{"id":83300,"date":"2026-07-25T19:49:11","date_gmt":"2026-07-25T11:49:11","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83300.html"},"modified":"2026-07-25T19:49:11","modified_gmt":"2026-07-25T11:49:11","slug":"lfm2-5-1-2b-instruct%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b%ef%bc%9a%e4%bd%8e%e8%b5%84%e6%ba%90%e6%9c%8d%e5%8a%a1%e5%99%a8%ef%bc%884gb-ram2gb-gpu%ef%bc%89%e5%ae%9e%e6%b5%8b%e9%aa%8c%e8%af%81","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83300.html","title":{"rendered":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1"},"content":{"rendered":"<h2>LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b&#xff1a;\u4f4e\u8d44\u6e90\u670d\u52a1\u5668&#xff08;4GB RAM&#043;2GB GPU&#xff09;\u5b9e\u6d4b\u9a8c\u8bc1<\/h2>\n<h3>1. \u6a21\u578b\u4ecb\u7ecd\u4e0e\u90e8\u7f72\u51c6\u5907<\/h3>\n<p>LFM2.5-1.2B-Instruct\u662f\u4e00\u4e2a1.2B\u53c2\u6570\u91cf\u7684\u8f7b\u91cf\u7ea7\u6307\u4ee4\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u7279\u522b\u9002\u5408\u5728\u8fb9\u7f18\u8bbe\u5907\u548c\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u3002\u8fd9\u4e2a\u6a21\u578b\u7531Liquid AI\u548cUnsloth\u56e2\u961f\u5f00\u53d1&#xff0c;\u80fd\u591f\u5728\u4ec54GB\u5185\u5b58\u548c2GB GPU\u663e\u5b58\u7684\u786c\u4ef6\u73af\u5883\u4e0b\u6d41\u7545\u8fd0\u884c\u3002<\/p>\n<h4>1.1 \u6a21\u578b\u7279\u70b9<\/h4>\n<ul>\n<li>\u8f7b\u91cf\u9ad8\u6548&#xff1a;1.17B\u53c2\u6570\u91cf&#xff0c;\u9002\u5408\u8d44\u6e90\u53d7\u9650\u73af\u5883<\/li>\n<li>\u591a\u8bed\u8a00\u652f\u6301&#xff1a;\u652f\u6301\u82f1\u8bed\u3001\u4e2d\u6587\u3001\u6cd5\u8bed\u7b498\u79cd\u8bed\u8a00<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587&#xff1a;\u652f\u630132,768 tokens\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6<\/li>\n<li>\u4f4e\u663e\u5b58\u5360\u7528&#xff1a;\u4ec5\u97002.5-3GB GPU\u663e\u5b58<\/li>\n<\/ul>\n<h4>1.2 \u786c\u4ef6\u8981\u6c42<\/h4>\n<table>\n<tr>\u7ec4\u4ef6\u6700\u4f4e\u914d\u7f6e\u63a8\u8350\u914d\u7f6e<\/tr>\n<tbody>\n<tr>\n<td>CPU<\/td>\n<td>2\u6838<\/td>\n<td>4\u6838<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58<\/td>\n<td>4GB<\/td>\n<td>8GB<\/td>\n<\/tr>\n<tr>\n<td>GPU<\/td>\n<td>2GB\u663e\u5b58<\/td>\n<td>4GB\u663e\u5b58<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>10GB\u53ef\u7528\u7a7a\u95f4<\/td>\n<td>20GB\u53ef\u7528\u7a7a\u95f4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>2. \u5feb\u901f\u90e8\u7f72\u6307\u5357<\/h3>\n<h4>2.1 \u73af\u5883\u51c6\u5907<\/h4>\n<p>\u786e\u4fdd\u4f60\u7684Linux\u7cfb\u7edf\u5df2\u5b89\u88c5\u4ee5\u4e0b\u7ec4\u4ef6&#xff1a;<\/p>\n<p># \u68c0\u67e5Python\u7248\u672c&#xff08;\u9700\u89813.8&#043;&#xff09;<br \/>\npython3 &#8211;version<\/p>\n<p># \u68c0\u67e5CUDA\u9a71\u52a8&#xff08;\u9700\u898111.7&#043;&#xff09;<br \/>\nnvidia-smi<\/p>\n<h4>2.2 \u4e00\u952e\u5b89\u88c5\u811a\u672c<\/h4>\n<p>\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b8c\u6210\u57fa\u7840\u73af\u5883\u914d\u7f6e&#xff1a;<\/p>\n<p># \u5b89\u88c5\u4f9d\u8d56<br \/>\nsudo apt update &amp;&amp; sudo apt install -y python3-pip supervisor<\/p>\n<p># \u521b\u5efa\u865a\u62df\u73af\u5883<br \/>\npython3 -m venv ~\/lfm-env<br \/>\nsource ~\/lfm-env\/bin\/activate<\/p>\n<p># \u5b89\u88c5PyTorch\u548cTransformers<br \/>\npip install torch&#061;&#061;2.1.0 transformers&#061;&#061;4.36.0 gradio&#061;&#061;3.50.2<\/p>\n<h3>3. \u6a21\u578b\u90e8\u7f72\u4e0eWebUI\u914d\u7f6e<\/h3>\n<h4>3.1 \u4e0b\u8f7d\u6a21\u578b<\/h4>\n<p># \u521b\u5efa\u6a21\u578b\u76ee\u5f55<br \/>\nmkdir -p ~\/ai-models\/unsloth<\/p>\n<p># \u4e0b\u8f7d\u6a21\u578b&#xff08;\u7ea64.5GB&#xff09;<br \/>\ngit lfs install<br \/>\ngit clone https:\/\/huggingface.co\/LiquidAI\/LFM2.5-1.2B-Instruct ~\/ai-models\/unsloth\/LFM2___5-1___2B-Instruct<\/p>\n<h4>3.2 \u914d\u7f6eWebUI<\/h4>\n<p>\u521b\u5efa~\/LFM2.5-1.2B-Instruct\/webui.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\/unsloth\/LFM2___5-1___2B-Instruct&#034;<br \/>\nDEVICE &#061; &#034;cuda&#034; if torch.cuda.is_available() else &#034;cpu&#034;<\/p>\n<p>model &#061; AutoModelForCausalLM.from_pretrained(MODEL_PATH, torch_dtype&#061;torch.float16).to(DEVICE)<br \/>\ntokenizer &#061; AutoTokenizer.from_pretrained(MODEL_PATH)<\/p>\n<p>def generate_response(prompt):<br \/>\n    inputs &#061; tokenizer(prompt, return_tensors&#061;&#034;pt&#034;).to(DEVICE)<br \/>\n    outputs &#061; model.generate(**inputs, max_new_tokens&#061;512)<br \/>\n    return tokenizer.decode(outputs[0], skip_special_tokens&#061;True)<\/p>\n<p>iface &#061; gr.Interface(<br \/>\n    fn&#061;generate_response,<br \/>\n    inputs&#061;&#034;text&#034;,<br \/>\n    outputs&#061;&#034;text&#034;,<br \/>\n    title&#061;&#034;LFM2.5-1.2B-Instruct Chat&#034;<br \/>\n)<br \/>\niface.launch(server_name&#061;&#034;0.0.0.0&#034;, server_port&#061;7860)<\/p>\n<h4>3.3 Supervisor\u914d\u7f6e<\/h4>\n<p>\u521b\u5efa\/etc\/supervisor\/conf.d\/lfm25-1.2b.conf&#xff1a;<\/p>\n<p>[program:lfm25-1.2b]<br \/>\ncommand&#061;\/root\/lfm-env\/bin\/python \/root\/LFM2.5-1.2B-Instruct\/webui.py<br \/>\ndirectory&#061;\/root\/LFM2.5-1.2B-Instruct<br \/>\nuser&#061;root<br \/>\nautostart&#061;true<br \/>\nautorestart&#061;true<br \/>\nstderr_logfile&#061;\/root\/LFM2.5-1.2B-Instruct\/logs\/webui.err.log<br \/>\nstdout_logfile&#061;\/root\/LFM2.5-1.2B-Instruct\/logs\/webui.log<br \/>\nenvironment&#061;PYTHONUNBUFFERED&#061;&#034;1&#034;<\/p>\n<h3>4. \u670d\u52a1\u7ba1\u7406\u4e0e\u4f7f\u7528<\/h3>\n<h4>4.1 \u542f\u52a8\u670d\u52a1<\/h4>\n<p># \u91cd\u8f7dSupervisor\u914d\u7f6e<br \/>\nsudo supervisorctl reread<br \/>\nsudo supervisorctl update<\/p>\n<p># \u542f\u52a8\u670d\u52a1<br \/>\nsudo supervisorctl start lfm25-1.2b<\/p>\n<h4>4.2 \u8bbf\u95eeWebUI<\/h4>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee&#xff1a;<\/p>\n<p>http:\/\/&lt;\u670d\u52a1\u5668IP&gt;:7860<\/p>\n<h4>4.3 \u5e38\u7528\u7ba1\u7406\u547d\u4ee4<\/h4>\n<p># \u67e5\u770b\u670d\u52a1\u72b6\u6001<br \/>\nsudo supervisorctl status lfm25-1.2b<\/p>\n<p># \u91cd\u542f\u670d\u52a1<br \/>\nsudo supervisorctl restart lfm25-1.2b<\/p>\n<p># \u505c\u6b62\u670d\u52a1<br \/>\nsudo supervisorctl stop lfm25-1.2b<\/p>\n<h3>5. \u6027\u80fd\u4f18\u5316\u4e0e\u8d44\u6e90\u76d1\u63a7<\/h3>\n<h4>5.1 \u663e\u5b58\u4f18\u5316\u914d\u7f6e<\/h4>\n<p>\u4fee\u6539webui.py\u4e2d\u7684\u6a21\u578b\u52a0\u8f7d\u65b9\u5f0f&#xff1a;<\/p>\n<p>model &#061; AutoModelForCausalLM.from_pretrained(<br \/>\n    MODEL_PATH,<br \/>\n    torch_dtype&#061;torch.float16,<br \/>\n    device_map&#061;&#034;auto&#034;,<br \/>\n    low_cpu_mem_usage&#061;True<br \/>\n)<\/p>\n<h4>5.2 \u8d44\u6e90\u76d1\u63a7\u547d\u4ee4<\/h4>\n<p># \u67e5\u770bGPU\u4f7f\u7528\u60c5\u51b5<br \/>\nwatch -n 1 nvidia-smi<\/p>\n<p># \u67e5\u770b\u5185\u5b58\u4f7f\u7528<br \/>\nfree -h<\/p>\n<p># \u67e5\u770b\u8fdb\u7a0b\u8d44\u6e90\u5360\u7528<br \/>\ntop -o %MEM<\/p>\n<h3>6. \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h3>\n<h4>6.1 \u7aef\u53e3\u51b2\u7a81\u95ee\u9898<\/h4>\n<p>\u5982\u679c7860\u7aef\u53e3\u88ab\u5360\u7528&#xff0c;\u53ef\u4ee5\u4fee\u6539webui.py\u4e2d\u7684\u7aef\u53e3\u53f7&#xff1a;<\/p>\n<p>iface.launch(server_name&#061;&#034;0.0.0.0&#034;, server_port&#061;7870)  # \u6539\u4e3a7870\u7aef\u53e3<\/p>\n<h4>6.2 \u6a21\u578b\u52a0\u8f7d\u5931\u8d25<\/h4>\n<p>\u68c0\u67e5\u6a21\u578b\u8def\u5f84\u662f\u5426\u6b63\u786e&#xff1a;<\/p>\n<p>ls -lh ~\/ai-models\/unsloth\/LFM2___5-1___2B-Instruct<\/p>\n<h4>6.3 \u663e\u5b58\u4e0d\u8db3\u95ee\u9898<\/h4>\n<p>\u5c1d\u8bd5\u964d\u4f4e\u7cbe\u5ea6&#xff1a;<\/p>\n<p>model &#061; AutoModelForCausalLM.from_pretrained(MODEL_PATH, torch_dtype&#061;torch.float16).to(DEVICE)<\/p>\n<h3>7. \u603b\u7ed3\u4e0e\u8fdb\u9636\u5efa\u8bae<\/h3>\n<p>\u901a\u8fc7\u672c\u6559\u7a0b&#xff0c;\u6211\u4eec\u6210\u529f\u5728\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u4e86LFM2.5-1.2B-Instruct\u6a21\u578b\u3002\u8fd9\u4e2a\u8f7b\u91cf\u7ea7\u6a21\u578b\u7279\u522b\u9002\u5408\u4ee5\u4e0b\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u5d4c\u5165\u5f0fAI\u52a9\u624b&#xff1a;\u5728\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u63d0\u4f9b\u667a\u80fd\