{"id":5375,"date":"2024-04-22T16:48:00","date_gmt":"2024-04-22T08:48:00","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=5375"},"modified":"2024-11-14T14:28:40","modified_gmt":"2024-11-14T06:28:40","slug":"whats-infini-attention","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/zh-hant\/whats-infini-attention","title":{"rendered":"Infini-attention\u662f\u4ec0\u9ebc\uff1f\u7a81\u7834\u8a9e\u8a00\u6a21\u578b\u5c0d\u8a71\u6975\u9650\u7684\u9769\u547d\u6027\u6280\u8853"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u4eba\u5de5\u667a\u6167(AI)\u9818\u57df\u8fd1\u5e74\u4f86\u767c\u5c55\u8fc5\u901f\uff0c\u5176\u4e2d\u5927\u578b\u8a9e\u8a00\u6a21\u578b(Large Language Models, LLMs)\u7684\u51fa\u73fe\uff0c\u70ba\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u5e36\u4f86\u4e86\u91cd\u5927\u7a81\u7834\u3002\u9019\u4e9b\u6a21\u578b\u80fd\u5920\u751f\u6210\u6d41\u66a2\u7684\u6587\u672c\u3001\u7ffb\u8b6f\u591a\u570b\u8a9e\u8a00\uff0c\u4e26\u5c0d\u8907\u96dc\u554f\u984c\u63d0\u4f9b\u8a73\u76e1\u7684\u89e3\u7b54\u3002\u7136\u800c\uff0cLLMs\u4ecd\u9762\u81e8\u4e00\u500b\u74f6\u9838\uff1a\u5b83\u5011\u4e00\u6b21\u53ea\u80fd\u8655\u7406\u6709\u9650\u7684\u4fe1\u606f\u91cf\u3002\u9019\u5c31\u50cf\u8207\u4e00\u500b\u53ea\u80fd\u8a18\u4f4f\u6700\u8fd1\u5e7e\u53e5\u5c0d\u8a71\u7684\u4eba\u4ea4\u8ac7\uff0c\u96e3\u4ee5\u6df1\u5165\u63a2\u8a0e\u5fa9\u96dc\u7684\u8a71\u984c\u3002\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u7a81\u7834\u9019\u4e00\u9650\u5236\uff0cGoogle\u7814\u7a76\u5718\u968a\u63a8\u51fa\u4e86<a href=\"https:\/\/dataconomy.com\/2024\/04\/16\/google-infini-attention-technique\/\" target=\"_blank\" rel=\"noreferrer noopener\">Infini-attention\u6280\u8853<\/a>\u3002\u9019\u9805\u5275\u65b0\u8ce6\u4e88LLMs\u5728\u5c0d\u8a71\u4e2d\u4fdd\u7559\u548c\u5229\u7528\u5927\u91cf\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u5920\u66f4\u5168\u9762\u5730\u7406\u89e3\u4e0a\u4e0b\u6587\uff0c\u63d0\u4f9b\u66f4\u7cbe\u6e96\u3001\u9023\u8cab\u7684\u56de\u61c9\u3002Infini-attention\u7684\u51fa\u73fe\uff0c\u6709\u671b\u5fb9\u5e95\u6539\u8b8a\u6211\u5011\u8207AI\u6a21\u578b\u4e92\u52d5\u7684\u65b9\u5f0f\uff0c\u958b\u555f\u66f4\u6df1\u5165\u3001\u66f4\u81ea\u7136\u7684\u5c0d\u8a71\u9ad4\u9a57\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u50b3\u7d71<\/strong><strong>LLMs<\/strong><strong>\u7684\u5c40\u9650\u6027<\/strong>&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u50b3\u7d71\u7684LLMs\u901a\u5e38\u4ee5\u56fa\u5b9a\u5927\u5c0f\u7684\u4fe1\u606f\u584a\u9032\u884c\u8655\u7406\uff0c\u5c08\u6ce8\u65bc\u7576\u524d\u7684\u4fe1\u606f\u584a\uff0c\u800c\u4e1f\u68c4\u6216\u58d3\u7e2e\u4e4b\u524d\u7684\u5167\u5bb9\u3002\u9019\u7a2e\u65b9\u6cd5\u9650\u5236\u4e86\u6a21\u578b\u6