{"id":89172,"date":"2026-08-02T15:40:52","date_gmt":"2026-08-02T07:40:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89172.html"},"modified":"2026-08-02T15:40:52","modified_gmt":"2026-08-02T07:40:52","slug":"windows-%e5%8e%9f%e7%94%9f%e7%bc%96%e8%af%91-sglang%ef%bc%886-8%c2%b7%e4%b8%8b%ef%bc%89%ef%bc%9a%e5%b8%b8%e9%87%8f%e6%b1%82%e5%80%bc%e3%80%81%e9%87%8d%e8%bd%bd%e5%86%b3%e8%ae%ae%e4%b8%8e%e7%bc%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89172.html","title":{"rendered":"Windows \u539f\u751f\u7f16\u8bd1 SGLang\uff086\/8\u00b7\u4e0b\uff09\uff1a\u5e38\u91cf\u6c42\u503c\u3001\u91cd\u8f7d\u51b3\u8bae\u4e0e\u7f16\u8bd1\u5668\u5d29\u6e83 C1001"},"content":{"rendered":"

Windows \u539f\u751f\u7f16\u8bd1 SGLang（6\/8\u00b7\u4e0b）：\u5e38\u91cf\u6c42\u503c\u3001\u91cd\u8f7d\u51b3\u8bae\u4e0e\u7f16\u8bd1\u5668\u5d29\u6e83 C1001<\/h2>\n

\"\u5c01\u9762\"<\/p>\n

\u4e0a\u4e00\u7bc7\u7684\u4e03\u4e2a\u75c5\u79cd,\u5927\u591a\u662f"\u7f3a\u4ec0\u4e48\u8865\u4ec0\u4e48"\u7684\u65b9\u8a00\u66ff\u6362\u2014\u2014\u770b\u5f97\u89c1\u3001\u6539\u5f97\u52a8\u3002\u672c\u7bc7\u8fd9\u4e00\u7c7b\u4e0d\u4e00\u6837:\u5b83\u4eec\u662f MSVC \u5728\u8bed\u4e49\u5c42\u9762\u6bd4 GCC \u4e25\u683c\u5e26\u6765\u7684\u95ee\u9898,\u5171\u540c\u7279\u70b9\u662f\u62a5\u9519\u4f4d\u7f6e\u5f80\u5f80\u4e0d\u662f\u771f\u51f6,\u6839\u56e0\u85cf\u5728\u597d\u51e0\u5c42\u4e4b\u4e0b\u3002<\/p>\n

\u6240\u4ee5\u672c\u7bc7\u4e0d\u53ea\u7ed9\u4fee\u6cd5,\u66f4\u7740\u91cd\u8fd8\u539f\u6392\u67e5\u8fc7\u7a0b\u2014\u2014\u4e3a\u4ec0\u4e48\u62a5\u9519\u6307\u5411\u7684\u90a3\u4e00\u884c\u5176\u5b9e\u662f\u65e0\u8f9c\u7684\u3001\u600e\u4e48\u4e00\u6b65\u6b65\u903c\u8fd1\u771f\u6b63\u7684\u6839\u56e0\u3002\u8fd9\u90e8\u5206\u601d\u8def,\u6bd4\u6700\u7ec8\u7684\u8865\u4e01\u66f4\u6709\u8fc1\u79fb\u4ef7\u503c\u3002\u6700\u540e,\u6211\u4eec\u4f1a\u9047\u5230\u8fd9\u6b21\u653b\u5173\u91cc\u6700\u68d8\u624b\u7684\u4e00\u4e2a:MSVC \u7f16\u8bd1\u5668\u81ea\u5df1\u5185\u90e8\u5d29\u6e83,\u8fde\u5fae\u8f6f\u81ea\u5df1\u90fd\u5efa\u8bae\u4f60"\u7b80\u5316\u4ee3\u7801\u6216\u4e0a\u62a5 bug"\u3002<\/p>\n

\n

\u4e00\u3001\u5e38\u91cf\u6c42\u503c:MSVC \u7684 constexpr \u6bd4 GCC \u8f83\u771f\u5f97\u591a<\/h3>\n

C++ \u6807\u51c6\u5bf9"\u4ec0\u4e48\u662f\u7f16\u8bd1\u671f\u5e38\u91cf\u8868\u8fbe\u5f0f"\u6709\u660e\u786e\u89c4\u5b9a,\u4f46 GCC \u957f\u671f\u4ee5\u6765\u5bf9\u6b64\u76f8\u5f53\u5bbd\u677e\u2014\u2014\u5f88\u591a"\u4e25\u683c\u8bf4\u4e0d\u7b97\u5e38\u91cf\u3001\u4f46 GCC \u653e\u884c\u4e86"\u7684\u5199\u6cd5,\u5230\u4e86 MSVC \u5c31\u88ab\u6309\u6807\u51c6\u62d2\u7edd\u3002\u8fd9\u662f\u672c\u6b21\u653b\u5173\u91cc\u6700\u53cd\u590d\u3001\u6700\u78e8\u4eba\u7684\u4e00\u7c7b\u3002<\/p>\n

\u6848\u4f8b 1:numeric_limits<>::max() \u5728\u8bbe\u5907\u7aef\u4e0d\u662f\u7f16\u8bd1\u671f\u5e38\u91cf<\/h4>\n

\u4e00\u6b21"\u6539\u4e86\u4e09\u904d"\u7684\u6392\u67e5\u5b9e\u5f55<\/h5>\n

include\/utils.h \u91cc\u6709\u8fd9\u4e48\u4e00\u884c,\u5b9a\u4e49 FP8 E4M3 \u683c\u5f0f\u7684\u6700\u5927\u503c:<\/p>\n

using<\/span> FP8_TYPE =<\/span> c10::<\/span>Float8_e4m3fn;<\/span>
\nC10_HOST_DEVICE constexpr<\/span> auto<\/span> FP8_E4M3_MAX =<\/span> std::<\/span>numeric_limits<\/span><<\/span>FP8_TYPE><\/span>::<\/span>max<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

\u8fd9\u4e00\u884c\u5f15\u51fa\u7684\u95ee\u9898,\u6211\u4eec\u524d\u540e\u6539\u4e86\u4e09\u6b21\u624d\u627e\u5230\u771f\u6b63\u7684\u6839\u56e0,\u8fc7\u7a0b\u672c\u8eab\u5f88\u6709\u4ee3\u8868\u6027:<\/p>\n

\u7b2c\u4e00\u6b21(\u4ee5\u4e3a\u662f\u8bbe\u5907\u53ef\u89c1\u6027\u95ee\u9898):\u6700\u521d MSVC \u62a5\u7684\u662f C10_HOST_DEVICE \u6807\u6ce8\u76f8\u5173\u7684\u9519\u8bef,\u4e8e\u662f\u628a\u6807\u6ce8\u53bb\u6389\u3001\u60f3\u7b80\u5316\u6210\u7eaf constexpr\u3002\u7ed3\u679c\u5728\u771f\u6b63\u7528\u5230\u5b83\u7684 kernel \u91cc,\u62a5"\u672a\u5b9a\u4e49"\u2014\u2014\u56e0\u4e3a\u53bb\u6807\u6ce8\u53bb\u8fc7\u5934\u4e86,\u8bbe\u5907\u7aef\u53cd\u800c\u770b\u4e0d\u89c1\u5b83\u4e86\u3002<\/p>\n

