{"id":1152393,"date":"2025-10-16T20:33:03","date_gmt":"2025-10-17T03:33:03","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1152393"},"modified":"2025-10-16T20:33:04","modified_gmt":"2025-10-17T03:33:04","slug":"pipethreader","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/pipethreader\/","title":{"rendered":"PipeThreader\uff1a\u8ba9AI\u82af\u7247\u201c\u5404\u53f8\u5176\u804c\u201d\u7684\u667a\u80fd\u6d41\u6c34\u7ebf\u7f16\u8bd1\u5668"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5f53\u5927\u6a21\u578b\u7684\u89c4\u6a21\u4e0d\u65ad\u7a81\u7834\u6781\u9650\uff0cAI \u8bad\u7ec3\u7684\u7b97\u529b\u9700\u6c42\u4e5f\u5728\u4ee5\u6307\u6570\u7ea7\u6500\u5347\u3002\u4f20\u7edf GPU \u5df2\u96be\u4ee5\u517c\u987e\u6027\u80fd\u4e0e\u80fd\u6548\uff0c\u5f02\u6784 AI \u82af\u7247\u9010\u6e10\u6210\u4e3a\u65b0\u8d8b\u52bf\u3002\u4f46\u5982\u4f55\u8ba9\u4e0d\u540c\u8ba1\u7b97\u5355\u5143\u201c\u534f\u540c\u4f5c\u6218\u201d\uff0c\u4ecd\u662f\u7f16\u8bd1\u9886\u57df\u7684\u4e00\u5927\u96be\u9898\u3002\u5317\u4eac\u5927\u5b66\u3001\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3001\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u4e0e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8054\u5408\u56e2\u961f\u7814\u53d1\u7684 PipeThreader \u7cfb\u7edf\uff0c\u65e8\u5728\u89e3\u51b3\u8fd9\u4e00\u6838\u5fc3\u6311\u6218\u3002PipeThreader \u9996\u6b21\u63d0\u51fa\u201c\u6d41\u6c34\u7ebf\u5bfc\u5411\u7f16\u8bd1\u201d\u7406\u5ff5\uff0c\u8ba9\u7f16\u8bd1\u5668\u80fd\u591f\u50cf\u201c\u6d41\u6c34\u7ebf\u8bbe\u8ba1\u5e08\u201d\u4e00\u6837\uff0c\u4e3a\u5f02\u6784\u82af\u7247\u81ea\u52a8\u89c4\u5212\u6700\u4f18\u6267\u884c\u65b9\u6848\u3002\u5b9e\u9a8c\u8868\u660e\uff0cPipeThreader \u5728 Transformer\u3001FlashAttention\u3001Mamba 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pipeline\uff09\u51e0\u4e4e\u65e0\u6cd5\u5e94\u5bf9\u73b0\u4ee3\u6a21\u578b\u7684\u590d\u6742\u5ea6\uff0c\u6bcf\u4e00\u5c42\u3001\u6bcf\u4e00\u4e2a\u7b97\u5b50\uff0c\u90fd\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u5f02\u6784\u5355\u5143\u6267\u884c\uff0c\u7a0d\u6709\u4e0d\u614e\uff0c\u5c31\u53ef\u80fd\u5bfc\u81f4\u8d44\u6e90\u6d6a\u8d39\u6216\u6d41\u6c34\u7ebf\u963b\u585e\u3002\u76ee\u524d\u5e7f\u6cdb\u4f7f\u7528\u7684\u00a0FlashAttention-3 \u00a0\u7b97\u5b50\u5373\u4e3a\u4e00\u4e2a\u5178\u578b\u4f8b\u8bc1\u3002\u5b83\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u591a\u9636\u6bb5\u6d41\u6c34\u7ebf\uff0c\u5728\u663e\u5b58\u8bbf\u95ee\u4e0e\u8ba1\u7b97\u4e4b\u95f4\u5b9e\u73b0\u4e86\u6781\u9ad8\u7684\u5e76\u884c\u6548\u7387\uff0c\u4f46\u8fd9\u79cd\u201c\u624b\u5de5\u8c03\u5ea6\u201d\u7684\u65b9\u5f0f\u5f80\u5f80\u9700\u8981\u7ecf\u9a8c\u4e30\u5bcc\u7684\u4e13\u5bb6\uff0c\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u53cd\u590d\u8bd5\u9a8c\u4e0e\u8c03\u4f18\uff0c\u4e0d\u4ec5\u5f00\u53d1\u5468\u671f\u957f\u3001\u53ef\u79fb\u690d\u6027\u5dee\uff0c\u8fd8\u6781\u6613\u51fa\u9519\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u6765\u81ea\u5317\u4eac\u5927\u5b66\u3001\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u4ee5\u53ca\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