{"id":7994,"date":"2024-11-01T04:49:38","date_gmt":"2024-10-31T20:49:38","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=7994"},"modified":"2025-01-26T15:45:45","modified_gmt":"2025-01-26T07:45:45","slug":"pdl","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/pdl\/","title":{"rendered":"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00"},"content":{"rendered":"<p><strong>\u6458\u8981<\/strong><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u5728\u5168\u7403\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\uff0c\u4f7f\u5f97\u8bb8\u591a\u4ee5\u524d\u96be\u4ee5\u5b9e\u73b0\u7684AI\u5e94\u7528\u6210\u4e3a\u53ef\u80fd\u3002LLM\u901a\u8fc7\u9ad8\u5ea6\u8868\u8fbe\u6027\u7684\u6587\u672c\u63d0\u793a\u8fdb\u884c\u63a7\u5236\u5e76\u8fd4\u56de\u6587\u672c\u7b54\u6848\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u8f93\u5165\u548c\u8f93\u51fa\u7684\u4e0d\u7ed3\u6784\u5316\u6587\u672c\u4f7f\u57fa\u4e8eLLM\u7684\u5e94\u7528\u7a0b\u5e8f\u53d8\u5f97\u8106\u5f31\u3002\u8fd9\u63a8\u52a8\u4e86\u63d0\u793a\u6846\u67b6\u7684\u5d1b\u8d77\uff0c\u65e8\u5728\u8c03\u8282LLM\u4e0e\u5916\u90e8\u4e16\u754c\u7684\u4ea4\u4e92\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u63d0\u793a\u6846\u67b6\u8981\u4e48\u5177\u6709\u8f83\u9ad8\u7684\u5b66\u4e60\u66f2\u7ebf\uff0c\u8981\u4e48\u5265\u593a\u4e86\u5f00\u53d1\u4eba\u5458\u5bf9\u7cbe\u786e\u63d0\u793a\u7684\u63a7\u5236\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u56f0\u5883\uff0c\u672c\u6587\u5f15\u5165\u4e86\u63d0\u793a\u58f0\u660e\u8bed\u8a00\uff08PDL\uff09\u3002PDL\u662f\u4e00\u79cd\u7b80\u5355\u7684\u58f0\u660e\u5f0f\u6570\u636e\u5bfc\u5411\u8bed\u8a00\uff0c\u4ee5YAML\u4e3a\u57fa\u7840\uff0c\u5c06\u63d0\u793a\u7f6e\u4e8e\u6838\u5fc3\u5730\u4f4d\u3002PDL\u80fd\u591f\u5f88\u597d\u5730\u4e0e\u591a\u4e2aLLM\u5e73\u53f0\u548cLLM\u534f\u540c\u5de5\u4f5c\uff0c\u652f\u6301\u7f16\u5199\u8c03\u7528LLM\u548c\u5de5\u5177\u7684\u4ea4\u4e92\u5f0f\u5e94\u7528\u7a0b\u5e8f\uff0c\u5e76\u6613\u4e8e\u5b9e\u73b0\u8bf8\u5982\u804a\u5929\u673a\u5668\u4eba\u3001RAG\u6216\u4ee3\u7406\u7b49\u5e38\u89c1\u7528\u4f8b\u3002\u6211\u4eec\u5e0c\u671bPDL\u80fd\u591f\u4f7f\u63d0\u793a\u7f16\u7a0b\u66f4\u52a0\u7b80\u5355\u3001\u7a33\u5065\u548c\u6109\u5feb\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>1. \u5f15\u8a00<\/h2>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u5c55\uff0c\u5c55\u793a\u4e86\u6267\u884c\u5404\u79cd\u6709\u7528\u4efb\u52a1\u7684\u80fd\u529b\u3002\u7531\u4e8eLLM\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8fdb\u884c\u63a7\u5236\uff0c\u63d0\u793a\u5de5\u7a0b\u5df2\u6210\u4e3a\u4e00\u79cd\u63d0\u5347\u51c6\u786e\u6027\u7684\u4e34\u65f6\u65b9\u6cd5\uff08White\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib32\">2023<\/a>\uff09\u3002\u901a\u8fc7\u63d0\u793a\u6a21\u5f0f\uff0c\u4f8b\u5982\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08Brown\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib7\">2020<\/a>\uff09\u3001\u591a\u6b21LLM\u8c03\u7528\u94fe\uff08Chase\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib8\">2022<\/a>\uff09\u3001\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\uff08Lewis\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib19\">2020<\/a>\uff09\u3001\u5de5\u5177\u4f7f\u7528\uff08Schick\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib29\">2023<\/a>\uff09\u3001\u7a0b\u5e8f\u8f85\u52a9\u8bed\u8a00\u6a21\u578b\uff08PAL\uff09\uff08Gao\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib11\">2023<\/a>\uff09\u548c\u4ee3\u7406\uff08Yao\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib35\">2023<\/a>\uff09\u53ef\u4ee5\u89e3\u9501\u66f4\u591a\u529f\u80fd\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u5f3a\u5927\uff0cLLM\u4ecd\u7136\u5f88\u8106\u5f31\uff1a\u6709\u65f6\u4f1a\u51fa\u73b0\u5e7b\u89c9\uff0c\u751a\u81f3\u65e0\u6cd5\u9075\u5b88\u9884\u671f\u7684\u8bed\u6cd5\u548c\u7c7b\u578b\u3002<\/p>\n<p>\u63d0\u793a\u6846\u67b6\uff08Liu\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib21\">2023<\/a>\uff09\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u66f4\u8f7b\u677e\u5730\u4f7f\u7528LLM\u548c\u76f8\u5173\u7684\u63d0\u793a\u6a21\u5f0f\uff0c\u540c\u65f6\u51cf\u5c11\u5176\u8106\u5f31\u6027\u3002\u4e00\u4e9b\u6846\u67b6\uff0c\u5982LangChain\uff08Chase\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib8\">2022<\/a>\uff09\u548cAutoGen\uff08Wu\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib33\">2023<\/a>\uff09\uff0c\u901a\u8fc7\u4e3aRAG\u6216\u4ee3\u7406\u7b49\u6d41\u884c\u6a21\u5f0f\u63d0\u4f9b\u7279\u5b9a\u529f\u80fd\u6765\u5b9e\u73b0\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u7279\u6027\u4f1a\u5265\u593a\u7528\u6237\u5bf9\u57fa\u672c\u63d0\u793a\u7684\u63a7\u5236\u6743\uff0c\u5e76\u8feb\u4f7f\u4ed6\u4eec\u5b66\u4e60\u8bb8\u591a\u590d\u6742\u7684\u6846\u67b6\u529f\u80fd\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f4e\u7ea7\u63d0\u793a\u6846\u67b6\uff0c\u5982Guidance\uff08Microsoft\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib24\">2023<\/a>\uff09\u548cLMQL\uff08Beurer-Kellner\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib6\">2023<\/a>\uff09\uff0c\u901a\u8fc7\u8bed\u6cd5\u548c\u7c7b\u578b\u63d0\u4f9b\u66f4\u591a\u63a7\u5236\u3002\u7136\u800c\uff0c\u5b83\u4eec\u8981\u6c42\u7528\u6237\u4f7f\u7528Python\u6216TypeScript\u7b49\u547d\u4ee4\u5f0f\u8bed\u8a00\u7f16\u7a0b\u3002\u53e6\u4e00\u7aef\u7684\u6846\u67b6\uff0c\u5982DSPy\uff08Khattab\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib16\">2023<\/a>\uff09\u548cVieira\uff08Li\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib20\">2024<\/a>\uff09\uff0c\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u63d0\u793a\u5b8c\u5168\u907f\u514d\u624b\u5199\u63d0\u793a\u3002\u4e0d\u5e78\u7684\u662f\uff0c\u8fd9\u8fdb\u4e00\u6b65\u5265\u593a\u4e86\u5f00\u53d1\u8005\u7684\u63a7\u5236\u6743\u3002\u95ee\u9898\u56e0\u6b64\u53d8\u6210\u4e86\u5982\u4f55\u5728\u4fdd\u6301\u7b80\u5355\u7684\u524d\u63d0\u4e0b\uff0c\u4f7fLLM\u7f16\u7a0b\u66f4\u52a0\u7a33\u5065\u5e76\u8ba9\u5f00\u53d1\u8005\u4fdd\u6301\u4e3b\u5bfc\u5730\u4f4d\u3002<\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u501f\u9274\u4e86\u4e45\u7ecf\u8003\u9a8c\u7684\u7f16\u7a0b\u8bed\u8a00\u8bbe\u8ba1\u601d\u60f3\u3002\u6b63\u4ea4\u6027\u7684\u539f\u5219\u5021\u5bfc\u4f7f\u7528\u4e00\u7ec4\u5c0f\u800c\u7b80\u5355\u7684\u529f\u80fd\uff0c\u901a\u8fc7\u7ec4\u5408\u5b9e\u73b0\u5f3a\u5927\u7684\u529f\u80fd\uff08van Wijngaarden\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib31\">1977<\/a>\uff09\u3002\u5728\u8fd9\u91cc\uff0c\u6b63\u4ea4\u6027\u610f\u5473\u7740\u5c3d\u91cf\u907f\u514d\u7279\u4f8b\u3002\u5bf9\u4e8e\u63d0\u793a\u6846\u67b6\uff0c\u6b63\u4ea4\u6027\u662f\u4e00\u79cd\u907f\u514d\u7279\u5b9a\u529f\u80fd\u7684\u65b9\u5f0f\u3002\u63a5\u4e0b\u6765\uff0c\u5982\u679c\u8bed\u8a00\u80fd\u591f\u901a\u8fc7\u7c7b\u578b\u548c\u89d2\u8272\u68c0\u67e5\uff08Hugging Face\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib13\">2023<\/a>\uff09\u5728\u7ed3\u6784\u4e0a\u5f3a\u5236\u6267\u884c\uff0c\u5f00\u53d1\u8005\u5728\u8106\u5f31\u6027\u65b9\u9762\u7684\u6323\u624e\u5c06\u4f1a\u51cf\u5c11\u3002\u4e00\u4e2a\u96be\u4ee5\u89e3\u51b3\u7684\u7d27\u5f20\u5173\u7cfb\u4ecd\u7136\u5b58\u5728\uff1a\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u5e0c\u671b\u5f00\u53d1\u8005\u80fd\u591f\u63a7\u5236\u7cbe\u786e\u7684\u63d0\u793a\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u7b80\u5355\u7684\u58f0\u660e\u5f0f\u8bed\u8a00\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9009\u62e9\u4e86\u6570\u636e\u5bfc\u5411\u7684\u8bed\u8a00\uff0c\u6545\u610f\u6a21\u7cca\u4e86\u7a0b\u5e8f\uff08\u5982\u7528\u4e8e\u94fe\u548c\u5de5\u5177\uff09\u548c\u6570\u636e\uff08\u7528\u4e8e\u63d0\u793a\uff09\u4e4b\u95f4\u7684\u754c\u9650\u3002\u8fd9\u4e00\u7075\u611f\u6765\u81ea\u4ee3\u7801\u5373\u6570\u636e\u7684\u65e7\u6982\u5ff5\uff08McCarthy\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib22\">1960<\/a>\uff09\uff0c\u4ee5\u53ca\u5173\u4e8e\u65e0\u5c42\u7f16\u7a0b\u7684\u5f00\u521b\u6027\u5de5\u4f5c\uff08Cooper\u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib9\">2006<\/a>\uff09\u3002<\/p>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86 Prompt Declaration Language\uff08PDL\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u6b63\u4ea4\u4e14\u7c7b\u578b\u5316\u7684\u6570\u636e\u5bfc\u5411\u8bed\u8a00\u3002\u4e0d\u540c\u4e8e\u5d4c\u5165\u5728\u547d\u4ee4\u5f0f\u8bed\u8a00\u4e2d\u7684\u5176\u4ed6\u63d0\u793a\u8bed\u8a00\uff0cPDL \u57fa\u4e8e YAML\uff08Ben-Kiki \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib5\">2004<\/a>\uff09\u3002YAML \u662f\u4e00\u79cd\u6570\u636e\u5e8f\u5217\u5316\u683c\u5f0f\uff0c\u65e2\u4eba\u7c7b\u53ef\u8bfb\uff08\u901a\u8fc7\u4fc3\u8fdb\u5bf9\u975e\u7ed3\u6784\u5316\u5b57\u7b26\u4e32\u7684\u7b80\u5355\u8bed\u6cd5\uff09\uff0c\u53c8\u5177\u5907\u7ed3\u6784\u6027\uff08\u4e0e JSON \u517c\u5bb9\uff09\u3002PDL \u4e2d\u7684\u53d8\u91cf\u4e5f\u6301\u6709 JSON \u503c\uff0c\u5e76\u4e14\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528 JSON Schema\uff08Pezoa \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib26\">2016<\/a>\uff09\u8fdb\u884c\u7c7b\u578b\u5316\u3002PDL \u5f53\u524d\u7531\u89e3\u91ca\u5668\u5b9e\u73b0\uff0c\u8be5\u89e3\u91ca\u5668\u6267\u884c\u52a8\u6001\u7c7b\u578b\u68c0\u67e5\u3002\u5c06\u7a0b\u5e8f\u8868\u793a\u4e3a\u6570\u636e\u7684\u4e00\u4e2a\u4f18\u70b9\u662f\u4fbf\u4e8e\u7a0b\u5e8f\u8f6c\u6362\uff08Mernik \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib23\">2005<\/a>\uff09\uff0c\u4f8b\u5982\u7528\u4e8e\u4f18\u5316\u3002\u4ee5\u6570\u636e\u8868\u793a\u683c\u5f0f\u6e32\u67d3\u7a0b\u5e8f\u751a\u81f3\u53ef\u4ee5\u65b9\u4fbf PDL \u7a0b\u5e8f\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210 PDL \u7a0b\u5e8f\uff0c\u7c7b\u4f3c\u4e8e PAL\uff08Gao \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib11\">2023<\/a>\uff09\u3002<\/p>\n<p>PDL \u7a0b\u5e8f\u7531\u5757\uff08YAML \u5bf9\u8c61\uff09\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5757\u5c06\u6570\u636e\u6dfb\u52a0\u5230\u63d0\u793a\u4e0a\u4e0b\u6587\u4e2d\u3002\u6b64\u601d\u7ef4\u6a21\u578b\u975e\u5e38\u9002\u5408\u7528\u4e8e\u804a\u5929\u673a\u5668\u4eba\u6216\u4ee3\u7406\u7b49\u63d0\u793a\u6280\u672f\uff1a\u7a0b\u5e8f\u6267\u884c\u4f1a\u9690\u5f0f\u5730\u6784\u5efa\u5bf9\u8bdd\u6216\u8f68\u8ff9\uff0c\u800c\u4e0d\u9700\u8981\u663e\u5f0f\u5730\u8fdb\u884c\u7ba1\u9053\u5904\u7406\u3002\u6b64\u4e0a\u4e0b\u6587\u968f\u540e\u6210\u4e3a\u4e0b\u4e00\u4e2a LLM \u8c03\u7528\u7684\u8f93\u5165\u3002PDL \u652f\u6301\u672c\u5730 LLM\uff0c\u4ee5\u53ca\u7531\u591a\u5bb6\u4f9b\u5e94\u5546\u6258\u7ba1\u7684 LLM\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e IBM Watsonx1 \u548c Replicate2 \u4e0a\u7684\u5f00\u6e90 Granite \u6a21\u578b\uff08Abdelaziz \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib2\">2024<\/a>\uff1bGranite Team\uff0cIBM\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib12\">2024<\/a>\uff09\u3002PDL \u63d0\u4f9b\u5faa\u73af\u548c\u6761\u4ef6\u63a7\u5236\u7ed3\u6784\uff0c\u4ee5\u53ca\u51fd\u6570\u548c\u6587\u4ef6\u5f15\u5165\u4ee5\u5b9e\u73b0\u6a21\u5757\u5316\u3002PDL \u91c7\u7528 Jinja2\uff08Ronacher\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib27\">2008<\/a>\uff09\u8868\u8fbe\u5f0f\u6765\u6a21\u677f\u5316\u4e0d\u4ec5\u4ec5\u662f\u63d0\u793a\uff0c\u8fd8\u6709\u6574\u4e2a\u7a0b\u5e8f\u3002<\/p>\n<p>\u672c\u6587\u901a\u8fc7\u4e00\u4e2a\u4ecb\u7ecd\u6027\u793a\u4f8b\u6982\u8ff0 PDL\uff08<a title=\"2. Overview \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2\">\u7b2c 2 \u8282<\/a>\uff09\uff0c\u63a5\u7740\u662f\u5bf9\u8be5\u8bed\u8a00\u7684\u8be6\u7ec6\u4ecb\u7ecd\uff08<a title=\"3. Language \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3\">\u7b2c 3 \u8282<\/a>\uff09\u3002\u5b83\u63cf\u8ff0\u4e86\u8fd0\u884c\u548c\u7f16\u8f91 PDL \u7a0b\u5e8f\u7684\u5de5\u5177\uff08<a title=\"4. Tooling \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S4\">\u7b2c 4 \u8282<\/a>\uff09\uff0c\u5e76\u63d0\u4f9b\u6848\u4f8b\u7814\u7a76\u5c55\u793a PDL \u7684\u66f4\u591a\u5e94\u7528\uff08<a title=\"5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5\">\u7b2c 5 \u8282<\/a>\uff09\u3002\u6700\u540e\uff0c\u672c\u6587\u8ba8\u8bba\u4e86\u76f8\u5173\u5de5\u4f5c\uff08<a title=\"6. Related Work \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S6\">\u7b2c 6 \u8282<\/a>\uff09\uff0c\u5e76\u5728<a title=\"7. Conclusion \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S7\">\u7b2c 7 \u8282<\/a>\u4e2d\u603b\u7ed3\u3002PDL \u662f\u5f00\u6e90\u7684\uff0c\u53ef\u5728\u00a0<a href=\"https:\/\/github.com\/IBM\/prompt-declaration-language\">https:\/\/github.com\/IBM\/prompt-declaration-language<\/a>\u00a0\u83b7\u53d6\u3002\u603b\u4f53\u800c\u8a00\uff0cPDL \u662f\u4e00\u79cd\u7b80\u5355\u800c\u5f3a\u5927\u7684\u65b0\u578b LLM \u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>2. \u6982\u8ff0<\/h2>\n<p>\u672c\u8282\u901a\u8fc7\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u793a\u4f8b\u6982\u8ff0\u4e86 PDL \u7684\u529f\u80fd\u3002\u4e00\u4e2a PDL \u7a0b\u5e8f\u6267\u884c\u4e00\u7cfb\u5217\u00a0<em>\u5757<\/em>\uff0c\u6bcf\u4e2a\u5757\u751f\u6210\u7684\u6570\u636e\u4f1a\u8d21\u732e\u5230\u80cc\u666f\u4e0a\u4e0b\u6587\u4e2d\u3002\u5757\u7684\u7c7b\u578b\u591a\u79cd\u591a\u6837\uff0c\u80fd\u591f\u901a\u8fc7\u4e0d\u540c\u65b9\u5f0f\u751f\u6210\u6570\u636e\uff1a\u6a21\u578b\u8c03\u7528\u3001\u4ece stdin \u6216\u6587\u4ef6\u8bfb\u53d6\u6570\u636e\u3001\u76f4\u63a5\u521b\u5efa\u5404\u79cd JSON \u6570\u636e\u4ee5\u53ca\u6267\u884c\u4ee3\u7801\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u591a\u79cd\u63a7\u5236\u5757\uff08if-then-else\u3001for \u548c repeat\uff09\uff0c\u8fd9\u4e9b\u5757\u8ba9 PDL \u7528\u6237\u53ef\u4ee5\u8868\u8fbe\u4e30\u5bcc\u7684\u6570\u636e\u7ba1\u9053\u548c AI \u5e94\u7528\u3002<\/p>\n<p>\u56fe\u00a0<a title=\"Figure 1 \u2023 2. \u6982\u8ff0 \u2023 PDL\uff1a\u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>(a) \u663e\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u804a\u5929\u673a\u5668\u4eba\u7684 PDL \u4ee3\u7801\u3002\u7b2c 1-4 \u884c\u7684 read: \u5757\u6253\u5370\u4e00\u6761\u6d88\u606f\uff0c\u8be2\u95ee\u7528\u6237\u8f93\u5165\u67e5\u8be2\u5185\u5bb9\uff0c\u5e76\u4ece stdin \u8bfb\u53d6\u3002\u56fe\u00a0<a title=\"Figure 1 \u2023 2. \u6982\u8ff0 \u2023 PDL\uff1a\u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>(b) \u663e\u793a\u4e86\u76f8\u540c\u7a0b\u5e8f\u7684\u6267\u884c\u8ddf\u8e2a\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u95ee\u201c\u4ec0\u4e48\u662f\u8bed\u8a00\u6c99\u62c9\uff1f\u201d\u3002\u4e3a\u4e86\u907f\u514d\u91cd\u590d\uff0c\u201ccontribute: [context]\u201d\u5b50\u53e5\u5c06\u7528\u6237\u54cd\u5e94\u653e\u5165\u80cc\u666f\u4e0a\u4e0b\u6587\uff0c\u4f46\u4e0d\u5c06\u7ed3\u679c\uff08stdout \u4e0a\u7684\u6253\u5370\u5185\u5bb9\uff09\u653e\u5165\u3002<\/p>\n<p>repeat:until: \u5757\u5728\u7b2c 5\u201316 \u884c\uff0c\u5176\u4e2d\u5305\u542b\u4e00\u4e2a\u5d4c\u5957\u7684 text: \u5757\uff0c\u800c text: \u5757\u4e2d\u53c8\u5305\u542b\u4e86\u4e24\u4e2a\u5d4c\u5957\u5757\u7684\u5e8f\u5217\u3002text: \u5757\u5c06\u5176\u5d4c\u5957\u5757\u7684\u7ed3\u679c\u8f6c\u6362\u4e3a\u5b57\u7b26\u4e32\u5e76\u8fde\u63a5\u8d77\u6765\u3002\u7b2c 7\u20139 \u884c\u7684 model: \u5757\u8c03\u7528\u4e86\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b (LLM)\uff0c\u4f7f\u7528\u5f53\u524d\u7d2f\u79ef\u7684\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u63d0\u793a\u3002\u5728\u7b2c\u4e00\u6b21\u5faa\u73af\u8fed\u4ee3\u4e2d\uff0c\u4e0a\u4e0b\u6587\u4ec5\u5305\u542b\u4e24\u884c\uff1a\u201cWhat is your query?\u201d \u548c \u201cWhat\u2019s a language salad?\u201d\u3002\u2018stop: [\\n\\n]\u2019 \u6a21\u578b\u53c2\u6570\u4f1a\u5bfc\u81f4 LLM \u5728\u751f\u6210\u4e24\u4e2a\u8fde\u7eed\u7684\u6362\u884c\u7b26\u540e\u505c\u6b62\u751f\u6210\u00a0tokens\u3002LLM \u89e3\u91ca\u5668\u4ee5\u7eff\u8272\u6253\u5370 LLM \u8f93\u51fa\uff1b\u56fe\u00a0<a title=\"\u56fe 1 \u2023 2. \u6982\u8ff0 \u2023 PDL: \u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>(b) \u663e\u793a\u5728\u6b64\u793a\u4f8b\u4e2d\uff0cLLM \u751f\u6210\u4e86 \u201cA language salad is [\u2026]\u201d\u3002\u7b2c 10\u201315 \u884c\u7684 read: \u5757\u4f7f\u7528 YAML \u7684\u591a\u884c\u5b57\u7b26\u4e32\u8bed\u6cd5\uff08\u4ece\u7ad6\u7ebf (|) \u5f00\u59cb\uff09\u6253\u5370\u6d88\u606f\u3002\u6b64\u793a\u4f8b\u5c55\u793a\u4e86 PDL \u5982\u4f55\u5c06\u63d0\u793a\u653e\u5728\u9996\u4f4d\uff0c\u540c\u65f6\u4f7f\u5176\u6613\u4e8e\u9605\u8bfb\u5e76\u8d4b\u4e88\u5f00\u53d1\u8005\u7cbe\u786e\u7684\u63a7\u5236\u6743\u3002\u53f3\u4fa7\u7684\u89e3\u91ca\u5668\u8ddf\u8e2a\u663e\u793a\u7528\u6237\u8f93\u5165\u4e86 \u201cSay it as a poem!