{"id":7272,"date":"2026-08-31T22:17:58","date_gmt":"2026-08-31T14:17:58","guid":{"rendered":"https:\/\/nullthought.net\/?p=7272"},"modified":"2026-08-31T22:18:00","modified_gmt":"2026-08-31T14:18:00","slug":"ai%e8%8a%af%e7%89%87%e8%b6%8a%e6%9d%a5%e8%b6%8a%e5%bf%ab%ef%bc%8c%e4%b8%ba%e4%bb%80%e4%b9%88%e8%bf%98%e9%9c%80%e8%a6%81triton%ef%bc%9f-%e8%97%8f%e5%9c%a8%e5%a4%a7%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=7272","title":{"rendered":"AI\u82af\u7247\u8d8a\u6765\u8d8a\u5feb\uff0c\u4e3a\u4ec0\u4e48\u8fd8\u9700\u8981Triton\uff1f\u2014\u2014\u85cf\u5728\u5927\u6a21\u578b\u80cc\u540e\u7684GPU\u201c\u7ffb\u8bd1\u5b98\u201d"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5982\u679c\u628a\u4e00\u4e2a\u5927\u6a21\u578b\u6bd4\u4f5c\u4e00\u5bb6\u5927\u578b\u5de5\u5382\uff0c\u90a3\u4e48GPU\u5c31\u662f\u5de5\u5382\u91cc\u7684\u9ad8\u901f\u751f\u4ea7\u7ebf\u3002\u7406\u8bba\u4e0a\uff0c\u751f\u4ea7\u7ebf\u8d8a\u5148\u8fdb\uff0c\u751f\u4ea7\u901f\u5ea6\u5e94\u8be5\u8d8a\u5feb\u3002\u4f46\u73b0\u5b9e\u4e2d\u7ecf\u5e38\u51fa\u73b0\u4e00\u79cd\u60c5\u51b5\uff1a\u673a\u5668\u672c\u8eab\u975e\u5e38\u5feb\uff0c\u771f\u6b63\u62d6\u6162\u6548\u7387\u7684\u5374\u662f\u201c\u642c\u6599\u3001\u6392\u961f\u548c\u6362\u5de5\u5e8f\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u5f88\u591aAI\u8ba1\u7b97\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u7684\u8ba1\u7b97\u80fd\u529b\u5df2\u7ecf\u975e\u5e38\u5f3a\uff0c\u4f46\u6a21\u578b\u8fd0\u884c\u65f6\uff0c\u5927\u91cf\u65f6\u95f4\u5e76\u4e0d\u662f\u82b1\u5728\u771f\u6b63\u7684\u6570\u5b66\u8ba1\u7b97\u4e0a\uff0c\u800c\u662f\u82b1\u5728\u6570\u636e\u642c\u8fd0\u3001\u663e\u5b58\u8bfb\u5199\u3001\u4e0d\u540c\u8ba1\u7b97\u4efb\u52a1\u5207\u6362\u7b49\u73af\u8282\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c<strong><a href=\"https:\/\/github.com\/triton-lang\/triton\" target=\"_blank\" rel=\"noopener\">Triton<\/a><\/strong>\uff0c\u5c31\u662f\u8fd1\u5e74\u6765\u4e13\u95e8\u89e3\u51b3\u8fd9\u4e00\u7c7b\u95ee\u9898\u7684\u91cd\u8981\u6280\u672f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u6765\u8bf4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Triton\u662f\u4e00\u79cd\u4e13\u95e8\u7528\u6765\u7f16\u5199\u9ad8\u6027\u80fdGPU\u8ba1\u7b97\u7a0b\u5e8f\u7684\u8bed\u8a00\u548c\u7f16\u8bd1\u5668\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5904\u5728PyTorch\u548cCUDA\u4e4b\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u8bf4PyTorch\u544a\u8bc9\u8ba1\u7b97\u673a\u201c\u6211\u8981\u505a\u4ec0\u4e48\u201d\uff0cCUDA\u5219\u9700\u8981\u5de5\u7a0b\u5e08\u8be6\u7ec6\u544a\u8bc9GPU\u201c\u6bcf\u4e2a\u7ebf\u7a0b\u5177\u4f53\u5e94\u8be5\u600e\u4e48\u5e72\u201d\uff0c\u90a3\u4e48Triton\u5904\u5728\u4e24\u8005\u4e4b\u95f4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f00\u53d1\u8005\u544a\u8bc9Triton\u201c\u4e00\u5927\u5757\u6570\u636e\u5e94\u8be5\u600e\u4e48\u8ba1\u7b97\u201d\uff0c\u5269\u4e0b\u5f88\u591aGPU\u5e95\u5c42\u7ec6\u8282\u7531\u7f16\u8bd1\u5668\u5904\u7406\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u770b\u8d77\u6765\u53ea\u662f\u7f16\u7a0b\u65b9\u5f0f\u7684\u53d8\u5316\uff0c\u4f46\u5bf9\u4e8e\u4eca\u5929\u7684\u5927\u6a21\u578b\u800c\u8a00\u975e\u5e38\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f.jpg\" alt=\"\" class=\"wp-image-7273\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f-120x120.jpg 