\u7b2c\u4e8c\u6b21(\u4ee5\u4e3a\u662f lambda \u6355\u83b7\u94fe\u95ee\u9898):\u628a\u6807\u6ce8\u6539\u6210 C10_DEVICE(\u8bbe\u5907\u7aef\u53ef\u89c1\u7684\u53ef\u79fb\u690d\u5b8f),\u53c8\u5728 per_token_quant_fp8.cu \u91cc\u62a5"\u8868\u8fbe\u5f0f\u5fc5\u987b\u662f\u5e38\u91cf\u503c"\u3002\u5f53\u65f6\u6000\u7591\u662f\u5b83\u88ab lambda \u6309\u5f15\u7528\u6355\u83b7\u3001MSVC \u8ddf\u4e0d\u4e0a\u5e38\u91cf\u63a8\u5bfc,\u4e8e\u662f\u5728 kernel \u5185\u90e8\u52a0\u4e86\u4e2a\u672c\u5730\u526f\u672c\u60f3\u5207\u65ad\u5f15\u7528\u94fe\u3002\u7ed3\u679c\u8fd8\u662f\u62a5\u540c\u6837\u7684\u9519\u2014\u2014\u8bf4\u660e\u672c\u5730\u526f\u672c\u8fd9\u4e2a\u65b9\u5411\u4e5f\u6ca1\u5207\u4e2d\u8981\u5bb3\u3002<\/p>\n

\u7b2c\u4e09\u6b21(\u7ec8\u4e8e\u627e\u5230\u771f\u6839\u56e0):\u62a5\u9519\u6700\u7ec8\u843d\u5230\u4e86\u90a3\u4e2a\u672c\u5730\u526f\u672c\u58f0\u660e\u672c\u8eab\u8fd9\u4e00\u884c\u3002\u8fd9\u624d\u770b\u6e05:\u95ee\u9898\u6839\u672c\u4e0d\u5728\u6807\u6ce8\u3001\u4e0d\u5728 lambda \u6355\u83b7,\u800c\u5728\u7b49\u53f7\u53f3\u8fb9\u7684 std::numeric_limits<FP8_TYPE>::max() \u8fd9\u4e2a\u8c03\u7528\u672c\u8eab\u2014\u2014\u5b83\u5bf9 MSVC \u6765\u8bf4,\u5728 nvcc \u8bbe\u5907\u7aef\u7f16\u8bd1\u8def\u5f84\u4e0b,\u538b\u6839\u4e0d\u662f\u4e00\u4e2a\u80fd\u5728\u7f16\u8bd1\u671f\u6c42\u503c\u7684\u5e38\u91cf\u8868\u8fbe\u5f0f\u3002\u4e0d\u7ba1\u4f60\u5728\u5916\u9762\u5957\u51e0\u5c42\u672c\u5730\u53d8\u91cf\u3001\u52a0\u4ec0\u4e48\u6807\u6ce8,\u6c42\u503c\u5931\u8d25\u7684\u6e90\u5934\u90fd\u662f\u5b83\u3002<\/p>\n

\u4e3a\u4ec0\u4e48 GCC \u80fd\u8fc7\u3001MSVC \u4e0d\u884c<\/h5>\n

std::numeric_limits<c10::Float8_e4m3fn>::max() \u8981\u5728\u7f16\u8bd1\u671f\u6c42\u503c,\u9700\u8981\u8fd9\u4e2a\u81ea\u5b9a\u4e49 FP8 \u7c7b\u578b\u7684 numeric_limits \u7279\u5316\u91cc\u3001max() \u7684\u5b9e\u73b0\u94fe\u8def\u5168\u7a0b\u6ee1\u8db3 constexpr \u8981\u6c42\u3002GCC \u5bf9\u8fd9\u6761\u94fe\u8def\u7684\u5e38\u91cf\u6027\u5224\u5b9a\u5bbd\u677e,\u653e\u884c\u4e86;MSVC(\u5c24\u5176\u53e0\u52a0 nvcc \u8bbe\u5907\u7aef\u7f16\u8bd1)\u4e25\u683c\u5224\u5b9a\u540e,\u8ba4\u4e3a\u5b83\u4e0d\u6784\u6210\u6838\u5fc3\u5e38\u91cf\u8868\u8fbe\u5f0f,\u4e8e\u662f\u51e1\u662f\u628a\u5b83\u7528\u5728\u9700\u8981\u7f16\u8bd1\u671f\u5e38\u91cf\u7684\u5730\u65b9(constexpr \u521d\u59cb\u5316\u3001\u6a21\u677f\u5b9e\u53c2\u3001\u5171\u4eab\u5185\u5b58\u5927\u5c0f\u7b49),\u5168\u90e8\u62a5\u9519\u3002<\/p>\n

\u89e3\u6cd5:\u522b\u4f9d\u8d56\u5b83\u80fd constexpr \u6c42\u503c,\u76f4\u63a5\u5199\u6b7b\u5b57\u9762\u91cf<\/h5>\n

E4M3 \u683c\u5f0f\u7684\u6700\u5927\u6709\u9650\u503c\u662f\u4e00\u4e2a\u4e1a\u754c\u516c\u5f00\u3001\u56fa\u5b9a\u4e0d\u53d8\u7684\u6570\u5b57:448.0\u3002\u4e0e\u5176\u6307\u671b numeric_limits \u94fe\u8def\u80fd\u7f16\u8bd1\u671f\u6c42\u503c,\u4e0d\u5982\u76f4\u63a5\u5199\u5b57\u9762\u91cf:<\/p>\n

C10_DEVICE constexpr<\/span> float<\/span> FP8_E4M3_MAX =<\/span> 448.0f<\/span>;<\/span> \/\/ E4M3 \u6700\u5927\u6709\u9650\u503c,\u56fa\u5b9a\u5e38\u91cf<\/span><\/p>\n

\u4e00\u884c\u5b57\u9762\u91cf,\u4ece\u6839\u4e0a\u7ed5\u5f00\u4e86"numeric_limits::max() \u80fd\u4e0d\u80fd constexpr \u6c42\u503c"\u8fd9\u4e2a\u95ee\u9898,\u800c\u4e14\u4e00\u6b21\u6027\u89e3\u51b3\u4e86\u6240\u6709\u7528\u5230\u8fd9\u4e2a\u5e38\u91cf\u7684\u6587\u4ef6\u2014\u2014\u4e0d\u7528\u518d\u9010\u4e2a\u6587\u4ef6\u52a0\u672c\u5730\u526f\u672c\u3002<\/p>\n

\u8fd9\u6b21\u4e09\u8fde\u6539\u7684\u6559\u8bad\u6709\u4e24\u5c42\u3002 \u6280\u672f\u4e0a:\u9762\u5bf9"\u5e38\u91cf\u6c42\u503c\u5931\u8d25",\u522b\u53ea\u76ef\u7740\u62a5\u9519\u90a3\u4e00\u884c\u7684\u6807\u6ce8\u6216\u6355\u83b7\u65b9\u5f0f,\u8981\u8ffd\u5230\u7b49\u53f7\u53f3\u8fb9\u90a3\u4e2a\u8868\u8fbe\u5f0f\u672c\u8eab\u5230\u5e95\u80fd\u4e0d\u80fd\u7f16\u8bd1\u671f\u6c42\u503c\u3002\u65b9\u6cd5\u4e0a:\u7b2c\u4e8c\u6b21\u90a3\u4e2a"\u672c\u5730\u526f\u672c"\u8865\u4e01,\u6211\u4eec\u5f53\u65f6\u5176\u5b9e\u6ca1\u6709\u7acb\u523b\u9a8c\u8bc1\u5b83\u662f\u5426\u771f\u751f\u6548\u5c31\u7ee7\u7eed\u4e86,\u540e\u6765\u624d\u53d1\u73b0\u5b83\u6ca1\u89e3\u51b3\u95ee\u9898\u2014\u2014\u8fd9\u4e5f\u4fc3\u6210\u4e86\u672c\u7cfb\u5217\u4e00\u6761\u94c1\u5f8b:\u6bcf\u6253\u4e00\u4e2a\u8865\u4e01,\u7d27\u8ddf\u7740\u7528\u5b9e\u9645\u7f16\u8bd1\u7ed3\u679c\u9a8c\u8bc1,\u7edd\u4e0d\u51ed"\u6539\u4e86\u5e94\u8be5\u5c31\u597d\u4e86"\u5f80\u4e0b\u8d70\u3002(\u8fd9\u6761\u7eaa\u5f8b\u7684\u53e6\u4e00\u6b21\u60e8\u75db\u5370\u8bc1,\u89c1\u4e0b\u9762\u7684"\u8865\u4e01\u79bb\u5947\u5931\u6548"\u4e8b\u4ef6\u3002)<\/p>\n

