{"id":99769,"date":"2022-03-30T21:43:51","date_gmt":"2022-03-30T13:43:51","guid":{"rendered":"http:\/\/www.zhushiyao.com\/?p=99769"},"modified":"2022-03-30T21:44:22","modified_gmt":"2022-03-30T13:44:22","slug":"04c4d82e98","status":"publish","type":"post","link":"http:\/\/www.zhushiyao.com\/?p=99769","title":{"rendered":"\u6bd4\u6b63\u5219\u5feb M \u500d\u4ee5\u4e0a\uff01Python \u66ff\u6362\u5b57\u7b26\u4e32\u7684\u65b0\u59ff\u52bf"},"content":{"rendered":"
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\"\u6bd4\u6b63\u5219\u5feb<\/section>\n

FlashText \u7b97\u6cd5\u662f\u7531 Vikash Singh \u4e8e2017\u5e74\u53d1\u8868\u7684\u5927\u89c4\u6a21\u5173\u952e\u8bcd\u66ff\u6362\u7b97\u6cd5\uff0c\u8fd9\u4e2a\u7b97\u6cd5\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u4ec5\u7531\u6587\u672c\u957f\u5ea6\uff08N\uff09\u51b3\u5b9a\uff0c\u7b97\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u4e3aO\uff08N\uff09\u3002<\/span><\/p>\n

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\u800c\u5bf9\u4e8e\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u66ff\u6362\uff0c\u7b97\u6cd5\u65f6\u95f4\u590d\u6742\u5ea6\u8fd8\u9700\u8981\u8003\u8651\u88ab\u66ff\u6362\u7684\u5173\u952e\u8bcd\u6570\u91cf\uff08M\uff09\uff0c\u56e0\u6b64\u65f6\u95f4\u590d\u6742\u5ea6\u4e3aO\uff08MxN\uff09\u3002<\/p>\n

\u7b80\u800c\u8a00\u4e4b\uff0c\u57fa\u4e8eFlashText\u7b97\u6cd5\u7684\u5b57\u7b26\u4e32\u66ff\u6362\u6bd4\u6b63\u5219\u8868\u8fbe\u5f0f\u66ff\u6362\u5febM\u500d\u4ee5\u4e0a\uff0c\u8fd9\u4e2aM\u662f\u9700\u8981\u66ff\u6362\u7684\u5173\u952e\u8bcd\u6570\u91cf\uff0c\u5173\u952e\u8bcd\u8d8a\u591a\uff0cFlashText\u7b97\u6cd5\u7684\u4f18\u52bf\u5c31\u8d8a\u660e\u663e<\/strong>\u3002<\/p>\n

\u4e0b\u9762\u5c31\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u5982\u4f55\u5728 Python \u4e2d\u57fa\u4e8e\u00a0flashtext<\/strong>\u00a0\u6a21\u5757\u4f7f\u7528\u00a0FlashText<\/strong>\u00a0\u7b97\u6cd5\u8fdb\u884c\u5b57\u7b26\u4e32\u67e5\u627e\u548c\u66ff\u6362\uff0c\u5982\u679c\u89c9\u5f97\u5bf9\u4f60\u7684\u9879\u76ee\u56e2\u961f\u5f88\u6709\u5e2e\u52a9\uff0c\u8bf7\u8bb0\u5f97\u8f6c\u53d1\u4e00\u4e0b\u54e6\u3002<\/p>\n

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1.\u51c6\u5907<\/strong><\/em><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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pip install flashtext<\/span><\/code><\/pre>\n<\/section>\n
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2.\u57fa\u672c\u4f7f\u7528<\/strong><\/em><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u63d0\u53d6\u5173\u952e\u8bcd<\/strong><\/p>\n
