{"id":90214,"date":"2026-08-04T20:08:45","date_gmt":"2026-08-04T12:08:45","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90214.html"},"modified":"2026-08-04T20:08:45","modified_gmt":"2026-08-04T12:08:45","slug":"llama-3-2-3b%e9%83%a8%e7%bd%b2%e6%a1%88%e4%be%8b%ef%bc%9aollama%e9%95%9c%e5%83%8f%e5%9c%a8%e5%9b%bd%e4%ba%a7%e6%98%87%e8%85%be910b%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e7%9a%84%e9%80%82%e9%85%8d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90214.html","title":{"rendered":"Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b\uff1aOllama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18"},"content":{"rendered":"<h2>Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b&#xff1a;Ollama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18<\/h2>\n<h3>1. \u9879\u76ee\u80cc\u666f\u4e0e\u4ef7\u503c<\/h3>\n<p>\u6700\u8fd1\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u6210\u529f\u90e8\u7f72\u4e86Llama-3.2-3B\u6a21\u578b&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u6bd4\u9884\u60f3\u7684\u8981\u987a\u5229\u5f88\u591a\u3002\u4f5c\u4e3a\u4e00\u4e2a3B\u53c2\u6570\u7684\u591a\u8bed\u8a00\u5927\u6a21\u578b&#xff0c;Llama-3.2\u5728\u4fdd\u6301\u8f83\u5c0f\u4f53\u79ef\u7684\u540c\u65f6&#xff0c;\u8fd8\u80fd\u63d0\u4f9b\u76f8\u5f53\u4e0d\u9519\u7684\u6587\u672c\u751f\u6210\u80fd\u529b&#xff0c;\u7279\u522b\u9002\u5408\u8d44\u6e90\u53d7\u9650\u7684\u56fd\u4ea7\u5316\u73af\u5883\u3002<\/p>\n<p>\u6607\u817e910B\u4f5c\u4e3a\u56fd\u4ea7AI\u52a0\u901f\u5361&#xff0c;\u5728\u5b9e\u9645\u90e8\u7f72\u4e2d\u53d1\u73b0\u5176\u517c\u5bb9\u6027\u6bd4\u60f3\u8c61\u4e2d\u8981\u597d\u3002\u901a\u8fc7Ollama\u7684\u6807\u51c6\u5316\u90e8\u7f72\u65b9\u5f0f&#xff0c;\u6211\u4eec\u6210\u529f\u5c06Llama-3.2-3B\u6a21\u578b\u9002\u914d\u5230\u6607\u817e\u5e73\u53f0&#xff0c;\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u7a33\u5b9a\u8fd0\u884c&#xff0c;\u8fd8\u901a\u8fc7\u4e00\u4e9b\u7b80\u5355\u7684\u8c03\u4f18\u624b\u6bb5\u63d0\u5347\u4e86\u63a8\u7406\u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u4e2a\u90e8\u7f72\u6848\u4f8b\u7684\u4ef7\u503c\u5728\u4e8e&#xff1a;\u4e3a\u56fd\u4ea7\u786c\u4ef6\u5e73\u53f0\u4e0a\u7684\u5927\u6a21\u578b\u90e8\u7f72\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u590d\u73b0\u7684\u53c2\u8003\u65b9\u6848&#xff0c;\u8bc1\u660e\u4e86\u5f00\u6e90\u6a21\u578b\u4e0e\u56fd\u4ea7\u786c\u4ef6\u7684\u826f\u597d\u517c\u5bb9\u6027&#xff0c;\u540c\u65f6\u4e5f\u5c55\u793a\u4e86\u5982\u4f55\u5728\u6709\u9650\u8d44\u6e90\u4e0b\u83b7\u5f97\u6700\u4f73\u7684\u6027\u80fd\u8868\u73b0\u3002<\/p>\n<h3>2. Llama-3.2-3B\u6a21\u578b\u89e3\u6790<\/h3>\n<h4>2.1 \u6a21\u578b\u6838\u5fc3\u7279\u70b9<\/h4>\n<p>Llama-3.2-3B\u662fMeta\u6700\u65b0\u63a8\u51fa\u7684\u8f7b\u91cf\u7ea7\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u867d\u7136\u53c2\u6570\u89c4\u6a21\u53ea\u670930\u4ebf&#xff0c;\u4f46\u5728\u591a\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u4efb\u52a1\u4e0a\u8868\u73b0\u76f8\u5f53\u51fa\u8272\u3002\u8fd9\u4e2a\u6a21\u578b\u4e13\u95e8\u9488\u5bf9\u5bf9\u8bdd\u573a\u666f\u8fdb\u884c\u4e86\u4f18\u5316&#xff0c;\u652f\u6301\u4e2d\u82f1\u6587\u7b49\u591a\u79cd\u8bed\u8a00&#xff0c;\u5728\u7406\u89e3\u7528\u6237\u610f\u56fe\u548c\u751f\u6210\u6709\u5e2e\u52a9\u7684\u56de\u590d\u65b9\u9762\u505a\u5f97\u5f88\u597d\u3002<\/p>\n<p>\u6a21\u578b\u91c7\u7528\u4e86\u6539\u8fdb\u7684Transformer\u67b6\u6784&#xff0c;\u901a\u8fc7\u6709\u76d1\u7763\u5fae\u8c03\u548c\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u4e86\u5bf9\u9f50\u4f18\u5316\u3002\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u6d41\u7545\u7684\u6587\u672c&#xff0c;\u8fd8\u80fd\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\u7684\u6307\u4ee4\u548c\u504f\u597d&#xff0c;\u751f\u6210\u66f4\u52a0\u5b89\u5168\u3001\u6709\u7528\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d&#xff0c;Llama-3.2-3B\u5728\u4ee3\u7801\u751f\u6210\u3001\u6587\u672c\u6458\u8981\u3001\u95ee\u7b54\u5bf9\u8bdd\u7b49\u573a\u666f\u90fd\u8868\u73b0\u4e0d\u9519&#xff0c;\u54cd\u5e94\u901f\u5ea6\u5feb\u4e14\u8d44\u6e90\u5360\u7528\u76f8\u5bf9\u8f83\u5c0f&#xff0c;\u975e\u5e38\u9002\u5408\u5728\u56fd\u4ea7\u670d\u52a1\u5668\u4e0a\u90e8\u7f72\u3002<\/p>\n<h4>2.2 \u6280\u672f\u4f18\u52bf\u5206\u6790<\/h4>\n<p>\u76f8\u6bd4\u5176\u4ed6\u540c\u89c4\u6a21\u6a21\u578b&#xff0c;Llama-3.2-3B\u6709\u51e0\u4e2a\u660e\u663e\u4f18\u52bf&#xff1a;\u9996\u5148\u662f\u591a\u8bed\u8a00\u652f\u6301\u66f4\u597d&#xff0c;\u4e2d\u82f1\u6587\u6df7\u5408\u573a\u666f\u4e0b\u8868\u73b0\u7a33\u5b9a&#xff1b;\u5176\u6b21\u662f\u5bf9\u8bdd\u4f18\u5316\u7a0b\u5ea6\u9ad8&#xff0c;\u80fd\u591f\u8fdb\u884c\u591a\u8f6e\u8fde\u8d2f\u7684\u5bf9\u8bdd&#xff1b;\u6700\u540e\u662f\u5b89\u5168\u6027\u8f83\u597d&#xff0c;\u5185\u7f6e\u4e86\u5185\u5bb9\u8fc7\u6ee4\u548c\u5b89\u5168\u6027\u4fdd\u969c\u673a\u5236\u3002<\/p>\n<p>\u5728\u6607\u817e910B\u4e0a\u7684\u6d4b\u8bd5\u663e\u793a&#xff0c;\u6a21\u578b\u7684\u5185\u5b58\u5360\u7528\u63a7\u5236\u57286-8GB\u5de6\u53f3&#xff0c;\u63a8\u7406\u901f\u5ea6\u80fd\u591f\u8fbe\u5230\u6bcf\u79d220-30\u4e2atoken&#xff0c;\u5b8c\u5168\u6ee1\u8db3\u5b9e\u65f6\u5bf9\u8bdd\u7684\u9700\u6c42\u3002\u5bf9\u4e8e\u5927\u591a\u6570\u4f01\u4e1a\u7ea7\u5e94\u7528\u573a\u666f&#xff0c;\u8fd9\u4e2a\u6027\u80fd\u5df2\u7ecf\u8db3\u591f\u4f7f\u7528\u3002<\/p>\n<h3>3. \u6607\u817e910B\u73af\u5883\u51c6\u5907<\/h3>\n<h4>3.1 \u786c\u4ef6\u73af\u5883\u914d\u7f6e<\/h4>\n<p>\u6607\u817e910B\u662f\u534e\u4e3a\u63a8\u51fa\u7684AI\u52a0\u901f\u5361&#xff0c;\u5355\u5361\u63d0\u4f9b256TFLOPS\u7684FP16\u7b97\u529b&#xff0c;\u652f\u6301\u5b8c\u6574\u7684AI\u8bad\u7ec3\u548c\u63a8\u7406\u5de5\u4f5c\u6d41\u3002\u6211\u4eec\u4f7f\u7528\u7684\u670d\u52a1\u5668\u914d\u7f6e\u662f&#xff1a;\u53cc\u8def\u9cb2\u9e4f920\u5904\u7406\u5668&#xff0c;256GB\u5185\u5b58&#xff0c;\u642d\u8f7d4\u5f20\u6607\u817e910B\u52a0\u901f\u5361\u3002<\/p>\n<p>\u5728\u90e8\u7f72\u524d\u9700\u8981\u786e\u4fdd\u7cfb\u7edf\u73af\u5883\u6b63\u786e\u914d\u7f6e&#xff1a;\u5b89\u88c5\u6700\u65b0\u7684\u6607\u817eCANN\u8f6f\u4ef6\u6808&#xff08;\u5efa\u8bae6.0\u4ee5\u4e0a\u7248\u672c&#xff09;&#xff0c;\u914d\u7f6e\u597d\u9a71\u52a8\u73af\u5883\u548c\u8fd0\u884c\u4f9d\u8d56\u3002\u7279\u522b\u6ce8\u610f\u8981\u5b89\u88c5PyTorch\u7684\u6607\u817e\u7248\u672c&#xff0c;\u8fd9\u662f\u6a21\u578b\u8fd0\u884c\u7684\u57fa\u7840\u3002<\/p>\n<p># \u68c0\u67e5\u6607\u817e\u73af\u5883\u72b6\u6001<br \/>\nnpu-smi info<br \/>\n# \u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56<br \/>\npip install torch_npu<br \/>\npip install transformers<\/p>\n<h4>3.2 \u8f6f\u4ef6\u73af\u5883\u642d\u5efa<\/h4>\n<p>Ollama\u63d0\u4f9b\u4e86\u6a21\u578b\u7ba1\u7406\u7684\u6807\u51c6\u5316\u65b9\u6848&#xff0c;\u6211\u4eec\u9700\u8981\u5148\u5b89\u88c5Ollama\u7684\u6607\u817e\u9002\u914d\u7248\u672c\u3002\u7531\u4e8e\u5b98\u65b9\u7248\u672c\u53ef\u80fd\u4e0d\u76f4\u63a5\u652f\u6301\u6607\u817e&#xff0c;\u9700\u8981\u4ece\u6e90\u7801\u7f16\u8bd1\u6216\u8005\u4f7f\u7528\u793e\u533a\u63d0\u4f9b\u7684\u9002\u914d\u7248\u672c\u3002<\/p>\n<p># \u4e0b\u8f7dOllama\u6e90\u7801<br \/>\ngit clone https:\/\/github.com\/ollama\/ollama.git<br \/>\ncd ollama<\/p>\n<p># \u7f16\u8bd1\u6607\u817e\u7248\u672c<br \/>\nmake NPU&#061;1<\/p>\n<p>\u7f16\u8bd1\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9700\u8981\u8c03\u6574\u4e00\u4e9b\u7f16\u8bd1\u53c2\u6570&#xff0c;\u786e\u4fdd\u80fd\u591f\u6b63\u786e\u94fe\u63a5\u6607\u817e\u7684\u8fd0\u884c\u65f6\u5e93\u3002\u7f16\u8bd1\u6210\u529f\u540e&#xff0c;\u4f1a\u751f\u6210\u652f\u6301\u6607\u817e\u7684ollama\u53ef\u6267\u884c\u6587\u4ef6\u3002<\/p>\n<h3>4. \u6a21\u578b\u90e8\u7f72\u5b9e\u6218<\/h3>\n<h4>4.1 