{"id":101172,"date":"2026-09-06T09:56:53","date_gmt":"2026-09-06T01:56:53","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101172.html"},"modified":"2026-09-06T09:56:53","modified_gmt":"2026-09-06T01:56:53","slug":"qwen3-8-flash-next-%e6%9c%ac%e5%9c%b0%e9%83%a8%e7%bd%b2%e4%ba%b2%e6%b5%8b%ef%bc%9a8g-%e6%98%be%e5%8d%a1%e5%88%b0%e5%ba%95%e8%83%bd%e4%b8%8d%e8%83%bd%e8%b7%91%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101172.html","title":{"rendered":"Qwen3.8-Flash-Next \u672c\u5730\u90e8\u7f72\u4eb2\u6d4b\uff1a8G \u663e\u5361\u5230\u5e95\u80fd\u4e0d\u80fd\u8dd1\uff1f"},"content":{"rendered":"<p>\u6458\u8981&#xff1a;\u672c\u6587\u8bb0\u5f55\u4f5c\u8005\u5728 8G \u663e\u5b58\u5355\u673a&#xff08;RTX 3070 &#043; 64G \u5185\u5b58 &#043; NVMe&#xff09;\u4e0a\u8dd1\u901a 117B \u526a\u679d\u7248 Qwen3.8-Flash-Next \u7684\u5b9e\u6d4b\u8fc7\u7a0b\u3002\u901a\u8fc7\u526a\u679d\u3001\u91cf\u5316\u4e0e llama.cpp \u65b0\u7248 lazy-mode \u4e09\u62db&#xff0c;62GB 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\/>\n<p>Qwen3.8-Flash-Next \u5f00\u6e90\u7b2c\u4e00\u5929\u6211\u5c31\u76ef\u4e0a\u4e86\u3002<\/p>\n<p>\u90a3\u9635\u5b50\u524d\u9762\u6709\u5f00\u6e90\u7684\u65b0\u95fb\u5206\u6790\u6587\u7ae0&#xff0c;\u4e5f\u6709\u4e0d\u5c11\u4eba\u505a\u53ca\u65f6\u7684\u5168\u7f51\u68c0\u7d22&#xff0c;\u4e13\u95e8\u627e&#034;\u6700\u4f4e\u4ec0\u4e48\u786c\u4ef6\u80fd\u8dd1\u901a&#034;\u3002\u4e0a\u4e00\u6279\u6700\u4f4e\u786c\u4ef6\u8dd1\u901a\u7684\u65b9\u6848\u96c6\u4e2d\u5728 Mac \u7cfb\u5217\u2014\u2014\u5de7\u4e86&#xff0c;\u6211\u6ca1\u6709 Mac\u3002\u4f46\u4e5f\u5c31\u662f\u90a3\u6279\u6587\u7ae0&#xff0c;\u6211\u7b2c\u4e00\u6b21\u77e5\u9053\u4e86&#034;\u526a\u679d&#034;\u8fd9\u4e2a\u795e\u5947\u7684\u73a9\u6cd5&#xff1a;\u539f\u6765\u5927\u6a21\u578b\u4e0d\u4e00\u5b9a\u975e\u8981\u539f\u6837\u642c&#xff0c;\u780d\u6389\u4e00\u534a\u4e13\u5bb6\u4e5f\u80fd\u8dd1\u3002<\/p>\n<p>\u6240\u4ee5\u4e4b\u540e\u6211\u4e00\u76f4\u6ca1\u653e\u4e0b&#xff0c;\u6301\u7eed\u76ef\u7740\u3002<\/p>\n<p>\u76f4\u5230\u4eca\u5929&#xff0c;\u6211\u770b\u5230 llama.cpp \u505a\u4e86\u4e2a\u5173\u952e\u9002\u914d\u2014\u2014\u628a Qwen3.8-Flash-Next \u90a3\u5f20 51B \u7684\u8868&#xff08;\u5b98\u65b9\u53eb PLE \u8868&#xff09;\u4e22\u5230 SSD \u4e0a\u6309\u9700\u8bfb&#xff0c;\u4e0d\u518d\u6b7b\u5360\u5185\u5b58\u3002\u54c8\u54c8&#xff0c;\u6211\u7684\u673a\u4f1a\u6765\u4e86\u3002<\/p>\n<p>\u7b2c\u4e00\u65f6\u95f4\u628a\u6743\u91cd\u548c llama.cpp \u65b0\u7248\u672c\u4e0b\u4e0b\u6765&#xff0c;\u8dd1\u8d77\u6765\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u6211\u60f3\u56de\u7b54\u5c31\u4e09\u4ef6\u4e8b&#xff1a;\u6211\u8fd9\u53f0\u7834\u673a\u5668\u5230\u5e95\u80fd\u4e0d\u80fd\u8dd1\u8d77\u6765&#xff1f;\u8f7b\u5ea6\u6d4b\u4e0b\u6765\u5230\u5e95\u662f\u4ec0\u4e48\u6548\u679c&#xff1f;\u4e2d\u95f4\u6709\u54ea\u4e9b\u5751&#xff1f;<\/p>\n<p>\u4f60\u8981\u662f\u60f3\u81ea\u5df1\u73a9\u4e00\u628a&#xff0c;\u80fd\u4e0d\u80fd\u76f4\u63a5\u6284\u6211\u4f5c\u4e1a&#xff1f;\u6216\u8005\u4f60\u53ea\u662f\u60f3\u641e\u6e05\u695a Qwen3.8-Flash-Next \u672c\u5730\u90e8\u7f72\u5230\u5e95\u600e\u4e48\u56de\u4e8b\u2014\u2014\u90a3\u606d\u559c&#xff0c;\u6765\u5bf9\u4e86&#xff0c;\u4eb2\u6d4b\u7ed3\u679c\u65b0\u9c9c\u51fa\u7089\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u4ea4\u5e95&#xff1a;\u6211\u5230\u5e95\u8dd1\u4e86\u4e2a\u4ec0\u4e48<\/h3>\n<p>\u6211\u7684\u673a\u5668&#xff1a;RTX 3070&#xff08;8G \u663e\u5b58&#xff09;&#043; 64G \u5185\u5b58 &#043; NVMe \u56fa\u6001&#xff0c;llama.cpp b10731&#xff08;CUDA 12.4&#xff09;\u3002<\/p>\n<p>\u6a21\u578b&#xff1a;AnonimousA \u51fa\u7684 Qwen3.8-Flash-Next-REAP-256-duo GGUF&#xff0c;\u91cf\u5316\u6863 Q3_K_XL&#xff0c;\u4e24\u5206\u7247\u5171 62GB&#xff0c;\u6807\u79f0 117B \u603b\u53c2\u3002\u5b83\u4ece\u4e00\u4e2a\u66f4\u5927\u7684 Qwen3.8-Flash-Next \u5e95\u5ea7&#xff08;\u5b98\u65b9\u8bf4\u662f 176B \u7ea7\u522b&#xff09;\u538b\u4e0b\u6765&#xff0c;\u9760\u4e24\u62db&#xff1a;\u526a\u6389\u4e00\u534a\u4e13\u5bb6&#xff08;512 \u7559 256&#xff09;&#xff0c;\u518d\u628a\u6743\u91cd\u538b\u5230 3bit \u51fa\u5934\u3002<\/p>\n<p>62GB \u8fd8\u662f\u6bd4 64G \u5185\u5b58\u5927\u3002\u771f\u6b63\u8ba9\u5b83\u585e\u5f97\u8fdb\u6765\u7684&#xff0c;\u5c31\u662f\u5f00\u5934\u8bf4\u7684\u90a3\u5f20 51B \u7684 PLE \u8868\u2014\u2014llama.cpp \u65b0\u7248 lazy-mode \u8ba9\u5b83\u4e0d\u5e38\u9a7b\u5185\u5b58&#xff0c;\u6309\u9700\u4ece NVMe \u8bfb\u3002\u526a\u679d &#043; \u91cf\u5316\u89e3\u51b3&#034;\u6587\u4ef6\u591a\u5927&#034;&#xff0c;lazy-mode \u89e3\u51b3&#034;\u5185\u5b58\u591f\u4e0d\u591f&#034;&#xff0c;NVMe \u89e3\u51b3&#034;\u8bfb\u5f97\u52a8\u4e0d&#034;\u3002\u4e09\u6837\u9f50\u4e86&#xff0c;\u6211\u8fd9\u53f0\u673a\u5668\u624d\u63a5\u5f97\u4f4f\u3002<\/p>\n<h3>\u4e8c\u3001\u8dd1\u901a&#xff1a;\u6bd4\u60f3\u8c61\u4e2d\u987a&#xff0c;\u9664\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9<\/h3>\n<p>\u8dd1\u901a\u672c\u8eab\u6ca1\u51e0\u6b65&#xff0c;\u4f46\u6709\u4e2a\u524d\u63d0&#xff1a;\u6211\u673a\u5668\u4e0a\u539f\u6765\u7684 llama.cpp \u662f b10166&#xff0c;\u592a\u65e7&#xff0c;\u65e2\u4e0d\u8ba4\u8fd9\u4e2a\u6a21\u578b\u67b6\u6784&#xff0c;\u4e5f\u6ca1\u6709 lazy-mode&#xff0c;\u5fc5\u987b\u5148\u5347\u5230 b10731\u3002\u5347\u5b8c\u5c31\u987a\u4e86\u3002<\/p>\n<p>GGUF \u662f\u5206\u7247\u7684&#xff08;48G &#043; 14G \u4e24\u7247&#xff09;&#xff0c;\u4e0d\u7528\u5408\u5e76&#xff0c;\u542f\u52a8\u547d\u4ee4\u6307\u7b2c\u4e00\u4e2a\u5206\u7247&#xff0c;llama.cpp \u81ea\u5df1\u8bfb\u540e\u7eed\u3002\u542f\u52a8\u540e\u7ea6 6 \u79d2\u52a0\u8f7d\u5b8c&#xff0c;\u63a7\u5236\u53f0\u6253\u51fa listening&#xff0c;\u6d4f\u89c8\u5668\u5f00 http:\/\/localhost:8080 \u5c31\u80fd\u804a\u3002<\/p>\n<p>\u901f\u5ea6\u6211\u5b9e\u6d4b\u4e86\u4e24\u7ec4&#xff0c;\u53cd\u76f4\u89c9&#xff1a;<\/p>\n<ul>\n<li>\u7eaf\u9760\u5185\u5b58\u8dd1&#xff08;-ngl 0&#xff09;&#xff1a;4.85 ~ 6.03 token\/\u79d2<\/li>\n<li>\u5f80\u663e\u5361\u585e 8 \u5c42&#xff08;-ngl 8&#xff09;&#xff1a;4.60 ~ 4.70 token\/\u79d2<\/li>\n<\/ul>\n<p>\u6309\u5e38\u8bc6\u585e\u663e\u5361\u5e94\u8be5\u66f4\u5feb&#xff0c;\u5b9e\u6d4b\u53cd\u800c\u66f4\u6162\u3002\u539f\u56e0\u662f 3070 \u53ea\u6709 8G&#xff0c;\u585e\u51e0\u5c42\u540e\u4e13\u5bb6\u6743\u91cd\u8981\u5728 PCIe \u4e0a\u6765\u56de\u642c&#xff0c;\u628a\u663e\u5361\u90a3\u70b9\u6536\u76ca\u5168\u5403\u5149\u4e86&#xff0c;\u8fd8\u6324\u5360\u663e\u5b58\u3002\u8fd9\u53f0\u673a\u5668&#xff0c;\u4e0d\u5f80\u663e\u5361\u585e\u53cd\u800c\u5feb\u3002<\/p>\n<p>\u9a8c\u8bc1\u8fc7\u7684\u542f\u52a8\u547d\u4ee4&#xff08;\u5173\u601d\u8003\u3001\u6c42\u7a33\u7248&#xff09;&#xff1a;<\/p>\n<p>llama-server.exe ^<br \/>\n  -m &#034;\u6a21\u578b\u8def\u5f84\/Qwen3.8-Flash-Next-UD-Q3_K_XL-reap256-00001-of-00002.gguf&#034; ^<br \/>\n  -ngl 0 &#8211;jinja &#8211;reasoning off ^<br \/>\n  -c 16384 &#8211;lazy-mode auto ^<br \/>\n  &#8211;host 0.0.0.0 &#8211;port 8080 ^<br \/>\n  &#8211;temp 0.6 &#8211;top-p 0.95 &#8211;top-k 20 &#8211;min-p 