{"id":806,"date":"2026-08-14T20:02:51","date_gmt":"2026-08-14T12:02:51","guid":{"rendered":"http:\/\/www.tantan.ink\/index.php\/2026\/08\/14\/%e9%87%8f%e5%8c%96%e5%88%b0%e6%9e%81%e9%99%90%e4%b9%9f%e8%b7%91%e4%b8%8d%e5%8a%a8%ef%bc%9f%e8%af%95%e8%af%95%e6%8a%8a%e7%a1%ac%e7%9b%98%e5%bd%93%e6%98%be%e5%ad%98\/"},"modified":"2026-08-14T20:02:51","modified_gmt":"2026-08-14T12:02:51","slug":"%e9%87%8f%e5%8c%96%e5%88%b0%e6%9e%81%e9%99%90%e4%b9%9f%e8%b7%91%e4%b8%8d%e5%8a%a8%ef%bc%9f%e8%af%95%e8%af%95%e6%8a%8a%e7%a1%ac%e7%9b%98%e5%bd%93%e6%98%be%e5%ad%98","status":"publish","type":"post","link":"https:\/\/www.tantan.ink\/index.php\/2026\/08\/14\/%e9%87%8f%e5%8c%96%e5%88%b0%e6%9e%81%e9%99%90%e4%b9%9f%e8%b7%91%e4%b8%8d%e5%8a%a8%ef%bc%9f%e8%af%95%e8%af%95%e6%8a%8a%e7%a1%ac%e7%9b%98%e5%bd%93%e6%98%be%e5%ad%98\/","title":{"rendered":"\u91cf\u5316\u5230\u6781\u9650\u4e5f\u8dd1\u4e0d\u52a8\uff1f\u8bd5\u8bd5\u628a\u786c\u76d8\u5f53\u663e\u5b58"},"content":{"rendered":"<p>\u628a 1.58bit \u4e09\u503c\u91cf\u5316\u73a9\u5230\u5934\u4e4b\u540e\uff0c\u6211\u4e00\u76f4\u4ee5\u4e3a\u8fd9\u6761\u8def\u5df2\u7ecf\u8d70\u5230\u6781\u9650\u4e86\u2014\u201435B \u7ea7\u522b\u585e\u8fdb 16GB \u5185\u5b58\uff0c\u6548\u679c\u8fd8\u884c\uff0c\u518d\u5927\u5c31\u771f\u7684\u6ca1\u62db\u300270B\uff1f405B\uff1f\u8fde 4bit \u91cf\u5316\u90fd\u88c5\u4e0d\u4e0b\uff0c\u66f4\u522b\u63d0\u5168\u7cbe\u5ea6\u4e86\u3002<\/p>\n<p>\u7136\u540e\u4e0a\u5468\u7ffb GitHub \u8d8b\u52bf\u699c\uff0c\u770b\u5230\u4e00\u4e2a\u53eb AirLLM \u7684\u9879\u76ee\u51b2\u5230\u4e86\u5468\u699c\u7b2c\u4e00\u3002\u70b9\u8fdb\u53bb\u4e00\u770b\u7b80\u4ecb\u6123\u4e86\uff1a<strong>&#8220;70B \u6a21\u578b\u53ea\u9700 4GB \u663e\u5b58\uff0c\u65e0\u9700\u91cf\u5316&#8221;<\/strong>\u3002\u7b2c\u4e00\u53cd\u5e94\u662f\u4e0d\u4fe1\uff0c\u70b9\u5f00 README \u770b\u5b8c\u624d\u610f\u8bc6\u5230\u2014\u2014\u4eba\u5bb6\u6839\u672c\u4e0d\u662f\u5728\u538b\u7f29\u6a21\u578b\uff0c\u662f\u5728\u7528\u53e6\u4e00\u79cd\u65b9\u5f0f\u628a\u6a21\u578b\u642c\u8fdb\u663e\u5b58\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1400\" height=\"900\" class=\"wp-image-804 size-full\" src=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-overview.png\" alt=\"\" srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-overview.png 1400w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-overview-300x193.png 300w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-overview-1024x658.png 1024w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-overview-768x494.png 