\u4e00\u4e2a\u6700\u57fa\u672c\u7684\u63d0\u53d6\u5173\u952e\u8bcd\u7684\u4f8b\u5b50\u5982\u4e0b\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('Big Apple'<\/span>, 'New York'<\/span>)\nkeyword_processor.add_keyword('Bay Area'<\/span>)\n# 3. \u5904\u7406\u76ee\u6807\u53e5\u5b50\u5e76\u63d0\u53d6\u76f8\u5e94\u5173\u952e\u8bcd<\/span>\nkeywords_found = keyword_processor.extract_keywords('I love Big Apple and Bay Area.'<\/span>)\n# 4. \u7ed3\u679c<\/span>\nprint(keywords_found)\n# ['New York', 'Bay Area']<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u5176\u4e2d\u00a0<\/span>add_keyword<\/code>\u00a0<\/span><\/span><\/strong>\u7684\u7b2c\u4e00\u4e2a\u53c2\u6570\u4ee3\u8868\u9700\u8981\u88ab\u67e5\u627e\u7684\u5173\u952e\u8bcd\uff0c\u7b2c\u4e8c\u4e2a\u53c2\u6570\u662f\u7ed9\u8fd9\u4e2a\u5173\u952e\u8bcd\u4e00\u4e2a\u522b\u540d\uff0c\u5982\u679c\u627e\u5230\u4e86\u5219\u4ee5\u522b\u540d\u663e\u793a\u3002<\/p>\n
\u66ff\u6362\u5173\u952e\u8bcd<\/strong><\/p>\n
\u5982\u679c\u4f60\u60f3\u8981\u66ff\u6362\u5173\u952e\u8bcd\uff0c\u53ea\u9700\u8981\u8c03\u7528\u5904\u7406\u5668\u7684\u00a0<\/span>replace_keywords<\/code>\u00a0<\/span><\/span><\/strong>\u51fd\u6570\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('New Delhi'<\/span>, 'NCR region'<\/span>)\n# 3. \u66ff\u6362\u5173\u952e\u8bcd<\/span>\nnew_sentence = keyword_processor.replace_keywords('I love Big Apple and new delhi.'<\/span>)\n# 4. \u7ed3\u679c<\/span>\nprint(new_sentence)\n# 'I love New York and NCR region.'<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u5173\u952e\u8bcd\u5927\u5c0f\u5199\u654f\u611f<\/strong><\/p>\n
\u5982\u679c\u4f60\u9700\u8981\u7cbe\u786e\u63d0\u53d6\uff0c\u8bc6\u522b\u5927\u5c0f\u5199\u5b57\u6bcd\uff0c\u90a3\u4e48\u4f60\u53ef\u4ee5\u5728\u5904\u7406\u5668\u521d\u59cb\u5316\u7684\u65f6\u5019\u8bbe\u5b9a\u00a0<\/span>sensitive<\/code>\u00a0<\/span><\/span><\/strong>\u53c2\u6570:<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668, \u6ce8\u610f\u8bbe\u7f6e\u5927\u5c0f\u5199\u654f\u611f(case_sensitive)\u4e3aTRUE<\/span>\nkeyword_processor = KeywordProcessor(case_sensitive=True<\/span>)\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('Big Apple'<\/span>, 'New York'<\/span>)\nkeyword_processor.add_keyword('Bay Area'<\/span>)\n# 3. \u5904\u7406\u76ee\u6807\u53e5\u5b50\u5e76\u63d0\u53d6\u76f8\u5e94\u5173\u952e\u8bcd<\/span>\nkeywords_found = keyword_processor.extract_keywords('I love big Apple and Bay Area.'<\/span>)\n# 4. \u7ed3\u679c<\/span>\nprint(keywords_found)\n# ['Bay Area']<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u6807\u8bb0\u5173\u952e\u8bcd\u4f4d\u7f6e<\/strong><\/p>\n