\u6848\u4f8b 2:const \u88ab\u8bef\u5f53 constexpr \u7528,\u53e0\u52a0\u5d4c\u5957 lambda \u63a8\u5bfc<\/h4>\n

\u4ee3\u8868\u6848\u4f8b<\/h5>\n

csrc\/gemm\/per_token_quant_fp8.cu \u91cc:<\/p>\n

const<\/span> int<\/span> TOKENS_PER_CTA =<\/span> 8<\/span>;<\/span> \/\/ \u2190 \u6ce8\u610f\u662f const,\u4e0d\u662f constexpr<\/span>
\n\/\/ …<\/span>
\nDISPATCH_.<\/span>.<\/span>.<\/span>(<\/span>.<\/span>.<\/span>.<\/span>,<\/span> [<\/span>&<\/span>]<\/span> {<\/span> \/\/ \u5916\u5c42 dispatch \u5b8f\u7684 lambda,\u6309\u5f15\u7528\u6355\u83b7<\/span>
\n constexpr<\/span> int<\/span> THREADS =<\/span> TOKENS_PER_CTA *<\/span> kWarpSize;<\/span> \/\/ \u8981\u6c42\u7f16\u8bd1\u671f\u5e38\u91cf<\/span>
\n launch_kernel<\/span><<\/span>true<\/span>,<\/span> scalar_t,<\/span> TOKENS_PER_CTA><\/span><\/span><\/span>(<\/span>.<\/span>.<\/span>.<\/span>)<\/span>;<\/span> \/\/ \u5f53\u6a21\u677f\u5b9e\u53c2,\u4e5f\u8981\u6c42\u7f16\u8bd1\u671f\u5e38\u91cf<\/span>
\n}<\/span>)<\/span>;<\/span><\/p>\n

\u62a5\u9519\u4fe1\u606f\u5f88\u6709\u8ff7\u60d1\u6027,\u843d\u5728\u6700\u5916\u5c42\u90a3\u4e2a dispatch \u5b8f\u8c03\u7528\u4e0a,\u8fd8\u9644\u5e26\u4e00\u53e5 MSVC \u7684\u5185\u90e8\u8bca\u65ad:failure was caused by a read of a variable outside its lifetime,\u4ee5\u53ca \u8bf7\u53c2\u89c1"this"\u7684\u7528\u6cd5\u3002<\/p>\n

\u6392\u67e5:\u62a5\u9519\u4f4d\u7f6e\u4e0d\u662f\u771f\u51f6<\/h5>\n

\u62a5\u9519\u6307\u5411\u6700\u5916\u5c42\u5b8f\u8c03\u7528(\u7b2c 270 \u884c),\u4f46\u771f\u6b63\u7684\u95ee\u9898\u5728\u4e24\u4e2a\u53e0\u52a0\u7684\u56e0\u7d20:<\/p>\n

  • TOKENS_PER_CTA \u58f0\u660e\u6210\u4e86 const int \u800c\u975e constexpr int\u3002const \u6574\u578b\u914d\u5b57\u9762\u91cf\u521d\u59cb\u503c,\u5728 GCC \u4e0b\u5e38\u88ab"\u5f53\u6210"\u5e38\u91cf\u8868\u8fbe\u5f0f\u7528;\u4f46\u4e25\u683c\u8bf4\u5b83\u4e0d\u4fdd\u8bc1\u662f constexpr,MSVC \u4e0d\u4e70\u8d26\u3002<\/li>\n
  • \u5b83\u53c8\u88ab\u5916\u5c42 dispatch \u5b8f\u7684 lambda \u6309\u5f15\u7528\u6355\u83b7([&]),\u7136\u540e\u5728 lambda \u5185\u90e8\u5f53\u4f5c constexpr THREADS \u7684\u521d\u59cb\u5316\u503c\u3001\u4ee5\u53ca\u6a21\u677f\u5b9e\u53c2\u4f7f\u7528\u3002MSVC \u5bf9"\u6309\u5f15\u7528\u6355\u83b7\u8fdb\u5d4c\u5957 lambda \u7684\u53d8\u91cf\u3001\u518d\u8981\u6c42\u5b83\u7f16\u8bd1\u671f\u5e38\u91cf"\u8fd9\u6761\u94fe\u8def\u8ddf\u8e2a\u4e0d\u8fc7\u6765,\u4e8e\u662f\u62a5\u51fa\u90a3\u4e2a"\u8bfb\u53d6\u8d85\u8fc7\u751f\u547d\u5468\u671f\u7684\u53d8\u91cf""this"\u4e4b\u7c7b\u7684\u5185\u90e8\u8bca\u65ad\u2014\u2014\u62a5\u9519\u4f4d\u7f6e\u662f\u5b8f\u5c55\u5f00\u7684\u5916\u5c42,\u771f\u51f6\u5728\u6df1\u5904\u7684\u5e38\u91cf\u6027\u3002<\/li>\n

    \u8fd9\u7c7b"\u62a5\u9519\u6307\u5411\u5b8f\u8c03\u7528\u5916\u5c42\u3001\u771f\u51f6\u5728\u5d4c\u5957 lambda \u5e38\u91cf\u63a8\u5bfc"\u7684\u95ee\u9898,\u5728\u672c\u6b21\u653b\u5173\u91cc\u51fa\u73b0\u8fc7\u4e0d\u6b62\u4e00\u6b21(cutlass_mla_kernel.cu \u4e5f\u662f\u540c\u4e00\u7c7b)\u3002\u8bc6\u522b\u7279\u5f81:\u62a5\u9519\u5e26\u6709 outside its lifetime\u3001this \u7528\u6cd5\u3001\u6216"\u8868\u8fbe\u5f0f\u5fc5\u987b\u662f\u5e38\u91cf\u503c",\u4e14\u6307\u5411\u4e00\u4e2a dispatch \/ \u5b8f\u8c03\u7528\u7684\u5916\u5c42\u800c\u975e\u5177\u4f53\u67d0\u884c\u8fd0\u7b97\u3002<\/p>\n

    \u89e3\u6cd5:\u6e90\u5934\u6539\u771f constexpr + lambda \u5185\u672c\u5730\u91cd\u58f0\u660e<\/h5>\n