u7684\u79d1\u7814\u4eba\u5458\u4eec\u5408\u4f5c\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u9762\u5411\u5f02\u6784\u00a0AI\u00a0\u82af\u7247\u7684\u667a\u80fd\u6d41\u6c34\u7ebf\u7f16\u8bd1\u4e0e\u8c03\u5ea6\u7cfb\u7edf\u00a0<strong>PipeThreader<\/strong>\u3002\u5b83\u7684\u76ee\u6807\u975e\u5e38\u660e\u786e\uff1a<strong>\u8ba9\u00a0AI\u00a0\u7f16\u8bd1\u5668\u80fd\u591f\u81ea\u52a8\u5b66\u4f1a\u5728\u5f02\u6784\u786c\u4ef6\u4e0a\u201c\u6392\u5175\u5e03\u9635\u201d\uff0c\u8ba9\u6bcf\u4e2a\u7b97\u529b\u5355\u5143\u5404\u53f8\u5176\u804c\u3001\u534f\u540c\u9ad8\u6548<\/strong>\u3002\u76f8\u5173\u8bba\u6587\u5df2\u88ab\u00a0OSDI 2025\u00a0\u6536\u5f55\u3002<\/p>\n\n\n\n<p>PipeThreader: Software-Defined Pipelining for Efficient DNN Execution<\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.usenix.org\/conference\/osdi25\/presentation\/cheng\">https:\/\/www.usenix.org\/conference\/osdi25\/presentation\/cheng<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5f02\u6784\u6267\u884c\u7684-\u4e71\u9ebb-\u56f0\u5883\">\u5f02\u6784\u6267\u884c\u7684\u201c\u4e71\u9ebb\u201d\u56f0\u5883<\/h2>\n\n\n\n<p>\u5f53\u4eca\u5e7f\u6cdb\u4f7f\u7528\u7684\u5f02\u6784\u67b6\u6784&nbsp;AI&nbsp;\u82af\u7247\uff0c\u53ef\u80fd\u540c\u65f6\u62e5\u6709\u591a\u4e2a\u4e0d\u540c\u7684\u4e13\u6709\u8ba1\u7b97\u5355\u5143\uff1a\u4e13\u7528\u4e8e\u77e9\u9635\u4e58\u6cd5\u7684&nbsp;Tensor Engine\u3001\u5904\u7406\u901a\u7528\u8ba1\u7b97\u4efb\u52a1\u7684&nbsp;General Compute Core&nbsp;\u4ee5\u53ca\u8fdb\u884c\u7247\u4e0a\/\u7247\u5916\u6570\u636e\u642c\u8fd0\u7684&nbsp;DMA&nbsp;\u5355\u5143\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5355\u5143\u7684\u6027\u80fd\u5dee\u5f02\u6781\u5927\uff0c\u5982\u679c\u7f16\u8bd1\u5668\u76f4\u63a5\u7167\u642c\u201c\u9759\u6001\u7b97\u5b50\u56fe\u201d\u7684\u6267\u884c\u987a\u5e8f\uff0c\u5f80\u5f80\u4f1a\u51fa\u73b0\u90e8\u5206\u6a21\u5757\u7a7a\u8f6c\u3001\u6570\u636e\u963b\u585e\u7684\u60c5\u51b5\uff0c\u6700\u7ec8\u5bfc\u81f4\u6574\u4f53\u6027\u80fd\u4e25\u91cd\u4e0b\u6ed1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"411\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-1024x411.png\" alt=\"diagram\" class=\"wp-image-1152417\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-1024x411.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-300x120.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-768x308.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-1536x616.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1-240x96.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-1.png 1994w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u201c\u9759\u6001\u7b97\u5b50\u56fe\u201d\u6267\u884c\u65b9\u6848\uff08\u5de6\uff09\u548c\u4f18\u5316\u540e\u7684\u6d41\u6c34\u7ebf\u5e76\u884c\u6267\u884c\u65b9\u6848\uff08\u53f3\uff09<\/figcaption><\/figure>\n\n\n\n<p>\u4f20\u7edf\u201c\u4ee5\u7b97\u5b50\u4e3a\u4e2d\u5fc3\u201d\u7684\u7f16\u8bd1\u601d\u8def\u5df2\u7ecf\u65e0\u6cd5\u9002\u5e94\u8fd9\u79cd\u788e\u7247\u5316\u7684\u7b97\u529b\u683c\u5c40\u3002\u9488\u5bf9\u8fd9\u4e00\u60c5\u51b5\uff0cPipeThreader&nbsp;\u91cd\u65b0\u5b9a\u4e49\u4e86&nbsp;AI&nbsp;\u7f16\u8bd1\u7684\u76ee\u6807\u2014\u2014\u4ece\u7b97\u5b50\u7f16\u8bd1\u8f6c\u5411\u6d41\u6c34\u7ebf\u7f16\u8bd1\uff08pipeline-oriented