\u201d\uff0c\u7b2c 10 \u884c\u5728\u5de6\u4fa7\u5c06\u5176\u5b9a\u4e49\u4e3a\u53d8\u91cf question\uff0c\u5e76\u5728\u7b2c 12 \u884c\u8ffd\u52a0\u5230\u4e0a\u4e0b\u6587\u4e2d\u3002\u7b2c 16 \u884c\u7684 until: \u5b50\u53e5\u6307\u5b9a Jinja2 \u8868\u8fbe\u5f0f \u2018<code>${question == \"quit\"}\u2019<\/code>\u00a0\u4f5c\u4e3a\u5faa\u73af\u7ec8\u6b62\u6761\u4ef6\u3002PDL \u4f7f\u7528 \u2018${&#8230;}\u2019 \u8bed\u6cd5\u5d4c\u5165 Jinja2 \u6a21\u677f\uff0c\u800c\u4e0d\u662f \u2018{{&#8230;}}\u2019\uff0c\u56e0\u4e3a\u540e\u8005\u4e0e YAML \u7684\u7279\u6b8a\u5b57\u7b26\uff08\u82b1\u62ec\u53f7\uff09\u4e0d\u517c\u5bb9\u3002<\/p>\n<p>\u5728\u7b2c\u4e8c\u6b21\u5faa\u73af\u8fed\u4ee3\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5305\u542b\u4e86\u7b2c\u4e00\u6b21\u5faa\u73af\u8fed\u4ee3\u7684\u6548\u679c\u3002\u56e0\u6b64\uff0cmodel: \u5757\u7684\u7b2c\u4e8c\u6b21\u6267\u884c\u53ef\u4ee5\u770b\u5230\u7b2c\u4e00\u6b21\u6267\u884c\u7684\u8f93\u51fa\uff0c\u5e76\u80fd\u5c06\u5176\u4f5c\u4e3a\u4e00\u9996\u8bd7\u8fdb\u884c\u6539\u8ff0\uff0c\u201cIn a world where many tongues [\u2026]\u201d \u5982\u56fe\u00a0<a title=\"\u56fe 1 \u2023 2. \u6982\u8ff0 \u2023 PDL: \u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>(b) \u6240\u793a\u3002\u6700\u7ec8\uff0c\u5728\u6b64\u793a\u4f8b\u7684\u7b2c\u4e8c\u6b21 read: \u5757\u6267\u884c\u4e2d\uff0c\u7528\u6237\u8f93\u5165\u4e86 \u201cquit\u201d\uff0c\u5bfc\u81f4\u5faa\u73af\u7ec8\u6b62\u3002\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u4e00\u4e9b\u5e38\u7528\u7684 PDL \u5757\uff08read:, repeat:, text:, \u548c model:\uff09\u7684\u5b9e\u9645\u5e94\u7528\uff0c\u53ef\u4ee5\u7ee7\u7eed\u8fdb\u5165\u7b2c\u00a0<a title=\"3. \u8bed\u8a00 \u2023 PDL: \u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3\">3<\/a>\u00a0\u8282\uff0c\u63cf\u8ff0\u5269\u4f59\u7684\u5757\u548c\u8bed\u8a00\u7279\u6027\u3002<\/p>\n<p><img decoding=\"async\" title=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/bd8306a27a2a979.png\" alt=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" \/><\/p>\n<p><strong>(a) \u4ee3\u7801<\/strong><\/p>\n<pre><code>- read:\r\ncontribute: [context]\r\nmessage: |\r\n\u60a8\u7684\u67e5\u8be2\u662f\u4ec0\u4e48\uff1f\r\n- repeat:\r\ntext:\r\n- model: watsonx\/ibm\/granite-13b-chat-v2\r\nparameters:\r\nstop: [\"\\n\\n\"]\r\n- def: question\r\nread:\r\ncontribute: [context]\r\nmessage: |\r\n\u8f93\u5165\u67e5\u8be2\u6216\u8bf4\u201cquit\u201d\u9000\u51fa\u3002\r\nuntil: ${question == \"quit\"}\r\n<\/code><\/pre>\n<p><strong>(b) \u89e3\u91ca\u5668\u8ffd\u8e2a<\/strong><\/p>\n<pre><code>\u60a8\u7684\u67e5\u8be2\u662f\u4ec0\u4e48\uff1f\r\n\u4ec0\u4e48\u662f\u8bed\u8a00\u6c99\u62c9\uff1f\r\n\u8bed\u8a00\u6c99\u62c9\u662f\u4e00\u4e2a\u672f\u8bed\uff0c\u7528\u4e8e\u63cf\u8ff0\u5728\u5355\u4e00\u5bf9\u8bdd\u6216\u6587\u672c\u4e2d\u6df7\u5408\u4e0d\u540c\u8bed\u8a00\u548c\u65b9\u8a00\u3002\u5b83\u53ef\u4ee5\u88ab\u770b\u4f5c\u662f[\u2026]\r\n\u8f93\u5165\u67e5\u8be2\u6216\u8bf4\u201cquit\u201d\u9000\u51fa\u3002\r\n\u7528\u8bd7\u7684\u5f62\u5f0f\u8868\u8fbe\uff01\r\n\u5728\u8bed\u8a00\u4f17\u591a\u7684\u4e16\u754c\u4e2d\uff0c\r\n\u8bed\u8a00\u6c99\u62c9\u8bde\u751f\uff0c\u559c\u60a6\u4e2d\u6210\u957f\u3002\r\n\u8bcd\u8bed\u4ea4\u7ec7\uff0c\u548c\u8c10\u4e2d\u6d41\u52a8\uff0c\r\n\u4e94\u5f69\u7f24\u7eb7\u7684\u8bed\u8a00\uff0c\u6d3b\u529b\u7efd\u653e\u3002\r\n\u8f93\u5165\u67e5\u8be2\u6216\u8bf4\u201cquit\u201d\u9000\u51fa\u3002\r\nquit\r\n<\/code><\/pre>\n<p>\u56fe 1. \u5728PDL\u4e2d\u7684\u7b80\u5355\u804a\u5929\u673a\u5668\u4eba<\/p>\n<p>&nbsp;<\/p>\n<h2>3. \u8bed\u8a00<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/a73855d518f873f.png\" alt=\"\" \/><\/p>\n<p>\u56fe 2.PDL \u5feb\u901f\u53c2\u8003<\/p>\n<p>PDL \u662f\u4e00\u79cd\u5d4c\u5165\u5230 YAML \u4e2d\u7684\u8bed\u8a00\uff0c\u4f7f\u5f97\u6bcf\u4e2a PDL \u7a0b\u5e8f\u90fd\u662f\u4e00\u4e2a\u7b26\u5408 PDL \u67b6\u6784\u7684\u6709\u6548 YAML \u6587\u6863\u3002\u56fe\u00a0<a title=\"Figure 2 \u2023 3. Language \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3.F2\">2<\/a>\u00a0\u662f PDL \u7684\u5feb\u901f\u53c2\u8003\uff0c\u672c\u8282\u5c06\u4f7f\u7528\u8bed\u6cd5\u89c4\u5219\u8fdb\u884c\u89e3\u91ca\u3002\u7a0b\u5e8f\u662f\u4e00\u4e2a\u5757\u6216\u5757\u7684\u5217\u8868\uff0c\u5176\u4e2d\u5757\u53ef\u4ee5\u662f\u8868\u8fbe\u5f0f\u6216\u7ed3\u6784\u5316\u5757\uff0c\u5177\u4f53\u8bed\u6cd5\u89c4\u5219\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p>pdl ::= block | [block, . . . ,block]<br \/>\nblock ::= expression | structured_block<\/p>\n<p>\u672c\u8282\u4e2d\u7684\u6240\u6709\u8bed\u6cd5\u89c4\u5219\u90fd\u4f7f\u7528 YAML \u7684 flow-style \u8bed\u6cd5\uff08\u4f8b\u5982\uff0c[b\u2062l\u2062o\u2062c\u2062k\u2062,\u2062\u2026\u2062,\u2062b\u2062l\u2062o\u2062c\u2062k\u2062]\uff09\u3002\u76f8\u540c\u7684 PDL \u4ee3\u7801\u4e5f\u53ef\u4ee5\u5448\u73b0\u4e3a YAML \u7684 block-style \u8bed\u6cd5\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>b\u2062l\u2062o\u2062c\u2062k<br \/>\n\u2026<\/li>\n<li>b\u2062l\u2062o\u2062c\u2062k<\/li>\n<\/ul>\n<p>\u6bcf\u4e2a\u5757\u5305\u542b\u4e00\u4e2a\u5757\u4e3b\u4f53\uff0c\u5176\u4e2d\u7684\u5173\u952e\u5b57\u6307\u793a\u5757\u7684\u7c7b\u578b\uff08\u4f8b\u5982\uff0cmodel \u6216 read\uff09\u3002\u5171\u6709 15 \u79cd\u5757\u4e3b\u4f53\uff08\u53ef\u9009\u5b57\u6bb5\u7528\u95ee\u53f7\u6ce8\u91ca\uff09\uff1a<\/p>\n<p><img decoding=\"async\" title=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/1737ed78cc0e2e3.png\" alt=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" \/> block_body ::=<\/p>\n<pre><code>model:expression,input:?pdl,parameters:?  \r\nexpression  \r\n| read:file,message:?  \r\nstring,message:?  \r\nbool  \r\n| text:pdl  \r\n| lastOf:pdl  \r\n| array:pdl  \r\n| object:pdl  \r\n| data:json  \r\n| include:file  \r\n| function:args,return:pdl  \r\n| call:\ud835\udc53,args:args  \r\n| if:expression,then:pdl,else:?pdl  \r\n| for:args,repeat:\ud835\udc5d\ud835\udc51\ud835\udc59,join:?  \r\njoin  \r\n| repeat:pdl,num_iterations:n,join:?  \r\njoin  \r\n| repeat:pdl,until:expression,join:?  \r\njoin  \r\n| code:pdl,lang:string\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u5728\u4e0a\u4e00\u8282\u4e2d\u5df2\u7ecf\u770b\u5230 model: \u548c read: \u5757\u3002model: \u5757\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u3002\u9664\u975e\u6307\u5b9a\u4e86\u53ef\u9009\u7684 input: \u5b57\u6bb5\uff0c\u5426\u5219\u63d0\u793a\u8bcd\u6765\u81ea\u5f53\u524d\u4e0a\u4e0b\u6587\u3002\u53ef\u9009\u7684 parameters: \u5b57\u6bb5\u7528\u4e8e\u914d\u7f6e\u6a21\u578b\u7684\u63a8\u7406\u884c\u4e3a\u3002read: \u5757\u4ece\u6587\u4ef6\u8bfb\u53d6\u8f93\u5165\uff0c\u82e5\u672a\u6307\u5b9a\u6587\u4ef6\u540d\u5219\u4ece\u6807\u51c6\u8f93\u5165\u8bfb\u53d6\u3002\u53ef\u9009\u7684 message: \u5b57\u6bb5\u7528\u4e8e\u5411\u7528\u6237\u663e\u793a\u4fe1\u606f\uff0c\u53ef\u9009\u7684 multiline: \u5b57\u6bb5\u51b3\u5b9a\u662f\u5426\u5728\u6362\u884c\u7b26\u5904\u505c\u6b62\u3002<\/p>\n<p>\u521b\u5efa\u6570\u636e\u7684\u4e94\u79cd\u5757\u7c7b\u578b\u5305\u62ec\uff1a text:\u3001lastOf:\u3001array:\u3001object: \u548c data:\u3002\u56fe\u00a0<a title=\"\u56fe 2 \u2023 3. \u8bed\u8a00 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3.F2\">2<\/a>\u00a0\u901a\u8fc7\u7b80\u5355\u793a\u4f8b\u5c55\u793a\u4e86\u5b83\u4eec\u3002\u4e0d\u5e26\u5173\u952e\u5b57\u7684\u5757\u5217\u8868\u8868\u73b0\u4e3a lastOf:\u3002object: \u5757\u548c data: \u5757\u7684\u533a\u522b\u5728\u4e8e\uff0cPDL \u89e3\u91ca\u5668\u5ffd\u7565 data: \u5757\u4e2d\u7684 PDL \u5173\u952e\u5b57\uff0c\u5c06\u5176\u89c6\u4e3a\u666e\u901a\u7684 JSON \u5b57\u6bb5\u3002<\/p>\n<p>\u4e3a\u5b9e\u73b0\u6a21\u5757\u5316\uff0cPDL \u652f\u6301 include: \u5757\u548c\u51fd\u6570\u3002include: \u5757\u6253\u5f00\u6307\u5b9a\u76f8\u5bf9\u8def\u5f84\u4e0b\u7684 PDL \u7a0b\u5e8f\uff0c\u5e76\u5c06\u5176\u8f93\u51fa\u6dfb\u52a0\u5230\u51fa\u73b0\u7684\u4f4d\u7f6e\u3002\u51fd\u6570\u53c2\u6570\u7684\u8bed\u6cd5\u5982\u4e0b\uff1a<\/p>\n<p>a\u2062r\u2062g\u2062s::={\u2062x\u2062:\u2062e\u2062x\u2062p\u2062r\u2062e\u2062s\u2062s\u2062i\u2062o\u2062n\u2062,\u2062\u2026\u2062,\u2062x\u2062:\u2062e\u2062x\u2062p\u2062r\u2062e\u2062s\u2062s\u2062i\u2062o\u2062n\u2062}<\/p>\n<p>\u6bcf\u4e2a x\u2062:\u2062e\u2062x\u2062p\u2062r\u2062e\u2062s\u2062s\u2062i\u2062o\u2062n \u5c06\u53c2\u6570\u540d\u6620\u5c04\u5230\u7c7b\u578b\u89c4\u8303\uff08\u5728 function: \u5b9a\u4e49\u4e2d\uff09\u6216\u503c\uff08\u5728 function call: \u4e2d\uff09\u3002return: \u5173\u952e\u5b57\u63d0\u4f9b\u51fd\u6570\u4f53\uff0c\u53ef\u5305\u542b\u5d4c\u5957\u5757\uff1b\u56fe\u00a0<a title=\"\u56fe 2 \u2023 3. \u8bed\u8a00 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3.F2\">2<\/a>\u00a0\u5c55\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684 Jinja2 \u8868\u8fbe\u5f0f\u793a\u4f8b\u3002\u53ef\u9009\u7684 pdl_context: \u5173\u952e\u5b57\u53ef\u5728\u8c03\u7528\u671f\u95f4\u91cd\u7f6e\u4e0a\u4e0b\u6587\uff0c\u4f8b\u5982\u91cd\u7f6e\u4e3a\u7a7a\u4e0a\u4e0b\u6587 []\u3002<\/p>\n<p>\u63a7\u5236\u6784\u9020\u5757\u6709\u4e09\u79cd\uff1aif:\u3001for: \u548c\u591a\u79cd repeat: \u5f62\u5f0f\u3002\u5b83\u4eec\u53ef\u4ee5\u5305\u542b\u5d4c\u5957\u5757\u6216\u7b80\u5355\u8868\u8fbe\u5f0f\uff1b\u82e5\u5305\u542b\u5757\u5217\u8868\uff0c\u5219\u5217\u8868\u9ed8\u8ba4\u8868\u73b0\u4e3a lastOf:\u3002\u82e5\u4e0d\u60f3\u8981 lastOf: \u884c\u4e3a\uff0c\u5e38\u7528\u65b9\u6cd5\u662f\u5c06\u5faa\u73af\u4f53\u5c01\u88c5\u5728 text: \u5757\u4e2d\uff0c\u6216\u4f7f\u7528 join: \u5173\u952e\u5b57\u5408\u5e76\u5faa\u73af\u8fed\u4ee3\u7ed3\u679c\uff1a<\/p>\n<p>j\u2062o\u2062i\u2062n::=as:?