{"id":10020667,"date":"2025-03-06T22:37:48","date_gmt":"2025-03-06T14:37:48","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020667"},"modified":"2025-03-06T22:37:48","modified_gmt":"2025-03-06T14:37:48","slug":"%e5%9f%ba%e4%ba%8eantlr4%e7%9a%84%e5%a4%a7%e6%95%b0%e6%8d%aesql%e7%bc%96%e8%be%91%e5%99%a8%e8%a7%a3%e6%9e%90%e5%bc%95%e6%93%8e%e5%ae%9e%e8%b7%b5%ef%bd%9c%e5%be%97%e7%89%a9%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020667","title":{"rendered":"\u57fa\u4e8eANTLR4\u7684\u5927\u6570\u636eSQL\u7f16\u8f91\u5668\u89e3\u6790\u5f15\u64ce\u5b9e\u8df5\uff5c\u5f97\u7269\u6280\u672f"},"content":{"rendered":"<h2>\u4e00\u3001\u80cc\u666f<\/h2>\n<p>\u968f\u7740\u5f97\u7269\u79bb\u7ebf\u4e1a\u52a1\u7684\u5feb\u901f\u589e\u957f\uff0c\u4e3a\u4e86\u8131\u79bb\u5168\u6258\u7ba1\u670d\u52a1\u7684\u4e00\u4e9b\u9650\u5236\u548c\u4eab\u53d7\u6280\u672f\u53d1\u5c55\u5e26\u6765\u7684\u6210\u672c\u4f18\u5316\uff0c\u516c\u53f8\u63d0\u51fa\u4e86\u5927\u6570\u636eGalaxy\u5f00\u6e90\u6f14\u8fdb\u9879\u76ee\uff0c\u5c06\u79bb\u7ebf\u4e1a\u52a1\u4ece\u5168\u6258\u7ba1\u4e14\u5c01\u95ed\u7684\u73af\u5883\u8fc1\u79fb\u5230\u4e00\u4e2a\u5f00\u6e90\u4e14\u81ea\u4e3b\u53ef\u63a7\u7684\u751f\u6001\u7cfb\u7edf\u4e2d\uff0c\u800c\u79bb\u7ebf\u5f00\u53d1\u6cbb\u7406\u5957\u4ef6\u662fGalaxy\u81ea\u7814\u4f53\u7cfb\u4e2d\u4e00\u4e2a\u6838\u5fc3\u7684\u9879\u76ee\uff0c\u5728\u6570\u636e\u5f00\u53d1IDE\u4e2d\u6700\u6838\u5fc3\u7684\u5c31\u662fSQL\u7f16\u8f91\u5668\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2aSQL\u89e3\u6790\u5f15\u64ce\u5728SQL\u7f16\u8f91\u63d0\u4f9b\u9002\u914d\u5f97\u7269\u81ea\u7814Spark\u5f15\u64ce\u7684\u8bed\u6cd5\u5b9a\u4e49\uff0c\u5b9e\u65f6\u8bed\u6cd5\u89e3\u6790\uff0c\u8bed\u6cd5\u8865\u5168\uff0c\u8bed\u6cd5\u6821\u9a8c\u7b49\u80fd\u529b\uff0c\u7ed3\u5408\u4e1a\u5185dataworks\u548cdataphin\u7684\u5b9e\u8df5\uff0c\u6211\u4eec\u6700\u7ec8\u9009\u7528ANTLR\u4f5c\u4e3aSQL\u89e3\u6790\u5f15\u64ce\u5e95\u5ea7\u3002<\/p>\n<h2>\u4e8c\u3001ANTLR4 \u7b80\u4ecb<\/h2>\n<p>ANTLR\uff08\u4e00\u79cd\u8bed\u6cd5\u89e3\u6790\u5f15\u64ce\u5de5\u5177\uff09\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u89e3\u6790\u5668\u751f\u6210\u5668\uff0c\u7528\u4e8e\u8bfb\u53d6\u3001\u5904\u7406\u3001\u6267\u884c\u6216\u7ffb\u8bd1\u7ed3\u6784\u5316\u6587\u672c\u6216\u4e8c\u8fdb\u5236\u6587\u4ef6\u3002\u5b83\u5e7f\u6cdb\u7528\u4e8e\u6784\u5efa\u8bed\u8a00\u3001\u5de5\u5177\u548c\u6846\u67b6\u3002ANTLR\u53ef\u4ee5\u6839\u636e\u8bed\u6cd5\u89c4\u5219\u6587\u4ef6\u751f\u6210\u4e00\u4e2a\u53ef\u4ee5\u6784\u5efa\u548c\u904d\u5386\u89e3\u6790\u6811\u7684\u89e3\u6790\u5668\u3002<\/p>\n<h3>ANTLR4 \u7279\u6027<\/h3>\n<p>ANTLR4 \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u9002\u5408\u7528\u4e8e\u8bed\u8a00\u5904\u7406\u3001\u7f16\u8bd1\u5668\u6784\u5efa\u3001\u4ee3\u7801\u5206\u6790\u7b49\u591a\u79cd\u573a\u666f\u3002\u5b83\u7684\u6613\u7528\u6027\u3001\u7075\u6d3b\u6027\u548c\u5f3a\u5927\u7684\u7279\u6027\u4f7f\u5f97\u5b83\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u70ed\u95e8\u9009\u62e9\u3002<\/p>\n<ul>\n<li>\u5f3a\u5927\u7684\u6587\u6cd5\u5b9a\u4e49\uff1aANTLR4 \u5141\u8bb8\u7528\u6237\u4f7f\u7528\u7b80\u5355\u4e14\u6613\u8bfb\u7684\u6587\u6cd5\u8bed\u6cd5\u6765\u5b9a\u4e49\u8bed\u8a00\u7684\u7ed3\u6784\u3002\u8fd9\u4f7f\u5f97\u521b\u5efa\u548c\u7ef4\u62a4\u8bed\u8a00\u89e3\u6790\u5668\u53d8\u5f97\u66f4\u52a0\u76f4\u89c2\uff0c\u540c\u65f6\u5728\u590d\u6742\u6587\u6cd5\u6784\u9020\u4e0a\u652f\u6301\u5de6\u9012\u5f52\u6587\u6cd5\u3001\u5d4c\u5957\u7ed3\u6784\u4ee5\u53ca\u5176\u4ed6\u590d\u6742\u7684\u6587\u6cd5\u6784\u9020\uff0c\u4f7f\u5f97\u80fd\u591f\u89e3\u6790\u66f4\u590d\u6742\u7684\u8bed\u8a00\u7ed3\u6784\u3002<\/li>\n<li>\u62bd\u8c61\u8bed\u6cd5\u6811\u904d\u5386\uff1aANTLR4 \u53ef\u4ee5\u751f\u6210\u62bd\u8c61\u8bed\u6cd5\u6811\uff0c\u4f7f\u5f97\u5728\u89e3\u6790\u6e90\u4ee3\u7801\u65f6\u80fd\u591f\u66f4\u5bb9\u6613\u5730\u8fdb\u884c\u5206\u6790\u548c\u53d8\u6362\u3002AST \u662f\u7f16\u8bd1\u5668\u548c\u89e3\u91ca\u5668\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u540c\u65f6\u63d0\u4f9b\u4e86\u7b80\u5355\u7684 API \u6765\u904d\u5386\u751f\u6210\u7684\u8bed\u6cd5\u6811\uff0c\u4f7f\u5f97\u5b9e\u73b0\u4ee3\u7801\u5206\u6790\u3001\u8f6c\u6362\u7b49\u64cd\u4f5c\u53d8\u5f97\u7b80\u5355<\/li>\n<li>\u81ea\u52a8\u8bed\u6cd5\u9519\u8bef\u5904\u7406\uff1aANTLR4 \u63d0\u4f9b\u4e86\u5185\u7f6e\u7684\u9519\u8bef\u5904\u7406\u673a\u5236\uff0c\u53ef\u4ee5\u5728\u89e3\u6790\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u5904\u7406\u8bed\u6cd5\u9519\u8bef\uff0c\u5e76\u4e14\u53ef\u4ee5\u81ea\u5b9a\u4e49\u9519\u8bef\u6d88\u606f\u548c\u5904\u7406\u903b\u8f91<\/li>\n<li>\u53ef\u6269\u5c55\u6027\uff1aANTLR4 \u5141\u8bb8\u7528\u6237\u6269\u5c55\u548c\u81ea\u5b9a\u4e49\u751f\u6210\u7684\u89e3\u6790\u5668\u7684\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u81ea\u5b9a\u4e49\u89e3\u6790\u5668\u7684\u65b9\u6cd5\u3001\u9519\u8bef\u5904\u7406\u4ee5\u53ca\u5176\u4ed6\u529f\u80fd\u3002<\/li>\n<li>\u5de5\u5177&#038;\u793e\u533a\u751f\u6001\uff1aANTLR4 \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5de5\u5177\u652f\u6301\uff0c\u5305\u62ec\u547d\u4ee4\u884c\u5de5\u5177\u3001\u96c6\u6210\u5f00\u53d1\u73af\u5883\u63d2\u4ef6\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u66f4\u8f7b\u677e\u5730\u5f00\u53d1\u548c\u8c03\u8bd5\u89e3\u6790\u5668\u3002\u540c\u65f6\u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\uff0c\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u6587\u6863\u3001\u793a\u4f8b\u548c\u652f\u6301\u3002\u8fd9\u4f7f\u5f97\u65b0\u7528\u6237\u80fd\u591f\u5feb\u901f\u4e0a\u624b\uff0c\u5e76\u5f97\u5230\u5fc5\u8981\u7684\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n<h3>ANTLR4 \u7684\u5e94\u7528\u573a\u666f<\/h3>\n<p><strong>Apache Spark<\/strong>:  \u6d41\u884c\u7684\u5927\u6570\u636e\u5904\u7406\u6846\u67b6\uff0c\u4f7f\u7528ANTLR\u4f5c\u4e3a\u5176SQL\u89e3\u6790\u5668\u7684\u4e00\u90e8\u5206\uff0c\u652f\u6301SQL\u67e5\u8be2\u3002<br \/><strong>Twitter<\/strong>: Twitter \u4f7f\u7528ANTLR\u6765\u89e3\u6790\u548c\u5206\u6790\u7528\u6237\u7684\u67e5\u8be2\u8bed\u8a00\uff0c\u8fd9\u6709\u52a9\u4e8e\u4ed6\u4eec\u7684\u641c\u7d22\u548c\u5206\u6790\u529f\u80fd\u3002<br \/><strong>IBM<\/strong>: IBM\u4f7f\u7528ANTLR\u6765\u652f\u6301\u4e00\u4e9b\u5176\u4ea7\u54c1\u548c\u5de5\u5177\u4e2d\u7684DSL\uff08\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff09\u89e3\u6790\u9700\u6c42\uff0c\u4f8b\u5982\uff0c\u5728\u5176\u4f01\u4e1a\u96c6\u6210\u89e3\u51b3\u65b9\u6848\u4e2d\u3002<\/p>\n<h3>ANTLR4\u5165\u95e8<\/h3>\n<h4>ANTLR\u5143\u8bed\u8a00<\/h4>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u4e00\u95e8\u8ba1\u7b97\u673a\u7f16\u7a0b\u8bed\u8a00\uff0c\u6211\u4eec\u9700\u8981\u6784\u5efa\u4e00\u4e2a\u7a0b\u5e8f\u6765\u8bfb\u53d6\u8f93\u5165\u8bed\u53e5\uff0c\u5bf9\u5176\u4e2d\u7684\u8bcd\u7ec4\u548c\u7b26\u53f7\u8fdb\u884c\u8bc6\u522b\u5904\u7406\uff0c\u5373\u6211\u4eec\u9700\u8981\u8bed\u6cd5\u89e3\u91ca\u5668\u6216\u8005\u7ffb\u8bd1\u5668\u6765\u8bc6\u522b\u51fa\u4e00\u95e8\u7279\u5b9a\u8bed\u8a00\u7684\u6240\u6709\u8bcd\u7ec4\uff0c\u5b50\u8bcd\u7ec4\uff0c\u8bed\u53e5\u3002\u6211\u4eec\u5c06\u8bed\u6cd5\u5206\u6790\u8fc7\u7a0b\u62c6\u5206\u4e3a\u4e24\u4e2a\u72ec\u7acb\u7684\u9636\u6bb5\u5219\u4e3a\u8bcd\u6cd5\u5206\u6790\u548c\u8bed\u6cd5\u5206\u6790\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192806\" alt=\"antlr4\u5165\u95e8.jpeg\" title=\"antlr4\u5165\u95e8.jpeg\"><\/p>\n<p>ANTLR\u8bed\u6cd5\u9075\u5faa\u4e86\u4e00\u79cd\u4e13\u95e8\u7528\u6765\u63cf\u8ff0\u5176\u4ed6\u8bed\u8a00\u7684\u8bed\u6cd5\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3aANTLR\u5143\u8bed\u8a00\uff08ANTLR\u2019s meta-language\uff09\u3002ANTLR\u5143\u8bed\u53e5\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u6765\u5b9a\u4e49\u7f16\u7a0b\u8bed\u8a00\u7684\u8bed\u6cd5\u3002\u901a\u8fc7\u5b9a\u4e49\u8bcd\u6cd5\u548c\u8bed\u6cd5\u89c4\u5219\uff0c\u53ef\u4ee5\u57fa\u4e8eantlr\u751f\u6210\u89e3\u6790\u5668\u548c\u8bcd\u6cd5\u5206\u6790\u5668\u3002<\/p>\n<p><strong>1\u3001\u81ea\u9876\u5411\u4e0b<\/strong><br \/>\u5728\u8bed\u8a00\u7ed3\u6784\u4e2d\uff0c\u6574\u4f53\u7684\u8fa8\u8bc6\u90fd\u662f\u4ece\u6700\u7c97\u7684\u7c92\u5ea6\u5f00\u59cb\uff0c\u4e00\u76f4\u8fdb\u884c\u5230\u6700\u8be6\u7ec6\u7684\u5c42\u6b21\uff0c\u5e76\u628a\u5b83\u4eec\u7f16\u5199\u6210\u4e3a\u8bed\u6cd5\u89c4\u5219\uff0cANTLR4\u5c31\u662f\u91c7\u7528\u81ea\u9876\u5411\u4e0b\u7684\uff0c\u8bcd\u6cd5\u8bed\u6cd5\u5206\u79bb\uff0c\u4e0a\u4e0b\u6587\u65e0\u5173\u7684\u8bed\u6cd5\u6846\u67b6\u6765\u63cf\u8ff0\u8bed\u8a00\u3002<\/p>\n<pre><code class=\"java\">\/\/ MyGLexer.g4\nlexer grammar MyGLexer;\n\nSEMICOLON: ';';\nLEFT_PAREN: '(';\nRIGHT_PAREN: ')';\nCOMMA: ',';\nDOT: '.';\nLEFT_BRACKET: '[';\nRIGHT_BRACKET: ']';\nLEFT_BRACES: '{';\nRIGHT_RACES: '}';\nEQ: '=';\n\nFUNCTOM: 'FUNCTION';\nLET: 'LET';\nCONST: 'CONST';\nVAR: 'VAR';\nIF: 'IF';\nELSE: 'ELSE';\nWHILE: 'WHILE';\nFOR: 'FOR';\nRETURN: 'RETURN';<\/code><\/pre>\n<pre><code class=\"java\">\/\/ MyGParser.g4\nparser grammar MyGParser;\n\noptions {\n  tokenVocab = MyGLexer;\n}\n\n\/\/ \u5165\u53e3\u89c4\u5219\nprogram: statement* EOF;\n\nstatement:\n  variableDeclaration\n  | functionDeclaration\n  | expressionStatement\n  | blockStatement\n  | ifStatement\n  | whileStatement\n  | forStatement\n  | returnStatement;\n  ......<\/code><\/pre>\n<p><strong>2\u3001\u8bed\u8a00\u6a21\u5f0f<\/strong><\/p>\n<p>\u8ba1\u7b97\u673a\u8bed\u8a00\u5e38\u89c14\u79cd\u8bed\u8a00\u6a21\u5f0f\uff1a<strong>\u5e8f\u5217\uff08sequence\uff09\u3001\u9009\u62e9\uff08choice\uff09\u3001\u8bcd\u6cd5\u7b26\u53f7\u4f9d\u8d56 \uff08token dependency\uff09\uff0c\u4ee5\u53ca\u5d4c\u5957\u7ed3\u6784\uff08nested phrase\uff09<\/strong>\u3002\u4ee5\u4e0b\u662fANTLR\u5bf94\u79cd\u6a21\u5f0f\u7684\u8bed\u6cd5\u89c4\u5219\u63cf\u8ff0\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192807\" alt=\"\u8bed\u8a00\u6a21\u5f0f.jpeg\" title=\"\u8bed\u8a00\u6a21\u5f0f.jpeg\" loading=\"lazy\"><\/p>\n<p><strong>3\u3001\u8bed\u6cd5\u6b67\u4e49<\/strong><\/p>\n<p>\u5728\u81ea\u9876\u5411\u4e0b\u7684\u8bed\u6cd5\u548c\u624b\u5de5\u7f16\u5199\u7684\u9012\u5f52\u4e0b\u964d\u8bed\u6cd5\u5206\u6790\u5668\u4e2d\uff0c\u5904\u7406\u8868\u8fbe\u5f0f\u90fd\u662f\u4e00\u4ef6\u76f8\u5f53\u68d8\u624b\u7684\u4e8b\u60c5\uff0c\u8fd9\u9996\u5148\u662f\u56e0\u4e3a\u5927\u591a\u6570\u8bed\u6cd5\u90fd\u5b58\u5728\u6b67\u4e49\uff0c\u5176\u6b21\u662f\u56e0\u4e3a\u5927\u591a\u6570\u8bed\u8a00\u7684\u89c4\u8303\u4f7f\u7528\u4e86\u4e00\u79cd\u7279\u6b8a\u7684\u9012\u5f52\u65b9\u5f0f\uff0c\u79f0\u4e3a\u5de6\u9012\u5f52\u3002<\/p>\n<pre><code class=\"java\">expr : expr '*' expr\n     | expr '+' expr\n     | INT\n     ;\n<\/code><\/pre>\n<p>\u6211\u4eec\u4e3e\u4e2a\u8fd0\u7b97\u7b26\u4f18\u5148\u7ea7\u5e26\u6765\u7684<strong>\u8bed\u6cd5\u6b67\u4e49<\/strong>\u95ee\u9898\uff0c\u540c\u6837\u7684\u89c4\u5219\u53ef\u4ee5<strong>\u5339\u914d\u591a\u4e2a\u8f93\u5165\u5b57\u7b26\u6d41<\/strong>\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192808\" alt=\"\u5339\u914d\u591a\u4e2a\u8f93\u5165\u5b57\u7b26\u6d41.jpeg\" title=\"\u5339\u914d\u591a\u4e2a\u8f93\u5165\u5b57\u7b26\u6d41.jpeg\" loading=\"lazy\"><\/p>\n<p>\u5728\u5176\u4ed6\u8bed\u6cd5\u5de5\u5177\u4e2d\uff0c\u901a\u5e38\u901a\u8fc7\u6307\u5b9a\u989d\u5916\u7684\u6807\u8bb0\u6765\u6307\u5b9a\u8fd0\u7b97\u7b26\u4f18\u5148\u7ea7\u3002\u800c\u5728ANTLR4\u4e2d\u901a\u8fc7<strong>\u5907\u9009\u5206\u652f\u7684\u6392\u5e8f\u6765\u6307\u5b9a\u4f18\u5148\u7ea7<\/strong>\uff0c\u8d8a\u9760\u524d\u4f18\u5148\u7ea7\u8d8a\u9ad8\u3002<\/p>\n<h3>\u4ee3\u7801\u81ea\u52a8\u751f\u6210<\/h3>\n<p>ANTLR\u53ef\u4ee5\u6839\u636elexer.g4\u548cparser.g4\u81ea\u52a8\u751f\u6210<strong>\u8bcd\u6cd5\u5206\u6790\u5668\uff0c\u8bed\u6cd5\u5206\u6790\u5668\uff0c\u76d1\u542c\u5668\uff0c\u8bbf\u95ee\u5668<\/strong>\u7b49\u3002<\/p>\n<pre><code class=\"java\">antlr4ng -Dlanguage=TypeScript -visitor -listener -Xexact-output-dir -o .\/src\/lib .\/src\/grammar\/*.g<\/code><\/pre>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192809\" alt=\"\u4ee3\u7801\u81ea\u52a8\u751f\u6210.jpeg\" title=\"\u4ee3\u7801\u81ea\u52a8\u751f\u6210.jpeg\" loading=\"lazy\"><\/p>\n<h4>\u8bed\u6cd5\u89e3\u6790\u4e0e\u4e1a\u52a1\u903b\u8f91\u89e3\u8026<\/h4>\n<p>\u5728ANTLR4\u4e2d\u8bed\u6cd5\u89e3\u6790\u548c\u4e1a\u52a1\u903b\u8f91\u7684\u9ad8\u5ea6\u89e3\u8026\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u4f18\u70b9\u5c31\u662f\u540c\u4e00\u4e2a AST \u7ed3\u6784\u80fd\u591f\u5728\u4e0d\u540c\u7684\u4e1a\u52a1\u903b\u8f91\u5b9e\u73b0\u4e4b\u95f4\u5b9e\u73b0\u590d\u7528\u3002\u4e0d\u540c\u7684\u4e1a\u52a1\u903b\u8f91\uff08\u5982\u6267\u884c\u3001\u8f6c\u6362\u3001\u4f18\u5316\u7b49\uff09\u53ef\u4ee5\u5bf9\u540c\u4e00\u4e2a AST \u8fdb\u884c\u4e0d\u540c\u7684\u5904\u7406\uff0c\u800c\u4e0d\u9700\u8981\u5173\u5fc3\u89e3\u6790\u8fc7\u7a0b\u3002\u6838\u5fc3\u51e0\u4e2a\u8bbe\u8ba1\u65b9\u6848\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li><strong>\u8bbf\u95ee\u8005\u6a21\u5f0f<\/strong>\uff1aANTLR4\u901a\u8fc7\u8bbf\u95ee\u8005\u6a21\u5f0f\u652f\u6301\u4e1a\u52a1\u4ee3\u7801\u53ef\u8bbf\u95ee\u7279\u5b9a\u201c\u8bcd\u6cd5\u201d\u6216\u201c\u8bed\u6cd5\u201d\u8282\u70b9\u6267\u884c\u81ea\u5b9a\u4e49\u7684\u64cd\u4f5c\uff0c\u901a\u8fc7\u8fd9\u4e2a\u65b9\u5f0f\u5b8c\u5168\u89e3\u8026AST\uff08\u62bd\u8c61\u8bed\u6cd5\u6811\uff09\u751f\u6210\u548c\u4e1a\u52a1\u903b\u8f91\uff0c\u8bcd\u6cd5\u5206\u6790\u5668\u548c\u89e3\u91ca\u5668\u4e13\u6ce8\u4e8eAST\u751f\u6210\uff0c\u800c\u4e1a\u52a1\u53ef\u4ee5\u901a\u8fc7\u8bbf\u95ee\u5668\u7684\u6269\u5c55\u652f\u6301\u4e1a\u52a1\u5b9a\u5236\u5316\u8bc9\u6c42\u3002<\/li>\n<li><strong>\u8bed\u6cd5\u548c\u8bed\u4e49\u7684\u72ec\u7acb\u6027<\/strong>\uff1aANTLR4\u4e2d\u53ef\u4ee5\u72ec\u7acb\u8fdb\u884c\u8bed\u6cd5\u89e3\u6790\u548c\u8bed\u4e49\u5206\u6790\uff0c\u53ef\u4ee5\u5728 AST \u4e2d\u8fdb\u884c\u8bed\u4e49\u68c0\u67e5\u548c\u4e1a\u52a1\u903b\u8f91\u5904\u7406\u3002\u8fd9\u79cd\u5206\u79bb\u4f7f\u5f97\u5f00\u53d1\u8005\u53ef\u4ee5\u66f4\u7075\u6d3b\u5730\u5904\u7406\u8f93\u5165\u7684\u8bed\u6cd5\u548c\u8bed\u4e49\u3002<\/li>\n<li><strong>AST\u751f\u6210<\/strong>\uff1aANRL4\u901a\u8fc7\u8bed\u6cd5\u89e3\u6790\u5668\u751f\u6210\u7ed3\u6784\u5316AST\uff08\u62bd\u8c61\u8bed\u6cd5\u6811\uff09\uff0c\u4e0d\u540c\u4e1a\u52a1\u903b\u8f91\u53ef\u4ee5\u4e0d\u65ad\u590d\u7528\u540c\u4e00\u4e2aAST\u3002<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u6a21\u5f0f<\/strong>\uff1a\u89e3\u6790\u5668\u5728\u5904\u7406\u8f93\u5165\u6570\u636e\u65f6\uff0c\u4e0a\u4e0b\u6587\u4f1a\u5728\u89e3\u6790\u6811\u4e2d\u4f20\u9012\u4fe1\u606f\u3002\u6bcf\u5f53\u8fdb\u5165\u4e00\u4e2a\u65b0\u7684\u8bed\u6cd5\u89c4\u5219\u65f6\uff0c\u90fd\u4f1a\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u4e0a\u4e0b\u6587\u5b9e\u4f8b\u4e0a\u4e0b\u6587\u53ef\u4ee5\u5b58\u50a8\u89e3\u6790\u8fc7\u7a0b\u4e2d\u9700\u8981\u7684\u4e34\u65f6\u4fe1\u606f\uff0c\u4f8b\u5982\u53d8\u91cf\u7684\u503c\u3001\u6570\u636e\u7c7b\u578b\u7b49\u3002\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e3b\u8981\u7ed3\u5408\u8bbf\u95ee\u5668\u6a21\u5f0f\u8fdb\u884c\u4f7f\u7528\uff0c\u540c\u65f6\u4e5f\u89e3\u51b3\u4e86\u5728\u89e3\u6790\u590d\u6742\u8bed\u53e5\u5982\u591a\u5c42\u5d4c\u5957\u7ed3\u6784\u7684\u5c42\u7ea7\u8c03\u7528\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h2>\u4e09\u3001SparkSQL\u4ecb\u7ecd<\/h2>\n<p>Spark SQL \u662f Apache Spark \u7684\u4e00\u4e2a\u6a21\u5757\uff0c\u4e13\u95e8\u7528\u4e8e\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\uff0cSpark SQL \u7684\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ol>\n<li><strong>\u9ad8\u6548\u7684\u67e5\u8be2\u6267\u884c<\/strong>\uff1a\u901a\u8fc7 Catalyst \u4f18\u5316\u5668\u548c Tungsten \u6267\u884c\u5f15\u64ce\uff0cSpark SQL \u80fd\u591f\u4f18\u5316\u67e5\u8be2\u6267\u884c\u8ba1\u5212\uff0c\u63d0\u5347\u67e5\u8be2\u6027\u80fd\u3002<\/li>\n<li><strong>\u4e0e Hive \u7684\u517c\u5bb9\u6027<\/strong>\uff1aSpark SQL \u652f\u6301 HiveQL \u8bed\u6cd5\uff0c\u4f7f\u5f97\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u8fc1\u79fb\u73b0\u6709\u7684 Hive \u67e5\u8be2\u3002<\/li>\n<li><strong>\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90<\/strong>\uff1aSpark SQL \u53ef\u4ee5\u4ece\u591a\u79cd\u6570\u636e\u6e90\u8bfb\u53d6\u6570\u636e\uff0c\u5305\u62ec HDFS\u3001Parquet\u3001ORC\u3001JDBC \u7b49\u3002<\/li>\n<\/ol>\n<h2>\u56db\u3001\u6280\u672f\u5b9e\u73b0<\/h2>\n<h3>\u8bed\u6cd5\u8bbe\u8ba1<\/h3>\n<p>\u5728Aparch Spark\u6e90\u7801\u4e2d\u5c31\u662f\u4f7f\u7528ANTLR4\u6765\u89e3\u6790\u548c\u5904\u7406SQL\u8bed\u53e5\uff0c\u4ee5\u4e0b\u4e3aApach Spark\u4e2d\u57fa\u4e8eANTLR\u5143\u8bed\u8a00\u5b9a\u4e49\u7684\u8bcd\u6cd5\u5206\u6790\u5668\u548c\u8bed\u6cd5\u5206\u6790\u5668\uff0c\u5728\u8bed\u6cd5\u5b9a\u4e49\u4e0a\u6211\u4eec\u53ea\u9700\u8981\u57fa\u4e8e\u8fd9\u5957<strong>\u6807\u51c6\u7684SparkSQL\u8bed\u6cd5<\/strong>\u53bb<strong>\u9002\u914d\u5f97\u7269\u81ea\u7814\u5f15\u64ce<\/strong>\u7684\u80fd\u529b\uff0c\u505a\u80fd\u529b\u5bf9\u9f50\u3002<\/p>\n<pre><code class=\"java\">Lexer.g4\n\nhttps:\/\/github.com\/apache\/spark\/blob\/master\/sql\/api\/src\/main\/antlr4\/org\/apache\/spark\/sql\/catalyst\/parser\/SqlBaseLexer.g4\n\nParser.g4\n\nhttps:\/\/github.com\/apache\/spark\/blob\/master\/sql\/api\/src\/main\/antlr4\/org\/apache\/spark\/sql\/catalyst\/parser\/SqlBaseParser.g4<\/code><\/pre>\n<h3>\u8bed\u6cd5\u8865\u5168<\/h3>\n<p>\u4ee5\u4e0b\u6211\u4eec\u4ee5\u5b57\u6bb5\u8865\u5168\u573a\u666f\u4e3a\u4f8b\u89e3\u6790\u4ece\u8bed\u6cd5\u5b9a\u4e49\uff0c\u8bed\u6cd5\u89e3\u6790\uff0c\u8bed\u6cd5\u8865\u5168\uff0c\u4e0a\u4e0b\u6587\u4fe1\u606f\u91c7\u96c6\u5404\u4e2a\u6d41\u7a0b\u8282\u70b9\u5256\u6790\u6700\u540e\u5b8c\u6210\u7684\u8868\u5b57\u6bb5\u4fe1\u606f\u7cbe\u51c6\u63a8\u8350\u3002\u5728\u4e0b\u5217\u8bed\u6cd5\u573a\u666f\u4e2d\uff0c\u5b58\u5728\u591a\u5c42Select\u8bed\u6cd5\u5d4c\u5957\uff0c\u540c\u65f6\u8868<strong>du_emr_test.empsalary tableB<\/strong>\u548c\u8868<strong>du_emr_test.hujh_type_tk AS tableB<\/strong>\u8bbe\u7f6e\u4e86\u540c\u4e00\u522b\u540d,  \u5982\u56fe\u5728\u7236\u5b50\u67e5\u8be2\u4e2d\u90fd\u4f7f\u7528\u4e86\u540c\u4e00\u4e2a\u8868\u522b\u540d\uff08tableB\uff09\uff0c\u5f53\u7528\u6237\u5728\u7236\u5b50\u67e5\u8be2\u4e2d\u5206\u522b\u8f93\u5165<strong>tableB.<\/strong>\u65f6\uff0c\u8fd9\u65f6\u5019\u9700\u8981\u7ed3\u5408\u5f53\u524d\u4e0a\u4e0b\u6587\u8bed\u5883\uff0c<strong>\u5bf9tableB\u522b\u540d\u63a8\u8350\u4e0d\u540c\u8868\u7684\u5b57\u6bb5<\/strong>\u3002<\/p>\n<pre><code class=\"java\">SELECT \n    tableB.c1\n FROM\n    (\n       SELECT\n            tableB.empno,\n            tableC.department\n        FROM\n                du_emr_test.empsalary as tableB\n        LEFT JOIN du_emr_test.employees AS tableC\n        WHERE tableC.department = tableB.depname\n\n    ) AS tableA\nLEFT JOIN du_emr_test.hujh_type_tk AS tableB\nWHERE tableB.c1 = tableA.dename<\/code><\/pre>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192810\" alt=\"\u8bed\u6cd5\u8865\u51681.jpeg\" title=\"\u8bed\u6cd5\u8865\u51681.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192811\" alt=\"\u8bed\u6cd5\u8865\u51682.jpeg\" title=\"\u8bed\u6cd5\u8865\u51682.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192812\" alt=\"\u8bed\u6cd5\u8865\u51683.jpeg\" title=\"\u8bed\u6cd5\u8865\u51683.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192813\" alt=\"\u8bed\u6cd5\u8865\u51684.jpeg\" title=\"\u8bed\u6cd5\u8865\u51684.jpeg\" loading=\"lazy\"><\/p>\n<p>\u5728\u5b50\u67e5\u8be2\u4e2d\u6211\u4eec\u671f\u671b\u63a8\u8350tableB\u6765\u81eadu_emr_test.empsalary tableB\u7684\u5b57\u6bb5\u4fe1\u606f\uff0c\u800c\u5728\u6700\u5916\u5c42\u4e2d\u6211\u4eec\u671f\u671b\u7684\u662fdu_emr_test.hujh_type_tk\u7684\u5b57\u6bb5\uff0c\u5982\u4e0a\u56fe\u3002<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u573a\u666f\u6211\u4eec\u6838\u5fc3\u8981\u89e3\u51b32\u4e2a\u95ee\u9898\uff1a<\/p>\n<p><strong>\u95ee\u98981\uff1a\u5f53\u524d\u5149\u6807\u5e94\u8be5\u63d0\u793a\u54ea\u4e9b\u63a8\u8350\u8bed\u6cd5\u7c7b\u578b<\/strong><\/p>\n<p>\u76ee\u524d\uff0c\u5f00\u6e90\u65b9\u6848ANTLR-C3\u5f15\u64ce\u5c31\u80fd\u5b8c\u7f8e\u89e3\u51b3\u6211\u4eec\u95ee\u9898\uff0c\u7528\u6237\u5728\u7f16\u8f91\u5668\u5b9e\u65f6\u8f93\u5165\u65f6\uff0c\u83b7\u53d6\u5f53\u524d\u5149\u6807\u4f4d\u7f6e\uff0c\u5b9e\u65f6\u505a\u8bed\u6cd5\u89e3\u6790\uff0c\u7136\u540e\u57fa\u4e8e\u5f00\u6e90\u7684ANTLR-C3\u5f15\u64ce\u80fd\u529b\u7ed3\u5408ANTLR \u751f\u6210\u7684AST\u5373\u53ef<strong>\u83b7\u53d6\u5f53\u524d\u5149\u6807\u4f4d\u7f6e\u6240\u9700\u8981\u7684\u8bed\u6cd5\u89c4\u5219<\/strong>\u3002<\/p>\n<p><strong>\u95ee\u98982:  \u83b7\u53d6\u5f53\u524d\u4e0a\u4e0b\u6587\u4fe1\u606f\u4ee5\u5b9e\u73b0\u7cbe\u51c6\u63a8\u8350<\/strong><\/p>\n<p>\u6839\u636e\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u9700\u8981\u91c7\u96c6\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e0d\u540c\uff0c\u57fa\u4e8e\u5b57\u6bb5\u63a8\u8350\u7684\u573a\u666f\uff0c\u6211\u4eec\u9700\u8981\u83b7\u53d6\u5f53\u524d\u5149\u6807\u4f4d\u7f6e\u5904\u53ef\u4ee5\u63a8\u8350\u7684\u8868\u4fe1\u606f\uff0c\u8868\u522b\u540d\u4fe1\u606f\uff0c\u7ed3\u5408\u7f16\u8f91\u5668\u80fd\u529b\u5b9e\u65f6\u83b7\u53d6\u8868\u5bf9\u5e94\u7684\u5b57\u6bb5\u4fe1\u606f\u8fdb\u884c\u5b57\u6bb5\u63a8\u8350\u8865\u5168\uff0c\u800c<strong>\u4e0a\u4e0b\u6587\u4fe1\u606f\u7684\u91c7\u96c6<\/strong>\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7<strong>ANTLR\u751f\u6210\u7684\u76d1\u542c\u5668<\/strong>\u6765\u5b9e\u73b0\u3002<\/p>\n<h3>\u8bed\u6cd5\u5b9a\u4e49<\/h3>\n<p>\u4ee5\u4e0b\u6211\u4eec\u7528ANTLR\u5143\u8bed\u8a00\u5b9e\u73b0\u4e00\u6bb5\u7b80\u5316\u7248\u7684SQL\u67e5\u8be2\u573a\u666f\u7684\u8bed\u6cd5\u89c4\u5219(QueryStatment)\uff0c\u65b9\u4fbf\u6211\u4eec\u7406\u89e3\u3002<\/p>\n<pre><code class=\"java\">lexer grammar SqlLexer;\n\n\/\/ \u57fa\u7840\u8bcd\u6cd5\nCOMMA: ',';\nLEFT_PAREN: '(';\nRIGHT_PAREN: ')';\nIDENTIFY: (LETTER | DIGIT | '_' | '.')+;\nfragment DIGIT: [0-9];\nfragment LETTER: [A-Z];\nSEMICOLON: ';';\n\nparser grammar SqlParser;\n\nprogram: statment* EOF;\n\nstatment: queryStatment SEMICOLON?;\n\/\/ \u67e5\u8be2\u8bed\u53e5\nqueryStatment:\n  SELECT columnNames FROM (\n    tableName\n    | (LEFT_PAREN queryStatment LEFT_PAREN)\n  ) whereExpression? relationsExpresssion? SEMICOLON\uff1f;\n\n\/\/ \u5b57\u6bb5\ncolumnNames: columnName (COMMA columnName)*;\n\ntableName: IDENTIFY AS? tableAlis;\n\ntableAlis: IDENTIFY;\n\ncolumnName: IDENTIFY AS? columnAlis;\n\ncolumnAlis: IDENTIFY;\n\nwhereExpression: WHERE booleanExpression;\n\nbooleanExpression: (NOT | BANG) booleanExpression           # logicalBinary\n  | left = booleanExpression operator = AND right = booleanExpression # logicalBinary\n  | left = booleanExpression operator = OR right = booleanExpression  # logicalBinary;\n\nrelationsExpresssion:\n  LEFT JOIN tableName whereExpression?\n  | RIGHT JOIN tableName whereExpression?;\n<\/code><\/pre>\n<h3>\u4ee3\u7801\u751f\u6210<\/h3>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192814\" alt=\"\u4ee3\u7801\u751f\u62101.jpeg\" title=\"\u4ee3\u7801\u751f\u62101.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192815\" alt=\"\u4ee3\u7801\u751f\u62102.jpeg\" title=\"\u4ee3\u7801\u751f\u62102.jpeg\" loading=\"lazy\"><\/p>\n<p>\u4ee5\u4e0b\u662f\u90e8\u5206\u751f\u6210\u4ee3\u7801\uff1a<\/p>\n<p><strong>1\u3001\u8bcd\u6cd5\u5206\u6790\u5668<\/strong><\/p>\n<pre><code class=\"java\"> \/\/ SqlLexer.ts\n    \n    public static readonly COMMA = 1;\n    public static readonly LEFT_PAREN = 2;\n    public static readonly RIGHT_PAREN = 3;\n    public static readonly IDENTIFY = 4;\n    public static readonly SEMICOLON = 5;\n\n    \/\/ \u8bcd\u6cd5\u5206\u6790\u5668\u53ef\u4ee5\u4f7f\u7528\u7684\u901a\u9053\n    public static readonly channelNames = [\n        &quot;DEFAULT_TOKEN_CHANNEL&quot;, &quot;HIDDEN&quot;\n    ];\n    \/\/ \u5305\u542b\u4e86\u6240\u6709\u5b57\u9762\u91cf\u8bb0\u53f7\u7684\u540d\u79f0\n    public static readonly literalNames = [\n        null, &quot;','&quot;, &quot;'('&quot;, &quot;')'&quot;, null, &quot;';'&quot;\n    ];\n    \/\/ \u5305\u542b\u4e3a\u6bcf\u4e2a\u8bb0\u53f7\u5206\u914d\u7684\u7b26\u53f7\u540d\uff0c\u8fd9\u4e9b\u7b26\u53f7\u5728\u751f\u6210\u89e3\u6790\u5668\u65f6\u7528\u4e8e\u6807\u8bc6\u8bb0\u53f7\n    public static readonly symbolicNames = [\n        null, &quot;COMMA&quot;, &quot;LEFT_PAREN&quot;, &quot;RIGHT_PAREN&quot;, &quot;IDENTIFY&quot;, &quot;SEMICOLON&quot;\n    ];\n    \n    \/\/  ANTLR \u751f\u6210\u7684\u7c7b\u4e2d\u7684\u4e00\u4e2a\u5b57\u6bb5\uff0c\u5217\u51fa\u4e86\u6240\u6709\u5b9a\u4e49\u7684\u89c4\u5219\n    public static readonly ruleNames = [\n        &quot;COMMA&quot;, &quot;LEFT_PAREN&quot;, &quot;RIGHT_PAREN&quot;, &quot;IDENTIFY&quot;, &quot;DIGIT&quot;, &quot;LETTER&quot;, \n        &quot;SEMICOLON&quot;,\n    ];\n<\/code><\/pre>\n<p><strong>2\u3001\u8bed\u6cd5\u5206\u6790\u5668<\/strong><\/p>\n<p>ANTLR\u81ea\u52a8\u4e3a\u6bcf\u4e2a\u89c4\u5219\u751f\u6210\u4e86\u4e00\u4e2a\u89e3\u6790\u65b9\u6cd5\uff0c\u4ee5\u4e0b\u662ftableName\u7684 ANTLR \u4e2d\u7684\u89e3\u6790\u5668\u65b9\u6cd5\uff0c\u5177\u5907\u4e86\u5904\u7406\u6807\u8bc6\u7b26\u3001\u53ef\u9009\u7684\u522b\u540d\u548c\u9519\u8bef\u5904\u7406\u7684\u80fd\u529b\u3002<\/p>\n<pre><code class=\"java\">\/\/ SQLParse.ts\n\/\/ ANTLR\u81ea\u52a8\u751f\u6210\u4e86\u4e00\u4e2a\u89e3\u6790 SQL \u8868\u540d\u7684 ANTLR \u4e2d\u7684\u89e3\u6790\u5668\u65b9\u6cd5\uff0c\u5177\u5907\u4e86\u5904\u7406\u6807\u8bc6\u7b26\u3001\u53ef\u9009\u7684\u522b\u540d\u548c\u9519\u8bef\u5904\u7406\u7684\u80fd\u529b\npublic tableName(): TableNameContext {\n        let localContext = new TableNameContext(this.context, this.state);\n        this.enterRule(localContext, 8, SqlParser.RULE_tableName);\n        let _la: number;\n        try {\n            this.enterOuterAlt(localContext, 1);\n            {\n            this.state = 60;\n            this.match(SqlParser.IDENTIFY);\n            this.state = 62;\n            this.errorHandler.sync(this);\n            _la = this.tokenStream.LA(1);\n            if (_la === 8) {\n                {\n                this.state = 61;\n                this.match(SqlParser.AS);\n                }\n            }\n\n            this.state = 64;\n            this.tableAlis();\n            }\n        }\n        catch (re) {\n            if (re instanceof antlr.RecognitionException) {\n                this.errorHandler.reportError(this, re);\n                this.errorHandler.recover(this, re);\n            } else {\n                throw re;\n            }\n        }\n        finally {\n            this.exitRule();\n        }\n        return localContext;\n    }\n<\/code><\/pre>\n<h4>\u81ea\u52a8\u8865\u5168<\/h4>\n<p>ANTLR4\u4ee3\u7801\u8865\u5168\u6838\u5fc3\uff08antlr4-c3\uff09 \u662f\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u5de5\u5177\uff0c\u5b83\u4e3aANTLR4\u751f\u6210\u7684\u89e3\u6790\u5668\u63d0\u4f9b\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u4ee3\u7801\u8865\u5168\u89e3\u51b3\u65b9\u6848\u3002\u65e0\u8bba\u4f60\u7684\u9879\u76ee\u662f\u5904\u7406\u54ea\u79cd\u7f16\u7a0b\u8bed\u8a00\u6216\u9886\u57df\u7279\u5b9a\u8bed\u8a00\uff08DSL\uff09\uff0c\u53ea\u8981\u662f\u57fa\u4e8eANTLR\u5c31\u80fd\u591f\u5229\u7528\u8fd9\u4e2a\u5e93\u5b9e\u73b0\u7cbe\u51c6\u7684\u4ee3\u7801\u5efa\u8bae\u548c\u81ea\u52a8\u8865\u5168\uff0c\u6781\u5927\u5730\u589e\u5f3a\u5f00\u53d1\u4f53\u9a8c\u3002\u901a\u8fc7antlr4-c3 \u80fd\u529b\u6211\u4eec\u901a\u8fc7\u624b\u52a8\u914d\u7f6e\u9700\u8981\u6536\u96c6\u7684\u8bed\u6cd5\u89c4\u5219\uff0c\u83b7\u53d6\u5728\u5f53\u524d\u5149\u6807\u5904\u9700\u8981\u63a8\u8350\u7684\u8bed\u6cd5\u89c4\u5219\u7c7b\u578b\u3002<\/p>\n<p><strong>1\u3001\u8bed\u6cd5\u89c4\u5219<\/strong><\/p>\n<p>\u901a\u8fc7ANTLR4\u5de5\u5177\u6211\u4eec\u53ef\u4ee5\u81ea\u52a8\u751f\u6210Sqllexer.ts\u8bcd\u6cd5\u89e3\u6790\u5668\uff0cSqlParser.ts\u8bed\u6cd5\u89e3\u6790\u5668\uff0cSqlParserLister.ts\u8bbf\u95ee\u5668\uff0cSqlParseVisitor.ts\u76d1\u542c\u5668\uff0c\u5728SqlParser \u8bed\u6cd5\u89e3\u6790\u5668\u81ea\u52a8\u751f\u6210\u4e86\u6211\u4eec\u5728\u8bed\u6cd5\u5b9a\u4e49\u4e2d\u7684\u8bed\u6cd5\u89c4\u5219\u3002<\/p>\n<pre><code class=\"java\">preferredRules = new Set([\n        SqlParser.RULE_tableName,\n        SqlParser.RULE_columnName,\n]);<\/code><\/pre>\n<p><strong>2\u3001\u4ee3\u7801\u8865\u5168<\/strong><\/p>\n<p>\u4ee5\u4e0b\u6211\u4eec\u5b9e\u73b0\u4e00\u5957\u7b80\u5316\u7248\u7684\u4ee3\u7801\u8865\u5168\u80fd\u529b\u3002<\/p>\n<p>\u5f53\u7528\u6237\u5728\u7f16\u8f91\u5668\u5b9e\u65f6\u8f93\u5165\u65f6\uff0c\u8c03\u7528getSuggestionAtCaretPosition\u83b7\u53d6\u5f53\u524d\u8bed\u5883\u4e2d\u9700\u8981\u63a8\u8350\u7684\u4fe1\u606f\uff0c\u5305\u542b\u8bed\u6cd5\u89c4\u5219\uff0c\u5173\u952e\u8bcd\uff0c\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u5728\u7ed3\u5408\u4e1a\u52a1\u5c42\u6570\u636e\u505a\u81ea\u52a8\u8865\u5168\uff0c\u5176\u4e2d\u5305\u542b5\u4e2a\u6838\u5fc3\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u83b7\u53d6\u5f53\u524d\u8bed\u6cd5\u89e3\u6790\u5668\u5b9e\u4f8b\u3002<\/li>\n<li>\u83b7\u53d6\u5f53\u524d\u5149\u6807\u4f4d\u7f6e\u5bf9\u5e94\u7684Token\u3002<\/li>\n<li>\u751f\u6210AST\u3002<\/li>\n<li>\u83b7\u53d6\u5f53\u524d\u8bed\u5883\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/li>\n<li>\u901a\u8fc7ANTLR-C3\u83b7\u53d6\u5f53\u524d\u4f4d\u7f6e\u5019\u9009\u8bed\u6cd5\u89c4\u5219\u3002<\/li>\n<\/ol>\n<pre><code class=\"java\">public getSuggestionAtCaretPosition(\n        sqlContent: string,\n        caretPosition: CaretPosition\n        preferredRules: Set\n    ): Suggestions | null {\n        \n        \/\/ 1\u3001 \u4f7f\u7528SqlParse\u89e3\u6790\u5668\u83b7\u53d6\n        const sqlParserIns = new SqlParse(sqlContent)\n        \n        \/\/ 2\u3001\u83b7\u53d6\u5f53\u524d\u5149\u6807\u5904token\n        const charStreams = CharStreams.fromString(sqlContent);\n        const lexer = new SqlLexer(charStreams);\n        const tokenStream = new CommonTokenStream(lexer)\uff1b\n        tokenStream.fill()\n        const allTokens = tokenStream.getTokens(); \n        let caretTokenIndex = findCaretToken(caretPosition, allTokens); \n\n        \/\/ 3\u3001\u83b7\u53d6AST\u62bd\u8c61\u8bed\u6cd5\u6811\n        const parseTree = sqlParserIns.program()\n        \n        \/\/ 4\u3001\u901a\u8fc7\u76d1\u542c\u5668\u91c7\u96c6\u4e0a\u4e0b\u6587\u8868\u4fe1\u606f\uff08\u4e0b\u9762\u4e0a\u4e0b\u6587\u5206\u6790\u90e8\u5206\u9610\u8ff0\u7ec6\u8282\uff09\n        const tableEntity = getTableEntitys()\n        \n         \/\/ \u5f02\u5e38\u573a\u666f\u517c\u5bb9\u5b58\u5728\u591a\u6761sql\uff0c \u83b7\u53d6\u6709\u6548\u6700\u5c0fSQL\u8303\u56f4\u7ed9\u5230antlr4-c3\u505a\u63a8\u8350\u3002\n        const statementCount = splitListener.statementsContext?.length;\n        const statementsContext = splitListener.statementsContext; \n\n        \/\/ 5\u3001antlr4-c3\u63a5\u5165\u83b7\u53d6\u63a8\u8350\u8bed\u6cd5\u89c4\u5219\n        let tokenIndexOffset: number = 0;\n        const core = new CodeCompletionCore(sqlParserIns);\n        \/\/ \u63a8\u8350\u89c4\u5219 \u6765\u81eaSQLparse\u89e3\u6790\u5668\u7684\u89c4\u5219\uff08\u5143\u8bed\u8a00\u5b9a\u4e49\uff09\n        core.preferredRules = preferredRules; \n        \/\/ \u901a\u8fc7AST\u548c\u5f53\u524d\u5149\u6807Token\u83b7\u53d6\u63a8\u8350\u7c7b\u578b\n        const candidates = core.collectCandidates(caretTokenIndex, parseTree); \n        \n        \/\/ ruleType -&gt; preferredRules \n        \/\/ const [rules, tokens] = candidate;\n        const rules = [];\n        const keywords = [\n                \n        for (let candidate of candidates.rules) {\n        const [ruleType] = candidate;\n        let synContextType;\n        switch (ruleType) {\n            case SqlParser.RULE_tableName: {\n                syntaxContextType = 'table';\n                break;\n            }\n            case SqlParser.RULE_columnName: {\n                syntaxContextType = 'column';\n                break;\n            }\n            default:\n                break;\n        }\n        if (synContextType) {\n            rules.push(syntaxContextType)\n        }\n    }\n\n    \/\/ \u83b7\u53d6\u5bf9\u5e94keywords\n    for (let candidate of candidates.tokens) {\n        const displayName = sqlParserIns.vocabulary.getDisplayName(candidate[0]);\n        const keyword = displayName.startsWith(&quot;'&quot;) &amp;&amp; displayName.endsWith(&quot;'&quot;)\n                ? displayName.slice(1, -1)\n                : displayName\n        keywords.push(keyword);\n    }\n\n    return {\n        rules,\n        keywords,\n        tableEntity\n    };\n  }<\/code><\/pre>\n<p>\u5728\u8fd9\u91cc\u6211\u4eec\u7b80\u5316\u4e86\u6d41\u7a0b\uff0c\u5ffd\u7565\u4e86\u5f88\u591a\u5f02\u5e38case\u7684\u5904\u7406\uff0c\u81ea\u52a8\u8865\u5168\u7684\u524d\u63d0\u662f\u5728\u5f53\u524d\u8bed\u6cd5\u89c4\u5219\u6b63\u786e\uff0c\u800c\u5728\u591a\u7ea7\u5b50\u67e5\u8be2\u5d4c\u5957\u573a\u666f\u6211\u4eec\u9700\u8981\u8003\u8651\u5230\u8fc7\u6ee4\u5f02\u5e38QueryStatment,  \u5728\u5f53\u524d\u5149\u6807\u51fa\u6700\u5c0f\u8303\u56f4\u6709\u6548\u7684QueryStatment\u505a\u8865\u5168\u3002\u8fd9\u65f6\u5019\u9700\u8981\u914d\u5408\u76d1\u542c\u5668\u53bb\u505a\u4e0a\u4e0b\u6587\u91c7\u96c6\u505a\u5bb9\u9519\u6027\u66f4\u9ad8\u7684\u81ea\u52a8\u8865\u5168\u3002<\/p>\n<h4>\u4e0a\u4e0b\u6587\u5206\u6790<\/h4>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192816\" alt=\"\u4e0a\u4e0b\u6587\u5206\u6790.jpeg\" title=\"\u4e0a\u4e0b\u6587\u5206\u6790.jpeg\" loading=\"lazy\"><\/p>\n<p>\u5982\u56fe\uff1a\u6bcf\u4e2atable\u90fd\u5f52\u5c5e\u4e8e\u4e00\u4e2aQueryStatment\u8868\u8fbe\u5f0f,  \u67e5\u8be2\u4e2d\u53c8\u5b58\u5728\u5b50\u5c42\u7ea7\u67e5\u8be2\u7684\u5d4c\u5957\u3002\u6211\u4eec\u9700\u8981\u901a\u8fc7\u4e0a\u4e0b\u6587\u6536\u96c6\u4ee5\u4e0b\u4fe1\u606f\uff1a<\/p>\n<ol>\n<li>\u6bcf\u4e2a\u67e5\u8be2\u8bed\u53e5\u7684\u4fe1\u606f\uff0c\u5305\u542bPosition\u4f4d\u7f6e\u4fe1\u606f\uff0c\u8bb0\u5f55\u5f53\u524d\u7684\u67e5\u8be2\u5f00\u59cb\u884c\uff0c\u7ed3\u675f\u884c\uff0c\u5f00\u59cb\u5217\uff0c\u7ed3\u675f\u5217\u3002<\/li>\n<li>\u67e5\u8be2\u8bed\u53e5\u7684\u5173\u8054\u5173\u7cfb\uff0c\u5373\u8bb0\u5f55\u5f53\u524d\u67e5\u8be2\u8bed\u53e5\u7236\u7ea7\u67e5\u8be2\u8bed\u53e5\u5bf9\u8c61\u3002<\/li>\n<li>\u8868\u5b9e\u4f53\u4fe1\u606f\u5305\u542b\u8868\u540d\uff0c\u8868\u4f4d\u7f6e\u4fe1\u606f\uff0c\u8868\u522b\u540d\u4fe1\u606f\uff0c\u5f53\u524d\u8868\u5f52\u5c5e\u4e8e\u90a3\u4e2a\u67e5\u8be2\u8bed\u53e5\u3002<\/li>\n<\/ol>\n<p>\u5219\u6211\u4eec\u9700\u8981\u76d1\u542c3\u4e2a\u8bed\u6cd5\u89c4\u5219\u5305\u542b<strong>QueryStatment, TableName,TableAlias<\/strong>, \u91c7\u96c6QueryStatment\u4fe1\u606f\uff0cTable\u4fe1\u606f\u540c\u65f6\u5c06table\u4e0e<strong>\u5f53\u524d\u5f52\u5c5e\u7684QueryStatment\u505a\u5173\u8054<\/strong>\uff0c \u8fd8\u6709<strong>\u4e0e\u522b\u540d\u4fe1\u606f\u4f5c\u914d\u5bf9\u5173\u8054<\/strong>\u3002\u8fd9\u5c31\u8981\u6c42\u5728\u4e0d\u540c\u76d1\u542c\u5668\u4e4b\u95f4\u7684\u4fe1\u606f\u9700\u8981\u505a\u5171\u4eab\uff0c\u4e0a\u4e0b\u6587\u4fe1\u606f\u9700\u8981\u505a\u4f20\u9012\u548c\u4fdd\u7559\u3002ANTLR\u5e38\u7528\u76843\u79cd<strong>\u4fe1\u606f\u5171\u4eab\u65b9\u6848<\/strong>\u5305\u542b\uff1a<\/p>\n<ul>\n<li><strong>\u4f7f\u7528\u8bbf\u95ee\u5668\u65b9\u6cd5\u6765\u8fd4\u56de\u503c\uff0c<\/strong><\/li>\n<li><strong>\u4f7f\u7528\u7c7b\u6210\u5458\u5728\u4e8b\u4ef6\u65b9\u6cd5\u4e4b\u95f4\u5171\u4eab\u6570\u636e\uff0c<\/strong><\/li>\n<li><strong>\u5728\u8bed\u6cd5\u5b9a\u4e49\u4e2d\u4f7f\u7528\u6811\u6807\u8bb0\u6765\u5b58\u50a8\u4fe1\u606f\u3002<\/strong><\/li>\n<\/ul>\n<p>\u5728\u8fd9\u91cc\u6211\u4eec\u4f7f\u7528\u7b2c\u4e8c\u79cd\uff08\u5728\u8fd9\u91cc\u6211\u4eec\u7b80\u5316\u4e86SQL\u7684\u8bed\u6cd5\u5b9a\u4e49\uff0c\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u8bed\u6cd5\u5c42\u7ea7\u6df1\u5ea6\u548c\u590d\u6742\u5ea6\u8fdc\u6bd4\u5f53\u524d\u9ad8\uff0c\u8fd9\u4e5f\u4f7f\u5f97\u65b9\u68481\u548c3\u5b9e\u9645\u64cd\u4f5c\u8d77\u6765\u66f4\u9ebb\u70e6\uff0c\u89c4\u5219\u5d4c\u5957\u5c42\u7ea7\u6df1\u4f7f\u5f97\u65b9\u6848\u4e00\u548c\u65b9\u6848\u4e09\u5f00\u53d1\u6210\u672c\u548c\u7ef4\u62a4\u6210\u672c\u66f4\u9ad8\uff09<\/p>\n<p><strong>1\u3001\u76d1\u542c\u5668\uff08SqlParserLister\uff09<\/strong><br \/>\u901a\u8fc7ANTLR4\u5de5\u5177\u6211\u4eec\u53ef\u4ee5\u81ea\u52a8\u751f\u6210SqlParserLister.ts\u76d1\u542c\u5668\u8fdb\u884c\u81ea\u5b9a\u4e49\u6269\u5c55\u3002<\/p>\n<pre><code class=\"java\">\/\/ SqlParserListener.ts\nexport class QueryStatmentContext extends antlr.ParserRuleContext {\n   public override enterRule(listener: SqlParserListener): void {\n        if(listener.enterQueryStatment) {\n             listener.enterQueryStatment(this);\n        }\n    }\n    public override exitRule(listener: SqlParserListener): void {\n        if(listener.exitQueryStatment) {\n             listener.exitQueryStatment(this);\n        }\n    }\n }\n \n export class TableNameContext extends antlr.ParserRuleContext {\n     public override enterRule(listener: SparkSqlParserListener): void {\n        if(listener.enterTableName) {\n             listener.enterTableName(this);\n        }\n    }\n    public override exitRule(listener: SparkSqlParserListener): void {\n        if(listener.exitTableName) {\n             listener.exitTableName(this);\n        }\n    }\n }\n\/\/ ....\n\nexport class TableAliasContext extends antlr.ParserRuleContext {\n    public KW_AS(): antlr.TerminalNode | null {\n        return this.getToken(SparkSqlParser.KW_AS, 0);\n    }\n    public override enterRule(listener: SparkSqlParserListener): void {\n        if(listener.enterTableAlias) {\n             listener.enterTableAlias(this);\n        }\n    }\n    public override exitRule(listener: SparkSqlParserListener): void {\n        if(listener.exitTableAlias) {\n             listener.exitTableAlias(this);\n        }\n    }\n}\n<\/code><\/pre>\n<p><strong>2\u3001\u81ea\u5b9a\u4e49\u76d1\u542c\u5668\u6269\u5c55<\/strong><\/p>\n<p>\u901a\u8fc7SqlParserListener\u6211\u4eec\u53ef\u4ee5\u81ea\u5b9a\u4e49\u91c7\u96c6\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u5728<\/p>\n<ol>\n<li>\u76d1\u542c\u8fdb\u5165QueryStatment\u8868\u8fbe\u5f0f\u91c7\u96c6\u5f53\u524d\u8868\u8fbe\u5f0f\u4fe1\u606f\u5230_queryStmtsStack\u3002<\/li>\n<li>\u76d1\u542c\u9000\u51faTableNameToken\u65f6\u91c7\u96c6\u5f53\u524dTable\u4fe1\u606f\uff0c\u5e76\u5173\u8054\u5f53\u524dQueryStatment\u3002<\/li>\n<li>\u76d1\u542c\u9000\u51faTableAliasToken\u65f6\u91c7\u96c6\u4fe1\u606f\uff0c\u5e76\u5173\u8054\u5230Table\u5b9e\u4f53\u3002<\/li>\n<li>\u76d1\u542c\u9000\u51faQueryStatment\u8868\u8fbe\u5f0f\u63a8\u51fa_queryStmtsStack<\/li>\n<\/ol>\n<pre><code class=\"java\">\/\/ tableEntityCollect\n export class SqlEntityCollector implements SqlParserListener {\n     super() {\n         this._tableEntitiesSet = new Set();\n         this._queryStmtsStack = [];\n         this._tableAliasStack = [];\n         this._currentTable = '';\n     }\n     \n     enterQueryStatment(ctx: QueryStatmentContext) {\n        this.pushQueryStmt(ctx);\n    }\n\n    exitQueryStatment(ctx: QueryStatmentContext) {\n        this.popQueryStmt(); \n    }\n\n     exitTableName(ctx: TableNameContext) {\n        this.pushTableEntity(ctx);\n        this.setCurrentTable(ctx);\n     }\n     \n     exitTableAlias(ctx: TableAliasContext) {\n        this.pushTableEntity(ctx);\n     }\n     \n     pushQueryStmt() {}   \/\/ \u91c7\u96c6QueryStmt\u4fe1\u606f\n     \n     popQueryStmt() {}    \/\/ \u63a8\u51fa\u5f53\u524dQueryStmt\uff0c\u8fdb\u5165\u4e0b\u4e2a\u540c\u7ea7Stmt\n     \n     pushTableEntity() {} \/\/ \u91c7\u96c6\u5f53\u524d\u8868\u4fe1\u606f\uff0c\u5173\u8054\u5f53\u524dStmt\n     \n     pushTableEntity() {} \/\/ \u91c7\u96c6\u5173\u8054\u8868\n     \n     enterProgram() {}    \/\/ \u6e05\u7a7a\u91cd\u7f6e\n     \n     getTableEntity() {\n         return this.TableEntity(ctx)\n     }\n    \n }\n<\/code><\/pre>\n<p>\u5728\u8fd9\u91cc\u6211\u4eec\u7b80\u5316\u4e86\u8bed\u6cd5\u5b9a\u4e49\u7684\u89c4\u5219\u4fbf\u4e8e\u8bb2\u89e3\uff0c\u4f46\u5728\u5b9e\u9645\u4e2d\u8bed\u6cd5\u89c4\u5219\u7684\u6574\u4f53\u5d4c\u5957\u5c42\u7ea7\u662f\u5f88\u6df1\u7684\uff0c\u4ece\u4ee5\u4e0b\u7684SparkSql\u8bed\u6cd5\u5b9a\u4e49\u4e2d\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u53f3\u4fa7\u805a\u5408\u7684\u8868\u8fbe\u5f0f\u9ad8\u8fbe<strong>200+<\/strong>\u4e2a\uff0c\u5355\u4e2a\u8868\u8fbe\u5f0f\u7684\u5907\u9009\u5206\u652f\u6700\u591a\u9ad8\u8fbe<strong>140+<\/strong>\uff0c\u8fd9\u4e5f\u52a0\u5927\u4e86\u4e0a\u4e0b\u6587\u5206\u6790\u91c7\u96c6\u7684\u590d\u6742\u5ea6\uff0c\u5373\u6211\u4eec\u65e0\u6cd5\u7b80\u5355\u7684\u4eceQueryStmt\u5f53\u524d<strong>QueryStatmentContext<\/strong>\u4e2d\u83b7\u53d6\u5168\u91cf\u4fe1\u606f\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192817\" alt=\"\u83b7\u53d6\u5168\u91cf\u4fe1\u606f.jpeg\" title=\"\u83b7\u53d6\u5168\u91cf\u4fe1\u606f.jpeg\" loading=\"lazy\"><\/p>\n<p><strong>3\u3001\u89e6\u53d1\u76d1\u542c\u5668\u91c7\u96c6\u4e0a\u4e0b\u6587\u4fe1\u606f<\/strong><\/p>\n<pre><code class=\"java\">getTableEntitys() {\n    const collectListener = new SqlEntityCollector(sqlContent, caretTokenIndex);\n    const parse = new SqlParse(sqlContent);\n    const parseTree= sqlParserIns.program();\n    ParseTreeWalker.DEFAULT.walk(collectListener, parseTree); \n    return