compilation\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"pipethreader-\u8ba9\u7f16\u8bd1\u5668\u6210\u4e3a\u6d41\u6c34\u7ebf\u8bbe\u8ba1\u5e08\">PipeThreader 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class=\"wp-block-list\">\n<li>sEU\uff08specialized execution unit\uff09\uff1a\u62bd\u8c61\u51fa\u786c\u4ef6\u5c42\u9762\u7684\u6267\u884c\u8d44\u6e90\uff0c\u5305\u62ec\u4e0d\u540c\u7c7b\u578b\u7684\u52a0\u901f\u5355\u5143\u3001\u5e26\u5bbd\u7ea6\u675f\u4e0e\u5b58\u50a8\u7279\u6027\uff0c\u4e3a\u4efb\u52a1\u5206\u914d\u63d0\u4f9b\u7cbe\u786e\u7684\u786c\u4ef6\u89c6\u89d2\u3002<\/li>\n\n\n\n<li>sTask\uff08specialized task\uff09\uff1a\u8868\u793a\u53ef\u72ec\u7acb\u6267\u884c\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u662f\u6d41\u6c34\u7ebf\u4e2d\u7684\u57fa\u672c\u5de5\u4f5c\u5757\u3002\u6bcf\u4e2a\u00a0sTask\u00a0\u5bf9\u5e94\u6a21\u578b\u4e2d\u7684\u4e00\u6bb5\u8ba1\u7b97\u903b\u8f91\uff0c\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u6267\u884c\u5355\u5143\u4e0a\u7075\u6d3b\u8c03\u5ea6\u3002<\/li>\n\n\n\n<li>sTask-graph\uff08specialized graph\uff09\uff1a\u7528\u4e8e\u63cf\u8ff0\u00a0sTask\u00a0\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u4e0e\u6570\u636e\u6d41\u5411\u3002\u901a\u8fc7\u5c06\u6a21\u578b\u8ba1\u7b97\u56fe\u8f6c\u5316\u4e3a\u00a0sTask-graph\uff0cPipeThreader\u00a0\u80fd\u591f\u6e05\u6670\u5730\u6355\u6349\u00a0sTask-graph\u00a0\u95f4\u7684\u5e76\u884c\u6027\u4e0e\u6d41\u6c34\u7ebf\u6f5c\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u8fd9\u4e09\u79cd\u62bd\u8c61\u7684\u57fa\u7840\u4e0a\uff0cPipeThreader\u00a0\u7ed3\u5408\u4e86\u4e00\u5957\u81ea\u52a8\u641c\u7d22\u7b97\u6cd5\uff08auto search engine\uff09\uff0c\u80fd\u591f\u5728\u5e9e\u5927\u7684\u4efb\u52a1\u6620\u5c04\u7a7a\u95f4\u4e2d\u5feb\u901f\u63a2\u7d22\u6700\u4f18\u7684\u6d41\u6c34\u7ebf\u6392\u5e03\u65b9\u6848\u3002\u8be5\u7b97\u6cd5\u4f1a\u7efc\u5408\u8003\u8651\u6267\u884c\u5ef6\u8fdf\u3001\u6570\u636e\u4f20\u8f93\u5f00\u9500\u4ee5\u53ca\u5404\u5f02\u6784\u5355\u5143\u7684\u5e76\u884c\u5ea6\uff0c\u901a\u8fc7\u4ee3\u4ef7\u5efa\u6a21\u4e0e\u542f\u53d1\u5f0f\u4f18\u5316\uff0c\u81ea\u52a8\u627e\u5230\u6700\u5e73\u8861\u7684\u8c03\u5ea6\u7b56\u7565\uff0c\u5b9e\u73b0\u6027\u80fd\u4e0e\u80fd\u6548\u7684\u534f\u540c\u6700\u4f18\u3002<\/p>\n\n\n\n<p>\u51ed\u501f\u8fd9\u79cd\u201c\u62bd\u8c61+\u641c\u7d22\u201d\u7684\u8bbe\u8ba1\uff0cPipeThreader\u00a0\u4e0d\u4ec5\u6446\u8131\u4e86\u624b\u5de5\u8c03\u5ea6\u7684\u590d\u6742\u6027\uff0c\u8fd8\u8ba9\u7f16\u8bd1\u5668\u5177\u5907\u4e86\u5728\u591a\u82af\u7247\u3001\u591a\u7b97\u5b50\u573a\u666f\u4e0b\u7684\u81ea\u9002\u5e94\u80fd\u529b\uff0c\u4e3a\u81ea\u52a8\u5316\u5f02\u6784\u8ba1\u7b97\u4f18\u5316\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ece\u624b\u5de5\u4f18\u5316\u5230\u81ea\u52a8\u6d41\u6c34\u7ebf\u6392\u5e03-\u6027\u80fd\u7684\u98de\u8dc3\">\u4ece\u624b\u5de5\u4f18\u5316\u5230\u81ea\u52a8\u6d41\u6c34\u7ebf\u6392\u5e03\uff1a\u6027\u80fd\u7684\u98de\u8dc3<\/h2>\n\n\n