{"id":12306,"date":"2026-09-22T09:19:14","date_gmt":"2026-09-22T01:19:14","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=12306"},"modified":"2026-09-22T09:19:16","modified_gmt":"2026-09-22T01:19:16","slug":"%e6%a8%a1%e5%9e%8b%e6%8e%a8%e7%90%86%e5%88%86%e7%89%87%e6%9e%b6%e6%9e%84%e8%af%a6%e8%a7%a3%ef%bc%8c%e9%99%8d%e4%bd%8e%e5%a4%a7%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e5%af%b9%e5%8d%95%e5%8d%a1%e7%ae%97","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/12306","title":{"rendered":"\u6a21\u578b\u63a8\u7406\u5206\u7247\u67b6\u6784\u8be6\u89e3\uff0c\u964d\u4f4e\u5927\u89c6\u9891\u751f\u6210\u5bf9\u5355\u5361\u7b97\u529b\u7684\u4f9d\u8d56"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u6a21\u578b\u63a8\u7406\u5206\u7247\u67b6\u6784\u8be6\u89e3\uff1a\u8ba9\u5927\u89c6\u9891\u751f\u6210\u4e0d\u518d\u6b7b\u78d5\u5355\u5361<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u957f\u89c6\u9891\u3001\u9ad8\u5206\u8fa8\u7387\u89c6\u9891\u751f\u6210\u6b63\u5728\u649e\u4e0a\u4e00\u9053\u5899 \u2014\u2014 \u6a21\u578b\u6743\u91cd\u3001\u6fc0\u6d3b\u503c\u548c\u6ce8\u610f\u529b\u8ba1\u7b97\u91cf\u968f\u5e27\u6570\u548c\u5206\u8fa8\u7387\u6307\u6570\u81a8\u80c0\uff0c\u5355\u5f20\u65d7\u8230\u663e\u5361\u7684\u663e\u5b58\u8d8a\u6765\u8d8a\u4e0d\u591f\u7528\u3002\u8981\u4e48\u7ee7\u7eed\u5806\u6700\u8d35\u7684\u5361\uff0c\u8981\u4e48\u6362\u4e00\u79cd\u601d\u8def\uff1a\u628a\u6a21\u578b\u548c\u8ba1\u7b97\u62c6\u5f00\uff0c\u8ba9\u591a\u5f20\u5361\u534f\u540c\u5b8c\u6210\u4e00\u6b21\u63a8\u7406\u3002\u6a21\u578b\u63a8\u7406\u5206\u7247\u67b6\u6784\uff0c\u5c31\u662f\u8fd9\u7b2c\u4e8c\u79cd\u601d\u8def\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u5730 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\u5e27\u7684\u89c6\u9891\uff0c\u5e8f\u5217\u957f\u5ea6\u4f1a\u6bd4\u5355\u56fe\u751f\u6210\u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u3002\u6ce8\u610f\u529b\u8ba1\u7b97\u7684\u590d\u6742\u5ea6\u968f\u5e8f\u5217\u957f\u5ea6\u5e73\u65b9\u589e\u957f\uff0c\u8fd9\u610f\u5473\u7740\u591a\u51fa\u6765\u7684\u4e0d\u53ea\u662f\u663e\u5b58\u5360\u7528\uff0c\u8fd8\u6709\u6bcf\u4e00\u6b65\u53bb\u566a\u8fc7\u7a0b\u4e2d\u7684\u8ba1\u7b97\u91cf\u3002\u6a21\u578b\u6743\u91cd\u672c\u8eab\u3001\u6bcf\u4e00\u6b65\u4e2d\u95f4\u6fc0\u6d3b\u503c\u3001VAE \u89e3\u7801\u65f6\u7684\u4e34\u65f6\u5f20\u91cf\uff0c\u5168\u90fd\u8981\u585e\u8fdb\u540c\u4e00\u5757\u663e\u5361\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u7528\u6237\u4f1a\u611f\u89c9 &#8220;\u89c6\u9891\u751f\u6210\u6bd4\u56fe\u7247\u751f\u6210\u8d35\u5f97\u591a&#8221;\u2014\u2014 \u8d35\u7684\u4e0d\u53ea\u662f\u6a21\u578b\u53c2\u6570\uff0c\u800c\u662f\u628a\u4e00\u6574\u6bb5\u65f6\u7a7a\u5e8f\u5217\u5728\u5355\u5361\u4e0a\u7b97\u5b8c\u7684\u4ee3\u4ef7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5206\u7247\u5230\u5e95\u5728\u5206\u4ec0\u4e48<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a8\u7406\u5206\u7247\u4e0d\u662f\u4e00\u4e2a\u52a8\u4f5c\uff0c\u800c\u662f\u4e00\u7ec4\u53ef\u4ee5\u7ec4\u5408\u7684\u5e76\u884c\u7b56\u7565\u3002\u5728\u89c6\u9891\u751f\u6210\u573a\u666f\u4e0b\uff0c\u771f\u6b63\u8d77\u4f5c\u7528\u7684\u4e3b\u8981\u6709\u4e09\u5c42\u5207\u5206\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f20\u91cf\u5e76\u884c\uff08Tensor Parallel\uff09<\/strong>\uff0c\u628a\u5355\u5c42\u7f51\u7edc\u91cc\u7684\u77e9\u9635\u8fd0\u7b97\u62c6\u5f00\u3002\u6bd4\u5982\u4e00\u4e2a\u7ebf\u6027\u5c42\u7684\u6743\u91cd\u77e9\u9635\u6309\u5217\u6216\u6309\u884c\u5207\u5230\u4e0d\u540c\u663e\u5361\u4e0a\uff0c\u6bcf\u5f20\u5361\u53ea\u7b97\u81ea\u5df1\u90a3\u4e00\u90e8\u5206\uff0c\u518d\u901a\u8fc7\u4e00\u6b21 all-reduce \u901a\u4fe1\u628a\u7ed3\u679c\u62fc\u56de\u6765\u3002\u5b83\u89e3\u51b3\u7684\u662f &#8220;\u5355\u5c42\u5c31\u88c5\u4e0d\u4e0b&#8221; \u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6d41\u6c34\u7ebf\u5e76\u884c\uff08Pipeline Parallel\uff09<\/strong>\uff0c\u628a\u6574\u4e2a\u6a21\u578b\u6309\u5c42\u5207\u6210\u82e5\u5e72\u6bb5\uff0c\u6bcf\u5f20\u5361\u8d1f\u8d23\u4e00\u6bb5\uff0c\u6570\u636e\u50cf\u6d41\u6c34\u7ebf\u4e0a\u7684\u5de5\u4ef6\u4e00\u6837\u4f9d\u6b21\u6d41\u8fc7\u5404\u6bb5\u3002\u5b83\u89e3\u51b3\u7684\u662f &#8220;\u6a21\u578b\u603b\u5c42\u6570\u592a\u591a\u3001\u4e00\u5f20\u5361\u653e\u4e0d\u4e0b&#8221; \u7684\u95ee\u9898\uff0c\u4f46\u4f1a\u5f15\u5165\u6d41\u6c34\u7ebf\u6c14\u6ce1 \u2014\u2014 \u67d0\u4e9b\u5361\u5728\u7b49\u5f85\u6570\u636e\u65f6\u7a7a\u8f6c\uff0c\u6240\u4ee5\u5728\u4f4e\u5ef6\u8fdf\u63a8\u7406\u573a\u666f\u4e0b\u4f7f\u7528\u8981\u8c28\u614e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0a\u4e0b\u6587\u5e76\u884c\uff08Context Parallel\uff09<\/strong>\uff0c\u8fd9\u662f\u89c6\u9891\u751f\u6210\u91cc\u6700\u5173\u952e\u3001\u4e5f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4e00\u5c42\u3002\u5b83\u628a\u8d85\u957f\u7684 