collectListener.getTableEntity()\n}\n<\/code><\/pre>\n<h3>\u8bed\u6cd5\u6821\u9a8c<\/h3>\n<p>ANRLR\u5728\u751f\u6210\u8bed\u6cd5\u5206\u6790\u5668\u4e2d\u5185\u7f6e\u4e86\u81ea\u52a8\u9519\u8bef\u62a5\u544a\u548c\u6062\u590d\u7b56\u7565\uff0c\u80fd\u591f\u5728\u9047\u5230\u53e5\u6cd5\u9519\u8bef\u65f6\u81ea\u52a8\u4ea7\u751f\u9519\u8bef\u6d88\u606f\uff0c\u4e3a\u6bcf\u4e2a\u53e5\u6cd5\u9519\u8bef\u4ea7\u751f\u4e00\u6761\u9519\u8bef\u6d88\u606f\u3002<\/p>\n<h4>\u8bcd\u6cd5\u9519\u8bef<\/h4>\n<p>\u5e38\u89c1\u7684\u8bcd\u6cd5\u9519\u8bef\u5305\u542b\u5b57\u7b26\u9057\u6f0f\uff0c\u8bcd\u6cd5\u9519\u8bef\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5728spark\u6807\u51c6\u8bed\u6cd5\u5b9a\u4e49\u4e2d tableName\u89c4\u5219\u4e0d\u652f\u6301\u8868\u53d8\u91cf\u573a\u666f\uff08${variable}\uff09\uff0c\u5982\u679c\u8981\u517c\u5bb9\u8fd9\u91cc\u8bcd\u6cd5\uff0c\u5c31\u9700\u8981\u5728\u8bed\u6cd5\u5b9a\u4e49\u4e2d\u53d8\u66f4tableName\u7684\u8bed\u6cd5\u89c4\u5219\u5b9a\u4e49\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192818\" alt=\"\u8bed\u6cd5\u9519\u8bef.jpeg\" title=\"\u8bed\u6cd5\u9519\u8bef.jpeg\" loading=\"lazy\"><\/p>\n<p>\u4ee5\u4e0b\u662f\u8bed\u6cd5\u5b9a\u4e49\u53d8\u66f4:<\/p>\n<ol>\n<li>\u65b0\u589e\u8bcd\u6cd5\u89c4\u5219$, {, }\u3002<\/li>\n<li>\u65b0\u589e\u8bed\u6cd5\u89c4\u5219<strong>identifyVar<\/strong>\u652f\u6301\u53d8\u91cf\u6a21\u5f0f\u3002<\/li>\n<\/ol>\n<pre><code class=\"java\">SqlLexer.g4\n\/\/ \u65b0\u589e\u8bcd\u6cd5\nLEFT_BRACE    : '{';\nRIGHT_BRACE   : '}';\n\nVARIABLE    : '$';\n\nSqlParse.g4\n\/\/ before tableName: IDENTIFY AS? tableAlis; \ntableName: identifyVar AS? tableAlis; \n\nidentifyVar\n    : IDENTIFY \/\/ odps_table_a\n    | IDENTIFY? VARIABLE LEFT_BRACE IDENTIFY RIGHT_BRACE IDENTIFY? \/\/ odps_table_a_${variable} odps_table_a_${prefix_variable}_abs\n<\/code><\/pre>\n<h4>\u81ea\u52a8\u6062\u590d\u673a\u5236<\/h4>\n<p>\u8bed\u6cd5\u5206\u6790\u5668\u4e0d\u5e94\u8be5\u5728\u9047\u5230\u975e\u6cd5\u7684\u6210\u5458\u5b9a\u4e49\u65f6\u7ed3\u675f\uff0c\u800c\u662f\u5e94\u5c3d\u6700\u5927\u53ef\u80fd\u5339\u914d\u5230\u4e00\u4e2a\u5408\u6cd5\u7684\u7c7b\u5b9a\u4e49\uff0cANRTL4\u81ea\u52a8\u9519\u8bef\u6062\u590d\u673a\u5236\u80fd\u5728\u8bed\u6cd5\u5206\u6790\u5668\u5728\u53d1\u73b0\u8bed\u6cd5\u9519\u8bef\u540e\u8fd8\u80fd\u7ee7\u7eed\u8fdb\u884c\u5c1d\u8bd5\u8bed\u6cd5\u89e3\u6790\u548c\u81ea\u52a8\u6062\u590d\u3002<\/p>\n<p><strong>1\u3001\u5f02\u5e38\u6355\u83b7<\/strong><\/p>\n<p>ANRLT\u81ea\u52a8\u751f\u6210\u7684\u8bed\u6cd5\u89e3\u6790\u5668\u4e2d\u81ea\u52a8\u4e3a\u6bcf\u4e2a\u89c4\u5219\u5305\u88f9\u5f02\u5e38\u6355\u83b7\u80fd\u529b\uff0c\u5e76\u5728catch\u4e2d\u5c1d\u8bd5\u9519\u8bef\u6062\u590d\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192819\" alt=\"\u5f02\u5e38\u8865\u8d27.jpeg\" title=\"\u5f02\u5e38\u8865\u8d27.jpeg\" loading=\"lazy\"><\/p>\n<p><strong>2\u3001\u6062\u590d\u7b56\u7565<\/strong><\/p>\n<p>\u4e00\u822c\u60c5\u51b5\u4e0b\uff0c\u8bed\u6cd5\u5206\u6790\u5668\u5728\u9047\u5230\u65e0\u6cd5\u5339\u914d\u7684\u9519\u8bef\u65f6\u4f1a\u5c1d\u8bd5\u6700\u7b80\u5355\u7684\u7b26\u53f7\u8865\u5168\u548c\u79fb\u9664\u6765\u5c1d\u8bd5\u89e3\u6790\uff0c\u90fd\u4e0d\u7ba1\u7528\u65f6\uff0c\u8fd9\u65f6\u5019\u5c31\u4f1a\u7528\u66f4\u9ad8\u9636\u7684\u7b56\u7565\u6765\u8fdb\u884c\u6062\u590d\u3002\u5305\u62ec<strong>\u626b\u63cf\u540e\u7eed\u8bcd\u6cd5\u7b26\u53f7\u6765\u6062\u590d\uff0c\u4ece\u4e0d\u5339\u914d\u7684\u8bcd\u6cd5\u7b26\u53f7\u4e2d\u6062\u590d\uff0c\u4ece\u5b50\u89c4\u5219\u7684\u9519\u8bef\u4e2d\u6062\u590d\uff0c\u6355\u83b7\u5931\u8d25\u7684\u8bed\u4e49\u5224\u5b9a\u3002<\/strong><\/p>\n<p>\u867d\u7136ANTLR\u63d0\u4f9b\u4e86\u5f88\u591a\u7b56\u7565\u6765\u8fdb\u884c\u9519\u8bef\u6062\u590d\uff0c\u4f46\u5728\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u9700\u8981\u7ed3\u5408\u8003\u8651\u8bed\u6cd5\u3001\u8bed\u5883\u7684\u590d\u6742\u5ea6\u53bb\u6743\u8861\u6027\u80fd\u4e0e\u66f4\u53cb\u597d\u7684\u9519\u8bef\u63d0\u793a\u4e4b\u95f4\u7684\u6289\u62e9\u3002\u5728\u590d\u6742\u573a\u666f\u4e2dANTLR\u8868\u73b0\u5e76\u4e0d\u7406\u60f3\uff0c\u5728\u4e00\u4e9b\u590d\u6742\u8bed\u6cd5\u548c\u8bed\u5883\u7684\u60c5\u51b5\u4e0b\u89e3\u6790\u5668\u5728\u68c0\u6d4b\u9519\u8bef\u65f6\u96be\u4ee5\u505a\u51fa\u5408\u7406\u7684\u51b3\u7b56\uff0c\u4f8b\u5982\uff1a<strong>\u9012\u5f52\u548c\u5d4c\u5957\u7ed3\u6784<\/strong>\u4e2d\u4f1a\u4f7f\u5f97\u9519\u8bef\u6062\u590d\u53d8\u5f97\u5f88\u590d\u6742\uff0c\u5bfc\u81f4\u89e3\u6790\u5668\u65e0\u6cd5\u505a\u51fa\u5408\u7406\u51b3\u7b56\u3002\u8fd8\u6709\u5728<strong>\u4e0a\u4e0b\u6587\u654f\u611f\u7684\u8bed\u5883<\/strong>\u4e2d\uff0c\u9519\u8bef\u6062\u590d\u673a\u5236\u57fa\u672c\u65e0\u6cd5\u63d0\u4f9b\u6709\u6548\u6062\u590d\u3002<\/p>\n<h3>\u6027\u80fd<\/h3>\n<p>\u5728 ANTLR 4 \u4e2d\uff0c\u8bed\u6cd5\u590d\u6742\u5ea6\u3001\u8bed\u6cd5\u6b67\u4e49\u3001\u8bed\u6cd5\u89c4\u5219\u5d4c\u5957\u6df1\u5ea6\u4e0e\u9884\u6d4b\u7b97\u6cd5\u7684\u9009\u62e9\u90fd\u4f1a\u663e\u8457\u5f71\u54cd\u89e3\u6790\u5668\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027\u3002Spark SQL\u8bed\u6cd5\u89c4\u5219\u8fbe200+\uff0c\u5907\u9009\u5206\u652f\u6700\u9ad8\u8fbe140, \u5d4c\u5957\u6df1\u5ea6\u8fbe20+\uff0c\u540c\u65f6\u53c8\u5b58\u5728\u8d1f\u8d23\u5faa\u73af\u5d4c\u5957\u573a\u666f\uff0c \u8fd9\u4e5f\u610f\u5473\u7740\u5728\u6574\u4e2a\u8bed\u6cd5\u89e3\u6790\uff0c\u8bed\u6cd5\u9519\u8bef\u7684\u5904\u7406\u8fc7\u7a0b\u662f\u5f88\u590d\u6742\u7684\uff0c\u5f53\u9047\u5230\u590d\u6742\u5927SQL\u91cf\u548c\u4e00\u7247\u72fc\u7c4d\u7684\u8bed\u6cd5\u9519\u8befSQL\uff0c\u4f1a\u5bfc\u81f4\u8bed\u6cd5\u89e3\u6790\u8fc7\u7a0b\u53d8\u5f97\u7f13\u6162\u5f15\u53d1\u6027\u80fd\u95ee\u9898\u3002\u76ee\u524d\u5728\u6027\u80fd\u4f18\u5316\u4e0a\uff0c\u6709\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u5411\u3002<\/p>\n<h4>\u7f13\u5b58\u4f18\u5316<\/h4>\n<p>\u5728antlr4\u4e2d\u8bcd\u6cd5\u89e3\u6790\u548c\u8bed\u6cd5\u89e3\u6790\u80fd\u529b\u548c\u4e1a\u52a1\u662f<strong>\u5b8c\u5168\u89e3\u8026<\/strong>\u7684\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u5e95\u5c42\u57fa\u4e8e\u540c\u4e2aSQL\u5185\u5bb9\u89e3\u6790\u51fa\u6765\u7684tokens\u548cparserTree\u90fd\u662f\u53ef\u4ee5\u5728<strong>\u4e0d\u540c\u4e1a\u52a1\u903b\u8f91<\/strong>\u5e94\u7528\u91cc<strong>\u590d\u7528<\/strong>\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u7f13\u5b58tokens,parseTree\u51cf\u5c11\u8bcd\u6cd5\u89e3\u6790\u548c\u8bed\u6cd5\u89e3\u6790\u7684\u635f\u8017\u3002<\/p>\n<h4>\u8bed\u6cd5\u4f18\u5316<\/h4>\n<p>\u901a\u8fc7\u51cf\u5c11\u8bed\u6cd5\u6811\u7684\u5c42\u7ea7\u548c\u4f18\u5316\u8868\u8fbe\u5f0f\u51cf\u5c11\u89e3\u6790\u8fc7\u7a0b\u4e2d\u201c<strong>\u4e8c\u4e49\u6027<\/strong>\u201d\u7684\u6b21\u6570\uff0c\u53ef\u4ee5\u52a0\u901f\u8bed\u6cd5\u89e3\u6790\u7684\u901f\u5ea6\uff0c\u4f18\u5316AST\u751f\u6210\u6027\u80fd\u3002\u5408\u7406\u4f7f\u7528\u8bed\u6cd5\u5b9a\u4e49\u4e2d\u7528\u6cd5\uff0c\u4f8b\u5982<strong>\u6811\u6807\u8bb0<\/strong>\uff08\u7528\u4e8e\u4e0a\u4e0b\u6587\u901a\u4fe1\u6570\u636e\u5171\u4eab\uff09\uff0c\u5728\u8bed\u6cd5\u89e3\u6790\u8fc7\u7a0b\u4e2d\u4f1a\u4e3a\u6bcf\u4e2a\u6807\u8bb0\u751f\u6210\u4e0a\u4e0b\u6587\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u6bcf\u4e2a\u5c40\u90e8\u7ed3\u679c\u90fd\u4f1a\u4fdd\u7559\uff0c\u4f1a\u6709\u66f4\u5927\u7684<strong>\u5185\u5b58\u6d88\u8017<\/strong>\u3002<\/p>\n<h4>\u9884\u6d4b\u6a21\u578b\u9009\u62e9<\/h4>\n<p>\u5728\u8bed\u6cd5\u89e3\u6790\u4e2d\u4e0d\u540c\u9884\u6d4b\u6a21\u578b\u7684\u9009\u62e9\u5bf9\u89e3\u6790\u6027\u80fd\u6709\u663e\u8457\u5f71\u54cd\uff0c\u9488\u5bf9\u4e0d\u540c\u7684\u573a\u666f\u9700\u8981\u8bc4\u4f30\u65f6\u6548\u6027\u4e0e\u6b63\u786e\u6027\u4e4b\u95f4\u7684\u8861\u91cf\u3002<\/p>\n<p>ANTLR4\u9884\u6d4b\u6a21\u578b\uff1a<\/p>\n<p><a