\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u56e2\u961f\u5c06\u00a0PipeThreader\u00a0\u90e8\u7f72\u5230\u76ee\u524d\u5e7f\u6cdb\u4f7f\u7528\u7684\u00a0AI\u00a0\u82af\u7247\u4e0a\uff0c\u5e76\u4e0e\u4e3b\u6d41\u00a0AI\u00a0\u7f16\u8bd1\u6846\u67b6\u548c\u5e93\uff08\u5982\u00a0TVM\u3001TensorRT\uff09\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u7ed3\u679c\u663e\u793a\u00a0PipeThreader\u00a0\u5728\u591a\u6a21\u578b\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u663e\u8457\u4f18\u52bf\u3002<\/p>\n\n\n\n<p>\u4ee5\u00a0Transformer\u00a0\u6a21\u578b\u4e3a\u4f8b\uff0cPipeThreader\u00a0\u76f8\u6bd4\u00a0PyTorch-Inductor\u00a0\u5b9e\u73b0\u4e86\u5e73\u57471.79\u500d\u7684\u6027\u80fd\u63d0\u5347\u3002\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u9700\u8981\u5de5\u7a0b\u5e08\u624b\u52a8\u4e3a\u6bcf\u4e2a\u7b97\u5b50\u6307\u5b9a\u6267\u884c\u5355\u5143\uff0c\u5e76\u4f9d\u8d56\u7ecf\u9a8c\u8fdb\u884c\u590d\u6742\u7684\u5fae\u8c03\u3002\u800c\u00a0PipeThreader\u00a0\u7684\u81ea\u52a8\u8c03\u5ea6\u5668\u80fd\u591f\u5728\u6781\u77ed\u65f6\u95f4\u5185\u751f\u6210\u4f18\u5316\u7684\u6d41\u6c34\u7ebf\u6392\u5e03\u65b9\u6848\uff0c\u5e76\u53ef\u76f4\u63a5\u8fc1\u79fb\u5230\u4e0d\u540c\u6a21\u578b\u4e2d\u4f7f\u7528\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7f16\u8bd1\u4e0e\u8c03\u4f18\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u5728\u00a0FlashAttention\u00a0\u7b97\u5b50\u4e0a\uff0cPipeThreader\u00a0\u8fd8\u80fd\u4e3a\u6bcf\u4e00\u4e2a\u4e0d\u540c\u914d\u7f6e\u7684\u7b97\u5b50\u81ea\u52a8\u751f\u6210\u6700\u4f18\u6d41\u6c34\u7ebf\u8c03\u5ea6\u65b9\u6848\uff0c\u5728\u591a\u79cd\u914d\u7f6e\u4e0b\u5747\u8d85\u8d8a\u4eba\u5de5\u7cbe\u8c03\u7684\u00a0FlashAttention-3\u00a0\u5b9e\u73b0\uff0c\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u9002\u5e94\u6027\u4e0e\u6027\u80fd\u6f5c\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"379\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-1024x379.png\" alt=\"chart, bar chart\" class=\"wp-image-1152418\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-1024x379.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-300x111.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-768x285.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-1536x569.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-2048x759.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-2-240x89.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aPipeThreader\u00a0\u5728\u00a0FlashAttention\u00a0\u7b97\u5b50\u4e0a\u7684\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u5728\u66f4\u524d\u6cbf\u7684\u65b0\u578b\u7b97\u5b50\u4e2d\uff0c\u4f8b\u5982\u00a0Mamba\u00a0\u7cfb\u5217\u7684\u00a0Linear Attention\uff0cPipeThreader\u00a0\u80fd\u591f\u81ea\u52a8\u53d1\u73b0\u4f18\u4e8e\u73b0\u6709\u5b9e\u73b0\u7684\u6d41\u6c34\u7ebf\u7ed3\u6784\uff0c\u5b9e\u73b0\u4e86\u8fd12\u500d\u7684\u52a0\u901f\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"363\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-1024x363.png\" alt=\"PipeThreader \u5728 Mamba-2 \u6a21\u578b\u4e0a\u7aef\u5230\u7aef\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1152419\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-1024x363.