top_p&#061;0.85,<br \/>\n        repetition_penalty&#061;1.2<br \/>\n    )<br \/>\n    return tokenizer.decode(outputs[0], skip_special_tokens&#061;True)<\/p>\n<p>iface &#061; gr.Interface(<br \/>\n    fn&#061;generate_text,<br \/>\n    inputs&#061;&#034;text&#034;,<br \/>\n    outputs&#061;&#034;text&#034;,<br \/>\n    title&#061;&#034;Phi-4-mini-reasoning\u63a8\u7406\u670d\u52a1&#034;<br \/>\n)<\/p>\n<p>iface.launch(server_name&#061;&#034;0.0.0.0&#034;, server_port&#061;7860)<\/p>\n<h3>4. \u670d\u52a1\u7ba1\u7406<\/h3>\n<h4>4.1 \u542f\u52a8\u670d\u52a1<\/h4>\n<p>supervisorctl start phi4-mini<\/p>\n<h4>4.2 \u67e5\u770b\u670d\u52a1\u72b6\u6001<\/h4>\n<p>supervisorctl status phi4-mini<\/p>\n<h4>4.3 \u505c\u6b62\u670d\u52a1<\/h4>\n<p>supervisorctl stop phi4-mini<\/p>\n<h4>4.4 \u91cd\u542f\u670d\u52a1<\/h4>\n<p>supervisorctl restart phi4-mini<\/p>\n<h4>4.5 \u67e5\u770b\u65e5\u5fd7<\/h4>\n<p>tail -f \/root\/logs\/phi4-mini.log<\/p>\n<h3>5. \u8bbf\u95ee\u670d\u52a1<\/h3>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u5730\u5740\u8bbf\u95ee&#xff1a;<\/p>\n<p>http:\/\/&lt;\u670d\u52a1\u5668IP\u5730\u5740&gt;:7860<\/p>\n<h3>6. \u751f\u6210\u53c2\u6570\u4f18\u5316<\/h3>\n<p>Phi-4-mini-reasoning\u63d0\u4f9b\u591a\u4e2a\u53c2\u6570\u53ef\u4ee5\u8c03\u6574\u751f\u6210\u6548\u679c&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u9ed8\u8ba4\u503c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>max_new_tokens<\/td>\n<td>512<\/td>\n<td>\u63a7\u5236\u751f\u6210\u6587\u672c\u7684\u6700\u5927\u957f\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>temperature<\/td>\n<td>0.3<\/td>\n<td>\u63a7\u5236\u8f93\u51fa\u7684\u968f\u673a\u6027(0.1-1.0)<\/td>\n<\/tr>\n<tr>\n<td>top_p<\/td>\n<td>0.85<\/td>\n<td>\u63a7\u5236\u91c7\u6837\u8303\u56f4(0.0-1.0)<\/td>\n<\/tr>\n<tr>\n<td>repetition_penalty<\/td>\n<td>1.2<\/td>\n<td>\u63a7\u5236\u91cd\u590d\u60e9\u7f5a(1.0-2.0)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>7. \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h3>\n<h4>7.1 \u670d\u52a1\u542f\u52a8\u6162<\/h4>\n<p>\u9996\u6b21\u542f\u52a8\u65f6&#xff0c;\u6a21\u578b\u52a0\u8f7d\u53ef\u80fd\u9700\u89812-5\u5206\u949f\u3002Supervisor\u663e\u793a&#034;STARTING&#034;\u72b6\u6001\u662f\u6b63\u5e38\u7684&#xff0c;\u8bf7\u8010\u5fc3\u7b49\u5f85\u3002<\/p>\n<h4>7.2 \u663e\u5b58\u4e0d\u8db3(CUDA OOM)<\/h4>\n<p>\u5982\u679c\u9047\u5230\u663e\u5b58\u4e0d\u8db3\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u786e\u4fddGPU\u81f3\u5c11\u670914GB\u53ef\u7528\u663e\u5b58<\/li>\n<li>\u53ef\u4ee5\u5c1d\u8bd5\u964d\u4f4emax_new_tokens\u503c<\/li>\n<li>\u68c0\u67e5\u662f\u5426\u6709\u5176\u4ed6\u8fdb\u7a0b\u5360\u7528\u663e\u5b58<\/li>\n<\/ul>\n<h4>7.3 \u7aef\u53e3\u65e0\u6cd5\u8bbf\u95ee<\/h4>\n<p>\u5982\u679c\u65e0\u6cd5\u8bbf\u95ee7860\u7aef\u53e3&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5\u670d\u52a1\u5668\u9632\u706b\u5899\u8bbe\u7f6e<\/li>\n<li>\u786e\u8ba4\u7aef\u53e3\u5df2\u6b63\u786e\u6620\u5c04\/\u66b4\u9732<\/li>\n<li>\u68c0\u67e5\u670d\u52a1\u662f\u5426\u6b63\u5e38\u8fd0\u884c<\/li>\n<\/ul>\n<h4>7.4 \u8f93\u51fa\u8d28\u91cf\u4e0d\u7406\u60f3<\/h4>\n<p>\u5982\u679c\u751f\u6210\u7ed3\u679c\u4e0d\u7b26\u5408\u9884\u671f&#xff1a;<\/p>\n<ul>\n<li>\u964d\u4f4etemperature(\u59820.1-0.3)\u4f7f\u8f93\u51fa\u66f4\u7a33\u5b9a<\/li>\n<li>\u63d0\u9ad8temperature(\u59820.7-1.0)\u4f7f\u8f93\u51fa\u66f4\u6709\u521b\u9020\u6027<\/li>\n<li>\u8c03\u6574top_p\u503c(\u63a8\u83500.7-0.9)<\/li>\n<\/ul>\n<h3>8. \u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u672c\u6587\u7684\u8be6\u7ec6\u6b65\u9aa4&#xff0c;\u6211\u4eec\u5b8c\u6210\u4e86Phi-4-mini-reasoning\u6a21\u578b\u4ece\u670d\u52a1\u5668\u51c6\u5907\u5230HTTP\u63a5\u53e3\u53ef\u7528\u7684\u5168\u6d41\u7a0b\u90e8\u7f72\u3002\u8fd9\u6b3e\u8f7b\u91cf\u7ea7\u4f46\u63a8\u7406\u80fd\u529b\u5f3a\u7684\u6a21\u578b\u7279\u522b\u9002\u5408\u6570\u5b66\u95ee\u9898\u89e3\u7b54\u3001\u4ee3\u7801\u751f\u6210\u548c\u7406\u89e3\u7b49\u4efb\u52a1\u3002<\/p>\n<p>\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u9700\u8981\u6ce8\u610f\u7684\u5173\u952e\u70b9\u5305\u62ec&#xff1a;<\/p>\n<li>\u786e\u4fdd\u786c\u4ef6\u914d\u7f6e\u6ee1\u8db3\u8981\u6c42&#xff0c;\u7279\u522b\u662f\u663e\u5b58<\/li>\n<li>\u6b63\u786e\u914d\u7f6eSupervisor\u5b9e\u73b0\u670d\u52a1\u7ba1\u7406\u548c\u81ea\u542f\u52a8<\/li>\n<li>\u6839\u636e\u5b9e\u9645\u9700\u6c42\u8c03\u6574\u751f\u6210\u53c2\u6570<\/li>\n<li>\u76d1\u63a7\u65e5\u5fd7\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u95ee\u9898<\/li>\n<p>Phi-4-mini-reasoning\u4f5c\u4e3a\u4e00\u6b3e\u4e13\u6ce8\u63a8\u7406\u7684\u8f7b\u91cf\u7ea7\u6a21\u578b&#xff0c;\u5728\u4fdd\u6301\u8f83\u5c0f\u53c2\u6570\u89c4\u6a21\u7684\u540c\u65f6\u63d0\u4f9b\u4e86\u51fa\u8272\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b&#xff0c;\u662f\u6784\u5efa\u4e13\u4e1a\u9886\u57dfAI\u5e94\u7528\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Phi-4-mini-reasoning\u90e8\u7f72\u6848\u4f8b&#xff1a;\u4ece\u670d\u52a1\u5668\u5f00\u673a\u5230HTTP\u63a5\u53e3\u53ef\u7528\u5168\u6d41\u7a0b<br \/>\n1. \u9879\u76ee\u4ecb\u7ecd<br \/>\nPhi-4-mini-reasoning\u662f\u4e00\u6b3e3.8B\u53c2\u6570\u7684\u8f7b\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b&#xff0c;\u4e13\u4e3a\u6570\u5b66\u63a8\u7406\u3001\u903b\u8f91\u63a8\u5bfc\u548c\u591a\u6b65\u89e3\u9898\u7b49\u5f3a\u903b\u8f91\u4efb\u52a1\u8bbe\u8ba1\u3002\u8fd9\u6b3e\u6a21\u578b\u7531\u5fae\u8f6fAzure AI Foundry\u5f00\u53d1&#xff0c;\u4e3b\u6253\\&#8221;\u5c0f\u53c2\u6570\u3001\u5f3a\u63a8\u7406\u3001\u957f\u4e0a\u4e0b\u6587\u3001\u4f4e\u5ef6\u8fdf\\&#8221;\u7684\u7279\u70b9\u3002<br \/>\n1.1 \u6a21\u578b\u57fa\u672c\u4fe1\u606f<br 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