    \u4e24\u6b65\u4e00\u8d77\u505a:<\/p>\n

    constexpr<\/span> int<\/span> TOKENS_PER_CTA =<\/span> 8<\/span>;<\/span> \/\/ \u2460 \u6e90\u5934\u6539\u6210\u771f\u6b63\u7684 constexpr<\/span>
    \n\/\/ …<\/span>
    \nDISPATCH_.<\/span>.<\/span>.<\/span>(<\/span>.<\/span>.<\/span>.<\/span>,<\/span> [<\/span>&<\/span>]<\/span> {<\/span>
    \n constexpr<\/span> int<\/span> kTokensPerCtaLocal =<\/span> TOKENS_PER_CTA;<\/span> \/\/ \u2461 lambda \u5185\u672c\u5730\u91cd\u58f0\u660e\u4e00\u4efd<\/span>
    \n constexpr<\/span> int<\/span> THREADS =<\/span> kTokensPerCtaLocal *<\/span> kWarpSize;<\/span> \/\/ \u7528\u672c\u5730\u526f\u672c<\/span>
    \n launch_kernel<\/span><<\/span>true<\/span>,<\/span> scalar_t,<\/span> kTokensPerCtaLocal><\/span><\/span><\/span>(<\/span>.<\/span>.<\/span>.<\/span>)<\/span>;<\/span> \/\/ \u6a21\u677f\u5b9e\u53c2\u4e5f\u7528\u672c\u5730\u526f\u672c<\/span>
    \n}<\/span>)<\/span>;<\/span><\/p>\n

    \u2460\u628a\u6e90\u5934\u53d8\u6210\u771f constexpr,\u2461\u5728 lambda \u5185\u90e8\u91cd\u65b0\u58f0\u660e\u4e00\u4efd\u672c\u5730 constexpr,\u5207\u65ad"\u8de8 lambda \u5f15\u7528\u6355\u83b7"\u90a3\u6761 MSVC \u8ddf\u4e0d\u4e0a\u7684\u94fe\u8def\u3002\u6ce8\u610f\u7eaf\u8fd0\u884c\u671f\u7528\u5230\u5b83\u7684\u5730\u65b9(\u6bd4\u5982 dim3 grid(…) \u6784\u9020)\u4e0d\u7528\u6539,\u90a3\u91cc\u672c\u6765\u5c31\u4e0d\u8981\u6c42\u7f16\u8bd1\u671f\u5e38\u91cf\u3002<\/p>\n

    \n

    \u4e8c\u3001\u91cd\u8f7d\u51b3\u8bae:MSVC \u7684\u6b67\u4e49\u5224\u5b9a\u66f4\u4e25<\/h3>\n

    \"\u6280\u672f\u56fe1\uff08\u6d41\u7a0b\/\u67b6\u6784\uff09\"<\/p>\n

    \u4ee3\u8868\u6848\u4f8b<\/h4>\n

    csrc\/moe\/moe_sum_reduce.cu \u91cc,\u628a half \/ bfloat16 \u8f6c float:<\/p>\n

    return<\/span> __half2float<\/span>(<\/span>__nv_half<\/span>(<\/span>x)<\/span>)<\/span>;<\/span> \/\/ x \u662f at::Half<\/span>
    \nreturn<\/span> __bfloat162float<\/span>(<\/span>__nv_bfloat16<\/span>(<\/span>x)<\/span>)<\/span>;<\/span> \/\/ x \u662f at::BFloat16<\/span><\/p>\n

    MSVC \u62a5:__half::__half \u6709\u591a\u4e2a\u6784\u9020\u51fd\u6570\u90fd\u80fd\u5339\u914d\u8fd9\u7ec4\u5b9e\u53c2,\u4ea7\u751f\u6b67\u4e49\u3002<\/p>\n

    \u4e3a\u4ec0\u4e48 GCC \u80fd\u8fc7\u3001MSVC \u4e0d\u884c<\/h4>\n

    __nv_half(x) \u8fd9\u4e2a\u6784\u9020\u8c03\u7528,x(at::Half)\u80fd\u901a\u8fc7\u4e0d\u6b62\u4e00\u6761\u9690\u5f0f\u8f6c\u6362\u8def\u5f84\u5339\u914d\u5230 __nv_half \u7684\u591a\u4e2a\u6784\u9020\u51fd\u6570\u91cd\u8f7d\u3002GCC \u6309\u5b83\u81ea\u5df1\u7684\u91cd\u8f7d\u51b3\u8bae\u89c4\u5219\u6311\u4e86\u4e00\u4e2a;MSVC \u8ba4\u4e3a\u8fd9\u4e9b\u5019\u9009\u96be\u5206\u4f18\u52a3,\u5224\u5b9a\u4e3a\u6b67\u4e49\u3001\u62d2\u7edd\u7f16\u8bd1\u3002<\/p>\n

    \u89e3\u6cd5:\u7ed5\u5f00\u591a\u4f59\u7684\u4e2d\u95f4\u7c7b\u578b\u8f6c\u6362<\/h4>\n

    \u5176\u5b9e\u8fd9\u91cc\u538b\u6839\u4e0d\u9700\u8981\u5148\u8f6c\u6210 CUDA \u7684 __nv_half\/__nv_bfloat16 \u518d\u8f6c float\u2014\u2014at::Half \/ at::BFloat16 \u81ea\u5e26\u5230 float \u7684\u9690\u5f0f\u8f6c\u6362:<\/p>\n

    return<\/span> static_cast<\/span><<\/span>float<\/span>><\/span><\/span><\/span>(<\/span>x)<\/span>;<\/span> \/\/ \u4e24\u5904\u90fd\u8fd9\u4e48\u6539<\/span><\/p>\n

    \u4e00\u6b65\u5230\u4f4d\u8f6c float,\u65e2\u7ed5\u5f00\u4e86\u90a3\u4e2a\u6709\u6b67\u4e49\u7684\u6784\u9020\u8c03\u7528,\u53c8\u8ba9\u4ee3\u7801\u66f4\u7b80\u6d01\u3002\u9762\u5bf9\u91cd\u8f7d\u6b67\u4e49,\u4f18\u5148\u60f3"\u8fd9\u4e2a\u4e2d\u95f4\u8f6c\u6362\u662f\u4e0d\u662f\u591a\u4f59\u7684",\u5f80\u5f80\u80fd\u8fde\u95ee\u9898\u5e26\u5197\u4f59\u4e00\u8d77\u6d88\u6389,\u800c\u4e0d\u662f\u8d39\u52b2\u53bb\u505a\u663e\u5f0f\u7c7b\u578b\u9650\u5b9a\u3002<\/p>\n

    \n

    \u4e09\u3001Windows SDK \u7684\u53e4\u8463\u5b8f\u6c61\u67d3:#define small char<\/h3>\n

    \"\u6280\u672f\u56fe2\uff08\u5bf9\u6bd4\/\u8981\u70b9\uff09\"<\/p>\n

    \u4ee3\u8868\u6848\u4f8b<\/h4>\n

    torch \u81ea\u5e26\u5934\u6587\u4ef6 c10\/cuda\/CUDACachingAllocator.h \u91cc\u6709\u4e2a\u518d\u6b63\u5e38\u4e0d\u8fc7\u7684\u6210\u5458:<\/p>\n

    struct<\/span> .<\/span>.<\/span>.<\/span> {<\/span>
    \n bool<\/span> small;<\/span> \/\/ \u2190 \u7f16\u8bd1\u65f6\u8fd9\u91cc\u62a5\u4e00\u5806\u83ab\u540d\u5176\u5999\u7684\u8bed\u6cd5\u9519\u8bef<\/span>
    \n}<\/span>;<\/span><\/p>\n

    bool small \u8fd9\u79cd\u5e73\u5e73\u65e0\u5947\u7684\u5199\u6cd5,\u5728 Windows \u4e0a\u5374\u62a5\u8bed\u6cd5\u9519\u8bef\u3002<\/p>\n

    \u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837<\/h4>\n

    Windows SDK \u7684\u4e00\u4e2a\u4e0a\u53e4\u5934\u6587\u4ef6 rpcndr.h(RPC \u76f8\u5173)\u91cc,\u6709\u8fd9\u4e48\u4e00\u53e5\u5386\u53f2\u9057\u7559\u7684\u5b8f:<\/p>\n