\u2062(text\u2062\u2223array\u2223\u2062lastOf)\u2062,with:?\u2062s\u2062t\u2062r\u2062i\u2062n\u2062g<\/p>\n<p>\u4e0a\u8ff0 15 \u79cd\u5757\u4f53\u53ef\u4e0e\u96f6\u4e2a\u6216\u591a\u4e2a\u9002\u7528\u4e8e\u4efb\u610f\u5757\u7684\u53ef\u9009\u5173\u952e\u5b57\u7ec4\u5408\u4f7f\u7528\uff1a<\/p>\n<p>s\u2062t\u2062r\u2062u\u2062c\u2062t\u2062u\u2062r\u2062e\u2062d\u2062_\u2062b\u2062l\u2062o\u2062c\u2062k::=<\/p>\n<pre><code>{ block_body,\r\ndescription:?\r\nstring,\r\ndef:?\r\nx,\r\ndefs:?\r\ndefs,\r\nrole:?\r\nstring,\r\ncontribute:?\r\ncontribute,\r\nparser:?parser,\r\nspec:?\r\ntype }\r\n<\/code><\/pre>\n<p>description: \u662f\u7279\u6b8a\u6ce8\u91ca\u3002def: \u5c06\u5757\u7684\u7ed3\u679c\u5206\u914d\u7ed9\u53d8\u91cf\uff1b\u56fe\u00a0<a title=\"\u56fe 1 \u2023 2. \u6982\u8ff0 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>\u00a0\u7684\u7b2c 10 \u884c\u5df2\u6709\u793a\u4f8b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cdefs: \u521b\u5efa\u591a\u4e2a\u53d8\u91cf\u5b9a\u4e49\uff0c\u6bcf\u4e2a\u5b9a\u4e49\u6709\u81ea\u5df1\u7684\u540d\u79f0 x\uff0c\u5e76\u901a\u8fc7\u5d4c\u5957\u7684 PDL \u7a0b\u5e8f\u8d4b\u503c\uff1a<\/p>\n<p>d\u2062e\u2062f\u2062s::={\u2062x\u2062:\u2062p\u2062d\u2062l\u2062,\u2062\u2026\u2062,\u2062x\u2062:\u2062p\u2062d\u2062l\u2062}<\/p>\n<p>role: \u4e3a\u5757\u751f\u6210\u7684\u6570\u636e\u8d4b\u4e88\u7279\u5b9a\u89d2\u8272\uff0c\u4f8b\u5982 &#8216;user&#8217;\u3001&#8217;assistant&#8217; \u6216 &#8216;system&#8217;\u3002PDL \u8c03\u7528\u804a\u5929\u6a21\u578b\u65f6\uff0c\u9075\u5faa\u73b0\u4ee3\u804a\u5929 API \u7684\u901a\u7528\u505a\u6cd5\uff0c\u4f20\u9012 {content:str, role:str} \u5bf9\u5e8f\u5217\uff0c\u800c\u4e0d\u662f\u7eaf\u6587\u672c\u4f5c\u4e3a\u63d0\u793a\u3002\u7136\u540e\uff0c\u6a21\u578b API \u5e94\u7528\u6a21\u578b\u7279\u5b9a\u7684\u804a\u5929\u6a21\u677f\uff0c\u901a\u8fc7\u63d2\u5165\u9002\u5f53\u7684\u63a7\u5236\u6807\u8bb0\u5c55\u5e73\u8be5\u5e8f\u5217\uff0c\u4ece\u800c\u4f7f PDL \u7a0b\u5e8f\u5177\u6709\u4e00\u5b9a\u7684\u6a21\u578b\u72ec\u7acb\u6027\u3002\u82e5\u5757\u672a\u663e\u5f0f\u6307\u5b9a role:\uff0c\u5219\u6a21\u578b\u5757\u9ed8\u8ba4\u4e3a &#8216;assistant&#8217;\uff0c\u5176\u4ed6\u5757\u9ed8\u8ba4\u4e3a &#8216;user&#8217;\u3002\u5185\u5d4c\u5757\u7684\u89d2\u8272\u4e0e\u5916\u5c42\u5757\u4e00\u81f4\u3002\u672a\u6765\u7814\u7a76\u4e2d\uff0c\u6211\u4eec\u8fd8\u8ba1\u5212\u5229\u7528\u89d2\u8272\u5b9e\u73b0\u57fa\u4e8e\u6743\u9650\u7684\u5b89\u5168\u673a\u5236\u3002<\/p>\n<p>contribute: \u5173\u952e\u5b57\u53ef\u7528\u4e8e\u6307\u5b9a\u4e00\u4e2a\uff08\u53ef\u80fd\u4e3a\u7a7a\u7684\uff09\u5b50\u96c6\u81f3\u4e24\u4e2a\u76ee\u7684\u5730 \u2018result\u2019 \u6216 \u2018context\u2019\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u6bcf\u4e2a\u6a21\u5757\u90fd\u5bf9\u5176\u81ea\u5df1\u7684\u7ed3\u679c\u548c\u7528\u4e8e\u540e\u7eed\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\u7684\u80cc\u666f\u4e0a\u4e0b\u6587\u505a\u51fa\u8d21\u732e\u3002\u56fe\u00a0<a title=\"\u56fe 1 \u2023 2. \u6982\u8ff0 \u2023 PDL: \u4e00\u4e2a\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2.F1\">1<\/a>\u00a0\u7684\u7b2c 2 \u884c\u663e\u793a\u4e86\u4e00\u4e2a\u5c06\u6a21\u5757\u8d21\u732e\u9650\u5236\u4e3a\u4ec5\u80cc\u666f\u4e0a\u4e0b\u6587\u7684\u793a\u4f8b\uff0c\u4ee5\u7b80\u5316\u8f93\u51fa\u3002<\/p>\n<p>parser: \u5173\u952e\u5b57\u4f7f\u5f97\u901a\u5e38\u53ea\u751f\u6210\u5e73\u9762\u5b57\u7b26\u4e32\u7684\u6a21\u5757\uff08\u4f8b\u5982\uff0c\u4e00\u4e2aLLM\u8c03\u7528\uff09\u80fd\u591f\u751f\u6210\u7ed3\u6784\u5316\u6570\u636e\u3002\u652f\u6301\u7684\u89e3\u6790\u5668\u5305\u62ec json, yaml, regex \u548c jsonl\u3002spec: \u5173\u952e\u5b57\u53ef\u4ee5\u6307\u5b9a\u7c7b\u578b\u3002PDL \u7684\u7c7b\u578b\u662f JSON Schema \u7684\u5b50\u96c6\uff08Pezoa \u7b49\uff0c\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib26\">2016<\/a>\uff09\uff0c\u56fe\u00a0<a title=\"\u56fe 2 \u2023 3. \u8bed\u8a00 \u2023 PDL: \u4e00\u4e2a\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3.F2\">2<\/a>\u00a0\u4e2d\u7b80\u8981\u5c55\u793a\u4e86\u5e38\u7528\u7684\u7b80\u5199\u8bed\u6cd5\u3002\u4f8b\u5982\uff0c\u7c7b\u578b \u2018{questions: [str], answers: [str]}\u2019 \u662f\u4e00\u4e2a\u5305\u542b\u4e24\u4e2a\u5b57\u6bb5\u7684\u95ee\u9898\u548c\u7b54\u6848\u7684\u5bf9\u8c61\uff0c\u8fd9\u4e24\u4e2a\u5b57\u6bb5\u90fd\u5305\u542b\u5b57\u7b26\u4e32\u6570\u7ec4\u3002\u7b2c\u00a0<a title=\"5. \u6848\u4f8b\u7814\u7a76 \u2023 PDL: \u4e00\u4e2a\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5\">5<\/a>\u00a0\u8282\u5c06\u8bf4\u660e parser: \u548c spec: \u5982\u4f55\u534f\u540c\u5de5\u4f5c\u3002\u672a\u6765\u7684\u5de5\u4f5c\u8fd8\u5c06\u5229\u7528\u8fd9\u4e9b\u5173\u952e\u5b57\u8fdb\u884c\u7ea6\u675f\u89e3\u7801\uff08Scholak \u7b49\uff0c\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib30\">2021<\/a>\uff09\u3002<\/p>\n<p>\u4e00\u4e2a\u539f\u5b50\u5757\u662f\u4e00\u4e2a\u8868\u8fbe\u5f0f\uff1a<\/p>\n<p>expression ::= bool | number | string | ${\ud835\udc57\ud835\udc56\ud835\udc5b\ud835\udc57\ud835\udc4e_\ud835\udc52\ud835\udc65\ud835\udc5d\ud835\udc5f\ud835\udc52\ud835\udc60\ud835\udc60\ud835\udc56\ud835\udc5c\ud835\udc5b} | string_expression<\/p>\n<p>\u8868\u8fbe\u5f0f\u53ef\u4ee5\u662f\u57fa\u672c\u503c\u3001Jinja2 \u8868\u8fbe\u5f0f\uff08Ronacher\uff0c\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib27\">2008<\/a>\uff09\u6216\u5305\u542b Jinja \u8868\u8fbe\u5f0f\u7684\u5b57\u7b26\u4e32\u3002Jinja2 \u662f\u4e00\u79cd\u65b9\u4fbf\u7684\u63d0\u793a\u6a21\u677f\u6307\u5b9a\u65b9\u6cd5\uff0c\u63d0\u793a\u7684\u90e8\u5206\u5185\u5bb9\u4e3a\u786c\u7f16\u7801\uff0c\u5176\u4ed6\u90e8\u5206\u5219\u901a\u8fc7\u8868\u8fbe\u5f0f\u586b\u5145\u3002\u4f46 PDL \u8fdb\u4e00\u6b65\u62d3\u5c55\u4e86 Jinja2 \u7684\u4f7f\u7528\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4e0d\u4ec5\u6a21\u677f\u5316\u5355\u4e2a\u63d0\u793a\uff0c\u8fd8\u53ef\u4ee5\u6a21\u677f\u5316\u6574\u4e2a\u6a21\u578b\u8c03\u7528\u94fe\u53ca\u5176\u4ed6\u6a21\u5757\u3002\u5c3d\u7ba1\u6211\u4eec\u5efa\u8bae\u8bfb\u8005\u53c2\u8003 Jinja2 \u6587\u6863\u4ee5\u83b7\u53d6\u53ef\u80fd\u8868\u8fbe\u5f0f\u7684\u5b8c\u6574\u5217\u8868\uff0c\u56fe\u00a0<a title=\"\u56fe 2 \u2023 3. \u8bed\u8a00 \u2023 PDL: \u4e00\u4e2a\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3.F2\">2<\/a>\u00a0\u7b80\u8981\u5217\u51fa\u4e86\u4e00\u4e9b\u6700\u5e38\u7528\u7684\u8868\u8fbe\u5f0f\u3002PDL \u4ec5\u91c7\u7528 Jinja2 \u8868\u8fbe\u5f0f\uff0c\u4e0d\u5305\u62ec Jinja2 \u7684\u8bed\u53e5\u5982\u00a0<code>{% if .. %}<\/code>\u00a0\u6216\u00a0<code>{% for .. %}<\/code>\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u5df2\u4e0e PDL \u7684 if: \u548c for: \u529f\u80fd\u91cd\u53e0\u3002<\/p>\n<p>\u6700\u540e\u4f46\u540c\u6837\u91cd\u8981\u7684\u662f\uff0cPDL \u62e5\u6709\u4e00\u4e2a code: \u6a21\u5757\uff0c\u8be5\u6a21\u5757\u5141\u8bb8\u5728\u6307\u5b9a\u7f16\u7a0b\u8bed\u8a00\u4e2d\u6267\u884c\u4ee3\u7801\uff08\u622a\u81f3\u672c\u6587\u64b0\u5199\u65f6\uff0c\u4ec5\u652f\u6301 Python\uff09\u3002\u4e0b\u4e00\u8282\u5c06\u63cf\u8ff0 PDL \u5de5\u5177\uff0c\u5305\u62ec\u89e3\u91ca\u5668\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6c99\u7bb1\u529f\u80fd\u4ee5\u964d\u4f4e\u6267\u884c\u4efb\u610f\u4ee3\u7801\u5e26\u6765\u7684\u98ce\u9669\u3002\u8981\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u53c2\u9605 