\u5982\u679c\u4f60\u9700\u8981\u83b7\u53d6\u5173\u952e\u8bcd\u5728\u53e5\u5b50\u4e2d\u7684\u4f4d\u7f6e\uff0c\u5728\u00a0<\/span>extract_keywords<\/code>\u00a0<\/span><\/span><\/strong>\u7684\u65f6\u5019\u6dfb\u52a0\u00a0<\/span>span_info=True<\/code>\u00a0<\/span><\/span><\/strong>\u53c2\u6570\u5373\u53ef\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('Big Apple'<\/span>, 'New York'<\/span>)\nkeyword_processor.add_keyword('Bay Area'<\/span>)\n# 3. \u5904\u7406\u76ee\u6807\u53e5\u5b50\u5e76\u63d0\u53d6\u76f8\u5e94\u5173\u952e\u8bcd, \u5e76\u6807\u8bb0\u5173\u952e\u8bcd\u7684\u8d77\u59cb\u3001\u7ec8\u6b62\u4f4d\u7f6e<\/span>\nkeywords_found = keyword_processor.extract_keywords('I love big Apple and Bay Area.'<\/span>, span_info=True<\/span>)\n# 4. \u7ed3\u679c<\/span>\nprint(keywords_found)\n# [('New York', 7, 16), ('Bay Area', 21, 29)]<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u83b7\u53d6\u76ee\u524d\u6240\u6709\u7684\u5173\u952e\u8bcd<\/strong><\/p>\n
\u5982\u679c\u4f60\u9700\u8981\u83b7\u53d6\u5f53\u524d\u5df2\u7ecf\u6dfb\u52a0\u7684\u6240\u6709\u5173\u952e\u8bcd\uff0c\u53ea\u9700\u8981\u8c03\u7528\u5904\u7406\u5668\u7684\u00a0<\/span>get_all_keywords<\/code>\u00a0<\/span><\/span><\/strong>\u51fd\u6570\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('j2ee'<\/span>, 'Java'<\/span>)\nkeyword_processor.add_keyword('colour'<\/span>, 'color'<\/span>)\n# 3. \u83b7\u53d6\u6240\u6709\u5173\u952e\u8bcd<\/span>\nkeyword_processor.get_all_keywords()\n# output: {'colour': 'color', 'j2ee': 'Java'}<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u6279\u91cf\u6dfb\u52a0\u5173\u952e\u8bcd<\/strong><\/p>\n
\u6279\u91cf\u6dfb\u52a0\u5173\u952e\u8bcd\u6709\u4e24\u79cd\u65b9\u6cd5\uff0c\u4e00\u79cd\u662f\u901a\u8fc7\u8bcd\u5178\uff0c\u4e00\u79cd\u662f\u901a\u8fc7\u6570\u7ec4\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \uff08\u7b2c\u4e00\u79cd\uff09\u901a\u8fc7\u5b57\u5178\u6279\u91cf\u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_dict = {\n\u00a0\u00a0\u00a0\u00a0\"java\"<\/span>: [\"java_2e\"<\/span>, \"java programing\"<\/span>],\n\u00a0\u00a0\u00a0\u00a0\"product management\"<\/span>: [\"PM\"<\/span>, \"product manager\"<\/span>]\n}\nkeyword_processor.add_keywords_from_dict(keyword_dict)\n# 2. \uff08\u7b2c\u4e8c\u79cd\uff09\u901a\u8fc7\u6570\u7ec4\u6279\u91cf\u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keywords_from_list([\"java\"<\/span>, \"python\"<\/span>])\n# 3. \u7b2c\u4e00\u79cd\u7684\u63d0\u53d6\u6548\u679c\u5982\u4e0b<\/span>\nkeyword_processor.extract_keywords('I am a product manager for a java_2e platform'<\/span>)\n# output ['product management', 'java']<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u5355\u4e00\u6216\u6279\u91cf\u5220\u9664\u5173\u952e\u8bcd<\/strong><\/p>\n