    #<\/span>define<\/span> small<\/span> char<\/span><\/span><\/span><\/p>\n

    \u4e00\u65e6\u5b83\u88ab(\u95f4\u63a5)\u5305\u542b\u8fdb\u6765,\u9884\u5904\u7406\u5668\u5c31\u4f1a\u628a\u6e90\u7801\u91cc\u6240\u6709\u7684\u6807\u8bc6\u7b26 small \u65e0\u5dee\u522b\u66ff\u6362\u6210 char\u3002\u4e8e\u662f bool small; \u88ab\u66ff\u6362\u6210 bool char;\u2014\u2014\u5f53\u7136\u8bed\u6cd5\u9519\u8bef\u3002\u8fd9\u79cd"\u6b63\u5e38\u53d8\u91cf\u540d\u649e\u4e0a SDK \u53e4\u8463\u5b8f"\u7684\u6c61\u67d3,\u6392\u67e5\u65f6\u6781\u5177\u8ff7\u60d1\u6027,\u56e0\u4e3a\u6e90\u7801\u672c\u8eab\u770b\u7740\u5b8c\u5168\u6ca1\u95ee\u9898\u3002<\/p>\n

    \u89e3\u6cd5:\u628a\u53d8\u91cf\u6539\u540d,\u907f\u5f00\u88ab\u6c61\u67d3\u7684\u6807\u8bc6\u7b26<\/h4>\n

    bool<\/span> small_;<\/span> \/\/ small \u2192 small_,\u8fde\u540c\u6240\u6709\u5f15\u7528\u4e00\u8d77\u6539<\/span><\/p>\n

    \u8fd9\u662f torch \u81ea\u5e26\u5934\u6587\u4ef6,\u610f\u5473\u7740\u91cd\u88c5 \/ \u5347\u7ea7 torch \u540e\u8fd9\u4e2a\u8865\u4e01\u4f1a\u88ab\u8986\u76d6,\u9700\u8981\u91cd\u6253\u3002\u672c\u7cfb\u5217\u91cc\u8fd9\u7c7b"\u6253\u5728\u7b2c\u4e09\u65b9\u5305(torch \/ flashinfer)\u91cc\u3001\u4f1a\u968f\u91cd\u88c5\u4e22\u5931"\u7684\u8865\u4e01,\u90fd\u5355\u72ec\u6807\u6ce8\u4e86\u91cd\u6253\u6761\u4ef6\u2014\u2014\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6240\u6709\u8865\u4e01\u90fd\u505a\u6210\u53ef\u91cd\u590d\u8fd0\u884c\u7684\u811a\u672c\u3002<\/p>\n

    \n

    \u56db\u3001\u5f53 MSVC \u81ea\u5df1\u5d29\u6e83:C1001 \u5185\u90e8\u7f16\u8bd1\u5668\u9519\u8bef<\/h3>\n

    \"\u6280\u672f\u56fe3\uff08\u901f\u67e5\/\u6e05\u5355\uff09\"<\/p>\n

    \u524d\u9762\u6240\u6709\u95ee\u9898,\u597d\u6b79\u662f"\u7f16\u8bd1\u5668\u62a5\u9519\u3001\u4f60\u6539\u4ee3\u7801"\u3002\u8fd9\u4e00\u4e2a\u4e0d\u4e00\u6837\u2014\u2014\u7f16\u8bd1\u5668\u81ea\u5df1\u6302\u4e86\u3002<\/p>\n

    \u73b0\u8c61<\/h4>\n

    \u7f16\u8bd1 csrc\/moe\/fp8_blockwise_moe_kernel.cu \u65f6:<\/p>\n

    fatal error C1001: \u5185\u90e8\u7f16\u8bd1\u5668\u9519\u8bef
    \n(\u7f16\u8bd1\u5668\u6587\u4ef6 "…\\\\symbols.c",\u7b2c 33772 \u884c)
    \n\u8bf7\u5c1d\u8bd5\u7b80\u5316\u6216\u66f4\u6539\u4e0a\u8ff0\u6240\u5217\u4f4d\u7f6e\u9644\u8fd1\u7684\u7a0b\u5e8f<\/p>\n

    \u5d29\u6e83\u53d1\u751f\u5728\u89e3\u6790 CUTLASS \u7684 sm103_blockscaled_mma_array_warpspecialized.hpp \u8fd9\u4e2a\u6a21\u677f\u5934\u6587\u4ef6\u65f6\u3002\u6ce8\u610f:C1001 \u662f\u7f16\u8bd1\u5668\u672c\u8eab\u7684\u5185\u90e8\u9519\u8bef,\u4e0d\u662f\u4f60\u7684\u4ee3\u7801"\u8bed\u6cd5\u9519\u4e86",\u800c\u662f MSVC \u5728\u5904\u7406\u67d0\u6bb5\u4ee3\u7801\u65f6\u81ea\u5df1\u5d29\u4e86\u2014\u2014\u5fae\u8f6f\u7684\u62a5\u9519\u6587\u6848\u90fd\u5728\u5efa\u8bae\u4f60"\u7b80\u5316\u4ee3\u7801\u6216\u4e0a\u62a5"\u3002<\/p>\n

    \u4e3a\u4ec0\u4e48\u4e0d\u80fd"\u786c\u4fee"<\/h4>\n

    C1001 \u8fd9\u79cd\u95ee\u9898,\u7406\u8bba\u4e0a\u7684"\u4fee\u6cd5"\u662f\u53bb\u7b80\u5316\u89e6\u53d1\u5d29\u6e83\u7684\u90a3\u6bb5 CUTLASS \u6a21\u677f\u4ee3\u7801\u3002\u4f46\u90a3\u662f\u7b2c\u4e09\u65b9\u5e93(CUTLASS)\u5185\u90e8\u9ad8\u5ea6\u590d\u6742\u7684\u6a21\u677f\u5143\u7f16\u7a0b,\u6539\u5b83\u98ce\u9669\u6781\u9ad8\u3001\u4e14\u6839\u672c\u4e0d\u662f\u6211\u4eec\u8be5\u78b0\u7684\u5730\u65b9\u3002\u5728\u4e00\u6bb5\u4f1a\u628a\u7f16\u8bd1\u5668\u641e\u5d29\u7684\u7b2c\u4e09\u65b9\u6a21\u677f\u4e0a\u627e\u7ed5\u8fc7\u5199\u6cd5,\u6295\u5165\u4ea7\u51fa\u6bd4\u6781\u4f4e\u3002<\/p>\n

    \u89e3\u6cd5:\u91dc\u5e95\u62bd\u85aa\u2014\u2014\u8fd9\u6bb5\u4ee3\u7801\u672c\u6765\u5c31\u7528\u4e0d\u4e0a<\/h4>\n

    \u5173\u952e\u7684\u8f6c\u6298\u5728\u4e8e\u770b\u6e05:sm103 \/ sm100 \u8fd9\u4e9b\u547d\u540d,\u662f Blackwell(SM100 \u7cfb\u5217)\u6570\u636e\u4e2d\u5fc3\u7ea7\u67b6\u6784\u4e13\u5c5e\u7684 MoE \u5757\u7f29\u653e\u5206\u7ec4\u77e9\u9635\u4e58\u6cd5\u3002\u800c\u6211\u4eec\u7684\u76ee\u6807\u663e\u5361\u662f RTX 3090(sm_86,Ampere)\u2014\u2014\u8fd9\u6bb5\u4ee3\u7801\u8ddf\u6211\u4eec\u7684\u786c\u4ef6\u6beb\u65e0\u5173\u7cfb,\u6839\u672c\u4e0d\u9700\u8981\u7f16\u8bd1\u5b83\u3002<\/p>\n