120w, https:\/\/nullthought.net\/wp-content\/uploads\/2026\/08\/Triton\u9ad8\u6027\u80fdAI\u5185\u6838\u6280\u672f-768x768.jpg 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/triton-lang.org\/\" target=\"_blank\" rel=\"noopener\">Triton<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u53ea\u7528PyTorch\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528PyTorch\u5199\u795e\u7ecf\u7f51\u7edc\u975e\u5e38\u65b9\u4fbf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982Softmax\u3001\u77e9\u9635\u4e58\u6cd5\u3001LayerNorm\uff0c\u901a\u5e38\u4e00\u4e24\u884c\u4ee3\u7801\u5c31\u53ef\u4ee5\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\u9898\u5728\u4e8e\uff0cPyTorch\u9762\u5bf9\u7684\u662f\u901a\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u5728\u771f\u6b63\u8ffd\u6c42\u6781\u81f4\u6027\u80fd\u65f6\uff0c\u4e0d\u540c\u6a21\u578b\u5f80\u5f80\u5b58\u5728\u975e\u5e38\u7279\u6b8a\u7684\u9700\u6c42\u3002\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u77e9\u9635\u5c3a\u5bf8\u4e0d\u540c\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u683c\u5f0f\u4e0d\u540c\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981INT8\u6216FP8\u91cf\u5316\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u4e2a\u7b97\u5b50\u5e0c\u671b\u8fde\u7eed\u6267\u884c\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Attention\u9700\u8981\u7279\u6b8a\u7684\u6570\u636e\u8bbf\u95ee\u65b9\u5f0f\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">MoE\u6a21\u578b\u9700\u8981\u7279\u6b8a\u7684\u4e13\u5bb6\u8c03\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u65f6\uff0c\u5355\u7eaf\u8c03\u7528\u6807\u51c6\u7b97\u5b50\u4e0d\u4e00\u5b9a\u662f\u6700\u5feb\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u79cd\u529e\u6cd5\u662f\u76f4\u63a5\u5199CUDA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CUDA\u5141\u8bb8\u5de5\u7a0b\u5e08\u76f4\u63a5\u63a7\u5236GPU\u7ebf\u7a0b\u3001Warp\u3001Shared Memory\u548cTensor Core\uff0c\u6027\u80fd\u6f5c\u529b\u975e\u5e38\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u4ee3\u4ef7\u4e5f\u5f88\u660e\u663e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CUDA\u6027\u80fd\u4f18\u5316\u95e8\u69db\u6781\u9ad8\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f00\u53d1\u8005\u4e0d\u4ec5\u8981\u61c2\u7b97\u6cd5\uff0c\u8fd8\u8981\u61c2GPU\u786c\u4ef6\u67b6\u6784\u3001\u7ebf\u7a0b\u8c03\u5ea6\u3001\u5185\u5b58\u5c42\u6b21\u3001\u7f13\u5b58\u3001\u540c\u6b65\u548c\u6307\u4ee4\u6d41\u6c34\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800cTriton\u5e0c\u671b\u89e3\u51b3\u7684\uff0c\u6b63\u662f\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Triton\u6700\u5927\u7684\u53d8\u5316\uff1a\u4e0d\u518d\u76ef\u7740\u201c\u4e00\u4e2a\u7ebf\u7a0b\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edfCUDA\u7f16\u7a0b\u975e\u5e38\u5f3a\u8c03Thread\uff0c\u4e5f\u5c31\u662fGPU\u7ebf\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5de5\u7a0b\u5e08\u9700\u8981\u8003\u8651\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u4e2a\u7ebf\u7a0b\u5904\u7406\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u4e2a\u7ebf\u7a0b\u5904\u7406\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