{"id":376,"date":"2026-01-26T02:08:49","date_gmt":"2026-01-25T18:08:49","guid":{"rendered":"https:\/\/skwp.zeabur.app\/2026\/01\/26\/%e3%80%90llama-cpp-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%bb%80%e9%ba%bc%e6%98%af-llama-cpp%ef%bc%9f%e6%9c%ac%e5%9c%b0%e8%b7%91-llm-%e7%9a%84%e6%9c%80%e4%bd%b3%e9%81%b8%e6%93%87\/"},"modified":"2026-01-26T02:08:49","modified_gmt":"2026-01-25T18:08:49","slug":"%e3%80%90llama-cpp-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%bb%80%e9%ba%bc%e6%98%af-llama-cpp%ef%bc%9f%e6%9c%ac%e5%9c%b0%e8%b7%91-llm-%e7%9a%84%e6%9c%80%e4%bd%b3%e9%81%b8%e6%93%87","status":"publish","type":"post","link":"https:\/\/blog.itsmygo.uk\/wordpress\/2026\/01\/26\/%e3%80%90llama-cpp-%e6%95%99%e5%ad%b8%e3%80%9101-%e4%bb%80%e9%ba%bc%e6%98%af-llama-cpp%ef%bc%9f%e6%9c%ac%e5%9c%b0%e8%b7%91-llm-%e7%9a%84%e6%9c%80%e4%bd%b3%e9%81%b8%e6%93%87\/","title":{"rendered":"\u3010llama.cpp \u6559\u5b78\u3011#01 \u4ec0\u9ebc\u662f llama.cpp\uff1f\u672c\u5730\u8dd1 LLM \u7684\u6700\u4f73\u9078\u64c7"},"content":{"rendered":"\n<div id=\"quiz-basic\">\n<style>\n#quiz-basic .question {\n        background: white;\n        border-radius: 8px;\n        padding: 20px;\n        margin: 20px 0;\n        box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);\n      }#quiz-basic .question h3 {\n        margin-top: 0;\n        color: #333;\n      }#quiz-basic .options {\n        list-style: none;\n        padding: 0;\n      }#quiz-basic .options li {\n        padding: 12px 15px;\n        margin: 8px 0;\n        border: 2px solid #ddd;\n        border-radius: 6px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-basic .options li:hover:not(.disabled) {\n        border-color: #4caf50;\n        background: #f0fff0;\n      }#quiz-basic .options li.correct {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-basic .options li.wrong {\n        border-color: #f44336;\n        background: #ffebee;\n      }#quiz-basic .options li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-basic .options li.show-answer {\n        border-color: #4caf50;\n        background: #e8f5e9;\n      }#quiz-basic .feedback {\n        margin-top: 15px;\n        padding: 12px;\n        border-radius: 6px;\n        display: none;\n      }#quiz-basic .feedback.correct {\n        background: #e8f5e9;\n        color: #2e7d32;\n        display: block;\n      }#quiz-basic .feedback.wrong {\n        background: #ffebee;\n        color: #c62828;\n        display: block;\n      }#quiz-basic .score {\n        text-align: center;\n        font-size: 1.5em;\n        padding: 20px;\n        background: white;\n        border-radius: 8px;\n        margin-top: 20px;\n      }#quiz-basic .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Monaco\", \"Consolas\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }\n<\/style>\n<h1>\u6e2c\u9a57\uff1a\u4ec0\u9ebc\u662f llama.cpp\uff1f\u672c\u5730\u8dd1 LLM \u7684\u6700\u4f73\u9078\u64c7<\/h1>\n    <p>\u5171 5 \u984c\uff0c\u9ede\u9078\u7b54\u6848\u5f8c\u6703\u7acb\u5373\u986f\u793a\u7d50\u679c<\/p>\n\n    <div class=\"question\" id=\"q1\">\n      <h3>1. llama.cpp \u662f\u7528\u4ec0\u9ebc\u7a0b\u5f0f\u8a9e\u8a00\u5beb\u6210\u7684\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(1, 'A', 'B')\">A. Python \u548c PyTorch<\/li>\n        <li onclick=\"checkAnswer(1, 'B', 'B')\">B. \u7d14 C\/C++<\/li>\n        <li onclick=\"checkAnswer(1, 'C', 'B')\">C. JavaScript \u548c Node.js<\/li>\n        <li onclick=\"checkAnswer(1, 'D', 'B')\">D. Rust<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb1\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q2\">\n      <h3>2. llama.cpp \u4f7f\u7528\u54ea\u7a2e\u5c08\u5c6c\u683c\u5f0f\u4f86\u5b58\u653e\u6a21\u578b\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(2, 'A', 'C')\">A. ONNX<\/li>\n        <li onclick=\"checkAnswer(2, 'B', 'C')\">B. SafeTensors<\/li>\n        <li onclick=\"checkAnswer(2, 'C', 'C')\">C. GGUF<\/li>\n        <li onclick=\"checkAnswer(2, 'D', 'C')\">D. PyTorch .pt \u6a94<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb2\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q3\">\n      <h3>3. \u4ee5\u4e0b\u54ea\u500b\u60c5\u6cc1\u6700\u9069\u5408\u9078\u64c7\u672c\u5730 LLM \u800c\u975e\u96f2\u7aef API\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(3, 'A', 'B')\">A. \u9700\u8981\u4f7f\u7528 GPT-4 \u7b49\u6700\u65b0\u5546\u696d\u6a21\u578b<\/li>\n        <li onclick=\"checkAnswer(3, 'B', 'B')\">B. \u8655\u7406\u516c\u53f8\u5167\u90e8\u6a5f\u5bc6\u6587\u4ef6\uff0c\u9700\u8981\u78ba\u4fdd\u8cc7\u6599\u4e0d\u5916\u6d29<\/li>\n        <li onclick=\"checkAnswer(3, 'C', 'B')\">C. \u9700\u8981\u5feb\u901f\u958b\u767c\u539f\u578b\uff0c\u4e0d\u60f3\u82b1\u6642\u9593\u8a2d\u5b9a\u74b0\u5883<\/li>\n        <li onclick=\"checkAnswer(3, 'D', 'B')\">D. \u96fb\u8166\u914d\u5099\u4e0d\u8db3\u4ee5\u904b\u884c\u5927\u578b\u6a21\u578b<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb3\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q4\">\n      <h3>4. \u95dc\u65bc\u91cf\u5316\u6280\u8853\uff0c\u4ee5\u4e0b\u6558\u8ff0\u4f55\u8005\u6b63\u78ba\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(4, 'A', 'D')\">A. Q2_K \u91cf\u5316\u7684\u6a21\u578b\u54c1\u8cea\u6700\u597d<\/li>\n        <li onclick=\"checkAnswer(4, 'B', 'D')\">B. \u91cf\u5316\u6703\u8b93\u6a21\u578b\u6a94\u6848\u8b8a\u5927\u4f46\u57f7\u884c\u66f4\u5feb<\/li>\n        <li onclick=\"checkAnswer(4, 'C', 'D')\">C. F16 \u662f\u6700\u4f4e\u4f4d\u5143\u7684\u91cf\u5316\u683c\u5f0f<\/li>\n        <li onclick=\"checkAnswer(4, 'D', 'D')\">D. Q4_K_M \u662f\u6a94\u6848\u5927\u5c0f\u548c\u54c1\u8cea\u7684\u826f\u597d\u5e73\u8861\u9ede<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb4\"><\/div>\n    <\/div>\n\n    <div class=\"question\" id=\"q5\">\n      <h3>5. \u82e5\u8981\u5728 Mac M1\/M2\/M3 \u96fb\u8166\u4e0a\u4f7f\u7528 GPU \u52a0\u901f\uff0cllama.cpp \u9700\u8981\u4f7f\u7528\u54ea\u7a2e\u5f8c\u7aef\u6280\u8853\uff1f<\/h3>\n      <ul class=\"options\">\n        <li onclick=\"checkAnswer(5, 'A', 'A')\">A. Metal<\/li>\n        <li onclick=\"checkAnswer(5, 'B', 'A')\">B. CUDA<\/li>\n        <li onclick=\"checkAnswer(5, 'C', 'A')\">C. ROCm<\/li>\n        <li onclick=\"checkAnswer(5, 'D', 'A')\">D. SYCL<\/li>\n      <\/ul>\n      <div class=\"feedback\" id=\"fb5\"><\/div>\n    <\/div>\n\n    <div class=\"score\" id=\"score\" style=\"display:none;\"><\/div>\n<script>\n\n      let answered = 0;\n      let correct = 0;\n      const total = 5;\n      const explanations = {\n        1: \"llama.cpp \u7684\u6838\u5fc3\u7279\u8272\u4e4b\u4e00\u5c31\u662f\u7528\u7d14 C\/C++ \u5beb\u6210\uff0c\u4e0d\u4f9d\u8cf4 Python \u6216 PyTorch \u7b49\u5916\u90e8\u6846\u67b6\uff0c\u56e0\u6b64\u7de8\u8b6f\u548c\u90e8\u7f72\u90fd\u975e\u5e38\u7c21\u55ae\u3002\",\n        2: \"GGUF\uff08GPT-Generated Unified Format\uff09\u662f llama.cpp \u5c08\u5c6c\u7684\u6a21\u578b\u683c\u5f0f\uff0c\u5177\u6709\u5feb\u901f\u8f09\u5165\u3001\u81ea\u5305\u542b\u3001\u652f\u63f4\u91cf\u5316\u7b49\u512a\u9ede\u3002\",\n        3: \"\u672c\u5730 LLM \u7684\u4e3b\u8981\u512a\u52e2\u4e4b\u4e00\u662f\u96b1\u79c1\u4fdd\u8b77\uff0c\u8cc7\u6599\u5b8c\u5168\u4e0d\u51fa\u672c\u6a5f\u3002\u8655\u7406\u6a5f\u5bc6\u6587\u4ef6\u3001\u91ab\u7642\u7d00\u9304\u7b49\u96b1\u79c1\u654f\u611f\u5834\u666f\u6642\uff0c\u672c\u5730 LLM \u662f\u66f4\u597d\u7684\u9078\u64c7\u3002\",\n        4: \"\u6839\u64da\u6587\u7ae0\uff0cQ4_K_M \u662f\u5927\u591a\u6578\u4f7f\u7528\u5834\u666f\u7684\u597d\u9078\u64c7\uff0c\u56e0\u70ba\u6a94\u6848\u5c0f\uff087B \u6a21\u578b\u7d04 4GB\uff09\u4e14\u54c1\u8cea\u5920\u7528\u3002Q2_K \u96d6\u7136\u6a94\u6848\u6700\u5c0f\u4f46\u54c1\u8cea\u640d\u5931\u660e\u986f\uff0cF16 \u662f 16-bit \u7121\u640d\u5931\u683c\u5f0f\u3002\",\n        5: \"Apple Silicon\uff08M1\/M2\/M3\/M4 \u7cfb\u5217\uff09\u4f7f\u7528 Metal \u4f5c\u70ba GPU \u52a0\u901f\u5f8c\u7aef\u3002CUDA \u662f NVIDIA GPU \u7528\u7684\uff0cROCm \u662f AMD GPU \u7528\u7684\uff0cSYCL \u662f Intel GPU \u7528\u7684\u3002\"\n      };\n\n      function checkAnswer(qNum, selected, correctAns) {\n        const question = document.getElementById(\"q\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answered++;\n\n        const options = question.querySelectorAll(\".options li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fb\" + qNum);\n        if (selected === correctAns) {\n          correct++;\n          feedback.className = \"feedback correct\";\n          feedback.innerHTML = \"\u6b63\u78ba\uff01\" + explanations[qNum];\n        } else {\n          feedback.className = \"feedback wrong\";\n          feedback.innerHTML =\n            \"\u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanations[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answered === total) {\n          const scoreDiv = document.getElementById(\"score\");\n          scoreDiv.style.display = \"block\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" +\n            correct +\n            \" \/ \" +\n            total +\n            (correct === total\n              ? \" \u5168\u5c0d\uff01\"\n              : correct >= Math.ceil(total * 0.6)\n                ? \" \u4e0d\u932f\uff01\"\n                : \" \u518d\u8907\u7fd2\u4e00\u4e0b\u5427\");\n        }\n      }\n    \n<\/script>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u524d\u8a00<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u6709\u6c92\u6709\u60f3\u904e\uff0c\u80fd\u4e0d\u80fd\u5728\u81ea\u5df1\u7684\u96fb\u8166\u4e0a\u8dd1 ChatGPT \u90a3\u6a23\u7684 AI\uff1f\u4e0d\u7528\u4ed8 API \u8cbb\u7528\u3001\u4e0d\u7528\u64d4\u5fc3\u96b1\u79c1\u5916\u6d29\u3001\u751a\u81f3\u6c92\u6709\u7db2\u8def\u4e5f\u80fd\u7528\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5c31\u662f llama.cpp \u8981\u89e3\u6c7a\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u662f\u4e00\u500b\u958b\u6e90\u5c08\u6848\uff0c\u8b93\u4f60\u53ef\u4ee5\u5728\u81ea\u5df1\u7684\u96fb\u8166\u4e0a\u904b\u884c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u3002\u4e0d\u7ba1\u4f60\u7528\u7684\u662f Mac\u3001Windows \u9084\u662f Linux\uff0c\u6709\u6c92\u6709\u7368\u7acb\u986f\u5361\uff0c\u5b83\u90fd\u80fd\u8dd1\u3002\u672c\u7bc7\u6587\u7ae0\u5c07\u5e36\u4f60\u8a8d\u8b58 llama.cpp\uff0c\u4e26\u5b8c\u6210\u7b2c\u4e00\u6b21\u7684\u5b89\u88dd\u8a2d\u5b9a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">llama.cpp \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8a71\u89e3\u91cb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u662f\u4e00\u500b\u7528\u7d14 C\/C++ \u5beb\u6210\u7684 LLM \u63a8\u8ad6\u5f15\u64ce\uff0c\u8b93\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u96fb\u8166\u4e0a\u904b\u884c\u5404\u7a2e\u958b\u6e90\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c08\u6848\u80cc\u666f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u7531 Georgi Gerganov \u65bc 2023 \u5e74 3 \u6708\u5275\u5efa\uff0c\u6700\u521d\u662f\u70ba\u4e86\u80fd\u5728 MacBook \u4e0a\u904b\u884c Meta \u7684 LLaMA \u6a21\u578b\u3002\u5c08\u6848\u540d\u7a31\u4e2d\u7684\u300cllama\u300d\u4f86\u81ea\u5b83\u6700\u521d\u652f\u63f4\u7684\u6a21\u578b\uff0c\u300c.cpp\u300d\u5247\u8868\u793a\u5b83\u662f\u7528 C++ \u5beb\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u622a\u81f3 2025 \u5e74\uff0cllama.cpp \u5728 GitHub \u4e0a\u5df2\u6709\u8d85\u904e 85,000 \u9846\u661f\uff0c\u6210\u70ba\u672c\u5730 LLM \u63a8\u8ad6\u7684\u4e8b\u5be6\u6a19\u6e96\u3002\u5b83\u4e0d\u53ea\u652f\u63f4 LLaMA \u7cfb\u5217\uff0c\u9084\u652f\u63f4 Mistral\u3001Qwen\u3001Gemma \u7b49\u4e3b\u6d41\u958b\u6e90\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6838\u5fc3\u8a2d\u8a08\u7406\u5ff5<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">\u6700\u5c0f\u4f9d\u8cf4 + \u6700\u5927\u76f8\u5bb9\u6027 + \u9ad8\u6548\u80fd\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u7684\u8a2d\u8a08\u54f2\u5b78\u662f\u300c\u80fd\u8dd1\u5c31\u597d\u300d\u3002\u5b83\u4e0d\u9700\u8981 Python\u3001\u4e0d\u9700\u8981 PyTorch\u3001\u4e0d\u9700\u8981\u8907\u96dc\u7684\u74b0\u5883\u8a2d\u5b9a\u3002\u53ea\u8981\u4f60\u80fd\u7de8\u8b6f C++ \u7a0b\u5f0f\uff0c\u5c31\u80fd\u8dd1\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u8981\u5728\u672c\u5730\u8dd1 LLM\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6c7a\u5b9a\u4f7f\u7528 llama.cpp \u4e4b\u524d\uff0c\u6211\u5011\u5148\u4f86\u770b\u770b\u672c\u5730 LLM \u548c\u96f2\u7aef API \u7684\u53d6\u6368\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u8003\u91cf\u9762\u5411<\/th>\n<th>\u672c\u5730 LLM (llama.cpp)<\/th>\n<th>\u96f2\u7aef API (OpenAI \u7b49)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u96b1\u79c1\u6027<\/td>\n<td>\u8cc7\u6599\u5b8c\u5168\u4e0d\u51fa\u672c\u6a5f<\/td>\n<td>\u8cc7\u6599\u50b3\u9001\u5230\u7b2c\u4e09\u65b9\u4f3a\u670d\u5668<\/td>\n<\/tr>\n<tr>\n<td>\u6210\u672c<\/td>\n<td>\u4e00\u6b21\u6027\u786c\u9ad4\u6210\u672c\uff0c\u4e4b\u5f8c\u514d\u8cbb<\/td>\n<td>\u6309 token \u8a08\u8cbb\uff0c\u9577\u671f\u4f7f\u7528\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u96e2\u7dda\u4f7f\u7528<\/td>\n<td>\u5b8c\u5168\u652f\u63f4<\/td>\n<td>\u9700\u8981\u7db2\u8def\u9023\u7dda<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u61c9\u901f\u5ea6<\/td>\n<td>\u53d6\u6c7a\u65bc\u672c\u6a5f\u786c\u9ad4<\/td>\n<td>\u53d6\u6c7a\u65bc\u7db2\u8def\u5ef6\u9072\u548c\u4f3a\u670d\u5668\u8ca0\u8f09<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u9078\u64c7<\/td>\n<td>\u9650\u65bc\u958b\u6e90\u6a21\u578b<\/td>\n<td>\u53ef\u7528\u6700\u65b0\u5546\u696d\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b\u80fd\u529b<\/td>\n<td>\u901a\u5e38\u8f03\u5f31\uff087B-70B \u53c3\u6578\uff09<\/td>\n<td>\u8f03\u5f37\uff08GPT-4\u3001Claude \u7b49\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u9ebc\u6642\u5019\u8a72\u9078\u672c\u5730 LLM\uff1f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u96b1\u79c1\u654f\u611f\u5834\u666f<\/strong>\uff1a\u8655\u7406\u516c\u53f8\u5167\u90e8\u6587\u4ef6\u3001\u500b\u4eba\u65e5\u8a18\u3001\u91ab\u7642\u7d00\u9304<\/li>\n<li><strong>\u6210\u672c\u8003\u91cf<\/strong>\uff1a\u5927\u91cf\u547c\u53eb\u6642\uff0cAPI \u8cbb\u7528\u53ef\u80fd\u975e\u5e38\u53ef\u89c0<\/li>\n<li><strong>\u96e2\u7dda\u9700\u6c42<\/strong>\uff1a\u98db\u6a5f\u4e0a\u3001\u504f\u9060\u5730\u5340\u3001\u7db2\u8def\u4e0d\u7a69\u5b9a\u7684\u74b0\u5883<\/li>\n<li><strong>\u5b78\u7fd2\u7814\u7a76<\/strong>\uff1a\u60f3\u4e86\u89e3 LLM \u5e95\u5c64\u904b\u4f5c\u3001\u9032\u884c\u5be6\u9a57<\/li>\n<li><strong>\u5ba2\u88fd\u5316\u9700\u6c42<\/strong>\uff1a\u9700\u8981\u5fae\u8abf\u6a21\u578b\u6216\u4fee\u6539\u63a8\u8ad6\u6d41\u7a0b<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u9ebc\u6642\u5019\u8a72\u9078\u96f2\u7aef API\uff1f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9700\u8981\u6700\u5f37\u80fd\u529b<\/strong>\uff1a\u8907\u96dc\u63a8\u7406\u3001\u7a0b\u5f0f\u78bc\u751f\u6210\u3001\u5c08\u696d\u9818\u57df<\/li>\n<li><strong>\u5feb\u901f\u958b\u767c<\/strong>\uff1a\u4e0d\u60f3\u82b1\u6642\u9593\u5728\u74b0\u5883\u8a2d\u5b9a\u4e0a<\/li>\n<li><strong>\u786c\u9ad4\u9650\u5236<\/strong>\uff1a\u96fb\u8166\u914d\u5099\u4e0d\u8db3\u4ee5\u8dd1\u5927\u6a21\u578b<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">llama.cpp \u7684\u6280\u8853\u7279\u8272<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u7d14 C\/C++ \u5be6\u4f5c\uff0c\u96f6\u5916\u90e8\u4f9d\u8cf4<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"JSON \/ JSON with Comments\" data-shcb-language-slug=\"json\"><span><code class=\"hljs language-json\"><span class=\"hljs-comment\">\/\/ llama.cpp \u7684\u6838\u5fc3\u7a0b\u5f0f\u78bc\u4e0d\u4f9d\u8cf4\u4efb\u4f55\u5916\u90e8\u51fd\u5f0f\u5eab<\/span>\n<span class=\"hljs-comment\">\/\/ \u9019\u610f\u5473\u8457\u7de8\u8b6f\u548c\u90e8\u7f72\u90fd\u975e\u5e38\u7c21\u55ae<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JSON \/ JSON with Comments<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">json<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6578 AI \u6846\u67b6\uff08\u5982 PyTorch\u3001TensorFlow\uff09\u90fd\u9700\u8981\u5b89\u88dd\u4e00\u5806\u4f9d\u8cf4\u5957\u4ef6\u3002llama.cpp \u4e0d\u540c\uff0c\u5b83\u7528\u7d14 C\/C++ \u5beb\u6210\uff0c\u53ea\u9700\u8981\u6a19\u6e96\u51fd\u5f0f\u5eab\u5c31\u80fd\u7de8\u8b6f\u3002\u9019\u5e36\u4f86\u5e7e\u500b\u597d\u8655\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7de8\u8b6f\u5feb\u901f<\/strong>\uff1a\u4e0d\u7528\u7b49\u534a\u5929\u88dd\u5957\u4ef6<\/li>\n<li><strong>\u90e8\u7f72\u7c21\u55ae<\/strong>\uff1a\u53ea\u6709\u4e00\u500b\u57f7\u884c\u6a94<\/li>\n<li><strong>\u8de8\u5e73\u53f0<\/strong>\uff1a\u54ea\u88e1\u80fd\u7de8\u8b6f C++ \u5c31\u80fd\u8dd1<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u591a\u5e73\u53f0\u786c\u9ad4\u652f\u63f4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u652f\u63f4\u5404\u7a2e\u786c\u9ad4\u52a0\u901f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u786c\u9ad4\u5e73\u53f0<\/th>\n<th>\u5f8c\u7aef\u6280\u8853<\/th>\n<th>\u9069\u7528\u60c5\u6cc1<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Apple Silicon<\/td>\n<td>Metal<\/td>\n<td>Mac