    \u4e8e\u662f\u4e0d\u53bb\u786c\u4fee\u5d29\u6e83,\u800c\u662f\u628a\u6574\u4e2a\u6587\u4ef6\u4ece\u7f16\u8bd1\u76ee\u6807\u91cc\u6392\u9664(\u6539 CMakeLists,\u7528 if(NOT MSVC) \u628a\u5b83\u6321\u5728 MSVC \u6784\u5efa\u4e4b\u5916)\u3002\u8fd9\u5c5e\u4e8e"\u67b6\u6784\u88c1\u526a"\u7684\u8303\u7574\u2014\u2014\u7528\u4e0d\u4e0a\u7684\u67b6\u6784\u4e13\u5c5e\u4ee3\u7801\u4e00\u5f8b\u4e0d\u7f16,\u8fd9\u662f\u8d2f\u7a7f\u6574\u4e2a\u653b\u5173\u7684\u4e3b\u7ebf\u51b3\u7b56,\u4e0b\u4e00\u7bc7(\u7b2c 5 \u7bc7)\u4f1a\u7cfb\u7edf\u8bb2\u3002\u8fd9\u91cc\u5148\u8bb0\u4f4f\u4e00\u4e2a\u5224\u65ad\u539f\u5219:<\/p>\n

    \u5f53\u4f60\u649e\u4e0a\u7f16\u8bd1\u5668\u5185\u90e8\u5d29\u6e83(C1001),\u5148\u522b\u6025\u7740\u60f3\u600e\u4e48\u7ed5\u8fc7\u90a3\u6bb5\u4ee3\u7801\u2014\u2014\u5148\u95ee\u4e00\u53e5"\u8fd9\u6bb5\u4ee3\u7801\u6211\u7684\u786c\u4ef6\u5230\u5e95\u7528\u4e0d\u7528\u5f97\u4e0a"\u3002\u5982\u679c\u7528\u4e0d\u4e0a,\u6392\u9664\u6574\u4e2a\u6587\u4ef6,\u8fdc\u6bd4\u5728\u7b2c\u4e09\u65b9\u6a21\u677f\u91cc\u8ddf\u7f16\u8bd1\u5668\u5d29\u6e83\u6b7b\u78d5\u8981\u660e\u667a\u3002<\/p>\n

    \n

    \u63d2\u66f2:\u4e00\u6b21"\u8865\u4e01\u79bb\u5947\u5931\u6548"\u4e8b\u4ef6,\u4e0e\u4e00\u6761\u94c1\u5f8b<\/h3>\n

    \u503c\u5f97\u5355\u72ec\u8bb0\u4e00\u7b14,\u56e0\u4e3a\u5b83\u6559\u8bad\u6df1\u523b\u3002<\/p>\n

    \u524d\u9762\u6848\u4f8b 1 \u91cc,FP8_E4M3_MAX \u6539\u6210\u5b57\u9762\u91cf 448.0f \u7684\u8865\u4e01,\u811a\u672c\u660e\u660e\u62a5\u544a\u4e86"PATCHED \u6210\u529f"\u3002\u4f46\u597d\u51e0\u8f6e\u4e4b\u540e,\u5728\u53e6\u4e00\u5904\u62a5\u9519\u91cc\u95f4\u63a5\u53d1\u73b0:\u90a3\u4e00\u884c\u53c8\u53d8\u56de\u4e86\u539f\u59cb\u7684 numeric_limits \u7248\u672c\u2014\u2014\u8865\u4e01\u79bb\u5947\u5730\u5931\u6548\u4e86\u3002<\/p>\n

    \u5177\u4f53\u539f\u56e0\u5df2\u65e0\u6cd5\u56de\u6eaf\u786e\u8ba4(\u53ef\u80fd\u662f\u811a\u672c\u67d0\u6b21\u9759\u9ed8\u51fa\u9519,\u4e5f\u53ef\u80fd\u662f\u5e76\u884c\u7684\u5176\u4ed6\u6539\u52a8\u8986\u76d6\u4e86\u5b83)\u3002\u4f46\u6559\u8bad\u975e\u5e38\u660e\u786e:\u8fd9\u662f\u6574\u4e2a\u653b\u5173\u91cc\u552f\u4e00\u4e00\u6b21,\u6ca1\u6709\u5728"\u811a\u672c\u62a5\u544a\u6210\u529f"\u4e4b\u540e\u7d27\u8ddf\u7740\u7528\u5b9e\u9645\u6587\u4ef6\u5185\u5bb9\u9a8c\u8bc1\u4e00\u904d,\u5c31\u7ee7\u7eed\u5f80\u4e0b\u8d70\u4e86\u2014\u2014\u7ed3\u679c\u9694\u4e86\u597d\u51e0\u8f6e\u624d\u53d1\u73b0\u5b83\u6ca1\u751f\u6548,\u767d\u767d\u591a\u7ed5\u4e86\u8def\u3002<\/p>\n

    \u7531\u6b64\u7acb\u4e0b\u7684\u94c1\u5f8b,\u8d2f\u7a7f\u540e\u7eed\u5168\u7a0b:<\/p>\n

    \u201c\u811a\u672c\u62a5\u544a\u6210\u529f\u201d \u2260 \u201c\u6539\u52a8\u771f\u7684\u751f\u6548\u201d\u3002\u6bcf\u6253\u4e00\u4e2a\u8865\u4e01,\u5fc5\u987b\u5728\u540c\u4e00\u6b65\u7acb\u523b\u7528\u5b9e\u9645\u6587\u4ef6\u5185\u5bb9(\u6216\u5b9e\u9645\u7f16\u8bd1\u7ed3\u679c)\u4eb2\u773c\u9a8c\u8bc1,\u4e0d\u80fd\u51ed\u4fe1\u4efb\u5f80\u4e0b\u8d70\u3002<\/p>\n

    \u8fd9\u6761\u7eaa\u5f8b\u770b\u4f3c\u5570\u55e6,\u4f46\u5728\u4e00\u4e2a\u52a8\u8f84\u4e0a\u767e\u8f6e\u3001\u8fd8\u6709\u591a\u65b9(\u4eba + \u591a\u4e2a AI \u5de5\u5177)\u5e76\u884c\u6539\u52a8\u540c\u4e00\u4efd\u6e90\u7801\u7684\u653b\u5173\u91cc,\u5b83\u662f\u9632\u6b62"\u57fa\u4e8e\u9519\u8bef\u524d\u63d0\u7ee7\u7eed\u5f80\u4e0b\u3001\u6700\u540e\u7ffb\u8f66"\u7684\u552f\u4e00\u4fdd\u9669\u3002\u7cfb\u5217\u6700\u540e\u7684\u65b9\u6cd5\u8bba\u7bc7\u4f1a\u628a\u8fd9\u6761\u548c\u5176\u5b83\u5de5\u7a0b\u7eaa\u5f8b\u4e00\u8d77\u5c55\u5f00\u3002<\/p>\n