355\u6349\u9577\u8ddd\u96e2\u4f9d\u8cf4\u95dc\u4fc2\u548c\u4fdd\u7559\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5728\u9700\u8981\u5ee3\u6cdb\u7406\u89e3\u7684\u4efb\u52d9\u4e2d\uff0c\u5982\u7e3d\u7d50\u8907\u96dc\u7684\u6b77\u53f2\u4e8b\u4ef6\u6216\u5275\u4f5c\u9700\u8981\u8a73\u7d30\u80cc\u666f\u7684\u865b\u69cb\u6545\u4e8b\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Infini-attention\u901a\u904e\u5275\u65b0\u7684\u4fe1\u606f\u8655\u7406\u6a5f\u5236\uff0c\u514b\u670d\u4e86\u9019\u4e00\u5c40\u9650\u3002\u5b83\u7d50\u5408\u4e86\u73fe\u6709\u7684\u6ce8\u610f\u529b\u6a5f\u5236\u548c\u9ad8\u6548\u7684\u8a18\u61b6\u7ba1\u7406\u6280\u8853\uff0c\u4f7fLLMs\u80fd\u5920\u5145\u5206\u5229\u7528\u904e\u53bb\u4e92\u52d5\u4e2d\u7684\u4fe1\u606f\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u6a21\u578b\u5728\u9577\u6587\u672c\u7406\u89e3\u548c\u751f\u6210\u65b9\u9762\u7684\u8868\u73fe\u3002&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Infini-attention<\/strong><strong>\u7684\u6838\u5fc3\u529f\u80fd<\/strong>&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Infini-attention\u7684\u5de5\u4f5c\u539f\u7406\u53ef\u4ee5\u5206\u70ba\u4ee5\u4e0b\u5e7e\u500b\u95dc\u9375\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4fe1\u606f\u5206\u584a\u8207\u6ce8\u610f\u529b\u6a5f\u5236<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8207\u50b3\u7d71LLMs\u985e\u4f3c\uff0cInfini-attention\u9996\u5148\u5c07\u8f38\u5165\u7684\u6587\u672c\u5e8f\u5217\u5206\u5272\u6210\u66f4\u5c0f\u7684\u4fe1\u606f\u584a\u3002\u5728\u8655\u7406\u6bcf\u500b\u4fe1\u606f\u584a\u6642\uff0c\u6a21\u578b\u63a1\u7528\u6ce8\u610f\u529b\u6a5f\u5236\u4f86\u8b58\u5225\u8207\u7576\u524d\u4efb\u52d9\u6700\u76f8\u95dc\u7684\u90e8\u5206\u3002\u9019\u500b\u6ce8\u610f\u529b\u6a5f\u5236\u6703\u70ba\u4fe1\u606f\u584a\u5167\u7684\u4e0d\u540c\u5143\u7d20\u5206\u914d\u6b0a\u91cd\uff0c\u8868\u793a\u5b83\u5011\u5c0d\u7576\u524d\u4e0a\u4e0b\u6587\u7684\u91cd\u8981\u6027\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u58d3\u7e2e\u8a18\u61b6\u7684\u751f\u6210<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8207\u50b3\u7d71\u6a21\u578b\u76f4\u63a5\u4e1f\u68c4\u6216\u5927\u5e45\u58d3\u7e2e\u904e\u53bb\u7684\u4fe1\u606f\u584a\u4e0d\u540c\uff0cInfini-attention\u5229\u7528\u6ce8\u610f\u529b\u6b0a\u91cd\uff0c\u751f\u6210\u4e00\u500b\u58d3\u7e2e\u7684\u8a18\u61b6\u8868\u793a\u3002\u9019\u500b\u58d3\u7e2e\u8868\u793a\u512a\u5148\u4fdd\u7559\u4e86\u6ce8\u610f\u529b\u6a5f\u5236\u8a8d\u70ba\u91cd\u8981\u7684\u4fe1\u606f\uff0c\u6355\u6349\u4e86\u5df2\u8655\u7406\u4fe1\u606f\u584a\u7684\u7cbe\u83ef\u3002\u672c\u8cea\u4e0a\uff0c\u5b83\u63d0\u53d6\u4e86\u4e00\u500b\u4fe1\u606f\u91cf\u8c50\u5bcc\u7684\u6458\u8981\