2aBlock\u91cc\u9762\u591a\u5c11\u7ebf\u7a0b\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u4e2aWarp\u600e\u6837\u534f\u4f5c\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800cTriton\u66f4\u559c\u6b22\u4ece\u201c\u6570\u636e\u5757\u201d\u89d2\u5ea6\u8003\u8651\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u6709\u4e24\u4e2a4096\u00d74096\u77e9\u9635\u9700\u8981\u76f8\u4e58\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Triton\u5f00\u53d1\u8005\u53ef\u4ee5\u628a\u8f93\u51fa\u77e9\u9635\u5207\u6210\u5f88\u591a128\u00d7128\u7684\u5c0f\u5757\uff0c\u7136\u540e\u544a\u8bc9\u7a0b\u5e8f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u4e2a\u8ba1\u7b97\u5355\u5143\u8d1f\u8d23\u5904\u7406\u4e00\u4e2a128\u00d7128\u7684\u6570\u636e\u5757\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u4e8e\u8fd9\u4e00\u5757\u6570\u636e\u6700\u7ec8\u7531\u591a\u5c11GPU\u7ebf\u7a0b\u5904\u7406\u3001\u600e\u6837\u653e\u8fdb\u5bc4\u5b58\u5668\u3001\u600e\u6837\u5229\u7528Shared Memory\u3001\u662f\u5426\u4f7f\u7528Tensor Core\uff0c\u5f88\u591a\u5de5\u4f5c\u4ea4\u7ed9Triton\u7f16\u8bd1\u5668\u5b8c\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662fTriton\u6700\u91cd\u8981\u7684\u601d\u60f3\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4eceThread\u7f16\u7a0b\uff0c\u8f6c\u5411Tile\u7f16\u7a0b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tile\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u6210\u201c\u6570\u636e\u7816\u5757\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u6a21\u578b\u4e2d\u7684\u77e9\u9635\u3001\u56fe\u50cf\u3001Attention\u6570\u636e\uff0c\u5f80\u5f80\u5929\u7136\u5c31\u53ef\u4ee5\u88ab\u5207\u6210\u5f88\u591aTile\uff0c\u56e0\u6b64\u8fd9\u79cd\u601d\u8def\u975e\u5e38\u9002\u5408\u6df1\u5ea6\u5b66\u4e60\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Triton\u771f\u6b63\u91cd\u8981\u7684\u80fd\u529b\uff1a\u51cf\u5c11\u6570\u636e\u642c\u8fd0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6267\u884c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bias \u2192 GELU \u2192 Dropout<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edf\u60c5\u51b5\u4e0b\u53ef\u80fd\u542f\u52a8\u4e09\u4e2aGPU Kernel\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u7a0b\u5927\u81f4\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bias\u8ba1\u7b97\u5b8c\uff0c\u628a\u6570\u636e\u5199\u56de\u663e\u5b58\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GELU\u518d\u4ece\u663e\u5b58\u8bfb\u53d6\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba1\u7b97\u5b8c\u6210\uff0c\u518d\u5199\u56de\u663e\u5b58\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dropout\u518d\u6b21\u8bfb\u53d6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u6b63\u7684\u6570\u5b66\u8ba1\u7b97\u53ef\u80fd\u975e\u5e38\u7b80\u5355\uff0c\u4f46\u6570\u636e\u6765\u6765\u56de\u56de\u642c\u4e86\u5f88\u591a\u6b21\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u5229\u7528Triton\uff0c\u53ef\u4ee5\u628a\u8fd9\u51e0\u4e2a\u64cd\u4f5c\u5199\u6210\u4e00\u4e2a\u878d\u5408Kernel\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bfb\u53d6\u4e00\u6b21\u6570\u636e\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b8c\u6210Bias\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7acb\u5373\u8ba1\u7b97GELU\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ee7\u7eed\u5b8c\u6210Dropout\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u540e\u518d\u628a\u7ed3\u679c\u5199\u56de\u663e\u5b58\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6837\uff0c\u4e2d\u95f4\u7ed3\u679c\u5c3d\u91cf\u4fdd\u7559\u5728GPU\u5185\u90e8\u9ad8\u901f\u7684\u5bc4\u5b58\u5668\u6216Shared