u5bf9\u8bdd<\/li>\n<li>\u8f7b\u91cf\u5ba2\u670d\u673a\u5668\u4eba&#xff1a;7&#215;24\u5c0f\u65f6\u81ea\u52a8\u54cd\u5e94\u5e38\u89c1\u95ee\u9898<\/li>\n<li>\u672c\u5730AI\u5f00\u53d1\u5e73\u53f0&#xff1a;\u4f4e\u6210\u672c\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u548c\u6d4b\u8bd5<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u60f3\u8981\u8fdb\u4e00\u6b65\u5b9a\u5236\u6a21\u578b\u7684\u5f00\u53d1\u8005&#xff0c;\u53ef\u4ee5\u8003\u8651&#xff1a;<\/p>\n<li>\u5fae\u8c03\u6a21\u578b&#xff1a;\u4f7f\u7528\u81ea\u5df1\u7684\u6570\u636e\u96c6\u8fdb\u884c\u9886\u57df\u9002\u914d<\/li>\n<li>\u4f18\u5316\u63a8\u7406&#xff1a;\u5c1d\u8bd5\u91cf\u5316\u3001\u526a\u679d\u7b49\u6280\u672f\u8fdb\u4e00\u6b65\u964d\u4f4e\u8d44\u6e90\u9700\u6c42<\/li>\n<li>\u96c6\u6210\u5e94\u7528&#xff1a;\u5c06\u6a21\u578bAPI\u96c6\u6210\u5230\u73b0\u6709\u7cfb\u7edf\u4e2d<\/li>\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>LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b&#xff1a;\u4f4e\u8d44\u6e90\u670d\u52a1\u5668&#xff08;4GB RAM2GB GPU&#xff09;\u5b9e\u6d4b\u9a8c\u8bc1<br \/>\n1. \u6a21\u578b\u4ecb\u7ecd\u4e0e\u90e8\u7f72\u51c6\u5907<br \/>\nLFM2.5-1.2B-Instruct\u662f\u4e00\u4e2a1.2B\u53c2\u6570\u91cf\u7684\u8f7b\u91cf\u7ea7\u6307\u4ee4\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u7279\u522b\u9002\u5408\u5728\u8fb9\u7f18\u8bbe\u5907\u548c\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u3002\u8fd9\u4e2a\u6a21\u578b\u7531Liquid AI\u548cUnsloth\u56e2\u961f\u5f00\u53d1&#xff0c;\u80fd\u591f\u5728\u4ec54GB\u5185\u5b58\u548c2GB GPU\u663e\u5b58\u7684\u786c\u4ef6\u73af\u5883\u4e0b\u6d41\u7545\u8fd0\u884c\u3002<br \/>\n1.1 \u6a21\u578b\u7279\u70b9<br \/>\n\u8f7b\u91cf\u9ad8\u6548&amp;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7591,9319,956],"topic":[],"class_list":["post-83300","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-9319","tag-956"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/83300.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b&#xff1a;\u4f4e\u8d44\u6e90\u670d\u52a1\u5668&#xff08;4GB RAM2GB GPU&#xff09;\u5b9e\u6d4b\u9a8c\u8bc1 1. \u6a21\u578b\u4ecb\u7ecd\u4e0e\u90e8\u7f72\u51c6\u5907 LFM2.5-1.2B-Instruct\u662f\u4e00\u4e2a1.2B\u53c2\u6570\u91cf\u7684\u8f7b\u91cf\u7ea7\u6307\u4ee4\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u7279\u522b\u9002\u5408\u5728\u8fb9\u7f18\u8bbe\u5907\u548c\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u3002\u8fd9\u4e2a\u6a21\u578b\u7531Liquid AI\u548cUnsloth\u56e2\u961f\u5f00\u53d1&#xff0c;\u80fd\u591f\u5728\u4ec54GB\u5185\u5b58\u548c2GB GPU\u663e\u5b58\u7684\u786c\u4ef6\u73af\u5883\u4e0b\u6d41\u7545\u8fd0\u884c\u3002 1.1 \u6a21\u578b\u7279\u70b9 \u8f7b\u91cf\u9ad8\u6548&amp;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/83300.