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8a18\u61b6\u7684\u5b58\u5132\u8207\u6aa2\u7d22<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210\u7684\u58d3\u7e2e\u8a18\u61b6\u8868\u793a\u6703\u88ab\u5b58\u5132\u5728LLM\u5167\u90e8\u7684\u5c08\u7528\u8a18\u61b6\u7a7a\u9593\u4e2d\u3002\u9019\u500b\u8a18\u61b6\u7a7a\u9593\u5c08\u70ba\u9ad8\u6548\u6aa2\u7d22\u548c\u5229\u7528\u800c\u8a2d\u8a08\u3002\u96d6\u7136\u5177\u9ad4\u7684\u5be6\u73fe\u7d30\u7bc0\u5c1a\u672a\u516c\u958b\uff0c\u4f46\u53ef\u80fd\u63a1\u7528\u4e86\u985e\u4f3c\u9375\u503c\u5b58\u5132\u6216\u5206\u5c64\u7d50\u69cb\u7684\u6280\u8853\uff0c\u4ee5\u5be6\u73fe\u57fa\u65bc\u76f8\u95dc\u6027\u7684\u5feb\u901f\u8a2a\u554f\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8655\u7406\u65b0\u7684\u4fe1\u606f\u584a\u6642\uff0cLLM\u4e0d\u50c5\u4f9d\u8cf4\u7576\u524d\u7684\u5167\u5bb9\uff0c\u9084\u80fd\u5f9e\u5c08\u7528\u5b58\u5132\u7a7a\u9593\u4e2d\u6aa2\u7d22\u8207\u4e4b\u76f8\u95dc\u7684\u58d3\u7e2e\u8a18\u61b6\u3002\u9019\u500b\u6aa2\u7d22\u904e\u7a0b\u5229\u7528\u4e86\u58d3\u7e2e\u8a18\u61b6\u7684\u6ce8\u610f\u529b\u6b0a\u91cd\uff0c\u78ba\u4fdd\u4e86\u6240\u6aa2\u7d22\u7684\u4fe1\u606f\u8207\u7576\u524d\u7684\u4e0a\u4e0b\u6587\u76f8\u547c\u61c9\u3002\u901a\u904e\u6574\u5408\u7576\u524d\u4fe1\u606f\u584a\u548c\u76f8\u95dc\u7684\u904e\u53bb\u4e0a\u4e0b\u6587\uff0cLLM\u80fd\u5920\u66f4\u5168\u9762\u5730\u7406\u89e3\u6574\u500b\u8f38\u5165\u5e8f\u5217\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Infini-attention<\/strong><strong>\u7684\u6f5b\u5728\u76ca\u8655<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Infini-attention\u70baLLMs\u63d0\u4f9b\u4e86\u5728\u4e92\u52d5\u4e2d\u8003\u616e\u66f4\u5ee3\u6cdb\u4fe1\u606f\u7684\u80fd\u529b\uff0c\u9019\u7a2e\u589e\u5f37\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u529b\u53ef\u4ee5\u5e36\u4f86\u591a\u65b9\u9762\u7684\u76ca\u8655:&nbsp;<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u901a\u904e\u6574\u5408\u66f4\u591a\u76f8\u95dc\u4fe1\u606f\uff0cLLMs\u80fd\u5920\u5c0d\u8907\u96dc\u7684\u67e5\u8a62\u751f\u6210\u66f4\u6e96\u78ba\u3001\u66f4\u8a73\u76e1\u7684\u56de\u61c9\u3002\u00a0<\/li>\n\n\n\n<li>Infini-attention\u4f7fLLMs\u80fd\u5920\u901a\u904e\u8a18\u61b6\u4e92\u52d5\u4e2d\u7684\u904e\u5f80\u5143\u7d20\uff0c\u8ddf\u4e0a\u5fa9\u96dc\u7684\u8ad6\u8b49\u601d\u8def\u3002\u9019\u4f7f\u5176\u80fd\u5920\u57f7\u884c\u9700\u8981\u908f\u8f2f\u63a8\u7406\u548c\u63a8\u65b7\u7684\u4efb\u52d9\u3002\u00a0<\/li>\n\n\n\n<li>\u64c1\u6709\u66f4\u5ee3\u6cdb\u7684\u4e0a\u4e0b\u6587\uff0cLLMs\u80fd\u5920\u751f\u6210\u66f4\u5177\u5275\u9020\u529b\u3001\u9023\u8cab\u6027\u7684\u6587\u672c\uff0c\u5982\u5287\u672c\u3001\u8a69\u6b4c\u6216\u96fb\u5b50\u90f5\u4ef6\u7b49\uff0c\u4e26\u91dd\u5c0d\u7279\