    \n

    \u5c0f\u7ed3\u4e0e\u4e0b\u4e00\u7bc7<\/h3>\n

    \u672c\u7bc7\u8fd9\u51e0\u7c7b\u95ee\u9898,\u662f\u6574\u4e2a\u79fb\u690d\u91cc\u6700\u96be\u6392\u67e5\u7684\u90e8\u5206,\u56e0\u4e3a\u5b83\u4eec\u7684\u62a5\u9519\u4f4d\u7f6e\u666e\u904d\u5177\u6709\u8ff7\u60d1\u6027:<\/p>\n\n\u7c7b\u522b\u62a5\u9519\u8868\u8c61\u771f\u6b63\u6839\u56e0<\/tr>\n\n\n\n\n\n\n
    \u5e38\u91cf\u6c42\u503c(numeric_limits)<\/td>\n\u201c\u8868\u8fbe\u5f0f\u5fc5\u987b\u662f\u5e38\u91cf\u503c\u201d,\u6307\u5411\u5404\u79cd\u4f4d\u7f6e<\/td>\n\u53f3\u8fb9\u7684 numeric_limits::max() \u672c\u8eab\u4e0d\u53ef constexpr \u6c42\u503c<\/td>\n<\/tr>\n
    \u5e38\u91cf\u6c42\u503c(const\/lambda)<\/td>\n\u201c\u8bfb\u53d6\u8d85\u8fc7\u751f\u547d\u5468\u671f\u7684\u53d8\u91cf\u201d\u201cthis\u201d,\u6307\u5411\u5b8f\u5916\u5c42<\/td>\nconst \u975e constexpr + \u5d4c\u5957 lambda \u5f15\u7528\u6355\u83b7<\/td>\n<\/tr>\n
    \u91cd\u8f7d\u51b3\u8bae<\/td>\n\u6784\u9020\u51fd\u6570\u6b67\u4e49<\/td>\n\u591a\u4f59\u7684\u4e2d\u95f4\u7c7b\u578b\u8f6c\u6362\u5f15\u5165\u4e86\u591a\u6761\u9690\u5f0f\u8f6c\u6362\u8def\u5f84<\/td>\n<\/tr>\n
    \u5b8f\u6c61\u67d3<\/td>\n\u6b63\u5e38\u53d8\u91cf\u540d\u5904\u83ab\u540d\u8bed\u6cd5\u9519\u8bef<\/td>\nWindows SDK #define small char \u66ff\u6362<\/td>\n<\/tr>\n
    C1001<\/td>\n\u7f16\u8bd1\u5668\u5185\u90e8\u5d29\u6e83<\/td>\n\u7b2c\u4e09\u65b9\u67b6\u6784\u4e13\u5c5e\u6a21\u677f,\u672c\u5c31\u4e0d\u8be5\u7f16<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5b83\u4eec\u5171\u4eab\u4e00\u4e2a\u6392\u67e5\u5fc3\u6cd5:\u62a5\u9519\u6307\u5411\u7684\u90a3\u4e00\u884c,\u5e38\u5e38\u662f\u65e0\u8f9c\u7684;\u771f\u51f6\u8981\u987a\u7740"\u8fd9\u4e2a\u503c\/\u8fd9\u6bb5\u4ee3\u7801\u5230\u5e95\u4ece\u54ea\u6765\u3001\u80fd\u4e0d\u80fd\u6ee1\u8db3\u7f16\u8bd1\u5668\u7684\u4e25\u683c\u8981\u6c42"\u5f80\u6df1\u5904\u8ffd\u3002 \u800c\u9762\u5bf9\u5176\u4e2d\u4ee3\u4ef7\u6700\u9ad8\u7684\u4e24\u7c7b(\u7f16\u8bd1\u5668\u5d29\u6e83\u3001\u67b6\u6784\u4e13\u5c5e\u4ee3\u7801),\u6700\u4f18\u89e3\u5f80\u5f80\u4e0d\u662f"\u4fee",\u800c\u662f"\u5224\u65ad\u5b83\u8be5\u4e0d\u8be5\u5b58\u5728"\u2014\u2014\u8fd9\u6b63\u597d\u5f15\u51fa\u4e0b\u4e00\u7bc7\u7684\u4e3b\u7ebf\u3002<\/p>\n

    \u7b2c 6 \u7bc7:\u67b6\u6784\u88c1\u526a\u4e0e\u94fe\u63a5\u6536\u5c3e\u3002\u6211\u4eec\u4f1a\u628a\u8d2f\u7a7f\u5168\u7a0b\u7684\u90a3\u6761\u4e3b\u7ebf\u51b3\u7b56\u8bb2\u900f\u2014\u2014FlashMLA\u3001SM90 FA3\u3001SM100 Blackwell \u8fd9\u4e9b\u6570\u636e\u4e2d\u5fc3\u7ea7\u67b6\u6784\u7684\u4ee3\u7801,\u5728\u6d88\u8d39\u7ea7 RTX 3090 \u4e0a\u4e3a\u4ec0\u4e48\u4e00\u5f8b\u4e0d\u7f16\u3001\u600e\u4e48\u88c1\u5e72\u51c0;\u4ee5\u53ca\u88c1\u526a\u4e4b\u540e\u5192\u51fa\u7684\u6700\u540e\u4e00\u9053\u574e\u2014\u2014\u94fe\u63a5\u671f\u7684"\u672a\u89e3\u6790\u5916\u90e8\u7b26\u53f7"(LNK2019),\u548c\u5b83\u80cc\u540e"\u7b97\u5b50\u6ce8\u518c\u4e0e\u5b9e\u73b0\u6ca1\u540c\u6b65"\u7684\u6210\u56e0\u3002\u7136\u540e,\u5c31\u662f wheel \u4ea7\u51fa\u4e0e\u5b89\u88c5\u9a8c\u8bc1\u7684\u6536\u5b98\u3002<\/p>\n

    \n
    \n

    \u7cfb\u5217\u5bfc\u822a（\u5168 14 \u7bc7）<\/p>\n

    \u7f16\u8bd1\u79fb\u690d\u7bc7（\u600e\u4e48\u628a sglang \u4ece\u6e90\u7801\u7f16\u51fa\u6765）<\/p>\n

      \n
    • 00 \u00b7 \u7cfb\u5217\u603b\u89c8<\/li>\n
    • 01 \u00b7 EPGF \u73af\u5883\u5730\u57fa\u4e0e\u5c94\u8def\u53e3<\/li>\n
    • 02 \u00b7 \u7ed3\u8bba\u4e0e\u53ef\u884c\u6027：\u4e09\u94c1\u8bc1 + –no-deps<\/li>\n
    • 03 \u00b7 \u7f16\u8bd1\u7bc7\u00b7\u524d\u7f6e：FlashInfer Windows \u6e90\u7801\u7f16\u8bd1<\/li>\n
    • 04 \u00b7 \u7f16\u8bd1\u7bc7\u00b7\u73af\u5883\u5173：VS \u7248\u672c\u3001venv \u987a\u5e8f\u3001CUDA \u591a\u7248\u672c\u3001\u751f\u6210\u5668\u7f13\u5b58<\/li>\n
    • 05 \u00b7 \u79fb\u690d\u7bc7(\u4e0a)：GCC \u65b9\u8a00\u4e0e MSVC \u9884\u5904\u7406\u5668\u4e25\u683c\u6027<\/li>\n
    • 06 \u00b7 \u79fb\u690d\u7bc7(\u4e0b)：\u5e38\u91cf\u6c42\u503c\u3001\u91cd\u8f7d\u51b3\u8bae\u4e0e\u7f16\u8bd1\u5668\u5d29\u6e83<\/li>\n
    • 07 \u00b7 \u7f16\u8bd1\u7bc7\u00b7\u6536\u5c3e：\u67b6\u6784\u88c1\u526a\u4e0e LNK2019 \u94fe\u63a5\u6536\u5c3e<\/li>\n
    • 08 \u00b7 \u65b9\u6cd5\u8bba：\u53f0\u8d26\u3001\u5e42\u7b49\u8865\u4e01\u811a\u672c\u4e0e\u591a AI \u534f\u4f5c<\/li>\n<\/ul>\n

      \u90e8\u7f72\u8fd0\u884c\u7bc7（\u600e\u4e48\u8dd1\u8d77\u6765\u5e76\u6392\u969c）<\/p>\n