token \u5e8f\u5217\u672c\u8eab\u5207\u5f00 \u2014\u2014 \u6bd4\u5982\u6309\u5e27\u6bb5\u5207\uff0c\u8ba9\u4e0d\u540c\u663e\u5361\u5206\u522b\u5904\u7406\u4e0d\u540c\u5e27\u533a\u95f4\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\uff0c\u518d\u901a\u8fc7 ring attention 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class=\"wp-block-paragraph\"><strong>\u4e3a\u4ec0\u4e48\u4e0d\u662f &#8220;\u52a0\u5361\u5c31\u5b8c\u4e8b&#8221;<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u5fc5\u987b\u8bf4\u6e05\u695a\u4e00\u4e2a\u7ecf\u5e38\u88ab\u8425\u9500\u8bdd\u672f\u7565\u8fc7\u7684\u4e8b\u5b9e\uff1a\u5206\u7247\u4e0d\u662f\u514d\u8d39\u7684\uff0c\u591a\u5361\u4e0d\u7b49\u4e8e\u7ebf\u6027\u63d0\u901f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6bcf\u5f20\u5361\u628a\u81ea\u5df1\u90a3\u90e8\u5206\u7b97\u5b8c\u4e4b\u540e\uff0c\u9700\u8981\u548c\u5176\u4ed6\u5361\u4ea4\u6362\u4e2d\u95f4\u7ed3\u679c \u2014\u2014all-reduce\u3001all-gather \u8fd9\u4e9b\u96c6\u5408\u901a\u4fe1\u64cd\u4f5c\uff0c\u5bf9\u5361\u95f4\u5e26\u5bbd\u6781\u5176\u654f\u611f\u3002\u5728 NVLink \u8fd9\u7c7b\u9ad8\u901f\u4e92\u8054\u4e0b\uff0c\u901a\u4fe1\u53ef\u80fd\u53ea\u5360\u603b\u65f6\u95f4\u7684\u4e00\u5c0f\u90e8\u5206\uff1b\u4f46\u5982\u679c\u8dd1\u5728\u666e\u901a PCIe \u751a\u81f3\u8fdc\u7a0b\u7f51\u7edc\u4e0a\uff0c\u901a\u4fe1\u5f00\u9500\u4f1a\u8fc5\u901f\u541e\u566c\u6389\u5206\u7247\u5e26\u6765\u7684\u8ba1\u7b97\u7ea2\u5229\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c<strong>\u5206\u7247\u67b6\u6784\u7684\u6536\u76ca\uff0c\u4e00\u534a\u53d6\u51b3\u4e8e\u7b97\u6cd5\u5207\u5f97\u597d\u4e0d\u597d\uff0c\u53e6\u4e00\u534a\u53d6\u51b3\u4e8e\u5e95\u5c42\u4e92\u8054\u591f\u4e0d\u591f\u5feb<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u4e00\u4e2a\u73b0\u5b9e\u95ee\u9898\u662f &#8220;\u751c\u871c\u70b9&#8221;\u3002\u89c6\u9891\u53ea\u6709\u4e24\u4e09\u79d2\u3001\u5206\u8fa8\u7387\u4e0d\u9ad8\u65f6\uff0c\u5355\u5361\u53ef\u80fd\u672c\u6765\u5c31\u8dd1\u5f97\u52a8\uff0c\u5f3a\u884c\u5206\u7247\u53cd\u800c\u56e0\u4e3a\u901a\u4fe1\u62d6\u6162\u6574\u4f53\u3002\u5206\u7247\u771f\u6b63\u53d1\u6325\u4ef7\u503c\u7684\u533a\u95f4\uff0c\u901a\u5e38\u662f\u5355\u5361\u663e\u5b58\u6216\u7b97\u529b\u903c\u8fd1\u6781\u9650\u7684\u573a\u666f \u2014\u2014 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