u5b9a\u60c5\u5883\u9032\u884c\u91cf\u8eab\u5b9a\u5236\u3002\u00a0<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u95dc\u65bc\u4e0a\u4e0b\u6587\u7684\u601d\u8003\uff1a\u5927\u800c\u5168\u672a\u5fc5\u76e1\u5584<\/strong>\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136Infini-attention\u8b93LLMs\u80fd\u5920\u8655\u7406\u6d77\u91cf\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f46\u6211\u5011\u4e5f\u9700\u8981\u601d\u8003:\u7121\u9650\u7684\u4e0a\u4e0b\u6587\u662f\u5426\u7e3d\u662f\u6700\u4f73\u9078\u64c7?\u904e\u5ea6\u5197\u9577\u7684\u4e0a\u4e0b\u6587\u53ef\u80fd\u6703\u7d66\u6a21\u578b\u5e36\u4f86\u65b0\u7684\u6311\u6230\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u60f3\u4e00\u4e0b\uff0c\u5982\u679c\u6211\u5011\u5411AI\u63d0\u4f9b\u4e86\u904e\u591a\u4e0d\u76f8\u95dc\u7684\u7d30\u7bc0\uff0c\u5b83\u53ef\u80fd\u96e3\u4ee5\u8b58\u5225\u95dc\u9375\u9ede\u4e26\u7d66\u51fa\u9023\u8cab\u7684\u56de\u61c9\u3002\u6b64\u5916\uff0c\u5b58\u5132\u548c\u8655\u7406\u5927\u91cf\u4e0a\u4e0b\u6587\u9700\u8981\u5f37\u5927\u7684\u8a08\u7b97\u8cc7\u6e90\uff0c\u9019\u53ef\u80fd\u5c0e\u81f4\u4ea4\u4e92\u901f\u5ea6\u8b8a\u6162\uff0c\u5f71\u97ff\u7528\u6236\u9ad4\u9a57\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5728\u61c9\u7528Infini-attention\u6642\uff0c\u627e\u5230\u4e0a\u4e0b\u6587\u898f\u6a21\u7684\u5e73\u8861\u9ede\u81f3\u95dc\u91cd\u8981\u3002\u5c0d\u65bc\u8907\u96dc\u7684\u4efb\u52d9\u5982\u554f\u7b54\u6216\u5275\u610f\u5beb\u4f5c\uff0c\u66f4\u5ee3\u6cdb\u7684\u4e0a\u4e0b\u6587\u7121\u7591\u662f\u6709\u76ca\u7684\uff1b\u4f46\u5c0d\u65bc\u7c21\u55ae\u7684\u4ea4\u4e92\uff0c\u904e\u591a\u7684\u4fe1\u606f\u53ef\u80fd\u9069\u5f97\u5176\u53cd\u3002\u6211\u5011\u9700\u8981\u70baAI\u63d0\u4f9b\u8db3\u5920\u7684\u80cc\u666f\u4fe1\u606f\u4ee5\u7406\u89e3\u7576\u524d\u60c5\u5883\uff0c\u4f46\u4e5f\u8981\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u5197\u9918\u3002\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7d50\u8a9e<\/strong>&nbsp;<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Infini-attention\u6280\u8853\u7684\u63a8\u51fa\uff0c\u6a19\u8a8c\u8457\u8a9e\u8a00\u6a21\u578b\u5728\u8655\u7406\u8907\u96dc\u5c0d\u8a71\u65b9\u9762\u7684\u91cd\u5927\u9032\u6b65\u3002\u5b83\u901a\u904e\u8ce6\u4e88LLMs\u9748\u6d3b\u5229\u7528\u4e0a\u4e0b\u6587\u7684\u80fd\u529b\uff0c\u958b\u555f\u4e86\u66f4\u6e96\u78ba\u3001\u66f4\u5438\u5f15\u4eba\u7684AI\u4ea4\u4e92\u7684\u5927\u9580\u3002\u96a8\u8457\u4f01\u696d\u5c07\u9019\u4e00\u5275\u65b0\u6574\u5408\u5230\u7522\u54c1\u548c\u670d\u52d9\u4e2d\uff0c\u7528\u6236\u6709\u671b\u7372\u5f97\u66f4\u500b\u6027\u5316\u3001\u66f4\u667a\u80fd\u7684AI\u9ad4\u9a57\u3002&nbsp;<\/p>\n\n\n\n<p 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