PDL \u7684 GitHub \u4ed3\u5e93\u4e2d\u7684\u6559\u7a0b\u94fe\u63a5\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>4. \u5de5\u5177<\/h2>\n<p>PDL \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5de5\u5177\uff0c\u4f7f PDL \u7a0b\u5e8f\u6613\u4e8e\u7f16\u5199\u3001\u8fd0\u884c\u548c\u7406\u89e3\u3002<\/p>\n<p>\u9996\u5148\uff0cPDL\u00a0<em>\u89e3\u91ca\u5668<\/em>\u00a0\u662f\u4e00\u4e2a\u5177\u6709\u547d\u4ee4\u884c\u754c\u9762\u7684\u6267\u884c\u5f15\u64ce\uff0c\u6b63\u5982\u4eba\u4eec\u6240\u671f\u671b\u7684\u90a3\u6837\uff0c\u8fd9\u662f\u4e00\u79cd\u811a\u672c\u8bed\u8a00\u3002\u89e3\u91ca\u5668\u652f\u6301\u6d41\u6a21\u5f0f\uff0cLLM \u8f93\u51fa\u4f1a\u968f\u7740\u751f\u6210\u8fc7\u7a0b\u9010\u6b65\u53ef\u89c1\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u4e92\u52a8\u7684\u804a\u5929\u4f53\u9a8c\u3002\u89e3\u91ca\u5668\u8fd8\u652f\u6301\u6c99\u76d2\uff0c\u8fd9\u4f7f\u5176\u5728\u5bb9\u5668\u4e2d\u542f\u52a8\uff0c\u5efa\u8bae\u5728\u6267\u884c LLM \u751f\u6210\u7684\u64cd\u4f5c\u6216\u4ee3\u7801\u65f6\u4f7f\u7528\u3002<\/p>\n<p>PDL\u00a0<em>IDE \u652f\u6301<\/em>\u00a0\u589e\u5f3a\u4e86 VSCode\uff0c\u4f7f\u5f97\u901a\u8fc7\u8bed\u6cd5\u9ad8\u4eae\u3001\u81ea\u52a8\u8865\u5168\u3001PDL \u5173\u952e\u5b57\u7684\u5de5\u5177\u63d0\u793a\u548c\u9519\u8bef\u68c0\u67e5\u66f4\u5bb9\u6613\u7f16\u5199 PDL \u4ee3\u7801\u3002\u8fd9\u4e9b\u529f\u80fd\u90e8\u5206\u662f\u7531 PDL \u5143\u6a21\u5f0f\u9a71\u52a8\u7684\uff0c\u5373\u5b9a\u4e49\u6709\u6548 PDL \u7684 JSON \u6a21\u5f0f\u3002<\/p>\n<p><code>%%pdl<\/code>\u00a0<em>\u5355\u5143\u9b54\u6cd5<\/em>\u00a0\u589e\u5f3a\u4e86 Jupyter Notebooks\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u76f4\u63a5\u7528 PDL \u7f16\u5199\u4ee3\u7801\u5355\u5143\u3002\u8fd9\u6837\uff0c\u6258\u7ba1\u7684\u7b14\u8bb0\u672c\u5e73\u53f0\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u7b80\u5355\u7684\u6e38\u4e50\u573a\uff0c\u4e92\u52a8\u63a2\u7d22\u63d0\u793a\u3002\u5728\u540c\u4e00\u4e2a\u7b14\u8bb0\u672c\u4e2d\u7ed9\u5b9a\u591a\u4e2a PDL \u4ee3\u7801\u5355\u5143\uff0c\u540e\u9762\u7684\u5355\u5143\u53ef\u4ee5\u4f7f\u7528\u524d\u9762\u5355\u5143\u4e2d\u5b9a\u4e49\u7684\u53d8\u91cf\u3002\u6b64\u5916\uff0c\u540e\u9762\u5355\u5143\u7684\u80cc\u666f\u4e0a\u4e0b\u6587\u4f1a\u5ef6\u7eed\u81ea\u524d\u9762\u7684\u5355\u5143\uff1b\u5f53\u4e0d\u5e0c\u671b\u8fd9\u6837\u65f6\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7\u00a0<code>%%pdl --reset-context<\/code>\u00a0\u6765\u8986\u76d6\u6b64\u884c\u4e3a\u3002<\/p>\n<p>PDL\u00a0<em>\u5b9e\u65f6\u6587\u6863\u53ef\u89c6\u5316\u5668<\/em>\u00a0\u4ee5\u5f69\u8272\u5d4c\u5957\u6846\u7684\u5f62\u5f0f\u663e\u793a PDL \u7a0b\u5e8f\u7684\u5177\u4f53\u6267\u884c\u8e2a\u8ff9\uff0c\u7c7b\u4f3c\u4e8e\u8bba\u6587\u6216\u5173\u4e8e LLM \u63d0\u793a\u7684\u535a\u5ba2\u6587\u7ae0\u4e2d\u7684\u5178\u578b\u56fe\u5f62\u3002\u7136\u540e\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\u6846\u6765\u663e\u793a\u76f8\u5e94\u7684 PDL \u4ee3\u7801\uff0c\u7c7b\u4f3c\u4e8e\u7535\u5b50\u8868\u683c\u5355\u5143\u683c\u663e\u793a\u6570\u636e\uff0c\u4f46\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u5b83\u4eec\u6765\u68c0\u67e5\u751f\u6210\u8be5\u6570\u636e\u7684\u516c\u5f0f\u3002\u8fd9\u79cd\u5b9e\u65f6\u89c6\u56fe\u8ba9\u7528\u6237\u5feb\u901f\u7406\u89e3\u5177\u4f53\u6570\u636e\uff0c\u7136\u540e\u518d\u8f6c\u5411\u7406\u89e3\u751f\u6210\u8fd9\u4e9b\u6570\u636e\u7684\u4ee3\u7801\u3002<\/p>\n<p>\u6700\u540e\uff0cPDL \u5177\u6709\u4e00\u4e2a\u00a0<em>SDK<\/em>\uff08\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u5c0f\u578b Python \u5e93\uff0c\u7528\u4e8e\u4ece Python \u8c03\u7528 PDL\u3002\u8fd9\u5bf9\u4e8e\u6269\u5c55\u66f4\u5927\u7684 Python \u5e94\u7528\u7a0b\u5e8f\u4ee5\u4f7f\u7528\u57fa\u4e8e\u63d0\u793a\u7684\u7a0b\u5e8f\uff08\u4f8b\u5982\u4ee3\u7406\uff09\u975e\u5e38\u6709\u7528\u3002\u5982\u7b2c\u00a0<a title=\"3. \u8bed\u8a00 \u2023 PDL: \u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S3\">3<\/a>\u00a0\u8282\u6240\u8ba8\u8bba\uff0cPDL \u6587\u4ef6\u53ef\u4ee5\u5728\u4ee3\u7801\u5757\u4e2d\u5305\u542b Python\u3002\u5728\u4f7f\u7528 PDL \u5f00\u53d1\u66f4\u5927\u7684\u5e94\u7528\u7a0b\u5e8f\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u5c06\u8fd9\u4e9b\u4ee3\u7801\u4fdd\u6301\u5728\u51e0\u884c\u4e4b\u5185\u5f88\u6709\u7528\uff0c\u901a\u8fc7\u5728\u5355\u72ec\u7684 Python \u6587\u4ef6\u4e2d\u5b9a\u4e49\u51fd\u6570\uff0c\u7136\u540e\u4ece PDL \u8c03\u7528\u5b83\u3002\u4e00\u4e2a\u597d\u7684\u5b9e\u8df5\u662f\u4ee5 JSON \u5bf9\u8c61\u7684\u5f62\u5f0f\u5728 PDL \u548c Python \u4e4b\u95f4\u4f20\u9012\u6570\u636e\u3002\u53ef\u9009\u5730\uff0c\u53ef\u4ee5\u4f7f\u7528 PDL \u4e2d\u7684\u00a0<code>spec:<\/code>\u00a0\u5173\u952e\u5b57\uff0c\u4ee5\u53ca Python \u7aef\u7684 TypedDict \u6216 Pydantic \u8fdb\u884c\u7c7b\u578b\u68c0\u67e5\uff0c\u5982\u4e0b\u4e00\u8282\u56fe\u00a0<a title=\"\u56fe 3 \u2023 5.1. \u68c0\u7d22\u589e\u5f3a\u751f\u6210 \u2023 5. \u6848\u4f8b\u7814\u7a76 \u2023 PDL: \u4e00\u79cd\u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F3\">3<\/a>\u00a0\u6240\u793a\u3002<\/p>\n<p><strong> <img decoding=\"async\" title=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/1c80c906fd8730e.png\" alt=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" \/> (a) PDL \u4ee3\u7801<\/strong><\/p>\n<pre><code>1text:\r\n2- lang: python\r\n3 code: |\r\n4 import rag_mbpp\r\n5 PDL_SESSION.mbpp = rag_mbpp.initialize()\r\n6 result = \"\"\r\n7- defs:\r\n8 test_query: &gt;-\r\n9 \u7f16\u5199\u4e00\u4e2a Python \u51fd\u6570\uff0c\u4ece\u5b57\u7b26\u4e32\u4e2d\u5220\u9664\u7ed9\u5b9a\u5b57\u7b26\u7684\u7b2c\u4e00\u4e2a\u548c\u6700\u540e\u4e00\u4e2a\u51fa\u73b0\u3002\r\n12 retrieved:\r\n13 lang: python\r\n14 spec: [{query: str, answer: str}]\r\n15 code: |\r\n16 import rag_mbpp\r\n17 result = rag_mbpp.retrieve(\r\n18 PDL_SESSION.mbpp, \"${test_query}\", 5\r\n19 )\r\n20 text: &gt;\r\n21 \u7ed9\u5b9a\u6587\u672c\u5728 \"Q:\" \u4e4b\u540e\uff0c\u751f\u6210\u4e00\u4e2a Python \u51fd\u6570\u5728 \"A:\" \u4e4b\u540e\u3002\r\n24 \u8fd9\u91cc\u6709\u4e00\u4e9b\u793a\u4f8b\uff0c\u8bf7\u5b8c\u6210\u6700\u540e\u4e00\u4e2a\uff1a\r\n25- for:\r\n26 few_shot_sample: ${retrieved}\r\n27 repeat: |\r\n28 Q: ${few_shot_sample.query}\r\n29 A: \u2018\u2018\u2018${few_shot_sample.answer}\u2018\u2018\u2018\r\n30- |-\r\n31 Q: ${test_query}\r\n32 A:\r\n33- model: watsonx\/ibm\/granite-3-8b-instruct\r\n34 parameters:\r\n35 stop: [\"Q:\", \"A:\"]\r\n<\/code><\/pre>\n<p><strong>(b) Python \u4ee3\u7801<\/strong><\/p>\n<pre><code>1from typing import TypedDict\r\n2import datasets\r\n3from sklearn.feature_extraction.text \\\r\n4 import TfidfVectorizer\r\n5\r\n6def initialize():\r\n7 train_in = datasets.load_dataset(\r\n8 \"mbpp\", \"sanitized\", split=\"train\"\r\n9 )\r\n10 corpus = [row[\"prompt\"] for row in train_in]\r\n11 tfidf = TfidfVectorizer().fit(corpus)\r\n12 def embed(text):\r\n13 sparse_result = tfidf.transform(\r\n14 raw_documents=[text]\r\n15 )\r\n16 return sparse_result.toarray().flatten()\r\n17 train_em = train_in.map(\r\n18 lambda row: {\"em\": embed(row[\"prompt\"])}\r\n19 )\r\n20 vec_db = train_em.add_faiss_index(\"em\")\r\n21 return vec_db, embed\r\n22\r\n23QA = TypedDict(\"QA\", {\"query\":str,\"answer\":str})\r\n24def retrieve(mbpp, query, n: int) -&gt; list[QA]:\r\n25 vec_db, embed = mbpp\r\n26 key = embed(query)\r\n27 nearest = vec_db.get_nearest_examples(\r\n28 \"em\", key, n\r\n29 )\r\n30 queries = nearest.examples[\"prompt\"]\r\n31 answers = nearest.examples[\"code\"]\r\n32 return [\r\n33 {\"query\": q, \"answer\": a}\r\n34 for q, a in zip(queries, answers)\r\n35 ]\r\n<\/code><\/pre>\n<p>\u56fe 3. <a href=\"https:\/\/www.kdjingpai.com\/pt\/rag\/\">RAG<\/a> \u793a\u4f8b\u5728 PDL<\/p>\n<h2>5. \u6848\u4f8b\u7814\u7a76<\/h2>\n<p>\u6211\u4eec\u5728\u7b2c\u00a0<a title=\"2. \u6982\u8ff0 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S2\">2<\/a>\u00a0\u8282\u4e2d\u5df2\u7ecf\u770b\u5230\u4e00\u4e2a\u7b80\u5355\u7684 PDL \u804a\u5929\u673a\u5668\u4eba\u793a\u4f8b\u3002\u672c\u8282\u5c06\u5c55\u793a PDL \u7684\u4e00\u4e9b\u7a0d\u5fae\u590d\u6742\u7684\u7528\u4f8b\uff1aRAG\u3001\u4ee3\u7406\u548c\u4ece PDL \u751f\u6210 PDL\u3002<\/p>\n<h3>5.1. \u68c0\u7d22\u589e\u5f3a\u751f\u6210<\/h3>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff0c\u6216\u79f0\u00a0<em>RAG<\/em>\uff0c\u7684\u5de5\u4f5c\u539f\u7406\u662f\u9996\u5148\u68c0\u7d22\u76f8\u5173\u4e0a\u4e0b\u6587\uff0c\u7136\u540e\u5c06\u5176\u6dfb\u52a0\u5230\u6a21\u578b\u751f\u6210\u7b54\u6848\u7684\u63d0\u793a\u4e2d (Lewis et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib19\">2020<\/a>)\u3002\u56fe\u00a0<a title=\"\u56fe 3 \u2023 5.1. \u68c0\u7d22\u589e\u5f3a\u751f\u6210 \u2023 5. \u6848\u4f8b\u7814\u7a76 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F3\">3<\/a>(a) \u663e\u793a\u4e86\u4e00\u4e2a\u4f7f\u7528 RAG \u68c0\u7d22\u5c11\u91cf\u793a\u4f8b\u4ee5\u8fdb\u884c\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u7684 PDL \u7a0b\u5e8f\u3002\u4ee3\u7801\uff1a\u7b2c 2\u20136 \u884c\u4f7f\u7528 Python \u521d\u59cb\u5316\u201c\u4e3b\u8981\u662f\u57fa\u672c Python \u7a0b\u5e8f\u201d\u7684 MBPP \u6570\u636e\u96c6\u7684\u8bad\u7ec3\u5206\u5272\u7684\u5411\u91cf\u6570\u636e\u5e93 (Austin et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib3\">2021<\/a>)\u3002\u5b83\u4f7f\u7528\u56fe\u00a0<a title=\"\u56fe 3 \u2023 5.1. \u68c0\u7d22\u589e\u5f3a\u751f\u6210 \u2023 5. \u6848\u4f8b\u7814\u7a76 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F3\">3<\/a>(b) \u4e2d\u5b9a\u4e49\u7684 Python \u51fd\u6570\uff0c\u4ee5\u53ca\u4e00\u4e2a PDL_SESSION \u7279\u6b8a\u53d8\u91cf\uff0c\u4f7f\u5176\u80fd\u591f\u5c06\u72b6\u6001\u4f20\u9012\u5230\u540e\u9762\u7684\u4ee3\u7801\u5757\u3002\u56fe\u00a0<a title=\"\u56fe 3 \u2023 5.1. \u68c0\u7d22\u589e\u5f3a\u751f\u6210 \u2023 5. \u6848\u4f8b\u7814\u7a76 \u2023 PDL: \u58f0\u660e\u5f0f\u63d0\u793a\u7f16\u7a0b\u8bed\u8a00\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F3\">3<\/a>(a) \u7684\u7b2c 8\u201311 \u884c\u5c06\u53d8\u91cf test_query \u521d\u59cb\u5316\u4e3a\u751f\u6210 Python \u4ee3\u7801\u7684\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42\u3002\u7b2c 12-19 \u884c\u5c06\u53d8\u91cf retrieved \u521d\u59cb\u5316\u4e3a\u8bad\u7ec3\u6570\u636e\u4e2d\u4e94\u4e2a\u6700\u76f8\u4f3c\u7684\u793a\u4f8b\u3002<\/p>\n<p>\u7b2c 20\u201324 \u884c\u5411\u4e0a\u4e0b\u6587\u6dfb\u52a0\u6307\u4ee4\uff0c\u7b2c 25\u201329 \u884c\u5c06\u5c11\u91cf\u793a\u4f8b\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\uff0c\u7b2c 30\u201332 \u884c\u5c06\u6d4b\u8bd5\u67e5\u8be2\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587\u3002\u7b2c 25 \u884c\u7684 for: \u5faa\u73af\u662f\u4f7f\u7528 PDL \u751f\u6210\u6570\u636e\u7684\u4e00\u79cd\u60ef\u7528\u65b9\u5f0f\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u7528\u4e8e\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002\u6700\u540e\uff0c\u7b2c 33\u201335 \u884c\u8c03\u7528\u4e00\u4e2a Granite 3 \u6a21\u578b (Granite Team, IBM,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib12\">2024<\/a>)\uff0c\u4f7f\u7528\u7d2f\u79ef\u7684\u4e0a\u4e0b\u6587\uff0c\u5bfc\u81f4\u5176\u751f\u6210\u6d4b\u8bd5\u67e5\u8be2\u8bf7\u6c42\u7684 Python \u51fd\u6570\u3002\u867d\u7136\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u4f46\u6211\u4eec\u8fd8\u4f7f\u7528 PDL \u4e0e Codellm-Devkit (Krishna et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib17\">2024<\/a>) \u7ed3\u5408\u4f7f\u7528\uff0c\u8be5\u5de5\u5177\u5bf9\u6765\u81ea\u5404\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u6e90\u4ee3\u7801\u8fdb\u884c\u9759\u6001\u5206\u6790\uff0c\u4ee5\u5728\u63d0\u793a LLM \u8fdb\u884c\u7f16\u7801\u4efb\u52a1\u65f6\u68c0\u7d22\u5176\u4ed6\u76f8\u5173\u4e0a\u4e0b\u6587\u3002<\/p>\n<p><strong> <img decoding=\"async\" title=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/322edc8029a4b69.png\" alt=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" \/> (a) \u4ee3\u7801<\/strong><\/p>\n<pre><code>1text:\r\n2- read: react_few_shot_samples.txt\r\n3- |\r\n4\r\n5 Hudson River \u7684\u53d1\u73b0\u8005\u662f\u4ec0\u4e48\u65f6\u5019\u51fa\u751f\u7684\uff1f\r\n6- repeat:\r\n7 text:\r\n8 - def: thought\r\n9 model: watsonx\/ibm\/granite-34b-code-instruct\r\n10 parameters:\r\n11 stop: [\"Act:\"]\r\n12 include_stop_sequence: true\r\n13 - def: action\r\n14 model: watsonx\/ibm\/granite-34b-code-instruct\r\n15 parameters:\r\n16 stop: [\"\\n\"]\r\n17 parser: json\r\n18 spec: {name: str, arguments: {topic: str}}\r\n19 - def: observation\r\n20 if: ${ action.name == \"Search\" }\r\n21 then:\r\n22 text:\r\n23 - \"Obs: \"\r\n24 - lang: python\r\n25 code: |\r\n26 import wikipedia\r\n27 query = \"${ action.arguments.topic }\"\r\n28 result = wikipedia.summary(query)\r\n29 until: ${ action.name != \"Search\" }\r\n<\/code><\/pre>\n<p><strong>(b) \u89e3\u91ca\u5668\u8ddf\u8e2a<\/strong><\/p>\n<pre><code>\u79d1\u7f57\u62c9\u591a\u9020\u5c71\u8fd0\u52a8\u4e1c\u90e8\u533a\u57df\u7684\u6d77\u62d4\u8303\u56f4\u662f\u591a\u5c11\uff1f\r\nTho: \u6211\u9700\u8981\u641c\u7d22\u79d1\u7f57\u62c9\u591a\u9020\u5c71\u8fd0\u52a8\uff0c\u627e\u51fa\u4e1c\u90e8\u533a\u57df\u7684\u8303\u56f4\u3002\r\nAct: {\u201dname\u201d: \u201dSearch\u201d, \u201darguments\u201d: {\u201dtopic\u201d: \u201d\u79d1\u7f57\u62c9\u591a\u9020\u5c71\u8fd0\u52a8\u201d}}\r\nObs: \u79d1\u7f57\u62c9\u591a\u9020\u5c71\u8fd0\u52a8\u662f\u4e00\u4e2a\u4e8b\u4ef6 [\u2026]\r\n[\u2026]\r\nHudson River \u7684\u53d1\u73b0\u8005\u662f\u4ec0\u4e48\u65f6\u5019\u51fa\u751f\u7684\uff1f\r\nTho: \u6211\u9700\u8981\u641c\u7d22 Hudson River \u7684\u53d1\u73b0\u8005\uff0c\u627e\u51fa\u4ed6\u662f\u4ec0\u4e48\u65f6\u5019\u51fa\u751f\u7684\u3002\r\nAct: {\u201dname\u201d: \u201dSearch\u201d, \u201darguments\u201d: {\u201dtopic\u201d: \u201dHudson River \u7684\u53d1\u73b0\u8005\u201d}}\r\nObs: Hudson River \u662f\u4e00\u6761 315 \u82f1\u91cc\u957f\u7684 [\u2026]\r\nTho: Hudson River \u7684\u53d1\u73b0\u8005\u662f Henry Hudson\u3002\u6211\u9700\u8981\u641c\u7d22 Henry Hudson\uff0c\u627e\u51fa\u4ed6\u662f\u4ec0\u4e48\u65f6\u5019\u51fa\u751f\u7684\u3002\r\nAct: {\u201dname\u201d: \u201dSearch\u201d, \u201darguments\u201d: {\u201dtopic\u201d: \u201dHenry Hudson\u201d}}\r\nObs: Henry Hudson (\u7ea6 1565 \u5e74 \u2013 \u6d88\u5931 [\u2026]\r\nTho: Henry Hudson \u4e8e 1565 \u5e74\u51fa\u751f\u3002Act: {\u201dname\u201d: \u201dFinish\u201d, \u201darguments\u201d: {\u201dtopic\u201d: \u201d1565\u201d}}\r\n<\/code><\/pre>\n<p>\u56fe 4. PDL \u4e2d\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/react\/\">ReAct<\/a> \u4ee3\u7406<\/p>\n<h3>5.2.ReAct \u4ee3\u7406<\/h3>\n<p>\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u00a0<em>\u4ee3\u7406<\/em>\u00a0\u5141\u8bb8\u5927\u8bed\u8a00\u6a21\u578b\u9009\u62e9\u548c\u914d\u7f6e\u00a0<em>\u52a8\u4f5c<\/em>\uff0c\u5728\u00a0<em>\u73af\u5883<\/em>\u00a0\u4e2d\u6267\u884c\u8fd9\u4e9b\u52a8\u4f5c\uff0c\u5e76\u5c06\u52a8\u4f5c\u7684\u8f93\u51fa\u53cd\u9988\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u00a0<em>\u89c2\u5bdf<\/em>\u3002\u6b64\u7c7b\u4ee3\u7406\u6709\u4e0d\u540c\u7684\u6a21\u5f0f\uff0c\u4f8b\u5982 ReAct (Yao et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib35\">2023<\/a>) \u548c ReWOO (Xu et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib34\">2023<\/a>)\u3002\u52a8\u4f5c\u662f\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u00a0<em>\u5de5\u5177\u8c03\u7528<\/em>\u00a0(Schick et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib29\">2023<\/a>)\uff0c\u800c\u4ee3\u7406\u5728\u52a8\u6001\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5f15\u5bfc\u5e8f\u5217\u4e2d\u94fe\u5f0f\u7ec4\u5408\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u3002\u5176\u76ee\u6807\u662f\u4f7f\u57fa\u4e8e AI \u7684\u5e94\u7528\u7a0b\u5e8f\u5c11\u4e00\u4e9b\u89c4\u8303\u6027\u800c\u591a\u4e00\u4e9b\u76ee\u6807\u5bfc\u5411\u3002\u6b64\u5916\uff0c\u5f53\u52a8\u4f5c\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u4ee3\u7406\u53ef\u4ee5\u5229\u7528\u89c2\u5bdf\u4f5c\u4e3a\u53cd\u9988\u8fdb\u884c\u6062\u590d\u3002<\/p>\n<p>\u56fe\u00a0<a title=\"Figure 4 \u2023 5.2. ReAct Agent \u2023 5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F4\">4<\/a>\u00a0\u663e\u793a\u4e86\u4e00\u4e2a\u7b80\u5355 ReAct \u4ee3\u7406\u7684 PDL \u793a\u4f8b\u3002ReAct \u7684\u6838\u5fc3\u662f\u4e00\u4e2a\u601d\u8003-\u884c\u52a8-\u89c2\u5bdf\u5faa\u73af\uff0c\u5728\u4ee3\u7801\u4e2d\u8868\u73b0\u4e3a\u5bf9\u601d\u8003\uff08\u7b2c 8 \u884c\uff09\u3001\u884c\u52a8\uff08\u7b2c 13 \u884c\uff09\u548c\u89c2\u5bdf\uff08\u7b2c 19 \u884c\uff09\u7684\u53d8\u91cf\u5b9a\u4e49\u3002\u601d\u8003\u662f\u6a21\u578b\u751f\u6210\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u4f8b\u5982\uff0c\u5728\u56fe\u00a0<a title=\"Figure 4 \u2023 