Memory\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8e\u662f\u51cf\u5c11\u4e86\u5927\u91cf\u663e\u5b58\u8bbf\u95ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e5f\u662f\u4eca\u5929AI\u7cfb\u7edf\u4f18\u5316\u4e2d\u4e00\u4e2a\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u8d8b\u52bf\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u662f\u5c11\u505a\u51e0\u6b21\u4e58\u6cd5\uff0c\u800c\u662f\u5c11\u642c\u51e0\u6b21\u6570\u636e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u7740GPU\u7b97\u529b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u8fd9\u4ef6\u4e8b\u53cd\u800c\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u7279\u522b\u559c\u6b22Triton\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5929\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u5b58\u5728\u5927\u91cf\u975e\u5e38\u9002\u5408Triton\u7684\u8ba1\u7b97\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Attention\u3001Softmax\u3001RMSNorm\u3001RoPE\u3001\u91cf\u5316\u3001\u53cd\u91cf\u5316\u3001KV Cache\u5904\u7406\u3001MoE\u8ba1\u7b97\u4ee5\u53ca\u5404\u79cd\u6fc0\u6d3b\u51fd\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e9b\u8ba1\u7b97\u6709\u4e00\u4e2a\u5171\u540c\u7279\u70b9\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4eec\u672a\u5fc5\u662f\u7b80\u5355\u7684\u6807\u51c6\u77e9\u9635\u4e58\u6cd5\uff0c\u5374\u53c8\u4f1a\u88ab\u6a21\u578b\u6267\u884c\u65e0\u6570\u6b21\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6bcf\u4e00\u6b21\u90fd\u591a\u8fdb\u884c\u4e00\u6b21\u663e\u5b58\u8bfb\u5199\uff0c\u7d2f\u79ef\u8d77\u6765\u5c31\u662f\u975e\u5e38\u5927\u7684\u6027\u80fd\u635f\u5931\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u5728\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u4e00\u4e2a\u8d8b\u52bf\u8d8a\u6765\u8d8a\u660e\u663e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6807\u51c6\u77e9\u9635\u4e58\u6cd5\u7ee7\u7eed\u5927\u91cf\u4ea4\u7ed9cuBLAS\u3001CUTLASS\u7b49\u9ad8\u5ea6\u4f18\u5316\u5e93\uff0c\u800c\u7279\u6b8aAI\u7b97\u5b50\u548c\u878d\u5408\u7b97\u5b50\u8d8a\u6765\u8d8a\u591a\u5730\u4f7f\u7528Triton\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f88\u591a\u4eba\u5176\u5b9e\u5df2\u7ecf\u5728\u4f7f\u7528Triton<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u610f\u601d\u7684\u662f\uff0c\u7edd\u5927\u591a\u6570AI\u5f00\u53d1\u8005\u53ef\u80fd\u4ece\u6765\u6ca1\u6709\u4eb2\u624b\u5199\u8fc7Triton\u7a0b\u5e8f\uff0c\u4f46\u5df2\u7ecf\u95f4\u63a5\u4f7f\u7528\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5178\u578b\u7684\u4f8b\u5b50\u5c31\u662fPyTorch\u7684\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><code>torch.compile<\/code><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f53\u5f00\u53d1\u8005\u6253\u5f00PyTorch\u7f16\u8bd1\u4f18\u5316\u540e\uff0cTorchInductor\u4f1a\u5206\u6790\u6a21\u578b\u4e2d\u7684\u8ba1\u7b97\u56fe\uff0c\u628a\u591a\u4e2a\u9002\u5408\u878d\u5408\u7684\u64cd\u4f5c\u7ec4\u5408\u8d77\u6765\uff0c\u7136\u540e\u81ea\u52a8\u751f\u6210Triton