768w\" sizes=\"auto, (max-width: 1400px) 100vw, 1400px\" \/><\/p>\n<h2>\u601d\u8def\u5b8c\u5168\u53cd\u7740\u6765<\/h2>\n<p>\u4f20\u7edf\u7684\u672c\u5730\u63a8\u7406\uff0c\u4e0d\u7ba1\u4f60\u7528 Ollama \u8fd8\u662f Rapid-MLX\uff0c\u6838\u5fc3\u5047\u8bbe\u90fd\u662f\u540c\u4e00\u4e2a\uff1a<strong>\u6a21\u578b\u5fc5\u987b\u5b8c\u6574\u5730\u88c5\u8fdb\u663e\u5b58\u624d\u80fd\u7b97<\/strong>\u3002\u6240\u4ee5\u5927\u5bb6\u62fc\u547d\u5728\u538b\u7f29\u2014\u20144bit\u30013bit\u30011.58bit\u3001\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff0c\u601d\u8def\u90fd\u662f\u628a\u6a21\u578b\u53d8\u5c0f\u6765\u9002\u5e94\u663e\u5b58\u3002<\/p>\n<p>AirLLM \u7684\u601d\u8def\u662f\uff1a\u6a21\u578b\u5927\u5c0f\u4e0d\u53d8\uff0c<strong>\u4f46\u4e0d\u9700\u8981\u540c\u65f6\u5b58\u5728<\/strong>\u3002<\/p>\n<p>\u5177\u4f53\u505a\u6cd5\u662f\u8fd9\u6837\u7684\u2014\u2014\u9996\u6b21\u52a0\u8f7d\u65f6\u628a\u6a21\u578b\u6309\u5c42\uff08layer\uff09\u62c6\u6210\u51e0\u5341\u4e2a\u72ec\u7acb\u7684\u5c0f\u6587\u4ef6\u5b58\u5230\u78c1\u76d8\u4e0a\uff0c\u6bcf\u5c42\u5927\u6982 1-3GB\u3002\u63a8\u7406\u7684\u65f6\u5019\u53ea\u628a\u5f53\u524d\u8981\u7b97\u7684\u90a3\u4e00\u5c42\u585e\u8fdb\u663e\u5b58\uff0c\u7b97\u5b8c\u7acb\u523b\u91ca\u653e\uff0c\u518d\u628a\u4e0b\u4e00\u5c42\u4ece\u78c1\u76d8\u8bfb\u8fdb\u6765\u7ee7\u7eed\u7b97\u3002\u5cf0\u503c\u663e\u5b58\u5360\u7528 = \u6700\u5927\u7684\u5355\u5c42\u5927\u5c0f\uff0c\u8ddf\u6a21\u578b\u603b\u53c2\u6570\u91cf\u6ca1\u5173\u7cfb\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff1a<\/p>\n<ul>\n<li>Llama 3.x 70B \u5168\u7cbe\u5ea6\u53ea\u8981 4GB \u663e\u5b58\uff08\u4e0d\u518d\u662f 140GB\uff09<\/li>\n<li>Llama 3.1 405B \u7ea6 8GB<\/li>\n<li>DeepSeek-V3 671B \u7ea6 12GB<\/li>\n<li>Kimi K3 2.8 \u4e07\u4ebf\u53c2\u6570\uff1f\u7ea6 3.7GB\uff08MoE \u6a21\u578b\u66f4\u5938\u5f20\uff0c\u53ea\u52a0\u8f7d\u88ab\u6fc0\u6d3b\u7684\u4e13\u5bb6\uff09<\/li>\n<\/ul>\n<p>\u4ee3\u4ef7\u4e5f\u5f88\u76f4\u63a5\u2014\u2014\u4f60\u62ff\u786c\u76d8\u5f53\u663e\u5b58\u7528\uff0c<strong>\u6bcf\u6b21\u63a8\u7406\u90fd\u5728\u642c\u6570\u636e\uff0c\u901f\u5ea6\u80af\u5b9a\u4e0d\u4f1a\u5feb<\/strong>\u3002GitHub \u4e0a 31k stars\uff0c318 commits\uff0c\u4f5c\u8005 lyogavin \u4e00\u4e2a\u4eba\u7ef4\u62a4\u5230\u73b0\u5728\uff0cApache-2.0 \u534f\u8bae\uff0c\u6700\u8fd1\u7684 v3.1.0 \u7248\u672c\u4e13\u95e8\u52a0\u4e86\u5bf9 Kimi K3 \u7684\u652f\u6301\u3002<\/p>\n<h2>\u5728 Mac \u4e0a\u8bd5\u4e86\u4e00\u4e0b<\/h2>\n<p>pip