5.2. ReAct Agent \u2023 5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F4\">4<\/a>(b) \u7684\u89e3\u91ca\u5668\u8ddf\u8e2a\u4e2d\uff0c\u2018\u6211\u9700\u8981\u641c\u7d22\u54c8\u5fb7\u900a\u6cb3\u7684\u53d1\u73b0\u8005\uff0c\u627e\u51fa\u4ed6\u51fa\u751f\u7684\u65f6\u95f4\u2019\u3002\u884c\u52a8\u662f\u6a21\u578b\u751f\u6210\u7684 JSON\uff0c\u4ee5\u5339\u914d Granite \u6a21\u578b\u7684\u5de5\u5177\u4f7f\u7528\u8bad\u7ec3\u6570\u636e (Abdelaziz et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib2\">2024<\/a>)\u3002\u5de6\u4fa7\u7684\u7b2c 17 \u884c\u548c\u7b2c 18 \u884c\u786e\u4fdd\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u88ab\u89e3\u6790\u4e3a JSON\uff0c\u5e76\u7b26\u5408 {name, arguments} \u6a21\u5f0f\uff0c\u800c\u53f3\u4fa7\u7684\u89e3\u91ca\u5668\u8ddf\u8e2a\u663e\u793a\u6a21\u578b\u786e\u5b9e\u751f\u6210\u4e86\u8fd9\u6837\u7684\u5bf9\u8c61\u3002\u8fd9\u4f7f\u5f97\u53ef\u4ee5\u4f7f\u7528 Jinja2 \u8bbf\u95ee\u5bf9\u8c61\u7684\u5b57\u6bb5\uff0c\u4f8b\u5982\u7b2c 27 \u884c\u7684 ${ action.arguments.topic }\u3002\u89c2\u5bdf\u662f\u7531\u73af\u5883\u751f\u6210\u7684\uff0c\u5728\u672c\u4f8b\u4e2d\u4e3a\u8c03\u7528\u7ef4\u57fa\u767e\u79d1\u7684 Python \u4ee3\u7801\u3002\u5982\u7b2c\u00a0<a title=\"4. Tooling \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S4\">4<\/a>\u00a0\u8282\u6240\u8ba8\u8bba\uff0c\u5bf9\u4e8e\u6d89\u53ca\u8fd0\u884c\uff08\u90e8\u5206\uff09\u7531\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u4ee3\u7801\u7684\u6848\u4f8b\uff0c\u6211\u4eec\u5efa\u8bae\u4f7f\u7528 PDL \u7684\u6c99\u7bb1\u529f\u80fd\u3002<\/p>\n<p>\u56fe\u00a0<a title=\"Figure 4 \u2023 5.2. ReAct Agent \u2023 5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F4\">4<\/a>(b) \u4e2d\u7684\u89e3\u91ca\u5668\u8ddf\u8e2a\u663e\u793a\uff0c\u6b64\u6267\u884c\u6709\u4e24\u6b21\u4ee3\u7406\u5faa\u73af\u7684\u8fed\u4ee3\u3002\u5c3d\u7ba1\u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff0c\u4f46\u6211\u4eec\u4e5f\u4f7f\u7528 PDL \u5b9e\u73b0\u4e86\u4e00\u4e2a\u4ee3\u7801\u7f16\u8f91\u4ee3\u7406\uff0c\u8be5\u4ee3\u7406\u4f5c\u4e3a\u63d0\u4ea44 \u7684\u4e00\u90e8\u5206\u7528\u4e8e SWE-bench Lite \u6392\u884c\u699c (Jimenez et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib15\">2024<\/a>)\u3002\u8be5\u63d0\u4ea4\u9996\u6b21\u5728\u4ec5\u4f7f\u7528\u5f00\u6e90\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\u89e3\u51b3\u4e86 23.7% \u7684\u5b9e\u4f8b\uff0c\u8fd9\u6bd4\u4e4b\u524d\u4efb\u4f55\u4f7f\u7528\u5f00\u6e90\u6a21\u578b\u7684\u7ed3\u679c\u90fd\u8981\u9ad8\uff0c\u5e76\u4e14\u4e0e\u524d\u6cbf\u6a21\u578b\u7684\u7ed3\u679c\u76f8\u5f53\u3002<\/p>\n<h3>5.3.\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4ece PDL \u751f\u6210 PDL<\/h3>\n<p>\u524d\u9762\u7684\u7ae0\u8282\u5c55\u793a\u4e86\u4eba\u7c7b\u5f00\u53d1\u8005\u5982\u4f55\u4f7f\u7528 PDL \u7f16\u7801\u4e0d\u540c\u7684\u63d0\u793a\u6a21\u5f0f\u3002\u672c\u8282\u8f6c\u5411\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u5c55\u793a\u5b83\u4eec\u5982\u4f55\u4e5f\u53ef\u4ee5\u7528\u4e8e\u751f\u6210 PDL\u3002\u8fd9\u79cd\u5143 PDL \u751f\u6210\u5728\u5927\u8bed\u8a00\u6a21\u578b\u9700\u8981\u521b\u5efa\u89e3\u51b3\u95ee\u9898\u7684\u8ba1\u5212\u65f6\u975e\u5e38\u6709\u7528\uff0c\u4f8b\u5982\u4f5c\u4e3a\u4ee3\u7406\u5de5\u4f5c\u6d41\u7684\u4e00\u90e8\u5206\u3002\u4f20\u7edf\u4e0a\uff0c\u8fd9\u4e9b\u8ba1\u5212\u4ec5\u662f\u6587\u672c\u3001JSON \u6216 Python \u4ee3\u7801\u3002\u5229\u7528 PDL\uff0c\u8fd9\u4e9b\u8ba1\u5212\u53ef\u4ee5\u662f\u5b8c\u5168\u53ef\u6267\u884c\u7684\u6a21\u578b\u548c\u4ee3\u7801\u8c03\u7528\u7684\u7ec4\u5408\u3002\u672c\u8282\u63a2\u7d22\u5728 GSMHard \u6570\u636e\u96c65 \u4e0a\u4f7f\u7528 PDL \u5143\u751f\u6210\u3002<\/p>\n<p>GSMHard \u662f GSM8k \u7684\u4e00\u4e2a\u66f4\u96be\u7684\u7248\u672c\uff0c\u5176\u4e2d\u5305\u542b\u9700\u8981\u7b80\u5355\u7b97\u672f\u6216\u7b26\u53f7\u63a8\u7406\u7684\u5b66\u5e74\u6570\u5b66\u95ee\u9898\u3002GSMHard \u5305\u542b\u4e00\u4e2a\u8f93\u5165\uff0c\u5373\u6570\u5b66\u95ee\u9898\u9648\u8ff0\uff0c\u4ee5\u53ca\u4e00\u4e2a\u8f93\u51fa\uff0c\u5373\u89e3\u51b3\u8be5\u95ee\u9898\u7684 Python \u4ee3\u7801\u3002\u6211\u4eec\u5b9e\u65bd\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/pt\/pal-chat\/\">PAL<\/a> (Gao et al.,\u00a0<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib11\">2023<\/a>) \u65b9\u6cd5\uff0c\u4f46\u4e0d\u662f\u751f\u6210 Python \u4ee3\u7801\uff0c\u800c\u662f\u8981\u6c42\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210 PDL\u3002\u6587\u672c\u94fe\u5f0f\u601d\u8003\u8868\u793a\u4e3a PDL \u6587\u672c\u5757\uff0c\u800c\u7b97\u672f\u5219\u4f7f\u7528 PDL \u4ee3\u7801\u5757\u8fdb\u884c\u3002<\/p>\n<p>\u56fe\u00a0<a title=\"Figure 6 \u2023 5.3. Generating PDL from PDL with LLMs \u2023 5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F6\">6<\/a>\u00a0\u663e\u793a\u4e86\u4e00\u4e2a\u751f\u6210 PDL \u4ee3\u7801\u5e76\u5728\u540c\u4e00\u7a0b\u5e8f\u4e2d\u6267\u884c\u7684 PDL \u7a0b\u5e8f\u3002\u53d8\u91cf demos \u4fdd\u5b58\u4e86\u65e8\u5728\u6559\u6a21\u578b\u5982\u4f55\u751f\u6210 PDL \u4ee3\u7801\u7684\u5c11\u91cf\u793a\u4f8b\u3002\u5728\u7b2c 32 \u884c\uff0c\u4e00\u4e2a\u6a21\u578b\u8c03\u7528\u5757\u4f7f\u7528\u8fd9\u4e9b\u793a\u4f8b\u4ee5\u53ca\u4e00\u4e2a\u81ea\u7531\u53d8\u91cf\u7684\u95ee\u9898\u4f5c\u4e3a\u8f93\u5165\u3002\u7ed3\u679c\u662f\u4e00\u4e2a\u7528\u4e8e\u89e3\u51b3\u8be5\u95ee\u9898\u7684 PDL \u7a0b\u5e8f\u3002\u7b2c 38 \u884c\u63d0\u53d6 PDL \u7a0b\u5e8f\u5e76\u5728 Python \u4e2d\u6267\u884c\u3002\u8be5\u7a0b\u5e8f\u5e94\u7528\u4e8e GSMHard \u6570\u636e\u96c6\uff0c\u5176\u4e2d\u95ee\u9898\u586b\u5145\u4e86\u8f93\u5165\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u4e00\u5b9e\u9a8c\u53d1\u73b0\uff0cGSMHard \u6570\u636e\u96c6\u7684 10% \u5b9e\u9645\u4e0a\u662f\u9519\u8bef\u7684\uff0c\u56e0\u4e3a\u57fa\u7840\u771f\u76f8\u4e0e\u6240\u63d0\u95ee\u7684\u95ee\u9898\u4e0d\u4e00\u81f4\u3002\u56fe\u00a0<a title=\"Figure 6 \u2023 5.3. Generating PDL from PDL with LLMs \u2023 5. Case Studies \u2023 PDL: A Declarative Prompt Programming Language\" href=\"https:\/\/arxiv.org\/html\/2410.19135v1#S5.F6\">6<\/a>\u00a0\u663e\u793a\u4e86\u6b64\u7c7b\u4e0d\u4e00\u81f4\u7684\u793a\u4f8b\u3002\u4f7f\u7528 PDL \u5e2e\u52a9\u53d1\u73b0\u4e86\u8fd9\u4e00\u70b9\uff0c\u56e0\u4e3a\u751f\u6210\u7684 PDL \u4ee3\u7801\u662f\u4eba\u7c7b\u53ef\u8bfb\u7684\uff0c\u56e0\u6b64\u6211\u4eec\u80fd\u591f\u8f7b\u677e\u68c0\u67e5\u4e0e\u57fa\u7840\u771f\u76f8\u4e0d\u5339\u914d\u7684\u6570\u636e\u70b9\uff0c\u53d1\u73b0\u57fa\u7840\u771f\u76f8\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u662f\u9519\u8bef\u7684\u3002\u6211\u4eec\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8986\u76d6\u6574\u4e2a\u6570\u636e\u96c6\uff0c\u5e76\u7cfb\u7edf\u6027\u5730\u6311\u9009\u51fa\u770b\u4f3c\u4e0d\u4e00\u81f4\u7684\u793a\u4f8b\u3002\u7136\u540e\uff0c\u6211\u4eec\u624b\u52a8\u7b5b\u9009\u7ed3\u679c\u4ee5\u53bb\u9664\u5047\u9633\u6027\uff0c\u5e76\u786e\u5b9a\u4e86 10% \u7684\u6570\u636e\u70b9\u5b58\u5728\u6b64\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" title=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ac841b0e6cc60f5-2.png\" alt=\"PDL\uff1a\u58f0\u660e\u5f0f\u63d0\u793a\u8bcd\u7f16\u7a0b\u8bed\u8a00-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<pre><code>1 \u5b9a\u4e49:\r\n2 \u793a\u4f8b:\r\n3 \u6570\u636e:\r\n4 \u6587\u672c:\r\n5 |\r\n6 ...