Kernel\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6362\u53e5\u8bdd\u8bf4\uff0c\u5f00\u53d1\u8005\u4ecd\u7136\u5199\u666e\u901aPyTorch\u4ee3\u7801\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch \u2192 \u7f16\u8bd1\u5668\u5206\u6790 \u2192 \u751f\u6210Triton Kernel \u2192 GPU\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0cTriton\u5df2\u7ecf\u9010\u6e10\u4ece\u4e00\u79cd\u201cGPU\u4e13\u5bb6\u5de5\u5177\u201d\uff0c\u53d8\u6210AI\u6846\u67b6\u5e95\u5c42\u7684\u91cd\u8981\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u4e2a\u5178\u578b\u573a\u666f\u662f\u5927\u6a21\u578b\u63a8\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">vLLM\u7b49\u4e3b\u6d41LLM\u63a8\u7406\u6846\u67b6\u4e2d\uff0c\u4e5f\u5927\u91cf\u5b58\u5728Triton Kernel\uff0c\u7528\u6765\u5b9e\u73b0\u91cf\u5316\u3001Attention\u3001MoE\u4ee5\u53ca\u5404\u79cd\u7279\u6b8aGPU\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">FlashAttention\u8fd9\u4e00\u7c7b\u5f3a\u8c03\u51cf\u5c11\u663e\u5b58\u8bbf\u95ee\u7684\u7b97\u6cd5\uff0c\u540c\u6837\u975e\u5e38\u9002\u5408\u91c7\u7528Triton\u5b9e\u73b0\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Triton\u4f1a\u53d6\u4ee3CUDA\u5417\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u4f1a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u5c11\u76ee\u524d\u5b8c\u5168\u6ca1\u6709\u8fd9\u79cd\u8d8b\u52bf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CUDA\u4ecd\u7136\u662fNVIDIA GPU\u6700\u5b8c\u6574\u3001\u6700\u5e95\u5c42\u3001\u63a7\u5236\u80fd\u529b\u6700\u5f3a\u7684\u8f6f\u4ef6\u5e73\u53f0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">cuBLAS\u3001cuDNN\u3001CUTLASS\u4e2d\u7684\u5f88\u591a\u6838\u5fc3Kernel\u7ecf\u8fc7\u591a\u5e74\u9ad8\u5ea6\u4f18\u5316\uff0c\u5728\u6807\u51c6\u8ba1\u7b97\u4efb\u52a1\u4e0a\u5f80\u5f80\u5f88\u96be\u88ab\u8f7b\u6613\u8d85\u8d8a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\u66f4\u5408\u7406\u7684\u672a\u6765\u5e76\u4e0d\u662f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Triton\u53d6\u4ee3CUDA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u662f\u5f62\u6210\u65b0\u7684\u5206\u5de5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch\u8d1f\u8d23\u6a21\u578b\u8868\u8fbe\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u7f16\u8bd1\u5668\u8d1f\u8d23\u5206\u6790\u6574\u4e2a\u6a21\u578b\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Triton\u8d1f\u8d23\u5feb\u901f\u751f\u6210\u7279\u6b8aGPU Kernel\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CUDA\u548c\u5e95\u5c42GPU\u5de5\u5177\u94fe\u8d1f\u8d23\u6700\u7ec8\u786c\u4ef6\u6267\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u6210\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PyTorch\u7ba1\u201c\u6a21\u578b\u201d\uff0cTriton\u7ba1\u201c\u8ba1\u7b97\u5757\u201d\uff0cCUDA\u7ba1\u201c\u673a\u5668\u201d\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Triton\u771f\u6b63\u6539\u53d8\u7684\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Triton\u6700\u91cd\u8981\u7684\u4ef7\u503c\uff0c\u5e76\u4e0d\u53ea\u662f\u201c\u6bd4CUDA\u4ee3\u7801\u66f4\u77ed\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