{"id":5484,"date":"2023-08-11T23:46:35","date_gmt":"2023-08-11T15:46:35","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5484"},"modified":"2024-12-13T20:35:43","modified_gmt":"2024-12-13T12:35:43","slug":"%e4%bd%bf%e7%94%a8-python-%e4%b8%ad%e7%9a%84-langchain-%e5%be%9e%e9%9b%b6%e5%88%b0%e9%ab%98%e7%b4%9a%e5%bf%ab%e9%80%9f%e9%80%b2%e8%a1%8c%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5484","title":{"rendered":"\u4f7f\u7528 Python \u4e2d\u7684 Langchain \u5f9e\u96f6\u5230\u9ad8\u7d1a\u5feb\u901f\u9032\u884c\u5de5\u7a0b"},"content":{"rendered":"\n<p>2023-08-11 | \u963f\u5c24\u4ec0\u00b7\u7c73\u5854\u723e<\/p>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u4e00\u500b\u91cd\u8981\u65b9\u9762\u662f\u9019\u4e9b\u6a21\u578b\u7528\u65bc\u5b78\u7fd2\u7684\u53c3\u6578\u6578\u91cf\u3002 \u6a21\u578b\u64c1\u6709\u7684\u53c3\u6578\u8d8a\u591a\uff0c\u5b83\u5c31\u80fd\u66f4\u597d\u5730\u7406\u89e3\u55ae\u8a5e\u548c\u77ed\u8a9e\u4e4b\u9593\u7684\u95dc\u4fc2\u3002 \u9019\u610f\u5473\u8457\u5177\u6709\u6578\u5341\u5104\u500b\u53c3\u6578\u7684\u6a21\u578b\u6709\u80fd\u529b\u751f\u6210\u5404\u7a2e\u5275\u9020\u6027\u7684\u6587\u672c\u683c\u5f0f\uff0c\u4e26\u4ee5\u4fe1\u606f\u8c50\u5bcc\u7684\u65b9\u5f0f\u56de\u7b54\u958b\u653e\u5f0f\u548c\u6311\u6230\u6027\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p>ChatGPT \u7b49\u6cd5\u5b78\u78a9\u58eb\u5229\u7528 Transformer \u6a21\u578b\uff0c\u7cbe\u901a\u7406\u89e3\u548c\u751f\u6210\u4eba\u985e\u8a9e\u8a00\uff0c\u9019\u4f7f\u5f97\u5b83\u5011\u5c0d\u65bc\u9700\u8981\u81ea\u7136\u8a9e\u8a00\u7406\u89e3\u7684\u61c9\u7528\u7a0b\u5e8f\u975e\u5e38\u6709\u7528\u3002 \u7136\u800c\uff0c\u5b83\u5011\u4e26\u975e\u6c92\u6709\u5c40\u9650\u6027\uff0c\u5176\u4e2d\u5305\u62ec\u904e\u6642\u7684\u77e5\u8b58\u3001\u7121\u6cd5\u8207\u5916\u90e8\u7cfb\u7d71\u4ea4\u4e92\u3001\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u6709\u6642\u6703\u7522\u751f\u807d\u8d77\u4f86\u5408\u7406\u4f46\u4e0d\u6b63\u78ba\u6216\u7121\u610f\u7fa9\u7684\u97ff\u61c9\u7b49\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><a href=\"https:\/\/i0.wp.com\/www.unite.ai\/wp-content\/uploads\/2023\/08\/LLM.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.unite.ai\/wp-content\/uploads\/2023\/08\/LLM.png?w=640&#038;ssl=1\" alt=\"\" class=\"wp-image-189100\" style=\"width:654px;height:auto\"\/><\/a><\/figure>\n<\/div>\n\n\n<p>\u89e3\u6c7a\u9019\u4e9b\u9650\u5236\u9700\u8981\u5c07\u6cd5\u5b78\u78a9\u58eb\u8207\u5916\u90e8\u6578\u64da\u6e90\u548c\u529f\u80fd\u96c6\u6210\uff0c\u9019\u53ef\u80fd\u6703\u5e36\u4f86\u8907\u96dc\u6027\u4e26\u9700\u8981\u5ee3\u6cdb\u7684\u7de8\u78bc\u548c\u6578\u64da\u8655\u7406\u6280\u80fd\u3002 \u518d\u52a0\u4e0a\u7406\u89e3\u4eba\u5de5\u667a\u80fd\u6982\u5ff5\u548c\u5fa9\u96dc\u7b97\u6cd5\u7684\u6311\u6230\uff0c\u5c0e\u81f4\u4e86\u8207\u4f7f\u7528\u6cd5\u5b78\u78a9\u58eb\u958b\u767c\u61c9\u7528\u7a0b\u5e8f\u76f8\u95dc\u7684\u5b78\u7fd2\u66f2\u7dda\u3002<\/p>\n\n\n\n<p>\u5118\u7ba1\u5982\u6b64\uff0c\u5c07\u6cd5\u5b78\u78a9\u58eb\u8207\u5176\u4ed6\u5de5\u5177\u96c6\u6210\u4ee5\u5f62\u6210\u6cd5\u5b78\u78a9\u58eb\u652f\u6301\u7684\u61c9\u7528\u7a0b\u5e8f\u53ef\u4ee5\u91cd\u65b0\u5b9a\u7fa9\u6211\u5011\u7684\u6578\u5b57\u666f\u89c0\u3002 \u6b64\u985e\u61c9\u7528\u7a0b\u5e8f\u7684\u6f5b\u529b\u662f\u5de8\u5927\u7684\uff0c\u5305\u62ec\u63d0\u9ad8\u6548\u7387\u548c\u751f\u7522\u529b\u3001\u7c21\u5316\u4efb\u52d9\u3001\u589e\u5f37\u6c7a\u7b56\u4ee5\u53ca\u63d0\u4f9b\u500b\u6027\u5316\u9ad4\u9a57\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u5011\u5c07\u6df1\u5165\u7814\u7a76\u9019\u4e9b\u554f\u984c\uff0c\u63a2\u7d22\u4f7f\u7528 Langchain \u9032\u884c\u5373\u6642\u5de5\u7a0b\u7684\u5148\u9032\u6280\u8853\uff0c\u63d0\u4f9b\u6e05\u6670\u7684\u89e3\u91cb\u3001\u5be6\u969b\u793a\u4f8b\u4ee5\u53ca\u5982\u4f55\u5be6\u73fe\u5b83\u5011\u7684\u5206\u6b65\u8aaa\u660e\u3002<\/p>\n\n\n\n<p>Langchain \u662f\u4e00\u500b\u6700\u5148\u9032\u7684\u5eab\uff0c\u70ba\u8a2d\u8a08\u3001\u5be6\u73fe\u548c\u8abf\u6574\u63d0\u793a\u5e36\u4f86\u4e86\u4fbf\u5229\u548c\u9748\u6d3b\u6027\u3002 \u7576\u6211\u5011\u89e3\u958b\u5373\u6642\u5de5\u7a0b\u7684\u539f\u7406\u548c\u5be6\u8e10\u6642\uff0c\u60a8\u5c07\u5b78\u7fd2\u5982\u4f55\u5229\u7528 Langchain \u7684\u5f37\u5927\u529f\u80fd\u4f86\u767c\u63ee GPT-4 \u7b49 SOTA \u751f\u6210\u5f0f AI \u6a21\u578b\u7684\u512a\u52e2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e86\u89e3\u63d0\u793a<\/h2>\n\n\n\n<p>\u5728\u6df1\u5165\u4e86\u89e3\u63d0\u793a\u5de5\u7a0b\u7684\u6280\u8853\u7d30\u7bc0\u4e4b\u524d\uff0c\u6709\u5fc5\u8981\u4e86\u89e3\u63d0\u793a\u7684\u6982\u5ff5\u53ca\u5176\u610f\u7fa9\u3002<\/p>\n\n\n\n<p>\u4e00\u500b &#8216;<strong>\u63d0\u793a<\/strong>&#8216; \u662f\u4e00\u500b\u6a19\u8a18\u5e8f\u5217\uff0c\u7528\u4f5c\u8a9e\u8a00\u6a21\u578b\u7684\u8f38\u5165\uff0c\u6307\u793a\u5b83\u751f\u6210\u7279\u5b9a\u985e\u578b\u7684\u97ff\u61c9\u3002 \u63d0\u793a\u5728\u5f15\u5c0e\u6a21\u578b\u7684\u884c\u70ba\u65b9\u9762\u8d77\u8457\u81f3\u95dc\u91cd\u8981\u7684\u4f5c\u7528\u3002 \u5b83\u5011\u53ef\u4ee5\u5f71\u97ff\u751f\u6210\u6587\u672c\u7684\u8cea\u91cf\uff0c\u4e26\u4e14\u5982\u679c\u6b63\u78ba\u88fd\u4f5c\uff0c\u53ef\u4ee5\u5e6b\u52a9\u6a21\u578b\u63d0\u4f9b\u5bcc\u6709\u6d1e\u5bdf\u529b\u3001\u6e96\u78ba\u4e14\u91dd\u5c0d\u7279\u5b9a\u4e0a\u4e0b\u6587\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u5de5\u7a0b\u662f\u8a2d\u8a08\u6709\u6548\u63d0\u793a\u7684\u85dd\u8853\u548c\u79d1\u5b78\u3002 \u76ee\u6a19\u662f\u5f9e\u8a9e\u8a00\u6a21\u578b\u4e2d\u5f97\u51fa\u6240\u9700\u7684\u8f38\u51fa\u3002 \u901a\u904e\u4ed4\u7d30\u9078\u64c7\u548c\u69cb\u5efa\u63d0\u793a\uff0c\u53ef\u4ee5\u5f15\u5c0e\u6a21\u578b\u751f\u6210\u66f4\u6e96\u78ba\u548c\u76f8\u95dc\u7684\u97ff\u61c9\u3002 \u5728\u5be6\u8e10\u4e2d\uff0c\u9019\u6d89\u53ca\u5fae\u8abf\u8f38\u5165\u77ed\u8a9e\u4ee5\u9069\u61c9\u6a21\u578b\u7684\u8a13\u7df4\u548c\u7d50\u69cb\u504f\u5dee\u3002<\/p>\n\n\n\n<p>\u63d0\u793a\u5de5\u7a0b\u7684\u8907\u96dc\u6027\u5305\u62ec\u5f9e\u7c21\u55ae\u7684\u6280\u8853\uff08\u4f8b\u5982\u5411\u6a21\u578b\u63d0\u4f9b\u76f8\u95dc\u95dc\u9375\u5b57\uff09\u5230\u66f4\u9ad8\u7d1a\u7684\u65b9\u6cd5\uff0c\u5305\u62ec\u8a2d\u8a08\u8907\u96dc\u7684\u7d50\u69cb\u5316\u63d0\u793a\uff0c\u5229\u7528\u6a21\u578b\u7684\u5167\u90e8\u6a5f\u5236\u4f86\u767c\u63ee\u5176\u512a\u52e2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Langchain\uff1a\u589e\u9577\u6700\u5feb\u7684\u63d0\u793a\u5de5\u5177<\/h2>\n\n\n\n<p>LangChain\uff0c\u65bc2022\u5e74XNUMX\u6708\u63a8\u51fa\u00a0\u54c8\u91cc\u68ee\u8521\u65af\uff0c\u5df2\u6210\u70ba\u5176\u4e2d\u4e4b\u4e00\u00a0\u8a55\u50f9\u6700\u9ad8\u7684\u958b\u6e90\u6846\u67b6\u00a0\u5c07\u65bc 2023 \u5e74\u5728 GitHub \u4e0a\u767c\u5e03\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u7c21\u5316\u4e14\u6a19\u6e96\u5316\u7684\u754c\u9762\uff0c\u7528\u65bc\u5c07\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u5408\u4f75\u5230\u61c9\u7528\u7a0b\u5e8f\u4e2d\u3002 \u5b83\u9084\u70ba\u5feb\u901f\u5de5\u7a0b\u63d0\u4f9b\u4e86\u529f\u80fd\u8c50\u5bcc\u7684\u754c\u9762\uff0c\u5141\u8a31\u958b\u767c\u4eba\u54e1\u5617\u8a66\u4e0d\u540c\u7684\u7b56\u7565\u4e26\u8a55\u4f30\u5176\u7d50\u679c\u3002 \u901a\u904e\u4f7f\u7528Langchain\uff0c\u60a8\u53ef\u4ee5\u66f4\u6709\u6548\u3001\u66f4\u76f4\u89c0\u5730\u57f7\u884c\u5feb\u901f\u7684\u5de5\u7a0b\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u8a9e\u8a00\u6d41\u4f5c\u70ba\u4e00\u500b\u7528\u6236\u754c\u9762\uff0c\u7528\u65bc\u5c07 LangChain \u7d44\u4ef6\u7de8\u6392\u6210\u53ef\u57f7\u884c\u6d41\u7a0b\u5716\uff0c\u5f9e\u800c\u5be6\u73fe\u5feb\u901f\u539f\u578b\u8a2d\u8a08\u548c\u5be6\u9a57\u3002<a href=\"https:\/\/www.unite.ai\/wp-content\/uploads\/2023\/08\/Screenshot-83.png\"><\/a><\/p>\n\n\n\n<p>\u6d6a\u93c8\u586b\u88dc\u4e86\u5927\u773e\u4eba\u5de5\u667a\u80fd\u767c\u5c55\u7684\u95dc\u9375\u7a7a\u767d\u3002 \u5b83\u652f\u6301\u4e00\u7cfb\u5217 NLP \u61c9\u7528\u7a0b\u5e8f\uff08\u4f8b\u5982\u865b\u64ec\u52a9\u624b\u3001\u5167\u5bb9\u751f\u6210\u5668\u3001\u554f\u7b54\u7cfb\u7d71\u7b49\uff09\u4f86\u89e3\u6c7a\u4e00\u7cfb\u5217\u73fe\u5be6\u554f\u984c\u3002<\/p>\n\n\n\n<p>LangChain \u4e0d\u662f\u4e00\u500b\u7368\u7acb\u7684\u6a21\u578b\u6216\u63d0\u4f9b\u8005\uff0c\u800c\u662f\u7c21\u5316\u4e86\u8207\u4e0d\u540c\u6a21\u578b\u7684\u4ea4\u4e92\uff0c\u5c07 LLM \u61c9\u7528\u7a0b\u5e8f\u7684\u529f\u80fd\u64f4\u5c55\u5230\u7c21\u55ae API \u8abf\u7528\u7684\u9650\u5236\u4e4b\u5916\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6d6a\u93c8\u67b6\u69cb<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><a href=\"https:\/\/i0.wp.com\/www.unite.ai\/wp-content\/uploads\/2023\/08\/langchain-components-2.png?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.unite.ai\/wp-content\/uploads\/2023\/08\/langchain-components-2.png?w=640&#038;ssl=1\" alt=\"\" class=\"wp-image-189099\" style=\"width:487px;height:auto\"\/><\/a><\/figure>\n<\/div>\n\n\n<p>LangChain\u7684\u4e3b\u8981\u7d44\u4ef6\u5305\u62ec\u6a21\u578bI\/O\u3001\u63d0\u793a\u6a21\u677f\u3001\u5167\u5b58\u3001\u4ee3\u7406\u548c\u93c8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b\u8f38\u5165\/\u8f38\u51fa<\/h3>\n\n\n\n<p>LangChain \u901a\u904e\u4f7f\u7528\u7a31\u70ba\u6a21\u578b I\/O \u7684\u6a19\u6e96\u5316\u63a5\u53e3\u4f86\u5c01\u88dd\u5404\u7a2e\u8a9e\u8a00\u6a21\u578b\uff0c\u5f9e\u800c\u4fc3\u9032\u8207\u5404\u7a2e\u8a9e\u8a00\u6a21\u578b\u7684\u7121\u7e2b\u9023\u63a5\u3002 \u9019\u6709\u52a9\u65bc\u8f15\u9b06\u9032\u884c\u6a21\u578b\u5207\u63db\uff0c\u4ee5\u5be6\u73fe\u512a\u5316\u6216\u66f4\u597d\u7684\u6027\u80fd\u3002 LangChain\u652f\u6301\u591a\u7a2e\u8a9e\u8a00\u6a21\u578b\u63d0\u4f9b\u8005\uff0c\u5305\u62ec\u00a0OpenAI,\u00a0hugging face,\u00a0\u5929\u85cd,\u00a0\u7159\u82b1\u7206\u7af9\uff0c\u7b49\u7b49\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u63d0\u793a\u6a21\u677f<\/h3>\n\n\n\n<p>\u9019\u4e9b\u7528\u65bc\u901a\u904e\u63d0\u4f9b\u7c21\u6f54\u7684\u8aaa\u660e\u6216\u793a\u4f8b\u4f86\u7ba1\u7406\u548c\u512a\u5316\u8207\u6cd5\u5b78\u78a9\u58eb\u7684\u4e92\u52d5\u3002 \u512a\u5316\u63d0\u793a\u53ef\u589e\u5f37\u6a21\u578b\u6027\u80fd\uff0c\u5176\u9748\u6d3b\u6027\u5c0d\u8f38\u5165\u904e\u7a0b\u6709\u986f\u8457\u8ca2\u737b\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u8907\u96dc\u6027\u7684\u63d0\u9ad8\uff0c\u6211\u5011\u5728 LangChain \u4e2d\u9047\u5230\u4e86\u66f4\u8907\u96dc\u7684\u6a21\u5f0f\uff0c\u4f8b\u5982\u7406\u6027\u548c\u884c\u52d5\uff08ReAct\uff09\u6a21\u5f0f\u3002 ReAct \u662f\u64cd\u4f5c\u57f7\u884c\u7684\u91cd\u8981\u6a21\u5f0f\uff0c\u5176\u4e2d\u4ee3\u7406\u5c07\u4efb\u52d9\u5206\u914d\u7d66\u9069\u7576\u7684\u5de5\u5177\uff0c\u70ba\u5176\u81ea\u5b9a\u7fa9\u8f38\u5165\uff0c\u4e26\u89e3\u6790\u5176\u8f38\u51fa\u4ee5\u5b8c\u6210\u4efb\u52d9\u3002 \u4e0b\u9762\u7684 Python \u793a\u4f8b\u5c55\u793a\u4e86 ReAct \u6a21\u5f0f\u3002 \u5b83\u6f14\u793a\u4e86\u6d6a\u93c8\u4e2d\u7684\u63d0\u793a\u662f\u5982\u4f55\u69cb\u9020\u7684\uff0c\u4f7f\u7528\u4e00\u7cfb\u5217\u7684\u60f3\u6cd5\u548c\u884c\u52d5\u4f86\u63a8\u7406\u554f\u984c\u4e26\u7522\u751f\u6700\u7d42\u7b54\u6848<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8a18\u61b6\u9ad4\u61c9\u7528<\/h3>\n\n\n\n<p>\u5167\u5b58\u662f LangChain 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class=\"wp-block-heading\">\u4ee3\u7406<\/h3>\n\n\n\n<p>\u4ee3\u7406\u901a\u904e\u57f7\u884c\u64cd\u4f5c\u548c\u4efb\u52d9\u8207\u4e16\u754c\u4ea4\u4e92\u3002 \u5728LangChain\u4e2d\uff0c\u4ee3\u7406\u7d50\u5408\u4e86\u5de5\u5177\u548c\u93c8\u4f86\u57f7\u884c\u4efb\u52d9\u3002 \u5b83\u53ef\u4ee5\u5efa\u7acb\u8207\u5916\u754c\u7684\u4fe1\u606f\u6aa2\u7d22\u9023\u63a5\uff0c\u4ee5\u64f4\u5145LLM\u77e5\u8b58\uff0c\u5f9e\u800c\u514b\u670d\u5176\u56fa\u6709\u7684\u5c40\u9650\u6027\u3002 \u4ed6\u5011\u53ef\u4ee5\u6839\u64da\u60c5\u6cc1\u6c7a\u5b9a\u5c07\u8a08\u7b97\u50b3\u905e\u7d66\u8a08\u7b97\u5668\u6216 Python \u89e3\u91cb\u5668\u3002<\/p>\n\n\n\n<p>\u4ee3\u7406\u914d\u5099\u4e86\u5b50\u7d44\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u5177<\/strong>\uff1a\u9019\u4e9b\u662f\u529f\u80fd\u7d44\u4ef6\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u5305<\/strong>\uff1a\u5de5\u5177\u96c6\u5408\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u7406\u57f7\u884c\u4eba<\/strong>\uff1a\u9019\u662f\u5141\u8a31\u5728\u5de5\u5177\u4e4b\u9593\u9032\u884c\u9078\u64c7\u7684\u57f7\u884c\u6a5f\u5236\u3002<\/li>\n<\/ul>\n\n\n\n<p>LangChain\u4e2d\u7684\u4ee3\u7406\u4e5f\u9075\u5faa\u96f6\u6a23\u672cReAct\u6a21\u5f0f\uff0c\u5176\u4e2d\u6c7a\u7b56\u50c5\u57fa\u65bc\u5de5\u5177\u7684\u63cf\u8ff0\u3002 \u8a72\u6a5f\u5236\u53ef\u4ee5\u901a\u904e\u5167\u5b58\u9032\u884c\u64f4\u5c55\uff0c\u4ee5\u4fbf\u8003\u616e\u5b8c\u6574\u7684\u5c0d\u8a71\u6b77\u53f2\u8a18\u9304\u3002 \u501f\u52a9 ReAct\uff0c\u60a8\u53ef\u4ee5\u63d0\u793a\u6cd5\u5b78\u78a9\u58eb\u5728\u601d\u60f3\/\u884c\u52d5\/\u89c0\u5bdf\u5faa\u74b0\u4e2d\u505a\u51fa\u97ff\u61c9\uff0c\u800c\u4e0d\u662f\u8981\u6c42\u6cd5\u5b78\u78a9\u58eb\u81ea\u52d5\u5b8c\u6210\u60a8\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u93c8<\/h3>\n\n\n\n<p>\u93c8\uff0c\u9867\u540d\u601d\u7fa9\uff0c\u662f\u5141\u8a31 LangChain \u5eab\u7121\u7e2b\u8655\u7406\u8a9e\u8a00\u6a21\u578b\u8f38\u5165\u548c\u8f38\u51fa\u7684\u64cd\u4f5c\u5e8f\u5217\u3002 LangChain \u7684\u9019\u4e9b\u7d44\u6210\u90e8\u5206\u57fa\u672c\u4e0a\u662f\u7531\u93c8\u63a5\u7d44\u6210\u7684\uff0c\u9019\u4e9b\u93c8\u63a5\u53ef\u4ee5\u662f\u5176\u4ed6\u93c8\uff0c\u4e5f\u53ef\u4ee5\u662f\u63d0\u793a\u3001\u8a9e\u8a00\u6a21\u578b\u6216\u5be6\u7528\u7a0b\u5e8f\u7b49\u539f\u8a9e\u3002<\/p>\n\n\n\n<p>\u5c07\u93c8\u689d\u60f3\u50cf\u70ba\u5de5\u5ee0\u4e2d\u7684\u50b3\u9001\u5e36\u3002 \u9019\u689d\u5e36\u4e0a\u7684\u6bcf\u4e00\u6b65\u90fd\u4ee3\u8868\u4e00\u500b\u7279\u5b9a\u7684\u64cd\u4f5c\uff0c\u53ef\u4ee5\u8abf\u7528\u8a9e\u8a00\u6a21\u578b\uff0c\u5c07 Python \u51fd\u6578\u61c9\u7528\u65bc\u6587\u672c\uff0c\u751a\u81f3\u4ee5\u7279\u5b9a\u65b9\u5f0f\u63d0\u793a\u6a21\u578b\u3002<\/p>\n\n\n\n<p>LangChain\u5c07\u5176\u93c8\u5206\u70ba\u4e09\u7a2e\u985e\u578b\uff1a\u5be6\u7528\u93c8\u3001\u901a\u7528\u934a\u548c\u7d44\u5408\u6587\u6a94\u93c8\u3002 \u6211\u5011\u5c07\u6df1\u5165\u8a0e\u8ad6\u5be6\u7528\u934a\u548c\u901a\u7528\u93c8\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5be6\u7528\u93c8<\/strong>&nbsp;\u5c08\u9580\u8a2d\u8a08\u7528\u65bc\u5f9e\u8a9e\u8a00\u6a21\u578b\u4e2d\u63d0\u53d6\u72f9\u7fa9\u4efb\u52d9\u7684\u7cbe\u78ba\u7b54\u6848\u3002 \u4f8b\u5982\uff0c\u8b93\u6211\u5011\u770b\u4e00\u4e0b LLMMathChain\u3002 \u8a72\u5be6\u7528\u7a0b\u5e8f\u93c8\u4f7f\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u57f7\u884c\u6578\u5b78\u8a08\u7b97\u3002 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Langchain \u9010\u6b65\u5be6\u65bd\u5373\u6642\u5de5\u7a0b<\/h2>\n\n\n\n<p>\u6211\u5011\u5c07\u5f15\u5c0e\u60a8\u5b8c\u6210\u4f7f\u7528 Langchain \u5be6\u65bd\u5373\u6642\u5de5\u7a0b\u7684\u904e\u7a0b\u3002 \u5728\u7e7c\u7e8c\u4e4b\u524d\uff0c\u8acb\u78ba\u4fdd\u60a8\u5df2\u5b89\u88dd\u5fc5\u8981\u7684\u8edf\u4ef6\u548c\u8edf\u4ef6\u5305\u3002<\/p>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u5229\u7528 Docker\u3001Conda\u3001Pip \u548c Poetry \u7b49\u6d41\u884c\u5de5\u5177\u4f86\u8a2d\u7f6e LangChain\u3002 \u9019\u4e9b\u65b9\u6cd5\u7684\u76f8\u95dc\u5b89\u88dd\u6587\u4ef6\u53ef\u4ee5\u5728 LangChain \u5b58\u5132\u5eab\u4e2d\u627e\u5230\uff1a\u00a0https:\/\/github.com\/benman1\/generative_ai_with_langchain. \u9019\u5305\u62ec\u4e00\u500b\u00a0<strong>Dockerfile<\/strong>\u00a0\u5c0d\u65bc Docker \u4f86\u8aaa\uff0c\u4e00\u500b\u00a0<strong>requirements.txt<\/strong>\u00a0\u5c0d\u65bc\u76ae\u666e\u4f86\u8aaa\uff0c\u00a0<strong>pyproject.toml<\/strong>\u00a0\u5c0d\u65bc\u8a69\u6b4c\uff0c\u4ee5\u53ca\u00a0<strong>langchain_ai.yml<\/strong>\u00a0\u5eb7\u9054\u6587\u4ef6\u3002<\/p>\n\n\n\n<p>\u5728\u6211\u5011\u7684\u6587\u7ae0\u4e2d\uff0c\u6211\u5011\u5c07\u4f7f\u7528Python\u7684\u6a19\u6e96\u5305\u7ba1\u7406\u5668Pip\u4f86\u65b9\u4fbf\u7b2c\u4e09\u65b9\u5eab\u7684\u5b89\u88dd\u548c\u7ba1\u7406\u3002 \u5982\u679c\u60a8\u7684 Python \u767c\u884c\u7248\u4e2d\u672a\u5305\u542b\u5b83\uff0c\u60a8\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u7db2\u5740\u7684\u8aaa\u660e\u5b89\u88dd Pip\uff1a\u00a0https:\/\/pip.pypa.io\/.<\/p>\n\n\n\n<p>\u8981\u4f7f\u7528 Pip \u5b89\u88dd\u5eab\uff0c\u8acb\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4&nbsp;<code>pip install library_name<\/code>.<\/p>\n\n\n\n<p>\u4f46\u662f\uff0cPip \u672c\u8eab\u4e26\u4e0d\u7ba1\u7406\u74b0\u5883\u3002 \u70ba\u4e86\u8655\u7406\u4e0d\u540c\u7684\u74b0\u5883\uff0c\u6211\u5011\u4f7f\u7528\u8a72\u5de5\u5177\u00a0<strong>\u7684virtualenv<\/strong>.<\/p>\n\n\n\n<p>\u5728\u4e0b\u4e00\u7bc0\u4e2d\uff0c\u6211\u5011\u5c07\u8a0e\u8ad6\u6a21\u578b\u96c6\u6210\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c1\u6b65\uff1a\u8a2d\u7f6eLangchain<\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u60a8\u9700\u8981\u5b89\u88dd Langchain \u8edf\u4ef6\u5305\u3002 \u6211\u5011\u4f7f\u7528\u7684\u662fWindows\u64cd\u4f5c\u7cfb\u7d71\u3002 \u5728\u7d42\u7aef\u4e2d\u904b\u884c\u4ee5\u4e0b\u547d\u4ee4\u4f86\u5b89\u88dd\u5b83\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"375\" height=\"70\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-3.png?resize=375%2C70&#038;ssl=1\" alt=\"\" class=\"wp-image-5486\"\/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u6b65\uff1a\u5c0e\u5165Langchain\u53ca\u5176\u4ed6\u5fc5\u8981\u6a21\u584a<\/h3>\n\n\n\n<p>\u63a5\u4e0b\u4f86\uff0c\u5c0e\u5165 Langchain \u4ee5\u53ca\u5176\u4ed6\u5fc5\u8981\u7684\u6a21\u584a\u3002 \u5728\u9019\u88e1\uff0c\u6211\u5011\u9084\u5c0e\u5165\u4e86 Transformers \u5eab\uff0c\u8a72\u5eab\u5ee3\u6cdb\u7528\u65bc NLP \u4efb\u52d9\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"603\" height=\"71\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-4.png?resize=603%2C71&#038;ssl=1\" alt=\"\" class=\"wp-image-5487\"\/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\">\u7b2c 3 \u6b65\uff1a\u52a0\u8f09\u9810\u8a13\u7df4\u6a21\u578b<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u958b\u653e\u5f0f\u4eba\u5de5\u667a\u80fd<\/h4>\n\n\n\n<p>OpenAI\u00a0\u6a21\u578b\u53ef\u4ee5\u65b9\u4fbf\u5730\u8207LangChain\u5eab\u6216OpenAI Python\u5ba2\u6236\u7aef\u5eab\u5c0d\u63a5\u3002 \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cOpenAI \u70ba\u6587\u672c\u5d4c\u5165\u6a21\u578b\u63d0\u4f9b\u4e86 Embedding \u985e\u3002 \u5169\u500b\u95dc\u9375\u7684 LLM \u6a21\u578b\u662f GPT-3.5 \u548c GPT-4\uff0c\u4e3b\u8981\u5340\u5225\u5728\u65bc\u4ee4\u724c\u9577\u5ea6\u3002 \u6bcf\u7a2e\u578b\u865f\u7684\u5b9a\u50f9\u53ef\u4ee5\u5728 OpenAI \u7684\u7db2\u7ad9\u4e0a\u627e\u5230\u3002 \u96d6\u7136\u9084\u6709\u66f4\u591a\u00a0\u8907\u96dc\u578b\u865f\uff0c\u5982 GPT-4-32K\u00a0\u5177\u6709\u66f4\u9ad8\u7684\u4ee4\u724c\u63a5\u53d7\u5ea6\uff0c\u5b83\u5011\u901a\u904e API \u7684\u53ef\u7528\u6027\u662f\u00a0\u4e26\u4e0d\u7e3d\u662f\u6709\u4fdd\u8b49.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"166\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Screenshot-81.webp?resize=640%2C166&#038;ssl=1\" alt=\"\" class=\"wp-image-5488\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Screenshot-81.webp?resize=840%2C218&amp;ssl=1 840w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Screenshot-81.webp?resize=660%2C172&amp;ssl=1 660w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Screenshot-81.webp?resize=768%2C200&amp;ssl=1 768w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Screenshot-81.webp?w=1200&amp;ssl=1 1200w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u8a2a\u554f\u9019\u4e9b\u6a21\u578b\u9700\u8981 OpenAI API \u5bc6\u9470\u3002 \u9019\u53ef\u4ee5\u901a\u904e\u5728 OpenAI \u5e73\u53f0\u4e0a\u5275\u5efa\u5e33\u6236\u3001\u8a2d\u7f6e\u8a08\u8cbb\u4fe1\u606f\u4e26\u751f\u6210\u65b0\u5bc6\u9470\u4f86\u5b8c\u6210\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"67\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-5.png?resize=519%2C67&#038;ssl=1\" alt=\"\" class=\"wp-image-5489\"\/><\/figure>\n<\/div>\n\n\n<p>\u6210\u529f\u5275\u5efa\u5bc6\u9470\u5f8c\uff0c\u60a8\u53ef\u4ee5\u5c07\u5176\u8a2d\u7f6e\u70ba\u74b0\u5883\u8b8a\u91cf (OPENAI_API_KEY) \u6216\u5728 OpenAI \u8abf\u7528\u7684\u985e\u5be6\u4f8b\u5316\u671f\u9593\u5c07\u5176\u4f5c\u70ba\u53c3\u6578\u50b3\u905e\u3002<\/p>\n\n\n\n<p>\u8003\u616e\u4e00\u500b LangChain \u8173\u672c\u4f86\u5c55\u793a\u8207 OpenAI \u6a21\u578b\u7684\u4ea4\u4e92\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"168\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-6.png?resize=626%2C168&#038;ssl=1\" alt=\"\" class=\"wp-image-5490\"\/><\/figure>\n<\/div>\n\n\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u4ee3\u7406\u88ab\u521d\u59cb\u5316\u4ee5\u57f7\u884c\u8a08\u7b97\u3002 \u8a72\u4ee3\u7406\u63a5\u53d7\u4e00\u500b\u8f38\u5165\uff08\u4e00\u500b\u7c21\u55ae\u7684\u52a0\u6cd5\u4efb\u52d9\uff09\uff0c\u4f7f\u7528\u63d0\u4f9b\u7684 OpenAI \u6a21\u578b\u5c0d\u5176\u9032\u884c\u8655\u7406\u4e26\u8fd4\u56de\u7d50\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Hugging Face <\/h4>\n\n\n\n<p>Hugging Face <strong>\u514d\u8cbb\u4f7f\u7528<\/strong>\u00a0Transformers Python \u5eab\uff0c\u8207 PyTorch\u3001TensorFlow \u548c JAX \u517c\u5bb9\uff0c\u4e26\u5305\u542b\u4ee5\u4e0b\u6a21\u578b\u7684\u5be6\u73fe\u00a0BERT,\u00a0T5\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>Hugging Face \u9084\u63d0\u4f9b Hugging Face Hub\uff0c\u4e00\u500b\u7528\u65bc\u8a17\u7ba1\u4ee3\u78bc\u5b58\u5132\u5eab\u7684\u5e73\u53f0\uff0c\u00a0\u6a5f\u5668\u5b78\u7fd2\u00a0\u6a21\u578b\u3001\u6578\u64da\u96c6\u548c Web \u61c9\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p>\u8981\u5c07 Hugging Face \u7528\u4f5c\u6a21\u578b\u7684\u63d0\u4f9b\u8005\uff0c\u60a8\u9700\u8981\u4e00\u500b\u5e33\u6236\u548c API \u5bc6\u9470\uff08\u53ef\u4ee5\u5f9e\u5176\u7db2\u7ad9\u7372\u53d6\uff09\u3002 \u8a72\u4ee4\u724c\u53ef\u4ee5\u5728\u60a8\u7684\u74b0\u5883\u4e2d\u4ee5 HUGGINGFACEHUB_API_TOKEN \u7684\u5f62\u5f0f\u63d0\u4f9b\u3002<\/p>\n\n\n\n<p>\u8003\u616e\u4ee5\u4e0b Python \u4ee3\u78bc\u7247\u6bb5\uff0c\u5b83\u5229\u7528\u4e86 Google \u958b\u767c\u7684\u958b\u6e90\u6a21\u578b\uff0c\u5373 Flan-T5-XXL \u6a21\u578b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"105\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-7.png?resize=640%2C105&#038;ssl=1\" alt=\"\" class=\"wp-image-5491\" style=\"width:802px;height:auto\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-7.png?w=802&amp;ssl=1 802w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-7.png?resize=660%2C108&amp;ssl=1 660w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-7.png?resize=768%2C125&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u8a72\u8173\u672c\u4ee5\u554f\u984c\u4f5c\u70ba\u8f38\u5165\u4e26\u8fd4\u56de\u7b54\u6848\uff0c\u5c55\u793a\u6a21\u578b\u7684\u77e5\u8b58\u548c\u9810\u6e2c\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c 4 \u6b65\uff1a\u57fa\u672c\u5feb\u901f\u5de5\u7a0b<\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u5011\u5c07\u751f\u6210\u4e00\u500b\u7c21\u55ae\u7684\u63d0\u793a\u4e26\u67e5\u770b\u6a21\u578b\u5982\u4f55\u97ff\u61c9\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"110\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-8.png?resize=640%2C110&#038;ssl=1\" alt=\"\" class=\"wp-image-5492\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-8.png?w=738&amp;ssl=1 738w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-8.png?resize=660%2C114&amp;ssl=1 660w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5728\u4e0a\u9762\u7684\u4ee3\u78bc\u7247\u6bb5\u4e2d\uff0c\u6211\u5011\u63d0\u4f9b\u4e86\u5c07\u82f1\u8a9e\u6587\u672c\u7ffb\u8b6f\u6210\u6cd5\u8a9e\u7684\u63d0\u793a\u3002 \u7136\u5f8c\uff0c\u8a9e\u8a00\u6a21\u578b\u5617\u8a66\u6839\u64da\u63d0\u793a\u7ffb\u8b6f\u7d66\u5b9a\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c 5 \u6b65\uff1a\u9ad8\u7d1a\u5feb\u901f\u5de5\u7a0b<\/h3>\n\n\n\n<p>\u96d6\u7136\u4e0a\u8ff0\u65b9\u6cd5\u6548\u679c\u5f88\u597d\uff0c\u4f46\u5b83\u6c92\u6709\u5145\u5206\u5229\u7528\u5373\u6642\u5de5\u7a0b\u7684\u529b\u91cf\u3002 \u8b93\u6211\u5011\u901a\u904e\u5f15\u5165\u4e00\u4e9b\u66f4\u8907\u96dc\u7684\u63d0\u793a\u7d50\u69cb\u4f86\u6539\u9032\u5b83\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-9.png?w=640&#038;ssl=1\" alt=\"\" class=\"wp-image-5493\"\/><\/figure>\n<\/div>\n\n\n<p>\u5728\u6b64\u4ee3\u78bc\u7247\u6bb5\u4e2d\uff0c\u6211\u5011\u4fee\u6539\u63d0\u793a\u4ee5\u8868\u660e\u7ffb\u8b6f\u662f\u7531\u201c\u9ad8\u5ea6\u719f\u7df4\u7684\u6cd5\u8a9e\u7ffb\u8b6f\u4eba\u54e1\u201d\u5b8c\u6210\u7684\u3002 \u63d0\u793a\u7684\u8b8a\u5316\u53ef\u4ee5\u6539\u9032\u7ffb\u8b6f\uff0c\u56e0\u70ba\u6a21\u578b\u73fe\u5728\u5047\u8a2d\u4e86\u5c08\u5bb6\u7684\u89d2\u8272\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8207Langchain\u4e00\u8d77\u69cb\u5efa\u5b78\u8853\u6587\u737b\u554f\u7b54\u7cfb\u7d71<\/h2>\n\n\n\n<p>\u6211\u5011\u5c07\u4f7f\u7528LangChain\u4f86\u5efa\u7acb\u5b78\u8853\u6587\u737b\u554f\u7b54\u7cfb\u7d71\uff0c\u53ef\u4ee5\u56de\u7b54\u6709\u95dc\u6700\u8fd1\u767c\u8868\u7684\u5b78\u8853\u8ad6\u6587\u7684\u554f\u984c\u3002<a href=\"https:\/\/www.unite.ai\/wp-content\/uploads\/2023\/08\/Screenshot-102.png\"><\/a><\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u70ba\u4e86\u8a2d\u7f6e\u6211\u5011\u7684\u74b0\u5883\uff0c\u6211\u5011\u5b89\u88dd\u5fc5\u8981\u7684\u4f9d\u8cf4\u9805\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>1<\/td><td><code>pip install langchain arxiv openai transformers faiss<\/code><code>-<\/code><code>cpu<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u6210\u5f8c\uff0c\u6211\u5011\u5275\u5efa\u4e00\u500b\u65b0\u7684 Python \u7b46\u8a18\u672c\u4e26\u5c0e\u5165\u5fc5\u8981\u7684\u5eab\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"99\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-10.png?resize=640%2C99&#038;ssl=1\" alt=\"\" class=\"wp-image-5494\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-10.png?w=701&amp;ssl=1 701w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-10.png?resize=660%2C102&amp;ssl=1 660w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u6211\u5011\u554f\u7b54\u7cfb\u7d71\u7684\u6838\u5fc3\u662f\u80fd\u5920\u7372\u53d6\u8207\u67d0\u500b\u9818\u57df\u76f8\u95dc\u7684\u76f8\u95dc\u5b78\u8853\u8ad6\u6587\uff0c\u9019\u88e1\u6211\u5011\u8003\u616e\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\uff0c\u4f7f\u7528arXiv\u5b78\u8853\u6578\u64da\u5eab\u3002 \u70ba\u4e86\u57f7\u884c\u6b64\u64cd\u4f5c\uff0c\u6211\u5011\u5b9a\u7fa9\u4e00\u500b\u51fd\u6578&nbsp;<code>get_arxiv_data(max_results=10)<\/code>\u3002 \u8a72\u51fd\u6578\u5f9e arXiv \u6536\u96c6\u6700\u65b0\u7684 NLP \u8ad6\u6587\u6458\u8981\uff0c\u4e26\u5c07\u5176\u5c01\u88dd\u5230 LangChain Document \u5c0d\u50cf\u4e2d\uff0c\u4ee5\u6458\u8981\u4f5c\u70ba\u5167\u5bb9\uff0c\u4ee5\u552f\u4e00\u7684\u689d\u76ee id \u4f5c\u70ba\u4f86\u6e90\u3002<\/p>\n\n\n\n<p>\u6211\u5011\u5c07\u4f7f\u7528 arXiv API \u4f86\u7372\u53d6\u8207 NLP \u76f8\u95dc\u7684\u6700\u65b0\u8ad6\u6587\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"277\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-11.png?resize=640%2C277&#038;ssl=1\" alt=\"\" class=\"wp-image-5495\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-11.png?w=668&amp;ssl=1 668w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-11.png?resize=660%2C286&amp;ssl=1 660w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u8a72\u51fd\u6578\u5f9e arXiv \u6aa2\u7d22\u6700\u65b0 NLP \u8ad6\u6587\u7684\u6458\u8981\uff0c\u4e26\u5c07\u5176\u8f49\u63db\u70ba LangChain Document \u5c0d\u8c61\u3002 \u6211\u5011\u4f7f\u7528\u8ad6\u6587\u7684\u6458\u8981\u53ca\u5176\u552f\u4e00\u7684\u689d\u76ee ID\uff08\u8ad6\u6587\u7684 URL\uff09\u5206\u5225\u4f5c\u70ba\u5167\u5bb9\u548c\u4f86\u6e90\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"505\" height=\"203\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-12.png?resize=505%2C203&#038;ssl=1\" alt=\"\" class=\"wp-image-5496\"\/><\/figure>\n<\/div>\n\n\n<p>\u8b93\u6211\u5011\u5b9a\u7fa9\u6211\u5011\u7684\u8a9e\u6599\u5eab\u4e26\u8a2d\u7f6e LangChain\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>1<br>2<\/td><td><code>sources =get_arxiv_data(2)<\/code><br><code>chain =load_qa_with_sources_chain(OpenAI(temperature=0))<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6211\u5011\u7684\u5b78\u8853\u554f\u7b54\u7cfb\u7d71\u73fe\u5df2\u6e96\u5099\u5c31\u7dd2\uff0c\u6211\u5011\u53ef\u4ee5\u901a\u904e\u63d0\u51fa\u554f\u984c\u4f86\u6e2c\u8a66\u5b83\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>1<\/td><td><code>print_answer(<\/code><code>\"What are the recent advancements in NLP?\"<\/code><code>)<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8f38\u51fa\u5c07\u662f\u60a8\u554f\u984c\u7684\u7b54\u6848\uff0c\u4e26\u5f15\u7528\u63d0\u53d6\u4fe1\u606f\u7684\u4f86\u6e90\u3002 \u4f8b\u5982\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><code>Recent advancements in NLP include Retriever-augmented instruction-following models and a novel computational framework for solving alternating current optimal power flow (ACOPF) problems using graphics processing units (GPUs).SOURCES: http:\/\/arxiv.org\/abs\/2307.16877v1, http:\/\/arxiv.org\/abs\/2307.16830v1<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u6839\u64da\u9700\u8981\u8f15\u9b06\u5207\u63db\u578b\u865f\u6216\u66f4\u6539\u7cfb\u7d71\u3002 \u4f8b\u5982\uff0c\u6211\u5011\u5728\u9019\u88e1\u66f4\u6539\u70ba GPT-4\uff0c\u9019\u6700\u7d42\u70ba\u6211\u5011\u63d0\u4f9b\u4e86\u66f4\u597d\u3001\u66f4\u8a73\u7d30\u7684\u97ff\u61c9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>12<\/td><td><code>sources <\/code><code>=<\/code><code>get_arxiv_data(<\/code><code>2<\/code><code>)<\/code><code>chain <\/code><code>=<\/code><code>load_qa_with_sources_chain(OpenAI(model_name<\/code><code>=<\/code><code>\"gpt-4\"<\/code><code>,temperature<\/code><code>=<\/code><code>0<\/code><code>))<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><code>Recent advancements in Natural Language Processing (NLP) include the development of retriever-augmented instruction-following models for information-seeking tasks such as question answering (QA). These models can be adapted to various information domains and tasks without additional fine-tuning. However, they often struggle to stick to the provided knowledge and may hallucinate in their responses. Another advancement is the introduction of a computational framework for solving alternating current optimal power flow (ACOPF) problems using graphics processing units (GPUs). This approach utilizes a single-instruction, multiple-data (SIMD) abstraction of nonlinear programs (NLP) and employs a condensed-space interior-point method (IPM) with an inequality relaxation strategy. This strategy allows for the factorization of the KKT matrix without numerical pivoting, which has previously hampered the parallelization of the IPM algorithm.SOURCES: http:\/\/arxiv.org\/abs\/2307.16877v1, http:\/\/arxiv.org\/abs\/2307.16830v1<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>GPT-4 \u4e2d\u7684\u4ee4\u724c\u53ef\u4ee5\u77ed\u81f3\u4e00\u500b\u5b57\u7b26\uff0c\u4e5f\u53ef\u4ee5\u9577\u81f3\u4e00\u500b\u55ae\u8a5e\u3002 \u4f8b\u5982\uff0cGPT-4-32K \u5728\u4e00\u6b21\u904b\u884c\u4e2d\u6700\u591a\u53ef\u4ee5\u8655\u7406 32,000 \u500b\u4ee4\u724c\uff0c\u800c GPT-4-8K \u548c GPT-3.5-turbo \u5206\u5225\u652f\u6301 8,000 \u500b\u548c 4,000 \u500b\u4ee4\u724c\u3002 \u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8207\u9019\u4e9b\u6a21\u578b\u7684\u6bcf\u6b21\u4ea4\u4e92\u90fd\u6703\u7522\u751f\u6210\u672c\uff0c\u8a72\u6210\u672c\u8207\u8655\u7406\u7684\u4ee4\u724c\u6578\u91cf\uff08\u7121\u8ad6\u662f\u8f38\u5165\u9084\u662f\u8f38\u51fa\uff09\u6210\u6b63\u6bd4\u3002<\/p>\n\n\n\n<p>\u5728\u6211\u5011\u7684\u554f\u7b54\u7cfb\u7d71\u4e2d\uff0c\u5982\u679c\u4e00\u7bc7\u5b78\u8853\u6587\u737b\u8d85\u904e\u4e86\u6700\u5927\u4ee4\u724c\u9650\u5236\uff0c\u7cfb\u7d71\u5c07\u7121\u6cd5\u5b8c\u6574\u8655\u7406\u5b83\uff0c\u5f9e\u800c\u5f71\u97ff\u97ff\u61c9\u7684\u8cea\u91cf\u548c\u5b8c\u6574\u6027\u3002 \u8981\u89e3\u6c7a\u6b64\u554f\u984c\uff0c\u53ef\u4ee5\u5c07\u6587\u672c\u5206\u89e3\u70ba\u7b26\u5408\u4ee4\u724c\u9650\u5236\u7684\u8f03\u5c0f\u90e8\u5206\u3002<\/p>\n\n\n\n<p>FAISS\uff08Facebook \u4eba\u5de5\u667a\u80fd\u76f8\u4f3c\u6027\u641c\u7d22\uff09\u00a0\u6709\u52a9\u65bc\u5feb\u901f\u627e\u5230\u8207\u7528\u6236\u67e5\u8a62\u76f8\u95dc\u7684\u6700\u76f8\u95dc\u7684\u6587\u672c\u584a\u3002 \u5b83\u5275\u5efa\u6bcf\u500b\u6587\u672c\u584a\u7684\u5411\u91cf\u8868\u793a\uff0c\u4e26\u4f7f\u7528\u9019\u4e9b\u5411\u91cf\u4f86\u8b58\u5225\u548c\u6aa2\u7d22\u8207\u7d66\u5b9a\u554f\u984c\u7684\u5411\u91cf\u8868\u793a\u6700\u76f8\u4f3c\u7684\u584a\u3002<\/p>\n\n\n\n<p>\u91cd\u8981\u7684\u662f\u8981\u8a18\u4f4f\uff0c\u5373\u4f7f\u4f7f\u7528 FAISS \u9019\u6a23\u7684\u5de5\u5177\uff0c\u7531\u65bc\u6a19\u8a18\u9650\u88fd\u800c\u5fc5\u9808\u5c07\u6587\u672c\u5206\u6210\u66f4\u5c0f\u7684\u584a\u6709\u6642\u6703\u5c0e\u81f4\u4e0a\u4e0b\u6587\u4e1f\u5931\uff0c\u5f9e\u800c\u5f71\u97ff\u7b54\u6848\u7684\u8cea\u91cf\u3002 \u56e0\u6b64\uff0c\u5728\u4f7f\u7528\u9019\u4e9b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6642\uff0c\u4ed4\u7d30\u7ba1\u7406\u548c\u512a\u5316\u4ee4\u724c\u4f7f\u7528\u81f3\u95dc\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>1<\/td><td><code>pip <\/code><code>install<\/code><code>faiss-cpu langchain CharacterTextSplitter<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u78ba\u4fdd\u5b89\u88dd\u4e86\u4e0a\u8ff0\u5eab\u5f8c\uff0c\u904b\u884c<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"311\" src=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-13.png?resize=640%2C311&#038;ssl=1\" alt=\"\" class=\"wp-image-5497\" style=\"width:767px;height:auto\" srcset=\"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-13.png?w=804&amp;ssl=1 804w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-13.png?resize=660%2C321&amp;ssl=1 660w, https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/image-13.png?resize=768%2C373&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n<\/div>\n\n\n<p>\u4ee3\u78bc\u5b8c\u6210\u5f8c\uff0c\u6211\u5011\u73fe\u5728\u5c31\u6709\u4e86\u4e00\u500b\u67e5\u8a62NLP\u9818\u57df\u6700\u65b0\u5b78\u8853\u6587\u737b\u7684\u5f37\u5927\u5de5\u5177\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><code>Recent advancements in NLP include the use of deep neural networks (DNNs) for automatic text analysis and natural language processing (NLP) tasks such as spell checking, language detection, entity extraction, author detection, question answering, and other tasks. SOURCES: http:\/\/arxiv.org\/abs\/2307.10652v1, http:\/\/arxiv.org\/abs\/2307.07002v1, http:\/\/arxiv.org\/abs\/2307.12114v1, http:\/\/arxiv.org\/abs\/2307.16217v1<\/code><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/h2>\n\n\n\n<p>\u5c07\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u96c6\u6210\u5230\u61c9\u7528\u7a0b\u5e8f\u4e2d\u52a0\u901f\u4e86\u591a\u500b\u9818\u57df\u7684\u63a1\u7528\uff0c\u5305\u62ec\u8a9e\u8a00\u7ffb\u8b6f\u3001\u60c5\u611f\u5206\u6790\u548c\u4fe1\u606f\u6aa2\u7d22\u3002 \u5feb\u901f\u5de5\u7a0b\u662f\u6700\u5927\u9650\u5ea6\u767c\u63ee\u9019\u4e9b\u6a21\u578b\u6f5b\u529b\u7684\u5f37\u5927\u5de5\u5177\uff0c\u800c Langchain \u5728\u7c21\u5316\u9019\u4e00\u8907\u96dc\u4efb\u52d9\u65b9\u9762\u8655\u65bc\u9818\u5148\u5730\u4f4d\u3002 \u5176\u6a19\u6e96\u5316\u754c\u9762\u3001\u9748\u6d3b\u7684\u63d0\u793a\u6a21\u677f\u3001\u5f37\u5927\u7684\u6a21\u578b\u96c6\u6210\u4ee5\u53ca\u4ee3\u7406\u548c\u93c8\u7684\u5275\u65b0\u4f7f\u7528\u78ba\u4fdd\u4e86\u6cd5\u5b78\u78a9\u58eb\u7684\u6700\u4f73\u8868\u73fe\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5118\u7ba1\u53d6\u5f97\u4e86\u9019\u4e9b\u9032\u6b65\uff0c\u4f46\u4ecd\u6709\u4e00\u4e9b\u63d0\u793a\u9700\u8981\u7262\u8a18\u3002 \u7576\u60a8\u4f7f\u7528 Langchain \u6642\uff0c\u5fc5\u9808\u4e86\u89e3\u8f38\u51fa\u7684\u8cea\u91cf\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u6c7a\u65bc\u63d0\u793a\u7684\u63aa\u8fad\u3002 \u5617\u8a66\u4e0d\u540c\u7684\u63d0\u793a\u6a23\u5f0f\u548c\u7d50\u69cb\u53ef\u4ee5\u7522\u751f\u66f4\u597d\u7684\u7d50\u679c\u3002 \u53e6\u5916\uff0c\u8acb\u8a18\u4f4f\uff0c\u96d6\u7136 Langchain \u652f\u6301\u591a\u7a2e\u8a9e\u8a00\u6a21\u578b\uff0c\u4f46\u6bcf\u7a2e\u8a9e\u8a00\u6a21\u578b\u90fd\u6709\u5176\u512a\u9ede\u548c\u7f3a\u9ede\u3002 \u70ba\u60a8\u7684\u7279\u5b9a\u4efb\u52d9\u9078\u64c7\u5408\u9069\u7684\u7522\u54c1\u81f3\u95dc\u91cd\u8981\u3002 \u6700\u5f8c\uff0c\u91cd\u8981\u7684\u662f\u8981\u8a18\u4f4f\uff0c\u4f7f\u7528\u9019\u4e9b\u6a21\u578b\u9700\u8981\u8003\u616e\u6210\u672c\uff0c\u56e0\u70ba\u4ee4\u724c\u8655\u7406\u76f4\u63a5\u5f71\u97ff\u4ea4\u4e92\u6210\u672c\u3002<\/p>\n\n\n\n<p>\u6b63\u5982\u5206\u6b65\u6307\u5357\u4e2d\u6240\u6f14\u793a\u7684\uff0cLangchain \u53ef\u4ee5\u70ba\u5f37\u5927\u7684\u61c9\u7528\u7a0b\u5e8f\u63d0\u4f9b\u652f\u6301\uff0c\u4f8b\u5982\u5b78\u8853\u6587\u737b\u554f\u7b54\u7cfb\u7d71\u3002 \u96a8\u8457\u7528\u6236\u793e\u5340\u7684\u4e0d\u65b7\u58ef\u5927\u4ee5\u53ca\u5728\u958b\u6e90\u9818\u57df\u7684\u65e5\u76ca\u7a81\u51fa\uff0cLangchain \u6709\u671b\u6210\u70ba\u5145\u5206\u5229\u7528 GPT-4 \u7b49 LLM \u6f5b\u529b\u7684\u95dc\u9375\u5de5\u5177\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><a href=\"https:\/\/subscribe.unite.ai\/\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.unite.ai\/wp-content\/uploads\/2022\/10\/join-the-future-newsletter.png?w=640&#038;ssl=1\" alt=\"\" class=\"wp-image-195394\" style=\"width:735px;height:auto\"\/><\/a><\/figure>\n<\/div>\n\n\n<p>\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/www.unite.ai\/zh-TW\/%E4%BD%BF%E7%94%A8-python-%E4%B8%AD%E7%9A%84-langchain-%E5%BE%9E%E9%9B%B6%E5%88%B0%E9%AB%98%E7%B4%9A%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B\/\" data-type=\"link\" data-id=\"https:\/\/www.unite.ai\/zh-TW\/%E4%BD%BF%E7%94%A8-python-%E4%B8%AD%E7%9A%84-langchain-%E5%BE%9E%E9%9B%B6%E5%88%B0%E9%AB%98%E7%B4%9A%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B\/\">https:\/\/www.unite.ai\/zh-TW\/%E4%BD%BF%E7%94%A8-python-%E4%B8%AD%E7%9A%84-langchain-%E5%BE%9E%E9%9B%B6%E5%88%B0%E9%AB%98%E7%B4%9A%E6%8F%90%E7%A4%BA%E5%B7%A5%E7%A8%8B\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2023-08-11 | \u963f\u5c24\u4ec0\u00b7\u7c73\u5854\u723e \u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u7684\u4e00\u500b\u91cd\u8981\u65b9\u9762\u662f\u9019\u4e9b\u6a21\u578b\u7528\u65bc\u5b78\u7fd2\u7684\u53c3\u6578\u6578\u91cf\u3002 \u6a21\u578b\u64c1\u6709\u7684\u53c3\u6578\u8d8a\u591a\uff0c\u5b83\u5c31\u80fd\u66f4\u597d\u5730\u7406\u89e3\u55ae\u8a5e\u548c\u77ed\u8a9e\u4e4b\u9593\u7684\u95dc\u4fc2\u3002 \u9019\u610f\u5473&hellip;<\/p>\n","protected":false},"author":9,"featured_media":5485,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[26,40],"class_list":["post-5484","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/Heisenbergforlife_A_vivid_scene_where_a_striking_green_parrot_a_0607a84e-c5b8-41c7-8c9f-f3d154a0c7c2.webp?fit=1121%2C628&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5484","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5484"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5484\/revisions"}],"predecessor-version":[{"id":5498,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5484\/revisions\/5498"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/5485"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5484"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5484"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5484"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}