M1\/M2\/M3\/M4 \u7cfb\u5217<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA GPU<\/td>\n<td>CUDA<\/td>\n<td>GeForce\/RTX \u986f\u793a\u5361<\/td>\n<\/tr>\n<tr>\n<td>AMD GPU<\/td>\n<td>HIP\/ROCm<\/td>\n<td>Radeon \u986f\u793a\u5361<\/td>\n<\/tr>\n<tr>\n<td>Intel GPU<\/td>\n<td>SYCL<\/td>\n<td>Intel Arc \u986f\u793a\u5361<\/td>\n<\/tr>\n<tr>\n<td>\u4efb\u4f55 GPU<\/td>\n<td>Vulkan<\/td>\n<td>\u8de8\u5e73\u53f0\u901a\u7528\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u7d14 CPU<\/td>\n<td>AVX\/AVX2\/AVX512<\/td>\n<td>\u6c92\u6709\u7368\u986f\u4e5f\u80fd\u8dd1<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\uff1a<strong>\u5373\u4f7f\u4f60\u6c92\u6709\u7368\u7acb\u986f\u5361\uff0c\u7528\u7d14 CPU \u4e5f\u80fd\u8dd1\uff01<\/strong> \u53ea\u662f\u901f\u5ea6\u6703\u6162\u4e00\u4e9b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. GGUF \u6a21\u578b\u683c\u5f0f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">llama.cpp \u4f7f\u7528\u5c08\u5c6c\u7684 GGUF\uff08GPT-Generated Unified Format\uff09\u683c\u5f0f\u5b58\u653e\u6a21\u578b\u3002\u9019\u500b\u683c\u5f0f\u7684\u7279\u8272\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">GGUF \u6a94\u6848\u7d50\u69cb\uff1a\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502   \u6a94\u6848\u6a19\u982d      \u2502 \u2190 \u7248\u672c\u3001\u5c0d\u9f4a\u8cc7\u8a0a\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\n\u2502   \u4e2d\u7e7c\u8cc7\u6599      \u2502 \u2190 \u6a21\u578b\u8a2d\u5b9a\u3001\u8a5e\u5f59\u8868\n\u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\n\u2502   \u5f35\u91cf\u8cc7\u6599      \u2502 \u2190 \u5be6\u969b\u7684\u6a21\u578b\u6b0a\u91cd\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">GGUF \u7684\u512a\u9ede\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5feb\u901f\u8f09\u5165<\/strong>\uff1a\u8b80\u53d6\u4e00\u6b21\u5c31\u80fd\u958b\u59cb\u63a8\u8ad6<\/li>\n<li><strong>\u81ea\u5305\u542b<\/strong>\uff1a\u6240\u6709\u8cc7\u8a0a\u90fd\u5728\u55ae\u4e00\u6a94\u6848\u4e2d<\/li>\n<li><strong>\u652f\u63f4\u91cf\u5316<\/strong>\uff1a\u5f9e 2-bit \u5230 8-bit \u90fd\u652f\u63f4<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u91cf\u5316\u6280\u8853<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cf\u5316\u662f llama.cpp \u80fd\u5728\u6d88\u8cbb\u7d1a\u786c\u9ad4\u4e0a\u904b\u884c\u7684\u95dc\u9375\u3002\u7c21\u55ae\u4f86\u8aaa\uff0c\u91cf\u5316\u5c31\u662f\u7528\u8f03\u5c11\u7684\u4f4d\u5143\u4f86\u8868\u793a\u6a21\u578b\u6b0a\u91cd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table>\n<thead>\n<tr>\n<th>\u91cf\u5316\u7b49\u7d1a<\/th>\n<th>\u4f4d\u5143\u6578<\/th>\n<th>\u6a21\u578b\u5927\u5c0f\uff08\u4ee5 7B \u70ba\u4f8b\uff09<\/th>\n<th>\u54c1\u8cea\u5f71\u97ff<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>F16<\/td>\n<td>16-bit<\/td>\n<td>~14 GB<\/td>\n<td>\u7121\u640d\u5931<\/td>\n<\/tr>\n<tr>\n<td>Q8_0<\/td>\n<td>8-bit<\/td>\n<td>~7 GB<\/td>\n<td>\u6975\u5c0f\u640d\u5931<\/td>\n<\/tr>\n<tr>\n<td>Q4_K_M<\/td>\n<td>4-bit<\/td>\n<td>~4 GB<\/td>\n<td>\u8f15\u5fae\u640d\u5931<\/td>\n<\/tr>\n<tr>\n<td>Q2_K<\/td>\n<td>2-bit<\/td>\n<td>~2.5 GB<\/td>\n<td>\u660e\u986f\u640d\u5931<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u5927\u591a\u6578\u4f7f\u7528\u5834\u666f\uff0cQ4_K_M \u662f\u500b\u597d\u9078\u64c7\u2014\u2014\u6a94\u6848\u5c0f\u3001\u54c1\u8cea\u5920\u7528\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b89\u88dd llama.cpp<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5\u4e00\uff1a\u4f7f\u7528\u5957\u4ef6\u7ba1\u7406\u5668\uff08\u6700\u7c21\u55ae\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>macOS\uff08\u4f7f\u7528 Homebrew\uff09\uff1a<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">brew<\/span> <span class=\"hljs-selector-tag\">install<\/span> <span class=\"hljs-selector-tag\">llama<\/span><span class=\"hljs-selector-class\">.cpp<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>Windows\uff08\u4f7f\u7528 winget\uff09\uff1a<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">winget<\/span> <span class=\"hljs-selector-tag\">install<\/span> <span class=\"hljs-selector-tag\">llama<\/span><span class=\"hljs-selector-class\">.cpp<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>Linux\uff08\u4f7f\u7528 Nix\uff09\uff1a<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">nix<\/span> <span class=\"hljs-selector-tag\">profile<\/span> <span class=\"hljs-selector-tag\">install<\/span> <span class=\"hljs-selector-tag\">nixpkgs<\/span><span class=\"hljs-selector-id\">#llama-cpp<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5\u4e8c\uff1a\u4e0b\u8f09\u9810\u7de8\u8b6f\u7248\u672c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u5f80 <a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\/releases\">GitHub Releases \u9801\u9762<\/a>\uff0c\u4e0b\u8f09\u5c0d\u61c9\u4f60\u7cfb\u7d71\u7684\u7248\u672c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>llama-*-bin-macos-arm64.zip<\/code>\uff1aMac (Apple Silicon)<\/li>\n<li><code>llama-*-bin-macos-x64.zip<\/code>\uff1aMac (Intel)<\/li>\n<li><code>llama-<em>-bin-win-cuda-<\/em>.zip<\/code>\uff1aWindows + NVIDIA GPU<\/li>\n<li><code>llama-<em>-bin-win-vulkan-<\/em>.zip<\/code>\uff1aWindows + \u5176\u4ed6 GPU<\/li>\n<li><code>llama-*-bin-ubuntu-x64.zip<\/code>\uff1aLinux<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u8f09\u5f8c\u89e3\u58d3\u7e2e\uff0c\u88e1\u9762\u6703\u6709 <code>llama-cli<\/code>\u3001<code>llama-server<\/code> \u7b49\u57f7\u884c\u6a94\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b9\u6cd5\u4e09\uff1a\u5f9e\u539f\u59cb\u78bc\u7de8\u8b6f\uff08\u6700\u9748\u6d3b\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u6700\u63a8\u85a6\u7684\u65b9\u5f0f\uff0c\u56e0\u70ba\u4f60\u53ef\u4ee5\u91dd\u5c0d\u81ea\u5df1\u7684\u786c\u9ad4\u505a\u6700\u4f73\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step 