u771f\u6b63\u6539\u53d8\u7684\u662fAI\u7b97\u6cd5\u8fdb\u5165GPU\u7684\u901f\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fc7\u53bb\u4e00\u4e2a\u65b0\u7684Attention\u7b97\u6cd5\u51fa\u73b0\u4ee5\u540e\uff0c\u5982\u679c\u60f3\u505a\u5230\u771f\u6b63\u9ad8\u6027\u80fd\uff0c\u5f80\u5f80\u9700\u8981GPU\u4e13\u5bb6\u82b1\u5927\u91cf\u65f6\u95f4\u624b\u5199CUDA\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5148\u7528Triton\u5feb\u901f\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65b0\u7b97\u6cd5 \u2192 Triton Kernel \u2192 GPU\u8fd0\u884c \u2192 \u6027\u80fd\u6d4b\u8bd5 \u2192 \u6301\u7eed\u4f18\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u7b97\u6cd5\u521b\u65b0\u4e0eGPU\u9ad8\u6027\u80fd\u5b9e\u73b0\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u56e0\u6b64\u88ab\u5927\u5e45\u7f29\u77ed\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5bf9\u4e8e\u4eca\u5929\u5feb\u901f\u8fed\u4ee3\u7684\u5927\u6a21\u578b\u4ea7\u4e1a\u5c24\u5176\u91cd\u8981\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u4e3a\u65b0\u7684Attention\u3001\u65b0\u7684\u91cf\u5316\u65b9\u6cd5\u3001\u65b0\u7684MoE\u7ed3\u6784\u548c\u65b0\u7684\u63a8\u7406\u7b97\u6cd5\u51fa\u73b0\u5f97\u8d8a\u6765\u8d8a\u5feb\uff0c\u5e95\u5c42Kernel\u4e5f\u5fc5\u987b\u5feb\u901f\u8ddf\u4e0a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cTriton\u6b63\u5728\u6210\u4e3aAI\u65f6\u4ee3\u975e\u5e38\u5173\u952e\u7684\u4e00\u5c42\u201c\u7ffb\u8bd1\u7cfb\u7edf\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u9762\u662f\u4e0d\u65ad\u53d8\u5316\u7684AI\u6a21\u578b\u548c\u7b97\u6cd5\uff1b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u662f\u8d8a\u6765\u8d8a\u590d\u6742\u7684GPU\u786c\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Triton\u6240\u505a\u7684\u4e8b\u60c5\uff0c\u5c31\u662f\u628a\u524d\u8005\u5feb\u901f\u8f6c\u6362\u6210\u540e\u8005\u80fd\u591f\u9ad8\u6548\u6267\u884c\u7684\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6240\u4ee5\uff0c\u4e0e\u5176\u628aTriton\u7b80\u5355\u7406\u89e3\u6210\u201c\u53e6\u4e00\u79cdCUDA\u201d\uff0c\u4e0d\u5982\u628a\u5b83\u7406\u89e3\u6210\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fde\u63a5AI\u7b97\u6cd5\u4e0eGPU\u786c\u4ef6\u7684\u4e00\u5ea7\u6865\u6881\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u6765\u771f\u6b63\u51b3\u5b9aAI\u6027\u80fd\u7684\uff0c\u4e0d\u53ea\u662fGPU\u62e5\u6709\u591a\u5c11TOPS\u6216TFLOPS\uff0c\u66f4\u91cd\u8981\u7684\u662f\u8f6f\u4ef6\u80fd\u4e0d\u80fd\u8ba9\u8fd9\u4e9b\u7b97\u529b\u771f\u6b63\u53d1\u6325\u51fa\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800cTriton\uff0c\u6b63\u662f\u5f53\u524d\u8fd9\u573a\u201c\u8ba9AI\u7b97\u529b\u771f\u6b63\u8dd1\u8d77\u6765\u201d\u7684\u7f16\u8bd1\u5668\u7ade\u4e89\u4e2d\uff0c\u6700\u503c\u5f97\u5173\u6ce8\u7684\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u628a\u4e00\u4e2a\u5927\u6a21\u578b\u6bd4\u4f5c\u4e00\u5bb6\u5927\u578b\u5de5\u5382\uff0c\u90a3\u4e48GPU\u5c31\u662f\u5de5\u5382\u91cc\u7684\u9ad8\u901f\u751f\u4ea7\u7ebf\u3002\u7406\u8bba\u4e0a\uff0c\u751f\u4ea7\u7ebf\u8d8a\u5148\u8fdb\uff0c\u751f\u4ea7\u901f\u5ea6\u5e94\u8be5\u8d8a\u5feb\u3002\u4f46 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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