\u5220\u9664\u5173\u952e\u8bcd\u4e5f\u975e\u5e38\u7b80\u5355\uff0c\u548c\u6dfb\u52a0\u7c7b\u4f3c\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u901a\u8fc7\u5b57\u5178\u6279\u91cf\u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_dict = {\n\u00a0\u00a0\u00a0\u00a0\"java\"<\/span>: [\"java_2e\"<\/span>, \"java programing\"<\/span>],\n\u00a0\u00a0\u00a0\u00a0\"product management\"<\/span>: [\"PM\"<\/span>, \"product manager\"<\/span>]\n}\nkeyword_processor.add_keywords_from_dict(keyword_dict)\n# 3. \u63d0\u53d6\u6548\u679c\u5982\u4e0b<\/span>\nprint(keyword_processor.extract_keywords('I am a product manager for a java_2e platform'<\/span>))\n# ['product management', 'java']<\/span>\n# 4. \u5355\u4e2a\u5220\u9664\u5173\u952e\u8bcd<\/span>\nkeyword_processor.remove_keyword('java_2e'<\/span>)\n# 5. \u6279\u91cf\u5220\u9664\u5173\u952e\u8bcd\uff0c\u4e5f\u662f\u53ef\u4ee5\u901a\u8fc7\u8bcd\u5178\u6216\u8005\u6570\u7ec4\u7684\u5f62\u5f0f<\/span>\nkeyword_processor.remove_keywords_from_dict({\"product management\"<\/span>: [\"PM\"<\/span>]})\nkeyword_processor.remove_keywords_from_list([\"java programing\"<\/span>])\n# 6. \u5220\u9664\u4e86java programing\u5173\u952e\u8bcd\u540e\u7684\u6548\u679c\u5982\u4e0b<\/span>\nkeyword_processor.extract_keywords('I am a product manager for a java_2e platform'<\/span>)\n# ['product management']<\/span><\/span><\/code><\/pre>\n<\/section>\n
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3.\u9ad8\u7ea7\u4f7f\u7528<\/strong><\/em><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u652f\u6301\u989d\u5916\u4fe1\u606f<\/strong><\/p>\n
\u524d\u9762\u63d0\u5230\u5728\u6dfb\u52a0\u5173\u952e\u8bcd\u7684\u65f6\u5019\u7b2c\u4e8c\u4e2a\u53c2\u6570\u4e3a\u5176\u522b\u540d\uff0c\u5176\u5b9e\u4f60\u4e0d\u4ec5\u53ef\u4ee5\u6307\u793a\u522b\u540d\uff0c\u8fd8\u53ef\u4ee5\u5c06\u989d\u5916\u4fe1\u606f\u653e\u5230\u7b2c\u4e8c\u4e2a\u53c2\u6570\u4e2d\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkp = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd\u5e76\u9644\u5e26\u989d\u5916\u4fe1\u606f<\/span>\nkp.add_keyword('Taj Mahal'<\/span>, ('Monument'<\/span>, 'Taj Mahal'<\/span>))\nkp.add_keyword('Delhi'<\/span>, ('Location'<\/span>, 'Delhi'<\/span>))\n# 3. \u6548\u679c\u5982\u4e0b<\/span>\nkp.extract_keywords('Taj Mahal is in Delhi.'<\/span>)\n# [('Monument', 'Taj Mahal'), ('Location', 'Delhi')]<\/span><\/span><\/code><\/pre>\n<\/section>\n
\u8fd9\u6837\uff0c\u5728\u63d0\u53d6\u5173\u952e\u8bcd\u7684\u65f6\u5019\uff0c\u4f60\u8fd8\u80fd\u62ff\u5230\u5176\u4ed6\u4e00\u4e9b\u4f60\u60f3\u8981\u5728\u5f97\u5230\u6b64\u5173\u952e\u8bcd\u65f6\u8f93\u51fa\u7684\u4fe1\u606f\u3002<\/p>\n
\u652f\u6301\u7279\u6b8a\u5355\u8bcd\u8fb9\u754c<\/strong><\/p>\n
Flashtext \u68c0\u6d4b\u7684\u5355\u8bcd\u8fb9\u754c\u4e00\u822c\u5c40\u9650\u4e8e w [A-Za-z0-9_] \u5916\u7684\u4efb\u610f\u5b57\u7b26\uff0c\u4f46\u662f\u5982\u679c\u4f60\u60f3\u6dfb\u52a0\u67d0\u4e9b\u7279\u6b8a\u5b57\u7b26\u4f5c\u4e3a\u5355\u8bcd\u7684\u4e00\u90e8\u5206\u4e5f\u662f\u53ef\u4ee5\u5b9e\u73b0\u7684\uff1a<\/p>\n