install airllm \u88c5\u4e0a\u4e4b\u540e\uff0c\u5148\u62ff 8B \u5c0f\u6a21\u578b\u8bd5\u6c34\u3002\u7b2c\u4e00\u6b21\u8fd0\u884c\u4f1a\u89e6\u53d1\u6309\u5c42\u62c6\u5206\uff0c\u6574\u4e2a\u8fc7\u7a0b\u5927\u6982\u51e0\u5206\u949f\uff0c\u78c1\u76d8\u591a\u5360\u7ea6 16GB\uff088B \u6a21\u578b\uff09\u3002\u4e4b\u540e\u63a8\u7406\u5c31\u6b63\u5e38\u4e86\uff0c\u901f\u5ea6\u8ddf\u4f60\u7528 Ollama \u8dd1 8B \u6ca1\u660e\u663e\u5dee\u522b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"560\" class=\"wp-image-805 size-full\" src=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-terminal.png\" alt=\"\" srcset=\"https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-terminal.png 900w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-terminal-300x187.png 300w, https:\/\/www.tantan.ink\/wp-content\/uploads\/2026\/08\/airllm-terminal-768x478.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/p>\n<p>\u7136\u540e\u6211\u5f00\u59cb\u5c1d\u8bd5\u66f4\u5927\u7684\u6a21\u578b\u2014\u2014\u8fd9\u91cc\u6709\u4e2a\u5927\u5751\uff1a<\/p>\n<p><strong>bitsandbytes \u5e93\u4e0d\u652f\u6301 macOS<\/strong>\u3002\u4e5f\u5c31\u662f\u8bf4 Mac \u4e0a\u6ca1\u6cd5\u7528 4bit\/8bit \u538b\u7f29\u52a0\u901f\uff0c\u53ea\u80fd\u88f8\u8dd1\u5168\u7cbe\u5ea6\u3002\u793e\u533a\u91cc\u6709\u4eba\u5728 Linux + NVIDIA \u663e\u5361\u4e0a\u80fd\u62ff\u5230 3x \u52a0\u901f\uff0cMac \u7528\u6237\u53ea\u80fd\u5e72\u77aa\u773c\u3002<\/p>\n<p>\u901f\u5ea6\u5b9e\u6d4b\uff0816GB \u7edf\u4e00\u5185\u5b58\u7684 Mac\uff09\uff1a<\/p>\n<ul>\n<li>8B \u6a21\u578b\uff1a\u4f53\u611f\u8ddf Ollama \u5dee\u4e0d\u591a\uff0c\u53ef\u4ee5\u6b63\u5e38\u7528<\/li>\n<li>13B \u6a21\u578b\uff1a\u7ea6 20 tok\/s\uff0c\u5bf9\u8bdd\u80fd\u8dd1\u901a<\/li>\n<li>70B \u6a21\u578b\uff1a\u7ea6 0.2 tok\/s\uff0c\u9996\u4e2a token \u51fa\u6765\u8981\u7b49 1 \u5206\u949f+<\/li>\n<\/ul>\n<p>70B \u8fd9\u4e2a\u901f\u5ea6\u57fa\u672c\u5c31\u662f&#8221;\u80fd\u786e\u8ba4\u5b83\u8dd1\u5f97\u901a\uff0c\u4f46\u4e0d\u80fd\u7528\u5b83\u804a\u5929&#8221;\u7684\u7a0b\u5ea6\u3002\u793e\u533a\u91cc\u6709\u4eba\u5f00\u73a9\u7b11\u8bf4\uff1a&#8221;\u8fd9\u662f\u7528\u6765\u5199\u535a\u58eb\u8bba\u6587\u7528\u7684\uff0c\u4e0d\u7528\u6765\u804a\u5929\u7684\u3002&#8221;<\/p>\n<h2>\u90a3\u8fd9\u5de5\u5177\u5230\u5e95\u6709\u5565\u7528<\/h2>\n<p>\u6211\u7422\u78e8\u4e86\u4e00\u4e0b\u5b83\u7684\u5b9e\u9645\u5b9a\u4f4d\uff0c\u4e0d\u662f\u5728\u62a2 Ollama \u6216\u8005 Rapid-MLX \u7684\u996d\u7897\uff0c\u66f4\u50cf\u662f\u586b\u8865\u4e86\u4e00\u4e2a\u7a7a\u767d\u573a\u666f\uff1a<\/p>\n<p><strong>\u573a\u666f\u4e00\uff1a\u63d0\u524d\u9a8c\u8bc1\u6a21\u578b\u503c\u4e0d\u503c\u5f97\u90e8\u7f72<\/strong>\u3002\u4f60\u60f3\u8dd1 405B \u7684 Llama \u770b\u770b\u6548\u679c\uff0c\u4f46\u4e0d\u60f3\u5148\u82b1\u51e0\u767e\u5757\u79df A100\u3002\u7528 AirLLM \u5728\u672c\u5730 8GB \u663e\u5361\u8dd1\u901a\uff0c\u5148\u786e\u8ba4\u8fd9\u4e2a\u6a21\u578b\u5bf9\u4f60\u6709\u7528\uff0c\u518d\u51b3\u5b9a\u8981\u4e0d\u8981\u4e0a\u6b63\u89c4\u63a8\u7406\u670d\u52a1\u3002<\/p>\n<p><strong>\u573a\u666f\u4e8c\uff1a\u8dd1\u79bb\u7ebf\u8bc4\u6d4b<\/strong>\u3002\u4f60\u6709\u4e00\u5806 benchmark \u8981\u8dd1\uff0c\u5bf9\u5355\u4e2a\u8bf7\u6c42\u901f\u5ea6\u4e0d\u654f\u611f\uff0c\u53ea\u8981\u80fd\u8dd1\u5b8c\u5c31\u884c\u3002AirLLM \u5728\u672c\u5730\u6162\u6162\u8dd1\uff0c\u7701\u5f97\u53bb\u62a2\u4e91\u7aef A100 \u914d\u989d\u3002<\/p>\n<p><strong>\u573a\u666f\u4e09\uff1aMoE \u6a21\u578b\u7684\u672c\u5730\u65b9\u6848<\/strong>\u3002Kimi K3 \u8fd9\u79cd 2.8T \u53c2\u6570\u7684 MoE \u6a21\u578b\uff0c\u6fc0\u6d3b\u53c2\u6570\u53ea\u6709\u51e0\u767e\u4ebf\uff0cAirLLM \u7684\u9010\u4e13\u5bb6\u52a0\u8f7d\u6b63\u597d\u547d\u4e2d\u8fd9\u4e2a\u7279\u6027\u2014\u2014\u7406\u8bba\u4e0a\u53ea\u9700\u8981 4GB \u663e\u5b58\u5c31\u80fd\u8dd1\uff0c\u8fd9\u5728\u4ee5\u524d\u662f\u4e0d\u6562\u60f3\u7684\u4e8b\u3002<\/p>\n<p><strong>\u573a\u666f\u56db\uff1a\u5b66\u751f\u515a\/\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u5b9e\u9a8c\u53f0<\/strong>\u3002\u53ea\u6709\u7b14\u8bb0\u672c\u72ec\u663e\u6216\u8005\u8001 Mac\uff0c\u60f3\u672c\u5730\u73a9\u4e00\u4e0b\u9876\u7ea7\u6a21\u578b\u505a\u5b9e\u9a8c\uff0cAirLLM \u628a\u95e8\u69db\u4ece&#8221;\u4e70\u4e0d\u8d77&#8221;\u62c9\u5230\u4e86&#8221;\u53ea\u8981\u6709\u786c\u76d8&#8221;\u3002<\/p>\n<h2>\u51e0\u4e2a\u4e0d\u80fd\u5ffd\u89c6\u7684\u5751<\/h2>\n<p>\u5199\u5230\u8fd9\u91cc\u5982\u679c\u4f60\u5df2\u7ecf\u51c6\u5907\u4e0a\u624b\u4e86\uff0c\u5148\u770b\u51e0\u4e2a\u6211\u8e29\u5230\u7684\u3001\u6216\u8005\u793e\u533a\u91cc\u53cd\u590d\u63d0\u5230\u7684\u5751\uff1a<\/p>\n<p><strong>\u78c1\u76d8 I\/O \u662f\u74f6\u9888<\/strong>\u3002\u6bcf\u7b97\u4e00\u5c42\u90fd\u8981\u4ece\u786c\u76d8\u8bfb\u4e00\u6b21\u5c42\u6587\u4ef6\u3002\u5982\u679c\u4f60\u7684 SSD \u662f SATA \u800c\u4e0d\u662f NVMe\uff0c\u901f\u5ea6\u4f1a\u66f4\u6162\u3002\u5efa\u8bae\u7528 NVMe\uff0c\u6216\u8005\u5e72\u8106\u628a\u6a21\u578b\u5206\u5c42\u6587\u4ef6\u653e\u5728\u5916\u7f6e\u96f7\u7535\u786c\u76d8\u4e0a\u2014\u2014\u80fd\u51cf\u5c11\u5bf9\u5185\u7f6e