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-300x106.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-768x272.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-1536x544.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3-240x85.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2025\/10\/pipethreader-3.png 1610w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aPipeThreader \u5728 Mamba-2 \u6a21\u578b\u4e0a\u7aef\u5230\u7aef\u6027\u80fd\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p>\u66f4\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0c\u5728\u4e00\u4e9b\u5c1a\u672a\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u8fdb\u884c\u5145\u5206\u4f18\u5316\u7684\u786c\u4ef6\u5e73\u53f0\uff08\u4f8b\u5982\u00a0AMD GPU\uff09\u4e0a\uff0cPipeThreader\u00a0\u4f9d\u7136\u80fd\u591f\u81ea\u52a8\u8fc1\u79fb\u5e76\u751f\u6210\u5339\u914d\u65b0\u786c\u4ef6\u7279\u6027\u7684\u8c03\u5ea6\u65b9\u6848\uff0c\u663e\u8457\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0cPipeThreader\u00a0\u5df2\u7ecf\u88ab\u96c6\u6210\u8fdb\u5f00\u6e90\u9879\u76ee\u00a0TileLang\uff0c\u6210\u4e3a\u5176\u6d41\u6c34\u7ebf\u4f18\u5316\u7684\u91cd\u8981\u6838\u5fc3\u7ec4\u4ef6\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5728\u6784\u5efa\u590d\u6742\u7684\u5b9a\u5236\u5316\u7b97\u5b50\u65f6\u5b9e\u73b0\u66f4\u9ad8\u6548\u3001\u66f4\u667a\u80fd\u7684\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p>TileLang GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/tile-ai\/tilelang\">https:\/\/github.com\/tile-ai\/tilelang<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u9762\u5411\u672a\u6765-\u4ece\u5f02\u6784\u7b97\u529b\u5230\u667a\u80fd\u7f16\u8bd1\u7684\u65b0\u8d8b\u52bf\">\u9762\u5411\u672a\u6765\uff1a\u4ece\u5f02\u6784\u7b97\u529b\u5230\u667a\u80fd\u7f16\u8bd1\u7684\u65b0\u8d8b\u52bf<\/h2>\n\n\n\n<p>\u968f\u7740\u00a0AI\u00a0\u82af\u7247\u67b6\u6784\u7684\u4e0d\u65ad\u6f14\u5316\uff0c\u786c\u4ef6\u6b63\u53d8\u5f97\u524d\u6240\u672a\u6709\u5730\u590d\u6742\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u5728\u5feb\u901f\u8fdb\u5316\uff1a\u65b0\u578b\u7b97\u5b50\uff08\u5982\u00a0FlashAttention\u3001Linear 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\u8bad\u7ec3\u7684\u7b97\u529b\u9700\u6c42\u4e5f\u5728\u4ee5\u6307\u6570\u7ea7\u6500\u5347\u3002\u4f20\u7edf GPU \u5df2\u96be\u4ee5\u517c\u987e\u6027\u80fd\u4e0e\u80fd\u6548\uff0c\u5f02\u6784 AI \u82af\u7247\u9010\u6e10\u6210\u4e3a\u65b0\u8d8b\u52bf\u3002\u4f46\u5982\u4f55\u8ba9\u4e0d\u540c\u8ba1\u7b97\u5355\u5143\u201c\u534f\u540c\u4f5c\u6218\u201d\uff0c\u4ecd\u662f\u7f16\u8bd1\u9886\u57df\u7684\u4e00\u5927\u96be\u9898\u3002\u5317\u4eac\u5927\u5b66\u3001\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3001\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u4e0e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u8054\u5408\u56e2\u961f\u7814\u53d1\u7684 PipeThreader \u7cfb\u7edf\uff0c\u65e8\u5728\u89e3\u51b3\u8fd9\u4e00\u6838\u5fc3\u6311\u6218\u3002PipeThreader 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