1\uff1a\u5b89\u88dd\u7de8\u8b6f\u5de5\u5177<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ubuntu\/Debian\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">sudo apt update\nsudo apt install build-essential cmake git\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">macOS\uff08\u4f7f\u7528 Xcode Command Line Tools\uff09\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">xcode-select --install\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Windows\uff08\u4f7f\u7528 MSYS2\uff09\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">pacman -S git mingw-w64-ucrt-x86_64-cmake mingw-w64-ucrt-x86_64-ninja\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>Step 2\uff1a\u4e0b\u8f09\u539f\u59cb\u78bc<\/strong><\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">git <span class=\"hljs-keyword\">clone<\/span> https:<span class=\"hljs-comment\">\/\/github.com\/ggml-org\/llama.cpp.git<\/span>\ncd llama.cpp\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>Step 3\uff1a\u7de8\u8b6f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d14 CPU \u7248\u672c\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">cmake -B build\ncmake --build build --config Release\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">NVIDIA GPU \u7248\u672c\uff08\u9700\u5148\u5b89\u88dd CUDA Toolkit\uff09\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">cmake -B build -DGGML_CUDA=ON\ncmake --build build --config Release\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Apple Metal \u7248\u672c\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">cmake -B build -DGGML_METAL=ON\ncmake --build build --config Release\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">Vulkan \u7248\u672c\uff08\u8de8\u5e73\u53f0 GPU\uff09\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\"><span><code class=\"hljs\">cmake -B build -DGGML_VULKAN=ON\ncmake --build build --config Release\n<\/code><\/span><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u7de8\u8b6f\u5b8c\u6210\u5f8c\uff0c\u57f7\u884c\u6a94\u6703\u5728 <code>build\/bin\/<\/code> \u76ee\u9304\u4e0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9a57\u8b49\u5b89\u88dd\u6210\u529f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u8b93\u6211\u5011\u4f86\u9a57\u8b49\u4e00\u5207\u6b63\u5e38\u904b\u4f5c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1\uff1a\u6aa2\u67e5\u57f7\u884c\u6a94<\/h3>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u5982\u679c\u7528\u5957\u4ef6\u7ba1\u7406\u5668\u5b89\u88dd<\/span>\nllama-cli --version\n\n<span class=\"hljs-comment\"># \u5982\u679c\u5f9e\u539f\u59cb\u78bc\u7de8\u8b6f<\/span>\n.\/build\/bin\/llama-cli --version\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u61c9\u8a72\u6703\u770b\u5230\u985e\u4f3c\u9019\u6a23\u7684\u8f38\u51fa\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">version<\/span>: 4567 (<span class=\"hljs-selector-tag\">abc1234<\/span>)\n<span class=\"hljs-selector-tag\">built<\/span> <span class=\"hljs-selector-tag\">with<\/span> <span class=\"hljs-selector-tag\">cc<\/span> (<span class=\"hljs-selector-tag\">GCC<\/span>) 13<span class=\"hljs-selector-class\">.2<\/span><span class=\"hljs-selector-class\">.0<\/span> <span class=\"hljs-selector-tag\">for<\/span> <span class=\"hljs-selector-tag\">x86_64-linux-gnu<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">Step 2\uff1a\u4e0b\u8f09\u6e2c\u8a66\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u7528\u4e00\u500b\u5c0f\u6a21\u578b\u4f86\u6e2c\u8a66\u3002llama.cpp \u53ef\u4ee5\u76f4\u63a5\u5f9e Hugging Face \u4e0b\u8f09\u6a21\u578b\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># \u4e0b\u8f09\u4e26\u57f7\u884c\u4e00\u500b\u5c0f\u6a21\u578b\uff08\u7d04 1.5GB\uff09<\/span>\nllama-cli -hf ggml-org\/gemma<span class=\"hljs-number\">-3<\/span><span class=\"hljs-number\">-1<\/span>b-it-GGUF -p <span class=\"hljs-string\">\"Hello, who are you?\"<\/span> -n <span class=\"hljs-number\">50<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u6216\u8005\u4f60\u4e5f\u53ef\u4ee5\u624b\u52d5\u4e0b\u8f09\u6a21\u578b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u524d\u5f80 <a href=\"https:\/\/huggingface.co\/models?library=gguf\">Hugging Face<\/a><\/li>\n<li>\u641c\u5c0b &#8220;GGUF&#8221; \u683c\u5f0f\u7684\u6a21\u578b<\/li>\n<li>\u4e0b\u8f09 .gguf \u6a94\u6848<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u5f8c\u7528\u4e0b\u8f09\u7684\u6a21\u578b\u6e2c\u8a66\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">llama-cli -m .\/your-model.gguf -p <span class=\"hljs-string\">\"Hello!\"<\/span> -n <span class=\"hljs-number\">50<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">Step 3\uff1a\u78ba\u8a8d\u8f38\u51fa<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4e00\u5207\u6b63\u5e38\uff0c\u4f60\u6703\u770b\u5230\u6a21\u578b\u7684\u56de\u61c9\uff0c\u50cf\u9019\u6a23\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">Hello<\/span>! <span class=\"hljs-selector-tag\">I<\/span> <span class=\"hljs-selector-tag\">am<\/span> <span class=\"hljs-selector-tag\">a<\/span> <span class=\"hljs-selector-tag\">large<\/span> <span class=\"hljs-selector-tag\">language<\/span> <span class=\"hljs-selector-tag\">model<\/span>, <span class=\"hljs-selector-tag\">trained<\/span> <span class=\"hljs-selector-tag\">by<\/span>... <span class=\"hljs-selector-attr\">&#91;\u6a21\u578b\u7e7c\u7e8c\u751f\u6210\u6587\u5b57]<\/span>\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u606d\u559c\uff01\u4f60\u5df2\u7d93\u6210\u529f\u5728\u672c\u5730\u8dd1\u8d77\u4e86\u4e00\u500b