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Memory\uff09<\/h3>\n<p>\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u9002\u7528\u4e8e\u5e8f\u5217\u6570\u636e\u5904\u7406\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u67b6\u6784\u3002LSTM\u901a\u8fc7\u8bbe\u8ba1\u7684\u7ec6\u80de\u72b6\u6001\u548c\u95e8\u63a7\u5355\u5143\uff0c\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u548c\u8bb0\u5fc6\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u9002\u5408\u4e8e\u8bed\u8a00\u6a21\u578b\u548c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5efa\u6a21\u3002<\/p>\n<p>LSTM\u7684\u5173\u952e\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u8bb0\u5fc6\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff1a<\/strong> 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href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/\">LSTM\u8be6\u89e3<\/a> &#8211; Colah&#8217;s Blog\u4e0a\u5173\u4e8eLSTM\u7684\u8be6\u7ec6\u89e3\u91ca\u3002<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">Deep Learning Book<\/a> &#8211; \u6df1\u5ea6\u5b66\u4e60\u7684\u7ecf\u5178\u6559\u6750\uff0c\u6709\u5173\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u7ae0\u8282\u8be6\u7ec6\u4ecb\u7ecd\u4e86LSTM\u7684\u539f\u7406\u548c\u5e94\u7528\u3002<\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/\">TensorFlow\u5b98\u65b9\u6587\u6863<\/a> &#8211; TensorFlow\u662f\u4e00\u4e2a\u6d41\u884c\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u652f\u6301LSTM\u7b49\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u5b9e\u73b0\u548c\u5e94\u7528\u3002<\/li>\n<li><a href=\"https:\/\/pytorch.org\/\">PyTorch\u5b98\u65b9\u6587\u6863<\/a> &#8211; PyTorch\u662f\u53e6\u4e00\u4e2a\u6d41\u884c\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\u548c\u793a\u4f8b\uff0c\u652f\u6301LSTM\u7b49\u6a21\u578b\u7684\u5f00\u53d1\u548c\u4f18\u5316\u3002<\/li>\n<\/ol>\n<hr \/>\n<p>\u901a\u8fc7\u8fd9\u7bc7\u535a\u5ba2\u6587\u7ae0\uff0c\u8bfb\u8005\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u5982\u4f55\u8bad\u7ec3\u548c\u4f18\u5316\u4e00\u4e2a\u9002\u7528\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e94\u7528\u63d0\u4f9b\u66f4\u7cbe\u786e\u548c\u5b9a\u5236\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u968f\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Models\uff09\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u5c55\u73b0\u51fa\u4e86\u5f3a\u5927\u7684\u80fd\u529b\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u80fd\u591f\u751f\u6210\u81ea\u7136\u3001\u6d41\u7545\u7684\u6587\u672c\uff0c\u8fd8\u80fd\u591f\u7406\u89e3\u8bed\u4e49\u3001\u8fdb\u884c\u63a8\u7406\uff0c\u751a\u81f3\u5728\u6587\u672c\u751f\u6210\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u95ee\u7b54\u7cfb\u7edf\u7b49\u4efb\u52a1\u4e2d\u8fbe\u5230\u4eba\u7c7b\u6c34\u5e73\u7684\u8868\u73b0\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u9002\u7528\u4e8e\u7279\u5b9a\u9886\u57df\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u91cd\u70b9\u4ee5LSTM\u4e3a\u4f8b\u8fdb\u884c\u6df1\u5165\u8bb2\u89e3\u3002 \u4ec0\u4e48\u662f\u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\uff1f \u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\u662f\u6307\u4e3a\u4e86\u7279\u5b9a\u884c\u4e1a\u3001\u9886\u57df\u6216\u4efb\u52a1\u8fdb\u884c\u4f18\u5316\u548c\u8bad\u7ec3\u7684\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3002\u76f8\u6bd4\u901a\u7528\u7684\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-3\uff09\uff0c\u9886\u57df\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u7684\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u4f18\u5316\u548c\u8c03\u6574\uff0c\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u5e94\u7528\u573a\u666f\u7684\u9700\u6c42\u3002 