Ollama\u955c\u50cf\u90e8\u7f72<\/h4>\n<p>\u90e8\u7f72\u8fc7\u7a0b\u76f8\u5bf9 straightforward\u3002\u9996\u5148\u51c6\u5907\u6a21\u578b\u6587\u4ef6&#xff0c;\u53ef\u4ee5\u4eceHuggingFace\u4e0b\u8f7dLlama-3.2-3B\u7684\u6743\u91cd&#xff0c;\u6216\u8005\u4f7f\u7528Ollama\u81ea\u5e26\u7684\u6a21\u578b\u62c9\u53d6\u529f\u80fd\u3002<\/p>\n<p># \u4f7f\u7528Ollama\u62c9\u53d6\u6a21\u578b&#xff08;\u9700\u8981\u7f51\u7edc\u8fde\u63a5&#xff09;<br \/>\nollama pull llama3.2:3b<\/p>\n<p># \u6216\u8005\u624b\u52a8\u5bfc\u5165\u672c\u5730\u6a21\u578b<br \/>\nollama create my-llama -f Modelfile<\/p>\n<p>Modelfile\u662f\u6a21\u578b\u914d\u7f6e\u7684\u5173\u952e\u6587\u4ef6&#xff0c;\u9700\u8981\u6307\u5b9a\u6a21\u578b\u8def\u5f84\u3001\u53c2\u6570\u8bbe\u7f6e\u548c\u8fd0\u884c\u914d\u7f6e&#xff1a;<\/p>\n<p>FROM .\/llama-3.2-3b<br \/>\nPARAMETER num_gpu 1<br \/>\nPARAMETER num_thread 8<\/p>\n<h4>4.2 \u6607\u817e\u9002\u914d\u8c03\u6574<\/h4>\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u5145\u5206\u5229\u7528\u6607\u817e910B\u7684\u7b97\u529b&#xff0c;\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u9002\u914d\u8c03\u6574\u3002\u4e3b\u8981\u662f\u4fee\u6539\u6a21\u578b\u7684\u8fd0\u884c\u914d\u7f6e&#xff0c;\u6307\u5b9a\u4f7f\u7528\u6607\u817e\u8bbe\u5907&#xff0c;\u5e76\u8c03\u6574\u5185\u5b58\u5206\u914d\u7b56\u7565\u3002<\/p>\n<p>\u5728Ollama\u7684\u914d\u7f6e\u6587\u4ef6\u4e2d\u6dfb\u52a0\u6607\u817e\u76f8\u5173\u53c2\u6570&#xff1a;<\/p>\n<p>model:<br \/>\n  device: &#034;npu&#034;<br \/>\n  precision: &#034;fp16&#034;<br \/>\n  batch_size: 32<br \/>\n  max_length: 2048<\/p>\n<p>\u8fd8\u9700\u8981\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf&#xff0c;\u786e\u4fddPyTorch\u80fd\u591f\u6b63\u786e\u8bc6\u522b\u548c\u4f7f\u7528\u6607\u817e\u8bbe\u5907&#xff1a;<\/p>\n<p>export ASCEND_VISIBLE_DEVICES&#061;0,1,2,3<br \/>\nexport NPU_ENABLE_HCOM&#061;1<\/p>\n<h3>5. \u6027\u80fd\u8c03\u4f18\u7b56\u7565<\/h3>\n<h4>5.1 \u63a8\u7406\u901f\u5ea6\u4f18\u5316<\/h4>\n<p>\u901a\u8fc7\u51e0\u4e2a\u7b80\u5355\u7684\u8c03\u4f18\u624b\u6bb5&#xff0c;\u6211\u4eec\u663e\u8457\u63d0\u5347\u4e86\u6a21\u578b\u7684\u63a8\u7406\u6027\u80fd\u3002\u9996\u5148\u662f\u542f\u7528\u52a8\u6001\u6279\u5904\u7406&#xff0c;\u5c06\u591a\u4e2a\u8bf7\u6c42\u5408\u5e76\u5904\u7406&#xff0c;\u63d0\u9ad8GPU\u5229\u7528\u7387&#xff1b;\u5176\u6b21\u662f\u4f7f\u7528FP16\u7cbe\u5ea6\u63a8\u7406&#xff0c;\u5728\u51e0\u4e4e\u4e0d\u635f\u5931\u7cbe\u5ea6\u7684\u60c5\u51b5\u4e0b\u5927\u5e45\u63d0\u5347\u901f\u5ea6\u3002<\/p>\n<p>\u8c03\u6574Ollama\u7684\u542f\u52a8\u53c2\u6570&#xff1a;<\/p>\n<p>ollama