LLM\uff01<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u554f\u984c\u6392\u89e3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Q: \u7de8\u8b6f\u6642\u51fa\u73fe\u300ccmake not found\u300d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u88dd CMake\uff1a<\/p>\n\n\n<div class=\"cbc-code-wrapper\"><div class=\"cbc-code-bar\"><button class=\"cbc-copy-button\">Copy<\/button><\/div><pre class=\"wp-block-code\" aria-describedby=\"shcb-language-11\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># Ubuntu<\/span>\nsudo apt install cmake\n\n<span class=\"hljs-comment\"># macOS<\/span>\nbrew install cmake\n\n<span class=\"hljs-comment\"># Windows (MSYS2)<\/span>\npacman -S mingw-w64-ucrt-x86_64-cmake\n<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-11\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\">Q: \u57f7\u884c\u6642\u51fa\u73fe\u300cCUDA not found\u300d\u4f46\u6211\u6709 NVIDIA \u986f\u5361<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u78ba\u8a8d\u5df2\u5b89\u88dd CUDA Toolkit\uff0c\u4e26\u4e14\u5728\u7de8\u8b6f\u6642\u52a0\u4e0a <code>-DGGML_CUDA=ON<\/code>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q: \u6a21\u578b\u8f09\u5165\u5f88\u6162<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b21\u8f09\u5165\u6703\u6bd4\u8f03\u6162\uff0c\u56e0\u70ba\u9700\u8981\u521d\u59cb\u5316\u3002\u4e4b\u5f8c\u518d\u57f7\u884c\u6703\u5feb\u5f88\u591a\u3002\u5982\u679c\u9084\u662f\u5f88\u6162\uff0c\u53ef\u80fd\u662f\u8a18\u61b6\u9ad4\u4e0d\u8db3\uff0c\u8a66\u8a66\u7528\u66f4\u5c0f\u7684\u91cf\u5316\u7248\u672c\uff08\u5982 Q4_K_M\uff09\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Q: \u751f\u6210\u901f\u5ea6\u5f88\u6162\uff08\u6bcf\u79d2\u53ea\u6709\u5e7e\u500b token\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c\u7528 CPU\uff1a\u9019\u662f\u6b63\u5e38\u7684\uff0cCPU \u63a8\u8ad6\u672c\u4f86\u5c31\u8f03\u6162<\/li>\n<li>\u5982\u679c\u6709 GPU\uff1a\u78ba\u8a8d\u7de8\u8b6f\u6642\u6709\u555f\u7528\u5c0d\u61c9\u7684\u52a0\u901f\uff08CUDA\/Metal\/Vulkan\uff09<\/li>\n<li>\u8a66\u8a66\u8f03\u5c0f\u7684\u6a21\u578b\uff0c\u6216\u66f4\u9ad8\u7a0b\u5ea6\u7684\u91cf\u5316<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u672c\u7bc7\u91cd\u9ede\u56de\u9867<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>llama.cpp \u662f\u4ec0\u9ebc<\/strong>\uff1a\u4e00\u500b\u7528\u7d14 C\/C++ \u5beb\u6210\u7684 LLM \u63a8\u8ad6\u5f15\u64ce\uff0c\u8b93\u4f60\u5728\u672c\u5730\u8dd1\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/li>\n<li><strong>\u70ba\u4ec0\u9ebc\u9078\u64c7\u672c\u5730 LLM<\/strong>\uff1a\u96b1\u79c1\u4fdd\u8b77\u3001\u7121 API \u6210\u672c\u3001\u96e2\u7dda\u4f7f\u7528\u3001\u5b78\u7fd2\u7814\u7a76<\/li>\n<li><strong>\u6838\u5fc3\u6280\u8853\u7279\u8272<\/strong>\uff1a\n<ul>\n<li>\u96f6\u5916\u90e8\u4f9d\u8cf4\u7684\u7d14 C\/C++ \u5be6\u4f5c<\/li>\n<li>\u8de8\u5e73\u53f0\u786c\u9ad4\u652f\u63f4\uff08CPU\u3001NVIDIA\u3001AMD\u3001Apple Silicon\uff09<\/li>\n<li>GGUF \u683c\u5f0f\u8207\u91cf\u5316\u6280\u8853<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88dd\u65b9\u5f0f<\/strong>\uff1a\n<ul>\n<li>\u5957\u4ef6\u7ba1\u7406\u5668\uff08\u6700\u7c21\u55ae\uff09<\/li>\n<li>\u9810\u7de8\u8b6f\u7248\u672c\uff08\u65b9\u4fbf\u5feb\u901f\uff09<\/li>\n<li>\u5f9e\u539f\u59cb\u78bc\u7de8\u8b6f\uff08\u6700\u9748\u6d3b\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e0b\u4e00\u7bc7\u9810\u544a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0b\u4e00\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u5c07\u5b78\u7fd2\u5982\u4f55\u53d6\u5f97\u548c\u9078\u64c7\u6a21\u578b\u3002\u4f60\u6703\u5b78\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f9e\u54ea\u88e1\u4e0b\u8f09 GGUF \u6a21\u578b<\/li>\n<li>\u5982\u4f55\u6839\u64da\u786c\u9ad4\u9078\u64c7\u9069\u5408\u7684\u91cf\u5316\u7248\u672c<\/li>\n<li>\u6a21\u578b\u547d\u540d\u6163\u4f8b\u89e3\u8b80<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5ef6\u4f38\u8cc7\u6e90<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\">llama.cpp GitHub \u5b98\u65b9\u5132\u5b58\u5eab<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/models?library=gguf\">Hugging Face GGUF \u6a21\u578b\u5eab<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/ggml-org\/llama.cpp\/blob\/master\/docs\/build.md\">llama.cpp \u5b98\u65b9\u5efa\u7f6e\u6587\u4ef6<\/a><\/li>\n<li><a href=\"https:\/\/huggingface.co\/docs\/hub\/en\/gguf-llamacpp\">GGUF \u683c\u5f0f\u8aaa\u660e\uff08Hugging Face\uff09<\/a><\/li>\n<\/ul>\n\n\n\n<div id=\"quiz-advanced\">\n<style>\n#quiz-advanced .badge {\n        display: inline-block;\n        padding: 4px 10px;\n        border-radius: 12px;\n        font-size: 0.75em;\n        font-weight: bold;\n        margin-left: 8px;\n      }#quiz-advanced .badge.scenario {\n        background: #ebf8ff;\n        color: #2b6cb0;\n      }#quiz-advanced .badge.debug {\n        background: #fef3c7;\n        color: #92400e;\n      }#quiz-advanced .question-adv {\n        background: white;\n        border-radius: 10px;\n        padding: 24px;\n        margin: 20px 0;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n        border-left: 4px solid #ed8936;\n      }#quiz-advanced .question-adv h3 {\n        margin-top: 0;\n        color: #2d3748;\n      }#quiz-advanced .code-block {\n        background: #1e1e1e;\n        color: #d4d4d4;\n        padding: 14px;\n        border-radius: 6px;\n        font-family: \"Menlo\", \"Monaco\", \"Courier New\", monospace;\n        font-size: 0.9em;\n        overflow-x: auto;\n        margin: 12px 0;\n        white-space: pre-wrap;\n      }#quiz-advanced .options-adv {\n        list-style: none;\n        padding: 0;\n      }#quiz-advanced .options-adv li {\n        padding: 14px 16px;\n        margin: 10px 0;\n        border: 2px solid #e2e8f0;\n        border-radius: 8px;\n        cursor: pointer;\n        transition: all 0.2s;\n      }#quiz-advanced .options-adv li:hover:not(.disabled) {\n        border-color: #ed8936;\n        background: #fffaf0;\n      }#quiz-advanced .options-adv li.disabled {\n        cursor: default;\n        opacity: 0.7;\n      }#quiz-advanced .options-adv li.show-answer {\n        border-color: #48bb78;\n        background: #f0fff4;\n      }#quiz-advanced .options-adv li.wrong {\n        border-color: #fc8181;\n        background: #fff5f5;\n      }#quiz-advanced .feedback-adv {\n        margin-top: 16px;\n        padding: 14px;\n        border-radius: 8px;\n        display: none;\n        line-height: 1.6;\n      }#quiz-advanced .feedback-adv.correct {\n        background: #f0fff4;\n        color: #276749;\n        display: block;\n      }#quiz-advanced .feedback-adv.wrong {\n        background: #fff5f5;\n        color: #c53030;\n        display: block;\n      }#quiz-advanced .feedback-adv \n      .score-adv {\n        text-align: center;\n        font-size: 1.4em;\n        padding: 24px;\n        background: white;\n        border-radius: 10px;\n        margin-top: 24px;\n        box-shadow: 0 2px 8px rgba(0, 0, 0, 0.08);\n      }#quiz-advanced .intro {\n        background: #ebf8ff;\n        padding: 16px;\n        border-radius: 8px;\n        margin-bottom: 20px;\n        color: #2c5282;\n      }\n<\/style>\n<h1>\u9032\u968e\u6e2c\u9a57\uff1a\u4ec0\u9ebc\u662f llama.cpp\uff1f\u672c\u5730\u8dd1 LLM \u7684\u6700\u4f73\u9078\u64c7<\/h1>\n    <div class=\"intro\">\n      <strong>\u6e2c\u9a57\u76ee\u6a19\uff1a<\/strong>\u9a57\u8b49\u4f60\u662f\u5426\u80fd\u5728\u5be6\u969b\u60c5\u5883\u4e2d\u61c9\u7528\u6240\u5b78\u3002<br \/>\n      \u5171 5 \u984c\uff0c\u5305\u542b\u60c5\u5883\u984c\u8207\u932f\u8aa4\u8a3a\u65b7\u984c\u3002\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv1\">\n      <h3>1. \u4f60\u7684\u516c\u53f8\u6709\u4e00\u53f0\u914d\u5099 NVIDIA RTX 4090 \u7684 Linux \u5de5\u4f5c\u7ad9\uff0c\u60f3\u8981\u7de8\u8b6f llama.cpp \u4ee5\u7372\u5f97\u6700\u4f73 GPU \u52a0\u901f\u6548\u80fd\u3002\u4f60\u61c9\u8a72\u4f7f\u7528\u54ea\u500b\u7de8\u8b6f\u6307\u4ee4\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(1, 'A', 'B')\">A. <code>cmake -B build -DGGML_METAL=ON && cmake --build build --config Release<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(1, 'B', 'B')\">B. <code>cmake -B build -DGGML_CUDA=ON && cmake --build build --config Release<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(1, 'C', 'B')\">C. <code>cmake -B build -DGGML_VULKAN=ON && cmake --build build --config Release<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(1, 'D', 'B')\">D. <code>cmake -B build && cmake --build build --config Release<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv1\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv2\">\n      <h3>2. \u5c0f\u83ef\u57f7\u884c\u4ee5\u4e0b\u6307\u4ee4\uff0c\u537b\u51fa\u73fe\u932f\u8aa4\u8a0a\u606f\uff1a<span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <div class=\"code-block\">$ llama-cli -m model.gguf -p &#8220;Hello&#8221;\nerror: failed to load model<\/div>\n      <p>\u6a94\u6848\u78ba\u5be6\u5b58\u5728\u4e14\u8def\u5f91\u6b63\u78ba\u3002\u6700\u53ef\u80fd\u7684\u539f\u56e0\u662f\u4ec0\u9ebc\uff1f<\/p>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(2, 'A', 'C')\">A. \u7f3a\u5c11 -n \u53c3\u6578\u6307\u5b9a\u751f\u6210 token \u6578\u91cf<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'B', 'C')\">B. prompt \u5167\u5bb9\u592a\u77ed<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'C', 'C')\">C. \u6a21\u578b\u6a94\u6848\u683c\u5f0f\u4e0d\u6b63\u78ba\uff08\u53ef\u80fd\u4e0d\u662f GGUF \u683c\u5f0f\uff09\u6216\u6a94\u6848\u640d\u58de<\/li>\n        <li onclick=\"checkAnswerAdv(2, 'D', 'C')\">D. \u9700\u8981\u5148\u57f7\u884c llama-server \u624d\u80fd\u4f7f\u7528 llama-cli<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv2\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv3\">\n      <h3>3. \u4f60\u7684\u7b46\u96fb\u53ea\u6709 8GB RAM\uff0c\u60f3\u8981\u904b\u884c\u4e00\u500b 7B \u53c3\u6578\u7684\u6a21\u578b\u3002\u6839\u64da\u6587\u7ae0\u4e2d\u7684\u91cf\u5316\u5c0d\u7167\u8868\uff0c\u4f60\u61c9\u8a72\u9078\u64c7\u54ea\u500b\u91cf\u5316\u7248\u672c\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(3, 'A', 'C')\">A. F16\uff08\u7d04 14GB\uff09<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'B', 'C')\">B. Q8_0\uff08\u7d04 7GB\uff09<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'C', 'C')\">C. Q4_K_M\uff08\u7d04 4GB\uff09<\/li>\n        <li onclick=\"checkAnswerAdv(3, 'D', 'C')\">D. 8GB RAM \u7121\u6cd5\u904b\u884c\u4efb\u4f55 7B \u6a21\u578b<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv3\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv4\">\n      <h3>4. \u540c\u4e8b\u8aaa\u4ed6\u5728 Windows \u96fb\u8166\u4e0a\u7de8\u8b6f llama.cpp \u6642\u51fa\u73fe\u300ccmake not found\u300d\u932f\u8aa4\u3002\u6839\u64da\u6587\u7ae0\uff0c\u5728 Windows MSYS2 \u74b0\u5883\u4e0b\u61c9\u8a72\u5982\u4f55\u89e3\u6c7a\uff1f <span class=\"badge debug\">\u932f\u8aa4\u8a3a\u65b7<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(4, 'A', 'B')\">A. <code>sudo apt install cmake<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'B', 'B')\">B. <code>pacman -S mingw-w64-ucrt-x86_64-cmake<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'C', 'B')\">C. <code>brew install cmake<\/code><\/li>\n        <li onclick=\"checkAnswerAdv(4, 'D', 'B')\">D. <code>winget install