1. \u51c6\u5907\u6570\u636e\u96c6 \u6570\u636e\u91c7\u96c6\u4e0e\u6e05\u6d17 \u9996\u5148\uff0c\u9700\u8981\u6536\u96c6\u4e0e\u76ee\u6807\u9886\u57df\u76f8\u5173\u7684\u5927\u91cf\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u5305\u62ec\u9886\u57df\u5185\u7684\u6587\u672c\u6587\u6863\u3001\u4e13\u4e1a\u671f\u520a\u6587\u7ae0\u3001\u7f51\u7edc\u5185\u5bb9\u7b49\u3002\u6570\u636e\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\u5bf9\u4e8e\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u6027\u80fd\u81f3\u5173\u91cd\u8981\uff0c\u56e0\u6b64\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u8986\u76d6\u9762\u662f\u5173\u952e\u3002 \u6570\u636e\u9884\u5904\u7406 \u5728\u5c06\u6570\u636e\u8f93\u5165\u6a21\u578b\u4e4b\u524d\uff0c\u9700\u8981\u8fdb\u884c\u6570\u636e\u9884\u5904\u7406\u3002\u8fd9\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u5206\u8bcd\u3001\u53bb\u9664\u505c\u7528\u8bcd\u3001\u8bcd\u5e72\u63d0\u53d6\u6216\u8bcd\u5f62\u8fd8\u539f\u7b49\u64cd\u4f5c\uff0c\u4ee5\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u7406\u89e3\u548c\u5904\u7406\u6587\u672c\u7684\u57fa\u672c\u8bed\u4e49\u3002 2. \u9009\u62e9\u9002\u5f53\u7684\u6a21\u578b\u67b6\u6784 \u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u6027\u548c\u6570\u636e\u96c6\u7684\u7279\u70b9\uff0c\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u67b6\u6784\u81f3\u5173\u91cd\u8981\u3002\u5728\u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u4e2d\uff0c\u5e38\u7528\u7684\u6a21\u578b\u67b6\u6784\u5305\u62ec\uff1a LSTM\uff08Long Short-Term Memory\uff09 \u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u9002\u7528\u4e8e\u5e8f\u5217\u6570\u636e\u5904\u7406\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u67b6\u6784\u3002LSTM\u901a\u8fc7\u8bbe\u8ba1\u7684\u7ec6\u80de\u72b6\u6001\u548c\u95e8\u63a7\u5355\u5143\uff0c\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u548c\u8bb0\u5fc6\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u9002\u5408\u4e8e\u8bed\u8a00\u6a21\u578b\u548c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5efa\u6a21\u3002 LSTM\u7684\u5173\u952e\u7279\u70b9\u5305\u62ec\uff1a \u8bb0\u5fc6\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff1a \u901a\u8fc7\u95e8\u63a7\u673a\u5236\uff08\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u3001\u8f93\u51fa\u95e8\uff09\uff0c\u6709\u6548\u5730\u5904\u7406\u548c\u5b66\u4e60\u6587\u672c\u4e2d\u7684\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u5bf9\u8bed\u5883\u7684\u7406\u89e3\u80fd\u529b\u3002 \u9002\u7528\u4e8e\u5e8f\u5217\u6570\u636e\uff1a LSTM\u7279\u522b\u9002\u5408\u5904\u7406\u8f93\u5165\u548c\u8f93\u51fa\u90fd\u662f\u5e8f\u5217\u7684\u4efb\u52a1\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u673a\u5668\u7ffb\u8bd1\u7b49\u3002 \u6df1\u5165\u4e86\u89e3LSTM\u7684\u5de5\u4f5c\u539f\u7406\u548c\u5e94\u7528\u573a\u666f\uff0c\u53ef\u4ee5\u53c2\u8003\u4ee5\u4e0b\u8d44\u6e90\uff1a LSTM\u8be6\u89e3 &#8211; Colah&#8217;s Blog\u4e0a\u5173\u4e8eLSTM\u7684\u8be6\u7ec6\u89e3\u91ca\u3002 Deep Learning Book &#8211; \u6df1\u5ea6\u5b66\u4e60\u7684\u7ecf\u5178\u6559\u6750\uff0c\u6709\u5173\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7684\u7ae0\u8282\u8be6\u7ec6\u4ecb\u7ecd\u4e86LSTM\u7684\u539f\u7406\u548c\u5e94\u7528\u3002 