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from<\/span>\u00a0flashtext import<\/span>\u00a0KeywordProcessor\n# 1. \u521d\u59cb\u5316\u5173\u952e\u5b57\u5904\u7406\u5668<\/span>\nkeyword_processor = KeywordProcessor()\n# 2. \u6dfb\u52a0\u5173\u952e\u8bcd<\/span>\nkeyword_processor.add_keyword('Big Apple'<\/span>)\n# 3. \u6b63\u5e38\u6548\u679c<\/span>\nprint(keyword_processor.extract_keywords('I love Big Apple\/Bay Area.'<\/span>))\n# ['Big Apple']<\/span>\n# 4. \u5c06 '\/' \u4f5c\u4e3a\u5355\u8bcd\u4e00\u90e8\u5206<\/span>\nkeyword_processor.add_non_word_boundary('\/'<\/span>)\n# 5. \u4f18\u5316\u540e\u7684\u6548\u679c<\/span>\nprint(keyword_processor.extract_keywords('I love Big Apple\/Bay Area.'<\/span>))\n# []<\/span><\/span><\/code><\/pre>\n<\/section>\n
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4.\u7ed3\u5c3e<\/strong><\/em><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\u4e2a\u4eba\u8ba4\u4e3a\u8fd9\u4e2a\u6a21\u5757\u5df2\u7ecf\u6ee1\u8db3\u6211\u4eec\u7684\u57fa\u672c\u4f7f\u7528\u4e86\uff0c\u5982\u679c\u4f60\u6709\u4e00\u4e9b\u8be5\u6a21\u5757\u63d0\u4f9b\u7684\u529f\u80fd\u4e4b\u5916\u7684\u4f7f\u7528\u9700\u6c42\uff0c\u53ef\u4ee5\u7ed9 flashtext \u8d21\u732e\u4ee3\u7801\uff1a
https:\/\/github.com\/vi3k6i5\/flashtext<\/span><\/p>\n
\u9644 FlashText \u4e0e\u6b63\u5219\u76f8\u6bd4\u00a0\u67e5\u8be2\u5173\u952e\u8bcd<\/strong>\u00a0\u6240\u82b1\u8d39\u7684\u65f6\u95f4\u4e4b\u6bd4\uff1a<\/p>\n
\"\u6bd4\u6b63\u5219\u5feb<\/p>\n
\u9644 FlashText \u4e0e\u6b63\u5219\u76f8\u6bd4\u00a0\u66ff\u6362\u5173\u952e\u8bcd<\/strong>\u00a0\u6240\u82b1\u8d39\u7684\u65f6\u95f4\u4e4b\u6bd4\uff1a<\/p>\n
\"\u6bd4\u6b63\u5219\u5feb<\/p>\n
– EOF –<\/span><\/p>\n
<\/section>\n
\u8f6c\u81ea\uff1ahttps:\/\/mp.weixin.qq.com\/s\/dawYdtbetE5IQ-Wq3cqakA<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"
FlashText \u7b97\u6cd5\u662f\u7531 Vikash Singh \u4e8e2017\u5e74\u53d1\u8868\u7684\u5927\u89c4\u6a21\u5173\u952e\u8bcd\u66ff\u6362\u7b97\u6cd5\uff0c\u8fd9\u4e2a\u7b97\u6cd5\u7684\u65f6\u95f4 … \u7ee7\u7eed\u9605\u8bfb\u201c\u6bd4\u6b63\u5219\u5feb M \u500d\u4ee5\u4e0a\uff01Python \u66ff\u6362\u5b57\u7b26\u4e32\u7684\u65b0\u59ff\u52bf\u201d<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[2],"tags":[8],"_links":{"self":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/99769"}],"collection":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=99769"}],"version-history":[{"count":2,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/99769\/revisions"}],"predecessor-version":[{"id":99775,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=\/wp\/v2\/posts\/99769\/revisions\/99775"}],"wp:attachment":[{"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=99769"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=99769"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.zhushiyao.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=99769"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}