\r\n7\r\n8 \u95ee\u9898: Roger \u6709 5 \u4e2a\u7f51\u7403\u3002\r\n9 \u4ed6\u53c8\u8d2d\u4e70\u4e86 2 \u7f50\u7f51\u7403\u3002\r\n10 \u6bcf\u7f50\u6709 3 \u4e2a\u7f51\u7403\u3002\r\n11 \u73b0\u5728\u4ed6\u603b\u5171\u6709\u591a\u5c11\u4e2a\u7f51\u7403\uff1f\r\n12\r\n13 \u7b54\u6848:\r\n14 ```\r\n15 \u6587\u672c:\r\n16 - \"Roger \u8d77\u521d\u6709\\n\"\r\n17 - \u5b9a\u4e49: tennis_balls\r\n18 \u6570\u636e: 5\r\n19 - \"\\n\u4e2a\u7f51\u7403\u3002\\n\"\r\n20 - \"2 \u7f50\uff0c\u6bcf\u7f50\u6709 3 \u4e2a\u7f51\u7403\uff0c\u603b\u5171\u662f\\n\"\r\n21 - \u8bed\u8a00: python\r\n22 \u5b9a\u4e49: bought_balls\r\n23 \u4ee3\u7801: result = 2 * 3\r\n24 - \"\\n\u4e2a\u7f51\u7403\u3002\\n\"\r\n25 - \"\u7ed3\u679c\u662f:\\n\"\r\n26 - \u8bed\u8a00: python\r\n27 \u5b9a\u4e49: RESULT\r\n28 \u4ee3\u7801: result = ${ tennis_balls } + ${ bought_balls }\r\n29 ```\r\n30 \u539f\u59cb: true\r\n31 \u6587\u672c:\r\n32 - \u6a21\u578b: watsonx\/meta-llama\/llama-3-70b-instruct\r\n33 \u5b9a\u4e49: PDL\r\n34 \u8f93\u5165:\r\n35 \u6587\u672c:\r\n36 - ${ demos.text }\r\n37 - \"\u95ee\u9898: ${ question }\"\r\n38 - \u8bed\u8a00: python\r\n39 \u4ee3\u7801: |\r\n40 from pdl.pdl import exec_str\r\n41 s = \"\"\"${ PDL }\"\"\"\r\n42 pdl = s.split(\"```\")[1]\r\n43 result = exec_str(pdl)\r\n44 \u5b9a\u4e49: RESULT\r\n<\/code><\/pre>\n<p>\u56fe 5. PDL \u5143\u751f\u6210<\/p>\n<pre><code>James \u51b3\u5b9a\u6bcf\u5468\u8dd1 1793815 \u6b21\u51b2\u523a\r\n\u6bcf\u6b21\u51b2\u523a 60 \u7c73\u3002\r\n\u4ed6\u6bcf\u5468\u603b\u5171\u8dd1\u591a\u5c11\u7c73\uff1f\r\ndef solution():\r\nsprints_per_day = 1793815\r\ndays_per_week = 3\r\nmeters_per_sprint = 60\r\ntotal_sprints = sprints_per_day * days_per_week\r\ntotal_meters = total_sprints * meters_per_sprint\r\nresult = total_meters\r\nreturn result\r\n<\/code><\/pre>\n<p>\u56fe 6. GSMHard \u6837\u672c\u95ee\u9898\u6570\u636e\u70b9<\/p>\n<p>&nbsp;<\/p>\n<h2>6. \u76f8\u5173\u5de5\u4f5c<\/h2>\n<p>\u4e00\u9879\u6700\u65b0\u7684\u7814\u7a76\u5c06\u00a0<em>\u63d0\u793a\u6846\u67b6<\/em>\u00a0\u5b9a\u4e49\u4e3a\u4e00\u79cd\u7ba1\u7406\u3001\u7b80\u5316\u548c\u4fc3\u8fdb LLM \u4e0e\u7528\u6237\u3001\u5de5\u5177\u6216\u5176\u4ed6\u6a21\u578b\u4e4b\u95f4\u4ea4\u4e92\u7684\u5c42 (Liu \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib21\">2023<\/a>)\u3002\u8be5\u7814\u7a76\u5f3a\u8c03\uff0c\u63d0\u793a\u6846\u67b6\u7684\u4e00\u4e2a\u4e3b\u8981\u7f3a\u9677\u662f\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced\u3002<\/p>\n<p>\u5f53\u4eca\u6700\u53d7\u6b22\u8fce\u7684\u63d0\u793a\u6846\u67b6\u53ef\u80fd\u662f LangChain (Chase \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib8\">2022<\/a>)\uff0c\u5176\u4e30\u5bcc\u7684\u529f\u80fd\u4f7f\u5176\u65e2\u5f3a\u5927\u53c8\u590d\u6742\u3002MiniChain \u7684\u4e3b\u8981\u52a8\u673a\u6b63\u662f\u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u590d\u6742\u6027 (Rush\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib28\">2023<\/a>)\uff0c\u5b83\u63d0\u4f9b\u4e86\u66f4\u5c11\u3001\u66f4\u7b80\u5355\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u7ec4\u5408\u7528\u4e8e\u9ad8\u7ea7\u5e94\u7528\u3002\u7136\u800c\uff0cLangChain \u548c MiniChain \u90fd\u662f\u57fa\u4e8e Python \u7684\u6846\u67b6\uff0c\u4f7f\u5176\u8f83\u4e3a\u975e\u58f0\u660e\u6027\uff0c\u56e0\u4e3a\u5f00\u53d1\u8005\u9700\u8981\u7f16\u5199\u547d\u4ee4\u5f0f\u4ee3\u7801\u3002PDL \u7684\u52a8\u673a\u4e0e MiniChain \u7c7b\u4f3c\uff0c\u4f46\u66f4\u8fdb\u4e00\u6b65\uff0c\u91c7\u7528 YAML \u800c\u975e Python \u4f5c\u4e3a\u57fa\u7840\u3002<\/p>\n<p>\u548c\u5176\u4ed6\u63d0\u793a\u6846\u67b6\u4e00\u6837\uff0cPDL \u7684\u76ee\u6807\u662f\u4f7f LLM \u66f4\u52a0\u7a33\u5065\u3002Guidance (Microsoft\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib24\">2023<\/a>) \u662f\u4e00\u4e2a\u57fa\u4e8e Python \u7684\u6846\u67b6\uff0c\u63d0\u4f9b\u4e86\u66f4\u5177\u7ed3\u6784\u6027\u7684\u8bbe\u8ba1\uff0c\u4f46\u6bd4 LangChain \u66f4\u5e95\u5c42\u3002\u540c\u6837\uff0cLMQL (Beurer-Kellner \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib6\">2023<\/a>) \u662f\u5d4c\u5165\u5728 Python \u4e2d\u7684\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff0c\u5229\u7528\u7c7b\u578b\u548c\u53d7\u9650\u89e3\u7801\u3002PDL \u5728\u63d0\u793a\u548c\u7f16\u7a0b\u7684\u4ea4\u7ec7\u65b9\u9762\u53d7\u5230 LMQL \u7684\u4e00\u4e9b\u542f\u53d1\uff0c\u4f46\u4e0e LMQL \u4e0d\u540c\uff0c\u5b83\u5bf9\u547d\u4ee4\u5f0f Python \u4ee3\u7801\u7684\u4f9d\u8d56\u66f4\u5c11\u3002Crouse \u7b49\u4eba\u4f7f\u7528\u6709\u9650\u72b6\u6001\u673a\u6b63\u5f0f\u6307\u5b9a\u5404\u79cd\u667a\u80fd\u5faa\u73af\u7684\u5185\u90e8\u6d41\u7a0b (Crouse \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib10\">2024<\/a>)\uff1b\u5c3d\u7ba1\u8fd9\u662f\u4e00\u4e2a\u5f15\u4eba\u5165\u80dc\u7684\u5de5\u4f5c\uff0c\u4f46\u5e76\u672a\u5f15\u5165\u4e00\u4e2a\u6210\u719f\u7684\u63d0\u793a\u8bed\u8a00\u3002<\/p>\n<p>\u9886\u57df\u7279\u5b9a\u8bed\u8a00\u7684\u4e00\u4e2a\u4f18\u52bf\u662f\u5b83\u4eec\u53ef\u4ee5\u5b9e\u73b0\u7a0b\u5e8f\u8f6c\u6362\uff0c\u4f8b\u5982\u7528\u4e8e\u4f18\u5316 (Mernik \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib23\">2005<\/a>)\u3002DSPy \u63d0\u793a\u6846\u67b6 (Khattab \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib16\">2023<\/a>) \u7684\u53e3\u53f7\u662f\u201c\u7f16\u7a0b\uff0c\u800c\u975e\u63d0\u793a\u201d\uff1a\u5b83\u81ea\u52a8\u751f\u6210\u63d0\u793a\uff0c\u56e0\u6b64\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u7f16\u5199\u3002\u540c\u6837\uff0cVieira (Li \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib20\">2024<\/a>) \u6269\u5c55\u4e86 Prolog\uff0c\u5c06 LLM \u4f5c\u4e3a\u6982\u7387\u5173\u7cfb\uff0c\u5e76\u81ea\u52a8\u751f\u6210\u63d0\u793a\u3002DSPy \u548c Vieira \u90fd\u662f\u975e\u5e38\u9ad8\u7ea7\u7684\u6846\u67b6\uff0c\u4f46\u4e0d\u540c\u4e8e PDL\uff0c\u5b83\u4eec\u90fd\u524a\u5f31\u4e86\u5f00\u53d1\u8005\u5bf9\u5177\u4f53\u63d0\u793a\u7684\u63a7\u5236\u3002Lale (Baudart \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib4\">2021<\/a>) \u662f\u4e00\u79cd\u8ba9\u7528\u6237\u9010\u6b65\u8c03\u6574 AI \u7ba1\u9053\u4e2d\u81ea\u52a8\u5316\u548c\u63a7\u5236\u4e4b\u95f4\u6743\u8861\u7684\u8bed\u8a00\uff0c\u4f46\u5b83\u5e76\u4e0d\u4e13\u6ce8\u4e8e LLM \u63d0\u793a\u3002DSPy\u3001Vieira \u548c Lale \u4f18\u5316\u7684\u662f\u9884\u6d4b\u6027\u80fd\uff0c\u800c\u53e6\u4e00\u79cd\u4f18\u5316\u76ee\u6807\u662f\u8ba1\u7b97\u6027\u80fd\u3002SGLang (Zheng \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib36\">2023<\/a>) \u901a\u8fc7\u66f4\u597d\u5730\u5229\u7528\u524d\u7f00\u7f13\u5b58\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4ece\u800c\u5728 KV \u7f13\u5b58\u4e2d\u83b7\u5f97\u66f4\u591a\u7684\u7f13\u5b58\u547d\u4e2d (Kwon \u7b49\u4eba\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib18\">2023<\/a>)\u3002\u672a\u6765\u7684\u5de5\u4f5c\u5c06\u63a2\u7d22 PDL \u7684\u58f0\u660e\u6027\u7279\u6027\u662f\u5426\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u7684\u8ba1\u7b97\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u51fa\u73b0\u4e86\u4e00\u6279\u4ee5\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u4e3a\u57fa\u7840\u7684\u63d0\u793a\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e LLM \u4ee3\u7406\u3002AutoGen\uff08Wu \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib33\">2023<\/a>\uff09\u662f\u4e00\u4e2a\u591a\u4ee3\u7406\u6846\u67b6\uff0c\u5176\u4e2d\u6240\u6709\u5185\u5bb9\u90fd\u7531\u4ee3\u7406\u548c\u5bf9\u8bdd\u7ec4\u6210\u3002\u5176\u4ed6\u591a\u4ee3\u7406\u6846\u67b6\u5305\u62ec CrewAI\uff08Moura\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib25\">2023<\/a>\uff09\u548c GPTSwarm\uff08Zhuge \u7b49\uff0c<a href=\"https:\/\/arxiv.org\/html\/2410.19135v1#bib.bib37\">2024<\/a>\uff09\u3002\u8fd9\u4e9b\u6846\u67b6\u4f18\u5148\u652f\u6301\u4ee3\u7406\uff0c\u800c\u975e\u5176\u4ed6\u57fa\u4e8e LLM \u7684\u7528\u4f8b\u3002PDL \u867d\u7136\u4e5f\u652f\u6301\u4ee3\u7406\uff0c\u4f46\u5b83\u8ffd\u6c42\u66f4\u52a0\u5e73\u8861\u7684\u7acb\u573a\uff0c\u5c06\u4ee3\u7406\u89c6\u4e3a\u4f17\u591a\u63d0\u793a\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>7. \u7ed3\u8bba<\/h2>\n<p>PDL \u662f\u4e00\u79cd\u58f0\u660e\u5f0f\u6570\u636e\u5bfc\u5411\u8bed\u8a00\uff1a\u7a0b\u5e8f\u7531 YAML \u5757\u7ec4\u6210\uff0c\u6bcf\u4e2a\u5757\u8981\u4e48\u662f\u5b57\u9762\u6570\u636e\uff0c\u8981\u4e48\u751f\u6210\u6570\u636e\u3002\u5176\u601d\u7ef4\u6a21\u578b\u662f\u6267\u884c\u4e00\u4e2a\u5757\u65f6\u5c06\u5176\u6570\u636e\u8ffd\u52a0\u5230\u80cc\u666f\u4e0a\u4e0b\u6587\u4e2d\uff0c\u968f\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u7528\u4f7f\u7528\u8be5\u4e0a\u4e0b\u6587\u4f5c\u4e3a\u63d0\u793a\u3002\u672c\u8bba\u6587\u901a\u8fc7\u793a\u4f8b\u7a0b\u5e8f\u4ee5\u53ca\u8bed\u6cd5\u548c\u5de5\u5177\u7684\u5bfc\u89c8\u6765\u4ecb\u7ecd\u8be5\u8bed\u8a00\u3002\u8be5\u8bed\u8a00\u7684\u58f0\u660e\u5f0f\u7279\u6027\u4e5f\u4f7f\u5176\u6613\u4e8e\u5b9e\u73b0\u901f\u5ea6\u3001\u51c6\u786e\u6027\u548c\u5b89\u5168\u6027\u65b9\u9762\u7684\u81ea\u52a8\u4f18\u5316\uff0c\u8fd9\u4e9b\u5c06\u5728\u672a\u6765\u7684\u5de5\u4f5c\u4e2d\u9010\u6b65\u5b9e\u73b0\u3002PDL \u73b0\u5df2\u51c6\u5907\u597d\u4f7f\u7528\uff0c\u5e76\u5728\u4ee5\u4e0b\u7f51\u5740\u5f00\u6e90\uff1a<a href=\"https:\/\/github.com\/IBM\/prompt-declaration-language\">https:\/\/github.com\/IBM\/prompt-declaration-language<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981 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