3. \u6a21\u578b\u8bad\u7ec3\u4e0e\u8c03\u4f18 \u521d\u59cb\u5316\u548c\u9884\u8bad\u7ec3 \u5728\u8fdb\u884c\u9886\u57df\u6a21\u578b\u7684\u8bad\u7ec3\u4e4b\u524d\uff0c\u901a\u5e38\u4f1a\u5148\u5728\u5927\u89c4\u6a21\u901a\u7528\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff08\u5982GPU\u6216TPU\uff09\u548c\u957f\u65f6\u95f4\u7684\u8bad\u7ec3\u5468\u671f\uff0c\u4ee5\u4fbf\u6a21\u578b\u5b66\u4e60\u8bed\u8a00\u7684\u901a\u7528\u7279\u5f81\u548c\u6a21\u5f0f\u3002 \u9886\u57df\u5fae\u8c03 \u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u63a5\u4e0b\u6765\u662f\u5728\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\u3002\u5fae\u8c03\u7684\u76ee\u7684\u662f\u8fdb\u4e00\u6b65\u4f18\u5316\u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u597d\u5730\u9002\u5e94\u7279\u5b9a\u9886\u57df\u7684\u8bed\u8a00\u98ce\u683c\u3001\u672f\u8bed\u548c\u4efb\u52a1\u9700\u6c42\u3002 4. \u8bc4\u4f30\u4e0e\u4f18\u5316 \u6a21\u578b\u8bc4\u4f30 \u5728\u8bad\u7ec3\u548c\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u4f7f\u7528\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u3002\u5e38\u7528\u7684\u8bc4\u4f30\u6307\u6807\u5305\u62ec\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u7b49\uff0c\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u5728\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002 \u6a21\u578b\u4f18\u5316 \u6839\u636e\u8bc4\u4f30\u7ed3\u679c\u8fdb\u884c\u6a21\u578b\u7684\u8fdb\u4e00\u6b65\u4f18\u5316\u548c\u8c03\u6574\u3002\u8fd9\u53ef\u80fd\u5305\u62ec\u8c03\u6574\u8d85\u53c2\u6570\u3001\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u7684\u591a\u6837\u6027\u3001\u6539\u8fdb\u6570\u636e\u9884\u5904\u7406\u6d41\u7a0b\u7b49\u64cd\u4f5c\u3002 5. \u90e8\u7f72\u4e0e\u5e94\u7528 \u6a21\u578b\u90e8\u7f72 \u5b8c\u6210\u8bad\u7ec3\u548c\u4f18\u5316\u540e\uff0c\u5c06\u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002\u90e8\u7f72\u8fc7\u7a0b\u6d89\u53ca\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u3001\u670d\u52a1\u6216\u5e73\u53f0\u4e2d\uff0c\u4ee5\u5b9e\u73b0\u5b9e\u9645\u7684\u5e94\u7528\u9700\u6c42\u3002 \u6301\u7eed\u5b66\u4e60\u4e0e\u66f4\u65b0 \u968f\u7740\u9886\u57df\u7684\u53d1\u5c55\u548c\u65b0\u6570\u636e\u7684\u51fa\u73b0\uff0c\u6a21\u578b\u9700\u8981\u8fdb\u884c\u6301\u7eed\u5b66\u4e60\u548c\u66f4\u65b0\u3002\u5b9a\u671f\u76d1\u6d4b\u6a21\u578b\u7684\u8868\u73b0\uff0c\u5e76\u6839\u636e\u9700\u8981\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u548c\u8c03\u6574\uff0c\u4ee5\u4fdd\u6301\u6a21\u578b\u7684\u7cbe\u5ea6\u548c\u6548\u679c\u3002 \u7ed3\u8bba \u901a\u8fc7\u672c\u6587\uff0c\u60a8\u6df1\u5165\u4e86\u89e3\u4e86\u5982\u4f55\u8bad\u7ec3\u4e00\u4e2a\u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8be6\u7ec6\u6b65\u9aa4\u548c\u5173\u952e\u6280\u672f\u3002\u4ece\u51c6\u5907\u6570\u636e\u96c6\u3001\u9009\u62e9\u6a21\u578b\u67b6\u6784\u5230\u8bad\u7ec3\u8c03\u4f18\uff0c\u6bcf\u4e2a\u9636\u6bb5\u90fd\u5bf9\u6700\u7ec8\u6a21\u578b\u7684\u8d28\u91cf\u548c\u6027\u80fd\u4ea7\u751f\u91cd\u8981\u5f71\u54cd\u3002\u9886\u57df\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u4e0d\u4ec5\u80fd\u591f\u4e3a\u7279\u5b9a\u9886\u57df\u7684\u5e94\u7528\u63d0\u4f9b\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848\uff0c\u4e5f\u63a8\u52a8\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u7684\u8fdb\u6b65\u548c\u5e94\u7528\u62d3\u5c55\u3002 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