0.0 ^<br \/>\n  &#8211;presence-penalty 1.0 ^<br \/>\n  &#8211;dry-multiplier 0.8 &#8211;dry-base 1.75 &#8211;dry-allowed-length 2<\/p>\n<p>&#8211;reasoning off \u662f\u5173\u6df1\u5ea6\u601d\u8003&#xff1b;\u60f3\u5f00\u601d\u8003\u5c31\u628a\u8fd9\u53e5\u5220\u6389&#xff0c;\u540e\u9762\u89e3\u91ca\u4e3a\u4ec0\u4e48\u3002<\/p>\n<h3>\u4e09\u3001\u90a3\u4e2a\u5751&#xff1a;\u5b83\u6709\u4e09\u5206\u4e4b\u4e00\u6982\u7387&#034;\u88c5\u6b7b&#034;<\/h3>\n<p>\u8dd1\u901a\u4e0d\u7b49\u4e8e\u597d\u7528\u3002\u6211\u62ff\u5b83\u95ee&#034;\u5199\u7bc7 300 \u5b57\u6625\u8272\u6563\u6587&#034;&#xff0c;\u4e09\u79cd\u53cd\u5e94&#xff1a;<\/p>\n<li>\u8f66\u8f71\u8f98\u8bdd\u2014\u2014&#034;\u82e5\u5fae\u82e5\u6de1\u82e5\u9752\u82e5\u9ec4&#034;\u5faa\u73af\u4e0d\u505c&#xff1b;<\/li>\n<li>\u66f4\u79bb\u8c31\u7684\u91cd\u590d\u2014\u2014&#034;\u9000\u6b65\u9000\u6b65\u9000\u6b65\u9000\u6b65&#034;&#xff1b;<\/li>\n<li>\u6700\u5413\u4eba&#xff1a;\u4e00\u7247\u7a7a\u767d&#xff0c;\u5565\u4e5f\u6ca1\u56de\u3002<\/li>\n<p>\u6211\u7b2c\u4e00\u53cd\u5e94\u662f&#xff1a;\u91cf\u5316\u70c2&#xff1f;\u542f\u52a8\u811a\u672c\u53c2\u6570\u6ca1\u8c03\u5bf9&#xff1f;\u8fd8\u662f\u5ba2\u6237\u7aef&#xff08;Cherry Studio&#xff09;\u7684 Agent \u53c2\u6570\u80cc\u9505&#xff1f;<\/p>\n<p>\u6ca1\u62cd\u8111\u888b&#xff0c;\u505a\u4e86\u4e09\u8f6e\u5bf9\u7167\u5b9e\u6d4b\u3002<\/p>\n<p>\u7b2c\u4e00\u8f6e&#xff0c;\u770b\u65e5\u5fd7\u731c&#034;\u662f\u6f0f\u4e86 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\u8bf7\u6c42&#xff08;\u6a21\u62df\u5ba2\u6237\u7aef&#xff09;&#xff0c;\u540c\u4e00\u5957\u53c2\u6570\u3001\u540c\u4e00\u9053\u9898&#xff0c;\u5f00\u601d\u8003\u2014\u2014\u5b83\u5c45\u7136\u5199\u51fa\u4e86\u6574\u7bc7&#xff0c;\u800c\u4e14\u662f\u6211\u89c1\u8fc7\u8d28\u91cf\u6700\u9ad8\u7684\u4e00\u7bc7 343 \u5b57\u6563\u6587&#xff0c;\u6709\u8fdc\u666f\u6709\u8fd1\u666f\u6709\u6536\u5c3e\u3002\u6bd4\u5982\u5b83\u5199\u6625\u8272&#xff0c;\u843d\u7b14\u662f&#034;\u6625\u8272\u7684\u521d\u9192&#xff0c;\u975e\u5168&#xff0c;\u975e\u76db&#xff0c;\u4f3c\u4e3a\u6625\u4e4b\u521d\u53e5&#034;\u2014\u2014\u8fd9\u79cd\u6536\u675f\u611f&#xff0c;\u5173\u601d\u8003\u7684\u7248\u672c\u7ed9\u4e0d\u51fa\u6765\u3002<\/p>\n<p>\u4e09\u8f6e\u4e0b\u6765&#xff0c;\u771f\u76f8\u624d\u6e05\u695a&#xff1a;<\/p>\n<p>&#034;\u88c5\u6b7b&#034;\u4e0d\u662f\u5fc5\u6b7b&#xff0c;\u662f\u6982\u7387\u3002\u5f00\u7740\u6df1\u5ea6\u601d\u8003\u65f6&#xff0c;\u6a21\u578b\u7ea6\u4e09\u6b21\u91cc\u6709\u4e00\u6b21\u4f1a\u5728\u601d\u8003\u91cc\u6253\u8f6c&#xff0c;\u628a