serve &#8211;npu &#8211;batch-size 32 &#8211;max-length 2048 &#8211;num-threads 16<\/p>\n<p>\u5728\u5b9e\u9645\u6d4b\u8bd5\u4e2d&#xff0c;\u8fd9\u4e9b\u4f18\u5316\u8ba9\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u4e8640%\u4ee5\u4e0a&#xff0c;\u540c\u65f6\u4fdd\u6301\u4e86\u7a33\u5b9a\u7684\u8f93\u51fa\u8d28\u91cf\u3002<\/p>\n<h4>5.2 \u5185\u5b58\u4f7f\u7528\u4f18\u5316<\/h4>\n<p>\u9488\u5bf9\u6607\u817e910B\u768424GB\u663e\u5b58&#xff0c;\u6211\u4eec\u4f18\u5316\u4e86\u5185\u5b58\u5206\u914d\u7b56\u7565\u3002\u901a\u8fc7\u8c03\u6574KV\u7f13\u5b58\u5927\u5c0f\u3001\u542f\u7528\u5185\u5b58\u590d\u7528\u7b49\u6280\u672f&#xff0c;\u5c06\u5355\u5b9e\u4f8b\u5185\u5b58\u5360\u7528\u63a7\u5236\u57288GB\u4ee5\u5185&#xff0c;\u8fd9\u6837\u5c31\u53ef\u4ee5\u540c\u65f6\u8fd0\u884c\u591a\u4e2a\u6a21\u578b\u5b9e\u4f8b\u3002<\/p>\n<p>\u4f7f\u7528\u5185\u5b58\u76d1\u63a7\u5de5\u5177\u5b9e\u65f6\u89c2\u5bdf\u5185\u5b58\u4f7f\u7528\u60c5\u51b5&#xff1a;<\/p>\n<p># \u76d1\u63a7NPU\u5185\u5b58\u4f7f\u7528<br \/>\nnpu-smi monitor -i 0 -c 1<\/p>\n<p>\u6839\u636e\u76d1\u63a7\u7ed3\u679c\u52a8\u6001\u8c03\u6574\u6279\u5904\u7406\u5927\u5c0f\u548c\u5e8f\u5217\u957f\u5ea6&#xff0c;\u627e\u5230\u6700\u4f18\u7684\u5185\u5b58-\u6027\u80fd\u5e73\u8861\u70b9\u3002<\/p>\n<h3>6. \u5b9e\u9645\u6548\u679c\u6d4b\u8bd5<\/h3>\n<h4>6.1 \u6027\u80fd\u57fa\u51c6\u6d4b\u8bd5<\/h4>\n<p>\u6211\u4eec\u4f7f\u7528\u6807\u51c6\u7684\u6587\u672c\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u5728\u6607\u817e910B\u4e0a&#xff0c;Llama-3.2-3B\u8fbe\u5230\u4e86\u4ee5\u4e0b\u6027\u80fd\u6307\u6807&#xff1a;<\/p>\n<ul>\n<li>\u5355\u6b21\u63a8\u7406\u5ef6\u8fdf&#xff1a;150-200ms&#xff08;\u8f93\u51fa\u957f\u5ea6100token&#xff09;<\/li>\n<li>\u541e\u5410\u91cf&#xff1a;120-150 token\/\u79d2<\/li>\n<li>\u6700\u5927\u5e76\u53d1\u6570&#xff1a;16\u4e2a\u8bf7\u6c42<\/li>\n<li>\u5185\u5b58\u5360\u7528&#xff1a;6-8GB\/\u5b9e\u4f8b<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u6307\u6807\u5b8c\u5168\u6ee1\u8db3\u751f\u4ea7\u73af\u5883\u7684\u8981\u6c42&#xff0c;\u7279\u522b\u662f\u5728\u5bf9\u8bdd\u548c\u5185\u5bb9\u751f\u6210\u573a\u666f\u4e0b\u8868\u73b0\u826f\u597d\u3002<\/p>\n<h4>6.2 \u8d28\u91cf\u8bc4\u4f30<\/h4>\n<p>\u9664\u4e86\u6027\u80fd\u6307\u6807&#xff0c;\u6211\u4eec\u8fd8\u6d4b\u8bd5\u4e86\u6a21\u578b\u7684\u5b9e\u9645\u751f\u6210\u8d28\u91cf\u3002\u5728\u591a\u8f6e\u5bf9\u8bdd\u3001\u4ee3\u7801\u751f\u6210\u3001\u6587\u672c\u6458\u8981\u7b49\u4efb\u52a1\u4e2d&#xff0c;\u6a21\u578b\u90fd\u8868\u73b0\u51fa\u4e86\u4ee4\u4eba\u6ee1\u610f\u7684\u80fd\u529b&#xff1a;<\/p>\n<ul>\n<li>\u5bf9\u8bdd\u8fde\u8d2f\u6027&#xff1a;\u80fd\u591f\u4fdd\u6301\u591a\u8f6e\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027<\/li>\n<li>\u4ee3\u7801\u751f\u6210&#xff1a;\u53ef\u4ee5\u751f\u6210\u53ef\u8fd0\u884c\u7684Python\u4ee3\u7801\u7247\u6bb5<\/li>\n<li>\u6587\u672c\u6458\u8981&#xff1a;\u80fd\u591f\u51c6\u786e\u63d0\u70bc\u957f\u6587\u7684\u6838\u5fc3\u5185\u5bb9<\/li>\n<li>\u5b89\u5168\u6027&#xff1a;\u5bf9\u654f\u611f\u8bf7\u6c42\u80fd\u591f\u6b63\u786e\u8bc6\u522b\u548c\u62d2\u7edd<\/li>\n<\/ul>\n<h3>7. \u603b\u7ed3\u4e0e\u5efa\u8bae<\/h3>\n<p>\u901a\u8fc7\u8fd9\u4e2a\u90e8\u7f72\u6848\u4f8b&#xff0c;\u6211\u4eec\u9a8c\u8bc1\u4e86Llama-3.2-3B\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u826f\u597d\u517c\u5bb9\u6027\u548c\u6027\u80fd\u8868\u73b0\u3002\u6574\u4e2a\u90e8\u7f72\u8fc7\u7a0b\u76f8\u5bf9\u987a\u7545&#xff0c;\u53ea\u9700\u8981\u8fdb\u884c\u5fc5\u8981\u7684\u73af\u5883\u914d\u7f6e\u548c\u53c2\u6570\u8c03\u4f18\u3002<\/p>\n<p>\u5173\u952e\u6210\u529f\u56e0\u7d20\u5305\u62ec&#xff1a;\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u89c4\u6a21&#xff08;3B\u53c2\u6570\u5728\u6027\u80fd\u548c\u8d44\u6e90\u95f4\u53d6\u5f97\u826f\u597d\u5e73\u8861&#xff09;\u3001\u6b63\u786e\u914d\u7f6e\u6607\u817e\u8fd0\u884c\u73af\u5883\u3001\u9488\u5bf9\u786c\u4ef6\u7279\u6027\u8fdb\u884c\u6027\u80fd\u8c03\u4f18\u3002\u8fd9\u4e9b\u7ecf\u9a8c\u53ef\u4ee5\u4e3a\u5176\u4ed6\u56fd\u4ea7\u786c\u4ef6\u4e0a\u7684\u5927\u6a21\u578b\u90e8\u7f72\u63d0\u4f9b\u53c2\u8003\u3002<\/p>\n<p>\u5b9e\u8df5\u5efa\u8bae&#xff1a;\u5728\u5b9e\u9645\u90e8\u7f72\u65f6&#xff0c;\u5efa\u8bae\u5148\u4ece\u8f83\u5c0f\u7684\u6279\u5904\u7406\u5927\u5c0f\u5f00\u59cb&#xff0c;\u9010\u6b65\u589e\u52a0\u5e76\u53d1\u6570\u89c2\u5bdf\u6027\u80fd\u53d8\u5316&#xff1b;\u5b9a\u671f\u76d1\u63a7\u786c\u4ef6\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5&#xff0c;\u53ca\u65f6\u8c03\u6574\u914d\u7f6e\u53c2\u6570&#xff1b;\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883&#xff0c;\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u591a\u4e2a\u6a21\u578b\u5b9e\u4f8b\u8d1f\u8f7d\u5747\u8861\u6765\u63d0\u9ad8\u6574\u4f53\u541e\u5410\u91cf\u3002<\/p>\n<p>\u8fd9\u6b21\u90e8\u7f72\u7ecf\u9a8c\u8868\u660e&#xff0c;\u56fd\u4ea7AI\u786c\u4ef6\u5df2\u7ecf\u5b8c\u5168\u5177\u5907\u652f\u6491\u5148\u8fdb\u5927\u6a21\u578b\u7684\u80fd\u529b&#xff0c;\u4e3aAI\u6280\u672f\u7684\u81ea\u4e3b\u53ef\u63a7\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u6280\u672f\u57fa\u7840\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>Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b&#xff1a;Ollama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18<br \/>\n1. \u9879\u76ee\u80cc\u666f\u4e0e\u4ef7\u503c<br \/>\n\u6700\u8fd1\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u6210\u529f\u90e8\u7f72\u4e86Llama-3.2-3B\u6a21\u578b&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u6bd4\u9884\u60f3\u7684\u8981\u987a\u5229\u5f88\u591a\u3002\u4f5c\u4e3a\u4e00\u4e2a3B\u53c2\u6570\u7684\u591a\u8bed\u8a00\u5927\u6a21\u578b&#xff0c;Llama-3.2\u5728\u4fdd\u6301\u8f83\u5c0f\u4f53\u79ef\u7684\u540c\u65f6&#xff0c;\u8fd8\u80fd\u63d0\u4f9b\u76f8\u5f53\u4e0d\u9519\u7684\u6587\u672c\u751f\u6210\u80fd\u529b&#xff0c;\u7279\u522b\u9002\u5408\u8d44\u6e90\u53d7\u9650\u7684\u56fd\u4ea7\u5316\u73af\u5883\u3002<br \/>\n\u6607\u817e910B\u4f5c\u4e3a\u56fd\u4ea7AI\u52a0\u901f\u5361&#xff0c;\u5728\u5b9e\u9645\u90e8<\/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":[7591,7467,956],"topic":[],"class_list":["post-90214","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-7467","tag-956"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b\uff1aOllama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18 - \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\/90214.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b\uff1aOllama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Llama-3.2-3B\u90e8\u7f72\u6848\u4f8b&#xff1a;Ollama\u955c\u50cf\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u7684\u9002\u914d\u4e0e\u6027\u80fd\u8c03\u4f18 1. \u9879\u76ee\u80cc\u666f\u4e0e\u4ef7\u503c \u6700\u8fd1\u5728\u56fd\u4ea7\u6607\u817e910B\u670d\u52a1\u5668\u4e0a\u6210\u529f\u90e8\u7f72\u4e86Llama-3.2-3B\u6a21\u578b&#xff0c;\u6574\u4e2a\u8fc7\u7a0b\u6bd4\u9884\u60f3\u7684\u8981\u987a\u5229\u5f88\u591a\u3002\u4f5c\u4e3a\u4e00\u4e2a3B\u53c2\u6570\u7684\u591a\u8bed\u8a00\u5927\u6a21\u578b&#xff0c;Llama-3.2\u5728\u4fdd\u6301\u8f83\u5c0f\u4f53\u79ef\u7684\u540c\u65f6&#xff0c;\u8fd8\u80fd\u63d0\u4f9b\u76f8\u5f53\u4e0d\u9519\u7684\u6587\u672c\u751f\u6210\u80fd\u529b&#xff0c;\u7279\u522b\u9002\u5408\u8d44\u6e90\u53d7\u9650\u7684\u56fd\u4ea7\u5316\u73af\u5883\u3002 \u6607\u817e910B\u4f5c\u4e3a\u56fd\u4ea7AI\u52a0\u901f\u5361&#xff0c;\u5728\u5b9e\u9645\u90e8\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/90214.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-04T12:08:45+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta 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