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-25T11:49:11+00:00\" \/>\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=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/83300.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/83300.html\",\"name\":\"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-07-25T11:49:11+00:00\",\"dateModified\":\"2026-07-25T11:49:11+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/83300.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/83300.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/83300.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/83300.html","og_locale":"zh_CN","og_type":"article","og_title":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b&#xff1a;\u4f4e\u8d44\u6e90\u670d\u52a1\u5668&#xff08;4GB RAM2GB GPU&#xff09;\u5b9e\u6d4b\u9a8c\u8bc1 1. \u6a21\u578b\u4ecb\u7ecd\u4e0e\u90e8\u7f72\u51c6\u5907 LFM2.5-1.2B-Instruct\u662f\u4e00\u4e2a1.2B\u53c2\u6570\u91cf\u7684\u8f7b\u91cf\u7ea7\u6307\u4ee4\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u7279\u522b\u9002\u5408\u5728\u8fb9\u7f18\u8bbe\u5907\u548c\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\u3002\u8fd9\u4e2a\u6a21\u578b\u7531Liquid AI\u548cUnsloth\u56e2\u961f\u5f00\u53d1&#xff0c;\u80fd\u591f\u5728\u4ec54GB\u5185\u5b58\u548c2GB GPU\u663e\u5b58\u7684\u786c\u4ef6\u73af\u5883\u4e0b\u6d41\u7545\u8fd0\u884c\u3002 1.1 \u6a21\u578b\u7279\u70b9 \u8f7b\u91cf\u9ad8\u6548&amp;","og_url":"https:\/\/www.wsisp.com\/helps\/83300.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-07-25T11:49:11+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/83300.html","url":"https:\/\/www.wsisp.com\/helps\/83300.html","name":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-07-25T11:49:11+00:00","dateModified":"2026-07-25T11:49:11+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/83300.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/83300.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/83300.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"LFM2.5-1.2B-Instruct\u90e8\u7f72\u6559\u7a0b\uff1a\u4f4e\u8d44\u6e90\u670d\u52a1\u5668\uff084GB RAM+2GB GPU\uff09\u5b9e\u6d4b\u9a8c\u8bc1"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/83300","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=83300"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/83300\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=83300"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=83300"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=83300"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=83300"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}