token \u70e7\u5149&#xff0c;\u6700\u540e\u7ed9\u4f60\u7a7a\u56de\u590d\u3002\u4e0d\u662f\u5b83\u62d2\u7edd\u7b54&#xff0c;\u662f\u5b83\u628a\u81ea\u5df1\u7ed5\u6655\u4e86\u3002<\/p>\n<p>\u800c\u91c7\u6837\u53c2\u6570&#xff08;presence-penalty &#043; DRY&#xff09;\u4e0d\u662f\u4e3b\u72af&#xff0c;\u662f&#034;\u5239\u8f66\u7247&#034;&#xff1a;<\/p>\n<ul>\n<li>presence \u7f5a&#034;\u51fa\u73b0\u8fc7\u7684\u8bcd&#034;&#xff0c;\u4f46\u5faa\u73af\u662f&#034;\u82e5X\u82e5X&#034;\u2014\u2014\u5b57\u5728\u6362\u3001\u7ed3\u6784\u5728\u91cd\u590d&#xff0c;presence \u7f5a\u4e86\u4e2a\u5bc2\u5bde&#xff1b;<\/li>\n<li>DRY \u67e5&#034;\u91cd\u590d\u6a21\u5f0f&#034;&#xff0c;\u4f46\u6f0f&#034;\u9000\u6b65\u9000\u6b65&#034;\u8fd9\u79cd\u6574\u8bcd\u91cd\u590d\u3002<\/li>\n<\/ul>\n<p>\u4e24\u4e2a\u5fc5\u987b\u53e0\u7740\u7528&#xff0c;\u5404\u8865\u5bf9\u65b9\u76f2\u533a\u3002\u6ca1\u6709\u5b83\u5fc5\u7ffb\u8f66&#xff0c;\u6709\u5b83\u4e5f\u538b\u4e0d\u5230\u96f6\u3002<\/p>\n<p>\u628a\u6211\u5b9e\u6d4b\u65e5\u5fd7\u91cc\u7684\u539f\u6837\u8d34\u4e00\u6bb5&#xff0c;\u611f\u53d7\u4e0b&#034;\u5faa\u73af&#034;\u957f\u4ec0\u4e48\u6837&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u52a0 presence \u65f6\u7684\u5faa\u73af&#xff1a;\u82e5\u5fae\u82e5\u6de1\u82e5\u9752\u82e5\u9ec4\u82e5\u7070\u82e5\u767d\u2026\u82e5\u771f\u70b9\u82e5\u5047\u70b9\u82e5\u5b9e<\/li>\n<li>\u53ea\u52a0 DRY \u65f6\u7684\u5faa\u73af&#xff1a;\u9000\u6b65&#xff0c;\u9000\u6b65\u3002\u9000\u6b65&#xff1a;\u9000\u6b65\u3002\u9000\u6b65\u9000\u6b65\u9000\u9000\u9000\u9000\u9000\u9000<\/li>\n<li>\u5f00\u601d\u8003\u5361\u6b7b\u65f6&#xff0c;\u6a21\u578b\u81ea\u5df1\u5728\u601d\u8003\u91cc\u5199&#xff1a;I&#039;m stuck \/ Let&#039;s craft&#xff08;\u53cd\u590d\u91cd\u5199\u540c\u4e00\u53e5\u5f00\u5934&#xff09;<\/li>\n<\/ul>\n<p>\u7b2c\u4e00\u79cd\u6bcf\u4e2a\u5b57\u90fd\u662f\u65b0\u7684&#xff0c;presence \u7f5a\u4e0d\u5230&#xff1b;\u7b2c\u4e8c\u79cd\u6574\u8bcd\u91cd\u590d&#xff0c;DRY \u6f0f\u4e86\u3002\u6240\u4ee5\u4e24\u4e2a\u90fd\u5f97\u7559\u3002<\/p>\n<p>\u8fd8\u6709\u4e2a\u9690\u853d\u5751&#xff1a;\u5ba2\u6237\u7aef\u4f1a\u8986\u76d6\u670d\u52a1\u7aef\u3002\u6211\u5728\u811a\u672c\u91cc\u5173\u4e86\u601d\u8003&#xff0c;\u7ed3\u679c