SSD \u7684\u5199\u5165\u635f\u8017\u3002<\/p>\n<p><strong>\u9996\u6b21\u8fd0\u884c\u8981\u505a\u6a21\u578b\u62c6\u5206<\/strong>\u3002\u7b2c\u4e00\u6b21\u52a0\u8f7d\u65b0\u6a21\u578b\u65f6\uff0cAirLLM \u4f1a\u628a\u539f\u59cb\u6743\u91cd\u6309\u5c42\u5207\u5206\u6210\u51e0\u5341\u4e2a\u5c0f\u6587\u4ef6\u5b58\u5230\u78c1\u76d8\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u5403\u7a7a\u95f4\u2014\u201470B \u5168\u7cbe\u5ea6\u9700\u8981\u7ea6 140GB \u78c1\u76d8\uff08\u62c6\u5206\u540e\uff09\u5916\u52a0 140GB \u4e34\u65f6\u7a7a\u95f4\uff08\u62c6\u5206\u4e2d\uff09\u3002\u5982\u679c\u4f60\u786c\u76d8\u4e0d\u591f\uff0c\u4f1a\u76f4\u63a5\u62a5\u9519 MetadataIncompleteBuffer\u3002<\/p>\n<p><strong>SSD \u5bff\u547d\u95ee\u9898<\/strong>\u3002\u9891\u7e41\u8bfb\u5199\u5c42\u6587\u4ef6\u5bf9 SSD \u4e0d\u592a\u53cb\u597d\u3002\u6709\u4eba\u5efa\u8bae\u628a\u5206\u5c42\u6587\u4ef6\u653e\u5728\u5916\u7f6e NVMe \u786c\u76d8\u4e0a\u4fdd\u62a4\u5185\u7f6e SSD\uff0c\u7406\u8bba\u4e0a\u662f\u5408\u7406\u7684\u3002<\/p>\n<p><strong>Mac \u4e0a\u7684\u989d\u5916\u9650\u5236<\/strong>\u3002\u9664\u4e86 bitsandbytes \u4e0d\u652f\u6301\uff0cmlx-community \u7684\u9884\u91cf\u5316\u6a21\u578b\u683c\u5f0f\u53ef\u80fd\u8ddf AirLLM \u9884\u671f\u7684\u4e0d\u4e00\u81f4\uff0c\u4f1a\u51fa\u73b0 FileNotFoundError\u3002Mac \u7528\u6237\u6700\u597d\u76f4\u63a5\u7528 HuggingFace \u4e0a\u7684\u539f\u59cb\u5168\u7cbe\u5ea6\u6a21\u578b\u3002<\/p>\n<p><strong>\u4e0d\u662f\u751f\u4ea7\u65b9\u6848<\/strong>\u3002\u5982\u679c\u4f60\u9700\u8981\u591a\u7528\u6237\u5e76\u53d1\u3001\u5b9e\u65f6\u54cd\u5e94\u3001\u4f4e\u5ef6\u8fdf\u7684 Agent \u63a8\u7406\uff0c\u8001\u8001\u5b9e\u5b9e\u7528 vLLM \u6216\u8005 TensorRT-LLM\u3002AirLLM \u89e3\u51b3\u7684\u662f&#8221;\u80fd\u4e0d\u80fd\u8dd1&#8221;\u7684\u95ee\u9898\uff0c\u4e0d\u662f&#8221;\u8dd1\u5f97\u5feb\u4e0d\u5feb&#8221;\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u503c\u4e0d\u503c\u5f97\u88c5<\/h2>\n<p>\u6211\u7684\u5efa\u8bae\u662f\u2014\u2014\u88c5\u4e0a\uff0c\u4f46\u522b\u5f53\u4e3b\u529b\u3002\u65e5\u5e38\u804a\u5929\u8fd8\u662f Ollama \u6216\u8005 Rapid-MLX \u66f4\u5feb\u66f4\u7701\u5fc3\u3002AirLLM \u653e\u5728\u90a3\u91cc\uff0c\u7b49\u54ea\u5929\u4f60\u60f3\u8bd5\u4e00\u4e2a\u65b0\u53d1\u5e03\u7684\u8d85\u5927\u6a21\u578b\uff08\u53cd\u6b63\u8dd1\u4e0d\u901a\uff09\uff0c\u7528 AirLLM 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