cmake<\/code><\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv4\"><\/div>\n    <\/div>\n\n    <div class=\"question-adv\" id=\"qAdv5\">\n      <h3>5. \u4f60\u662f\u4e00\u9593\u91ab\u7642\u8a3a\u6240\u7684 IT \u4eba\u54e1\uff0c\u91ab\u751f\u9700\u8981\u4e00\u500b AI \u52a9\u624b\u4f86\u5e6b\u5fd9\u6574\u7406\u75c5\u6b77\u6458\u8981\u3002\u8003\u616e\u5230\u75c5\u60a3\u96b1\u79c1\u548c\u7db2\u8def\u74b0\u5883\u4e0d\u7a69\u5b9a\uff0c\u4ee5\u4e0b\u54ea\u500b\u65b9\u6848\u6700\u5408\u9069\uff1f <span class=\"badge scenario\">\u60c5\u5883\u984c<\/span><\/h3>\n      <ul class=\"options-adv\">\n        <li onclick=\"checkAnswerAdv(5, 'A', 'D')\">A. \u4f7f\u7528 OpenAI API\uff0c\u56e0\u70ba GPT-4 \u80fd\u529b\u6700\u5f37<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'B', 'D')\">B. \u4f7f\u7528\u96f2\u7aef API \u52a0\u4e0a VPN \u52a0\u5bc6\u50b3\u8f38<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'C', 'D')\">C. \u7b49\u7db2\u8def\u7a69\u5b9a\u5f8c\u518d\u4f7f\u7528\u96f2\u7aef\u670d\u52d9<\/li>\n        <li onclick=\"checkAnswerAdv(5, 'D', 'D')\">D. \u4f7f\u7528 llama.cpp \u5728\u672c\u5730\u90e8\u7f72\u958b\u6e90\u6a21\u578b<\/li>\n      <\/ul>\n      <div class=\"feedback-adv\" id=\"fbAdv5\"><\/div>\n    <\/div>\n\n    <div class=\"score-adv\" id=\"scoreAdv\" style=\"display:none;\"><\/div>\n<script>\n\n      let answeredAdv = 0;\n      let correctAdv = 0;\n      const totalAdv = 5;\n      const explanationsAdv = {\n        1: \"NVIDIA GPU \u9700\u8981\u4f7f\u7528 CUDA \u5f8c\u7aef\u3002Metal \u662f Apple Silicon \u5c08\u7528\uff0cVulkan \u662f\u8de8\u5e73\u53f0\u901a\u7528\u65b9\u6848\u4f46\u6548\u80fd\u53ef\u80fd\u4e0d\u5982\u539f\u751f CUDA\uff0c\u800c\u4e0d\u52a0\u4efb\u4f55\u53c3\u6578\u53ea\u6703\u7de8\u8b6f\u7d14 CPU \u7248\u672c\u3002\",\n        2: \"llama.cpp \u4f7f\u7528\u5c08\u5c6c\u7684 GGUF \u683c\u5f0f\u3002\u5982\u679c\u6a94\u6848\u5b58\u5728\u4f46\u8f09\u5165\u5931\u6557\uff0c\u6700\u53ef\u80fd\u662f\u683c\u5f0f\u554f\u984c\uff08\u4f8b\u5982\u4e0b\u8f09\u7684\u662f SafeTensors \u6216\u5176\u4ed6\u683c\u5f0f\uff09\u6216\u6a94\u6848\u4e0b\u8f09\u4e0d\u5b8c\u6574\u5c0e\u81f4\u640d\u58de\u3002-n \u53c3\u6578\u548c prompt \u9577\u5ea6\u4e0d\u6703\u5c0e\u81f4\u6a21\u578b\u8f09\u5165\u5931\u6557\u3002\",\n        3: \"8GB RAM \u9700\u8981\u9078\u64c7\u6a21\u578b\u6a94\u6848\u9060\u5c0f\u65bc\u7cfb\u7d71\u8a18\u61b6\u9ad4\u7684\u7248\u672c\u3002F16\uff0814GB\uff09\u548c Q8_0\uff087GB\uff09\u90fd\u592a\u5927\uff0cQ4_K_M \u7d04 4GB \u662f\u53ef\u884c\u7684\u9078\u64c7\uff0c\u4e14\u6587\u7ae0\u63d0\u5230\u5b83\u662f\u6a94\u6848\u5927\u5c0f\u548c\u54c1\u8cea\u7684\u826f\u597d\u5e73\u8861\u9ede\u3002\",\n        4: \"\u6587\u7ae0\u660e\u78ba\u6307\u51fa\u5728 Windows MSYS2 \u74b0\u5883\u4e0b\uff0c\u5b89\u88dd cmake \u7684\u6307\u4ee4\u662f <code>pacman -S mingw-w64-ucrt-x86_64-cmake<\/code>\u3002apt \u662f Ubuntu\/Debian \u7528\u7684\uff0cbrew \u662f macOS \u7528\u7684\u3002\",\n        5: \"\u6839\u64da\u6587\u7ae0\uff0c\u672c\u5730 LLM \u7684\u4e3b\u8981\u512a\u52e2\u5305\u62ec\uff1a(1) \u8cc7\u6599\u5b8c\u5168\u4e0d\u51fa\u672c\u6a5f\uff0c\u9069\u5408\u96b1\u79c1\u654f\u611f\u5834\u666f\u5982\u91ab\u7642\u7d00\u9304\uff1b(2) \u5b8c\u5168\u652f\u63f4\u96e2\u7dda\u4f7f\u7528\uff0c\u4e0d\u53d7\u7db2\u8def\u5f71\u97ff\u3002\u5373\u4f7f\u96f2\u7aef\u6a21\u578b\u80fd\u529b\u8f03\u5f37\uff0c\u4f46\u5728\u9019\u500b\u60c5\u5883\u4e0b\u96b1\u79c1\u548c\u7a69\u5b9a\u6027\u662f\u9996\u8981\u8003\u91cf\u3002\"\n      };\n\n      function checkAnswerAdv(qNum, selected, correctAns) {\n        const question = document.getElementById(\"qAdv\" + qNum);\n        if (question.classList.contains(\"answered\")) return;\n\n        question.classList.add(\"answered\");\n        answeredAdv++;\n\n        const options = question.querySelectorAll(\".options-adv li\");\n        options.forEach((opt) => {\n          opt.classList.add(\"disabled\");\n          if (opt.textContent.startsWith(correctAns + \".\")) {\n            opt.classList.add(\"show-answer\");\n          }\n        });\n\n        const feedback = document.getElementById(\"fbAdv\" + qNum);\n        if (selected === correctAns) {\n          correctAdv++;\n          feedback.className = \"feedback-adv correct\";\n          feedback.innerHTML = \"\u6b63\u78ba\uff01\" + explanationsAdv[qNum];\n        } else {\n          feedback.className = \"feedback-adv wrong\";\n          feedback.innerHTML =\n            \"\u932f\u8aa4\u3002\u6b63\u78ba\u7b54\u6848\u662f \" + correctAns + \"\u3002\" + explanationsAdv[qNum];\n          options.forEach((opt) => {\n            if (opt.textContent.startsWith(selected + \".\")) {\n              opt.classList.add(\"wrong\");\n            }\n          });\n        }\n\n        if (answeredAdv === totalAdv) {\n          const scoreDiv = document.getElementById(\"scoreAdv\");\n          scoreDiv.style.display = \"block\";\n          let msg = \"\";\n          if (correctAdv === totalAdv) msg = \"\u5b8c\u7f8e\uff01\u4f60\u5df2\u7d93\u6e96\u5099\u597d\u5be6\u6230\u4e86\uff01\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.8))\n            msg = \"\u5f88\u68d2\uff01\u518d\u8907\u7fd2\u4e00\u4e0b\u932f\u7684\u984c\u76ee\";\n          else if (correctAdv >= Math.ceil(totalAdv * 0.6))\n            msg = \"\u5efa\u8b70\u91cd\u8b80\u76f8\u95dc\u6bb5\u843d\u5f8c\u518d\u8a66\u4e00\u6b21\";\n          else msg = \"\u5efa\u8b70\u91cd\u65b0\u95b1\u8b80\u6587\u4ef6\uff0c\u7279\u5225\u6ce8\u610f\u64cd\u4f5c\u6d41\u7a0b\";\n          scoreDiv.innerHTML =\n            \"\u6e2c\u9a57\u5b8c\u6210\uff01\u5f97\u5206\uff1a\" + correctAdv + \" \/ \" + totalAdv + \"<br>\" + msg;\n        }\n      }\n    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