Cherry Studio \u8bf7\u6c42\u91cc\u5e26\u4e86&#034;\u5f00\u6df1\u5ea6\u601d\u8003&#034;&#xff0c;\u670d\u52a1\u7aef\u8bbe\u7f6e\u76f4\u63a5\u88ab\u65e0\u89c6\u3002\u60f3\u5173\u601d\u8003&#xff0c;\u5ba2\u6237\u7aef\u5f00\u5173\u4e5f\u5f97\u5173&#xff1b;\u60f3\u5f00&#xff0c;\u4e24\u7aef\u90fd\u5f97\u5f00\u3002<\/p>\n<p>\u8bf4\u53e5\u516c\u9053\u8bdd&#xff1a;\u8fd9\u6a21\u578b\u5e95\u5b50\u672c\u6765\u5c31\u4e0d\u539a\u3002\u91cf\u5316\u4f5c\u8005 bartowski \u7ed9 Q3_K_XL \u8fd9\u6863\u7684\u8bc4\u4ef7\u5c31\u662f&#034;\u8f83\u4f4e\u4f46\u53ef\u7528&#034;&#xff1b;REAP \u8bba\u6587\u81ea\u5df1\u4e5f\u627f\u8ba4\u526a\u679d\u540e&#034;\u591a\u6837\u6027\u7565\u964d&#034;\u3002\u6240\u4ee5&#034;\u91cd\u590d&#034;\u4e0d\u5168\u662f\u53c2\u6570\u7684\u9505&#xff0c;3bit &#043; \u526a\u4e00\u534a\u4e13\u5bb6&#xff0c;\u5148\u5929\u5c31\u66f4\u7231\u8bf4\u8f66\u8f71\u8f98\u8bdd\u3002\u53c2\u6570\u53ea\u662f\u628a\u8fd9\u5929\u6027\u6309\u4f4f\u3002<\/p>\n<h3>\u56db\u3001\u600e\u4e48\u7ed5&#xff1a;\u7a33\u548c\u8d28&#xff0c;\u4f60\u6311<\/h3>\n<p>\u5b9e\u6d4b\u7ed3\u8bba\u843d\u5230\u64cd\u4f5c\u4e0a&#xff0c;\u5c31\u4e24\u6761\u8def&#xff1a;<\/p>\n<p>A. \u6c42\u7a33&#xff08;\u811a\u672c\u9ed8\u8ba4&#xff09;&#xff1a;\u5173\u601d\u8003\u3002\u6c38\u4e0d\u7ffb\u8f66&#xff0c;\u4ee3\u4ef7\u662f\u56de\u7b54\u504f\u77ed\u504f\u5e73&#xff0c;\u590d\u6742\u63a8\u7406\u5f31\u3002\u666e\u901a\u804a\u5929\u3001\u5199\u5199\u5c0f\u6bb5\u843d\u591f\u7528\u3002<\/p>\n<p>B. \u6c42\u8d28&#xff1a;\u5f00\u601d\u8003 &#043; \u7559\u7740\u60e9\u7f5a\u53c2\u6570\u3002\u8d28\u91cf\u660e\u663e\u66f4\u9ad8&#xff0c;\u4ee3\u4ef7\u662f\u7ea6\u4e09\u5206\u4e4b\u4e00\u6982\u7387\u7a7a\u56de\u590d\u3002\u5904\u7406\u529e\u6cd5\u7c97\u66b4\u6709\u6548&#xff1a;\u770b\u5230\u7a7a\u7684&#xff0c;\u518d\u95ee\u4e00\u6b21&#xff0c;\u901a\u5e38\u7b2c\u4e8c\u6b21\u5c31\u6b63\u5e38\u3002<\/p>\n<p>\u5207\u6362\u65b9\u6cd5&#xff1a;\u811a\u672c\u91cc\u5220\u6389 &#8211;reasoning off \u90a3\u53e5&#xff0c;\u540c\u65f6\u5ba2\u6237\u7aef\u6253\u5f00&#034;\u6df1\u5ea6\u601d\u8003&#034;\u5f00\u5173\u2014\u2014\u53ea\u6539\u4e00\u8fb9\u6ca1\u7528&#xff0c;\u5ba2\u6237\u7aef\u4f1a\u8986\u76d6\u3002<\/p>\n<p>\u6211\u73b0\u5728\u7684\u7528\u6cd5&#xff1a;\u65e5\u5e38\u5173\u601d\u8003\u56fe\u7701\u5fc3&#xff1b;\u771f\u8981\u5b83\u5199\u70b9\u50cf\u6837\u7684&#xff0c;\u5f00\u601d\u8003&#xff0c;\u7a7a\u4e86\u5c31\u91cd\u95ee\u3002\u4e00\u5206\u94b1\u4e0d\u82b1&#xff0c;\u591a\u6309\u4e00\u6b21\u56de\u8f66\u800c\u5df2\u3002<\/p>\n<h3>\u6700\u540e&#xff1a;\u786c\u4ef6\u4ea4\u5e95\u53ca\u590d\u76d8<\/h3>\n<p>1&#xff09;\u6211\u7684\u786c\u4ef6\u6e05\u5355<\/p>\n<ul>\n<li>\u663e\u5361&#xff1a;RTX 3070&#xff0c;8G \u663e\u5b58<\/li>\n<li>\u5185\u5b58&#xff1a;64G DDR5<\/li>\n<li>\u786c\u76d8&#xff1a;NVMe \u56fa\u6001&#xff08;\u673a\u68b0\u76d8\u4e0d\u884c&#xff0c;51B \u7684\u8868\u8981\u6309\u9700\u8bfb\u76d8&#xff0c;\u673a\u68b0\u76d8\u4f1a\u5361\u6b7b&#xff09;<\/li>\n<li>\u8f6f\u4ef6&#xff1a;llama.cpp b10731&#xff08;CUDA 12.4&#xff09;<\/li>\n<\/ul>\n<p>2&#xff09;\u5185\u5b58\u5360\u7528&#xff08;\u5b9e\u6d4b\u89c2\u5bdf&#xff09;<\/p>\n<p>\u6700\u91cd\u5ea6\u6d4b\u8bd5\u65f6&#xff0c;\u5185\u5b58\u5360\u7528\u5927\u6982\u5728 80% \u5de6\u53f3&#xff08;64G \u91cc\u5403\u4e86\u7ea6 51G&#xff0c;\u4e3b\u8981\u662f\u6a21\u578b\u52a0\u90a3\u5f20\u8868&#xff09;&#xff1b;\u5e73\u65f6\u6211\u673a\u5668\u5185\u5b58\u5360\u7528\u5728 20%~30% \u5f98\u5f8a&#xff0c;\u8dd1\u8d77\u6765\u540e\u5cf0\u503c\u4e5f\u5c31\u5230\u8fd9\u4e2a\u6c34\u5e73\u300264G \u662f\u591f\u7684&#xff0c;\u8fd8\u6709\u4f59\u91cf\u3002<\/p>\n<p>3&#xff09;\u6709\u6ca1\u6709\u5fc5\u8981<\/p>\n<p>\u8bf4\u5b9e\u8bdd&#xff0c;\u4ece\u901f\u5ea6\u548c\u8f7b\u5ea6\u6d4b\u8bd5\u7684\u6548\u679c\u770b&#xff0c;\u5b83\u53ea\u80fd\u7b97\u4e2a\u73a9\u5177\u2014\u2014\u800c\u4e14\u662f\u88ab\u780d\u4e86\u4e00\u5200\u7684\u73a9\u5177\u3002\u5355\u5b57\u901f\u5ea6\u6bcf\u79d2\u4e94\u516d\u4e2a token&#xff0c;\u590d\u6742\u6d3b\u5e72\u4e0d\u4e86&#xff0c;\u8d28\u91cf\u4e0a\u9650\u4e5f\u4e0d\u5982\u539f\u7248\u3002<\/p>\n<p>\u4f60\u8981\u662f\u95ee\u6211&#034;\u540c\u6837\u8fd9\u53f0\u673a\u5668&#xff0c;\u8dd1\u5b83\u8fd8\u662f\u8dd1 Qwen3.8-27B \u7684 Q4 \u7248\u66f4\u6709\u751f\u4ea7\u529b&#034;&#xff0c;\u6211\u503e\u5411\u4e8e\u540e\u8005&#xff1a;27B Q4 \u4f53\u91cf\u5c0f\u3001\u8dd1\u5f97\u8f7b\u677e\u3001\u8d28\u91cf\u66f4\u9f50\u6574&#xff0c;\u8fd9\u53f0 117B \u526a\u679d\u7248\u5728\u751f\u4ea7\u529b\u4e0a\u53ef\u80fd\u8fd8\u4e0d\u5982\u5b83\u3002<\/p>\n<p>\u5f53\u7136&#xff0c;\u672c\u5730\u8dd1\u7684\u597d\u5904\u4e5f\u5728&#xff1a;\u6570\u636e\u4e0d\u51fa\u95e8\u3001\u4e0d\u82b1 API \u94b1\u3001\u65ad\u7f51\u4e5f\u80fd\u7528\u3002\u53ea\u662f\u8bba&#034;\u5e72\u6d3b&#034;&#xff0c;\u5b83\u76ee\u524d\u5c31\u662f\u4e2a\u80fd\u8dd1\u7684\u73a9\u5177\u3002\u4e0b\u4e00\u7bc7\u6211\u628a\u5b83\u548c 27B \u540c\u673a\u62c9\u51fa\u6765\u6bd4\u4e00\u6bd4&#xff0c;\u770b\u662f\u4e0d\u662f\u771f\u4e0d\u5982\u3002<\/p>\n<p>\u4e00\u53e5\u8bdd\u7ed3\u5c3e&#xff08;\u53ef\u622a\u56fe&#xff09;&#xff1a;8G \u663e\u5361\u8dd1 117B&#xff0c;\u80fd\u8dd1\u2014\u2014\u4f46\u5148\u77e5\u9053\u5751\u5728\u54ea&#xff0c;\u4e5f\u5148\u60f3\u6e05\u695a\u4f60\u56fe\u5565\u3002<\/p>\n<hr \/>\n<h3>\u5b9e\u6d4b\u5c0f\u7ed3<\/h3>\n<table>\n<tr>\u9879\u76ee\u7ed3\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u786c\u4ef6<\/td>\n<td>RTX 3070 8G &#043; 64G \u5185\u5b58 &#043; NVMe<\/td>\n<\/tr>\n<tr>\n<td>\u6a21\u578b<\/td>\n<td>Qwen3.8-Flash-Next REAP-256 Q3_K_XL&#xff0c;62GB \/ 117B \u603b\u53c2<\/td>\n<\/tr>\n<tr>\n<td>\u751f\u6210\u901f\u5ea6<\/td>\n<td>-ngl 0 4.85~6.03 t\/s&#xff08;\u6bd4 -ngl 8 \u7684 4.60~4.70 \u8fd8\u5feb&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u5cf0\u503c<\/td>\n<td>\u7ea6 80%&#xff08;64G \u4e2d ~51G&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5f00\u601d\u8003\u8d28\u91cf<\/td>\n<td>\u660e\u663e\u66f4\u9ad8&#xff0c;\u4f46\u7ea6 1\/3 \u6982\u7387\u7a7a\u56de\u590d&#xff08;3 \u6837\u672c\u4f30\u8ba1&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5173\u601d\u8003<\/td>\n<td>\u7a33\u5b9a&#xff0c;\u504f\u77ed\u504f\u5e73<\/td>\n<\/tr>\n<tr>\n<td>\u9632\u91cd\u590d<\/td>\n<td>presence-penalty &#043; DRY \u5fc5\u987b\u53e0\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u6570\u636e\u6765\u6e90\u4e0e\u53e3\u5f84<\/h3>\n<ul>\n<li>\u901f\u5ea6\u3001\u52a0\u8f7d\u3001\u7a7a\u56de\u590d\u673a\u5236\u3001\u5185\u5b58\u5360\u7528&#xff1a;\u672c\u4eba 2026-09-01 \u81f3 09-02 \u5728\u672c\u673a\u5b9e\u6d4b&#xff08;llama.cpp b10731&#xff0c;RTX 3070 8G &#043; 64G&#xff0c;REAP-256 Q3_K_XL 62GB&#xff09;&#xff0c;\u539f\u59cb\u65e5\u5fd7\u5728 D:\\\\llamaB10731\\\\logs\\\\\u3002<\/li>\n<li>&#034;\u7ea6\u4e09\u5206\u4e4b\u4e00\u7a7a\u56de\u590d&#034;\u57fa\u4e8e 3 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