        \n
      • 09 \u00b7 \u6b63\u786e\u542f\u52a8 SGLang + Unlimited-OCR<\/li>\n
      • 10 \u00b7 \u6392\u969c\u2460：\u63a8\u7406\u8f93\u51fa\u4e71\u7801\/\u6570\u503c\u9519\u8bef\u6839\u56e0\u5b9a\u4f4d<\/li>\n
      • 11 \u00b7 \u6392\u969c\u2461：\u73af\u5883\u53d8\u91cf\u5757\u8d85\u9650\u5bfc\u81f4 spawn \u5b50\u8fdb\u7a0b\u5d29\u6e83<\/li>\n
      • 12 \u00b7 \u6027\u80fd\u8c03\u4f18：RTX 3090 MoE triton autotune config<\/li>\n
      • 13 \u00b7 \u957f\u6587\u6863\u9a8c\u8bc1 + \u4ee3\u7406\/\u7aef\u53e3\u51b2\u7a81\u5751 + \u4f7f\u7528\u6307\u5357<\/li>\n<\/ul>\n

        \u7f16\u8bd1\u79fb\u690d\u7bc7\u8bb2"\u80fd\u4e0d\u80fd\u7f16\u51fa\u6765\u3001\u600e\u4e48\u7f16"；\u90e8\u7f72\u8fd0\u884c\u7bc7\u8bb2"\u7f16\u51fa\u6765\u4e4b\u540e\u600e\u4e48\u8dd1\u901a\u3001\u600e\u4e48\u6392\u969c\u3001\u600e\u4e48\u8c03\u4f18"\u3002 \u4e24\u7bc7\u4e4b\u95f4\u6700\u5173\u952e\u7684\u4ea4\u53c9\u70b9：\u672c\u673a\u5b9e\u9645\u7f16\u8bd1\u7528\u7684\u662f \u7b2c 07 \u7bc7 \u4ea7\u7269 sglang_kernel-0.4.3-cp310-abi3-win_amd64.whl， \u800c \u7b2c 09 \u7bc7 \u7684\u542f\u52a8\u547d\u4ee4\u6b63\u662f\u52a0\u8f7d\u5b83 + Unlimited-OCR \u6a21\u578b\u3002<\/p>\n

        \n

        \u53c2\u8003\u8d44\u6599\u4e0e\u5ef6\u4f38\u9605\u8bfb<\/h3>\n

        \u4ee5\u4e0b\u4e3a\u672c\u6587\u6d89\u53ca\u7684\u5b98\u65b9\u4ed3\u5e93\u3001\u6587\u6863\u4e0e\u89c4\u683c\u7ad9，\u5efa\u8bae\u53d1\u5e03\u524d\u70b9\u4e00\u904d\u786e\u8ba4\u53ef\u8fbe：<\/p>\n

          \n
        • Unlimited-OCR \u5b98\u65b9\u4ed3\u5e93（\u6a21\u578b\u4e0e\u9879\u76ee\u6e90\u7801）<\/li>\n
        • SGLang \u5b98\u65b9\u4ed3\u5e93<\/li>\n
        • SGLang \u5b98\u65b9\u6587\u6863（\u542f\u52a8\u53c2\u6570 \/ OpenAI \u517c\u5bb9 API）<\/li>\n
        • flashinfer-windows（Windows \u517c\u5bb9 fork，\u7f16\u8bd1\u524d\u7f6e）<\/li>\n
        • vllm-windows（\u540c\u4f5c\u8005，\u53ef\u5bf9\u7167\u7684 Windows \u79fb\u690d\u601d\u8def）<\/li>\n
        • PyTorch Windows CUDA \u9884\u7f16\u8bd1\u7d22\u5f15（cu130）<\/li>\n
        • NVIDIA CUDA Toolkit \u4e0b\u8f7d<\/li>\n
        • uv \u5b98\u65b9\u6587\u6863（Python \u73af\u5883\u6cbb\u7406）<\/li>\n
        • MSVC \/Zc:preprocessor \u6807\u51c6\u9884\u5904\u7406\u5668<\/li>\n
        • MSVC \u81f4\u547d\u9519\u8bef C1001（\u7f16\u8bd1\u5668\u5185\u90e8\u9519\u8bef）<\/li>\n
        • nvcc -Xcompiler \u8f6c\u53d1 host \u7f16\u8bd1\u5668\u9009\u9879<\/li>\n
        • CMake \u751f\u6210\u5668（Visual Studio \/ Ninja）<\/li>\n
        • RTX 3090 \u89c4\u683c（GA102 \/ sm_86，\u5171\u4eab\u5185\u5b58 100KB）<\/li>\n
        • CUDA \u5171\u4eab\u5185\u5b58\u4e0a\u9650\u4e0e dynamic_shared_memory \u9650\u5236<\/li>\n
        • Windows \u5b50\u8fdb\u7a0b\u73af\u5883\u53d8\u91cf\u5757\u9650\u5236（CreateProcess \/ ~32KB）<\/li>\n
        • OpenAI \u517c\u5bb9 API \u53c2\u8003（\u63a8\u7406\u8c03\u7528）<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

          Windows \u539f\u751f\u7f16\u8bd1 SGLang（6\/8\u00b7\u4e0b）：\u5e38\u91cf\u6c42\u503c\u3001\u91cd\u8f7d\u51b3\u8bae\u4e0e\u7f16\u8bd1\u5668\u5d29\u6e83 C1001 \u4e0a\u4e00\u7bc7\u7684\u4e03\u4e2a\u75c5\u79cd,\u5927\u591a\u662f\\”\u7f3a\u4ec0\u4e48\u8865\u4ec0\u4e48\\”\u7684\u65b9\u8a00\u66ff\u6362\u2014\u2014\u770b\u5f97\u89c1\u3001\u6539\u5f97\u52a8\u3002\u672c\u7bc7\u8fd9\u4e00\u7c7b\u4e0d\u4e00\u6837:\u5b83\u4eec\u662f MSVC \u5728\u8bed\u4e49\u5c42\u9762\u6bd4 GCC \u4e25\u683c\u5e26\u6765\u7684\u95ee\u9898,\u5171\u540c\u7279\u70b9\u662f\u62a5\u9519\u4f4d\u7f6e\u5f80\u5f80\u4e0d\u662f\u771f\u51f6,\u6839\u56e0\u85cf\u5728\u597d\u51e0\u5c42\u4e4b\u4e0b\u3002 \u6240\u4ee5\u672c\u7bc7\u4e0d\u53ea\u7ed9\u4fee\u6cd5,\u66f4\u7740\u91cd\u8fd8\u539f\u6392\u67e5\u8fc7\u7a0b\u2014\u2014\u4e3a\u4ec0\u4e48\u62a5\u9519\u6307\u5411\u7684\u90a3\u4e00\u884c\u5176\u5b9e\u662f\u65e0\u8f9c\u7684\u3001\u600e\u4e48\u4e00\u6b65\u6b65\u903c\u8fd1\u771f\u6b63\u7684\u6839\u56e0\u3002\u8fd9\u90e8\u5206\u601d\u8def,\u6bd4\u6700\u7ec8\u7684\u8865\u4e01\u66f4\u6709\u8fc1\u79fb\u4ef7\u503c\u3002<\/p>\n","protected":false},"author":2,"featured_media":89168,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6994,149],"topic":[],"class_list":["post-89172","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-sglang","tag-windows"],"yoast_head":"\nWindows \u539f\u751f\u7f16\u8bd1 SGLang\uff086\/8\u00b7\u4e0b\uff09\uff1a\u5e38\u91cf\u6c42\u503c\u3001\u91cd\u8f7d\u51b3\u8bae\u4e0e\u7f16\u8bd1\u5668\u5d29\u6e83 C1001 - 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