href=\"https:\/\/link.segmentfault.com\/?enc=pp2melEa6axyrjG1FfB%2B3Q%3D%3D.SCexNjIAz1WEho24apYeQPXTMeL46gq5vUlAM8OVoaI1g%2BLSGL2DNyIuWSjOuoXRlkGCGhEtK7qqReLvhCKKmTZpuizFTlfgZOhU2mPUPNo%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">https:\/\/www.antlr.org\/api\/Java\/org\/antlr\/v4\/runtime\/atn\/Predi&#8230;<\/a><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192820\" alt=\"\u9884\u6d4b\u6a21\u578b.jpeg\" title=\"\u9884\u6d4b\u6a21\u578b.jpeg\" loading=\"lazy\"><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u9009\u62e9\u6027\u4ef7\u6bd4\u66f4\u9ad8\u7684SLL\u9884\u6d4b\u6a21\u578b\u4f5c\u4e3a\u8bed\u6cd5\u5206\u6790\u7b56\u7565\uff0c\u7ed3\u5408\u5b9a\u5236\u5316\u7684\u9519\u8bef\u76d1\u542c\u5668\u505a\u9519\u8bef\u7ea0\u6b63\u3002<\/p>\n<h3>\u7f16\u8f91\u5668\u5e94\u7528<\/h3>\n<h4>\u7f16\u8f91\u5668\u96c6\u6210<\/h4>\n<p>\u4e0eMonacoEditor\u96c6\u6210\u6d41\u7a0b\u53ef\u67e5\u770b\u6b64\u6587\u7ae0 <a href=\"https:\/\/link.segmentfault.com\/?enc=6UzXVvq7kSaE0Aj2l9zfoQ%3D%3D.Hi%2Bk81OY8KEjOMe19BfjpzauvBAdlZfMuEoutaDPFlarWVeFSoX104L6qGfRDO3ZARQ07dTf%2BOKT5zzHM8iEZz2Q92QSjFTGDmTVWrbkOB4%3D\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">https:\/\/blog.shizhuang-inc.com\/article\/MTUzNzY?fromType=perso&#8230;<\/a><\/p>\n<h4>\u8f85\u52a9\u7f16\u7a0b<\/h4>\n<p><strong>1\u3001\u4fe1\u606f\u9879\u63d0\u793a\uff08\u8868\uff0c\u51fd\u6570\uff0c\u5b57\u6bb5\uff09<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192821\" alt=\"\u4fe1\u606f\u9879\u63d0\u793a1.jpeg\" title=\"\u4fe1\u606f\u9879\u63d0\u793a1.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192822\" alt=\"\u4fe1\u606f\u9879\u63d0\u793a2.jpeg\" title=\"\u4fe1\u606f\u9879\u63d0\u793a2.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192823\" alt=\"\u4fe1\u606f\u9879\u63d0\u793a3.jpeg\" title=\"\u4fe1\u606f\u9879\u63d0\u793a3.jpeg\" loading=\"lazy\"><\/p>\n<p><strong>2\u3001\u81ea\u52a8\u8865\u5168\uff08\u5e93\uff0c\u8868\uff0c\u5b57\u6bb5\uff0c\u8bed\u6cd5\uff09<\/strong><\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192824\" alt=\"\u81ea\u52a8\u8865\u51681.jpeg\" title=\"\u81ea\u52a8\u8865\u51681.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192825\" alt=\"\u81ea\u52a8\u8865\u51682.jpeg\" title=\"\u81ea\u52a8\u8865\u51682.jpeg\" loading=\"lazy\"><br \/><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000046192826\" alt=\"\u81ea\u52a8\u8865\u51683.jpeg\" title=\"\u81ea\u52a8\u8865\u51683.jpeg\" loading=\"lazy\"><\/p>\n<h2>\u4e94\u3001\u5927\u6a21\u578b\u4e0b\u7684SQL\u7f16\u8f91\u5668\u5e94\u7528<\/h2>\n<p>\u968f\u7740\u5927\u6a21\u578b\u7684\u84ec\u52c3\u53d1\u5c55\uff0c\u5728\u6570\u636e\u4ea7\u54c1\u4e2d\u7684\u5e94\u7528\u4e5f\u9010\u6b65\u5f97\u5230\u4e86\u9a8c\u8bc1\u548c\u843d\u5730\uff0c\u76ee\u524d\uff0cGalaxy\u8fd8\u6ca1\u6709\u63a5\u5165Copilot, \u5185\u90e8\u6682\u65f6\u8fd8\u6ca1\u6709\u57fa\u4e8eSQL\u7684Copilot\u3002\u4e1a\u754c\u8f83\u6210\u719f\u7684\u662f\u963f\u91cc\u4e91\u7684Dataworks, DataWorks\u4e8e2023\u5e74\u63a8\u51fa\u4e86Copilot \u4ea7\u54c1\uff0c \u6838\u5fc32\u4e2a\u65b9\u5411\uff0c\u4e00\u4e2a\u65b9\u5411\u662f\u667a\u80fd SQL \u7f16\u7a0b\u52a9\u624b\uff0c\u8f85\u52a9 SQL \u7f16\u7a0b\uff0c\u652f\u6301 NL2SQL \u53ca SQL \u4ee3\u7801\u8865\u5168\uff1b\u53e6\u4e00\u4e2a\u65b9\u5411\u662f AI Agent\uff0c\u63d0\u4f9b LUI\uff08\u81ea\u7136\u8bed\u8a00\u7528\u6237\u754c\u9762\uff09\uff0c\u4ee5\u63d0\u5347\u4ea7\u54c1\u529f\u80fd\u64cd\u4f5c\u7684\u4fbf\u6377\u6027\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n<h3>NL2SQL\u5e94\u7528\u573a\u666f<\/h3>\n<p>\u57fa\u4e8eSQL\u7684Copilot\u4e00\u822c\u5728\u4ee5\u4e0b\u51e0\u4e2a\u5e94\u7528\u573a\u666f\u6bd4\u8f83\u6df1\u5165\u548c\u5e7f\u6cdb\u7684\u843d\u5730\u6548\u679c\uff1a<strong>\u7b80\u5355\u6570\u636e\u67e5\u8be2\uff0cSQL \u4f18\u5316\u4e0e\u8f6c\u6362\uff0cSQL \u8bed\u6cd5\u67e5\u8be2\u4e0e\u8bb2\u89e3\uff0c \u51fd\u6570\u67e5\u8be2\uff0c\u529f\u80fd\u54a8\u8be2\uff0c\u6ce8\u91ca\u751f\u6210\uff0cSQL \u89e3\u91ca\uff0cSQL \u4e00\u952e\u7ea0\u9519<\/strong>\u3002<\/p>\n<h3>NL2SQL\u81ea\u52a8\u8865\u5168<\/h3>\n<p>\u4ee3\u7801\u8865\u5168\u662f\u7f16\u7a0b\u7c7b Copilot \u7684\u4e3b\u8981\u573a\u666f\u548c\u80fd\u529b\uff0c\u5355\u5e02\u573a\u4e0a\u4e3b\u6d41\u7684\u7f16\u7a0b\u7c7b Copilot \u5bf9 SQL 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ANTLR \u548c Spark SQL\u8bed\u8a00\uff0c\u6570\u636e\u5904\u7406\u7684\u7406\u89e3\uff0c\u4ee5\u4fbf\u987a\u5229\u4f7f\u7528\u548c\u6269\u5c55\u89e3\u6790\u5668\u3002<\/p>\n<p>\u53c2\u8003\u8d44\u6599<\/p>\n<ul>\n<li>ANTLR<\/li>\n<li>ANTLR4-C3<\/li>\n<li>DataWorks Copilot\uff1a\u5927\u6a21\u578b\u65f6\u4ee3\u6570\u636e\u5f00\u53d1\u7684\u65b0\u8303\u5f0f<\/li>\n<li>ANTLR4\u6743\u5a01\u6307\u5357 &#8211; [\u7f8e] \u7279\u6069\u65af\u00b7\u5e15\u5c14 \u8457<\/li>\n<\/ul>\n<p>\u6587 \/ \u5434\u6240\u8c13(Ethan)<\/p>\n<p>\u5173\u6ce8\u5f97\u7269\u6280\u672f\uff0c\u6bcf\u5468\u66f4\u65b0\u6280\u672f\u5e72\u8d27<\/p>\n<p>\u8981\u662f\u89c9\u5f97\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\uff0c\u6b22\u8fce\u8bc4\u8bba\u8f6c\u53d1\u70b9\u8d5e\uff5e<\/p>\n<p>\u672a\u7ecf\u5f97\u7269\u6280\u672f\u8bb8\u53ef\u4e25\u7981\u8f6c\u8f7d\uff0c\u5426\u5219\u4f9d\u6cd5\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000046192804\">https:\/\/segmentfault.com\/a\/1190000046192804<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u80cc\u666f \u968f\u7740\u5f97\u7269\u79bb\u7ebf\u4e1a\u52a1\u7684\u5feb\u901f\u589e\u957f\uff0c\u4e3a\u4e86\u8131\u79bb\u5168\u6258\u7ba1\u670d\u52a1\u7684\u4e00\u4e9b\u9650\u5236\u548c\u4eab\u53d7\u6280\u672f\u53d1\u5c55\u5e26\u6765\u7684\u6210\u672c\u4f18\u5316\uff0c\u516c\u53f8\u63d0\u51fa\u4e86\u5927\u6570 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10020667","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020667","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10020667"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10020667\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10020667"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10020667"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10020667"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}