{"id":4823,"date":"2025-01-14T14:21:44","date_gmt":"2025-01-14T06:21:44","guid":{"rendered":"https:\/\/www.niuniucard.com\/blog\/?p=4823"},"modified":"2025-01-14T14:21:44","modified_gmt":"2025-01-14T06:21:44","slug":"%e8%b6%85%e8%b6%8aopenai%e3%80%81%e9%a9%ac%e6%96%af%e5%85%8bxai%ef%bc%8c%e5%88%b7%e6%96%b0%e7%a1%85%e8%b0%b7%e5%8f%b2%e4%b8%8a%e6%9c%80%e5%a4%a7%e8%9e%8d%e8%b5%84%e7%ba%aa%e5%bd%95%ef%bc%8c%e8%bf%99","status":"publish","type":"post","link":"\/blog\/archives\/4823","title":{"rendered":"\u8d85\u8d8aOpenAI\u3001\u9a6c\u65af\u514bxAI\uff0c\u5237\u65b0\u7845\u8c37\u53f2\u4e0a\u6700\u5927\u878d\u8d44\u7eaa\u5f55\uff0c\u8fd9\u5bb6\u6570\u636e\u516c\u53f8\u51ed\u4ec0\u4e48\uff1f"},"content":{"rendered":"\n

Databricks\u5b8c\u621086\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u4f30\u503c\u8fbe620\u4ebf\u7f8e\u5143\u3002<\/p>\n\n\n\n

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01 \u4e00\u628a\u597d\u94f2\u5b50\uff1a\u6570\u636e\u6e56\u4ed3<\/strong><\/strong><\/h2>\n\n\n\n

\u200d\u8fd9\u51e0\u5e74\uff0cDatabricks\u7684\u5d1b\u8d77\uff0c\u5f97\u76ca\u4e8e\u5176\u6293\u4f4f\u4e86\u6e56\u4ed3\u4e00\u4f53\u8d8b\u52bf\u3002<\/p>\n\n\n\n

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02 \u7acb\u547d\u4e0e\u7acb\u8eab\u4e4b\u6218\uff0c\u4ece\u6570\u5b57\u5316\u5230\u6570\u667a\u5316\u7684\u4f01\u4e1a\u9700\u6c42<\/strong><\/strong><\/h2>\n\n\n\n

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17\u5e74\u524d\uff0cHadoop\u6a2a\u7a7a\u51fa\u4e16\uff0c\u662f\u5f53\u65f6\u5904\u7406\u5927\u6570\u636e\u9886\u57df\u7684\u5173\u952e\u6280\u672f\uff0c\u98ce\u9761\u4e00\u65f6\u3002<\/p>\n\n\n\n

\u7b80\u5355\u6765\u8bb2\uff0cHadoop \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u548c\u8ba1\u7b97\u6846\u67b6\u3002<\/p>\n\n\n\n

\u5b83\u80fd\u628a\u5927\u91cf\u6570\u636e\u5b58\u50a8\u5728\u96c6\u7fa4\u7684\u4e0d\u540c\u8282\u70b9\uff0c\u5e76\u4e14\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u5e76\u884c\u5904\u7406\uff0c\u9002\u7528\u4e8e\u5927\u6570\u636e\u5904\u7406\u573a\u666f\uff0c\u50cf\u6570\u636e\u6316\u6398\u3001\u65e5\u5fd7\u5206\u6790\u7b49\u3002<\/p>\n\n\n\n

\u4e0d\u8fc7\uff0cHadoop \u7684 HDFS\uff08\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff09\u548c MapReduce \u8ba1\u7b97\u6a21\u578b\u5b58\u5728\u56fa\u6709\u77ed\u677f\u3002<\/p>\n\n\n\n

\u9762\u5bf9\u5c0f\u6587\u4ef6\u65f6\uff0cHDFS \u7684\u5143\u6570\u636e\u7ba1\u7406\u8d1f\u62c5\u52a0\u91cd\uff0c\u68c0\u7d22\u6548\u7387\u964d\u4f4e\uff1b<\/p>\n\n\n\n

\u800c\u5728\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u4efb\u52a1\u4e2d\uff0cMapReduce \u590d\u6742\u7684\u4efb\u52a1\u8c03\u5ea6\u4e0e\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u96be\u4ee5\u6ee1\u8db3\u5feb\u901f\u54cd\u5e94\u9700\u6c42\u3002<\/p>\n\n\n\n

\u5728\u90a3\u4e2a\u9700\u8981\u5feb\u901f\u5904\u7406\u5b9e\u65f6\u6570\u636e\u5206\u6790\u7684\u65f6\u4ee3\uff0cHadoop\u7684\u4e24\u5927\u7f3a\u70b9\uff0c\u4f4e\u6548\u6027\u548c\u9ad8\u5ef6\u8fdf\u5341\u5206\u81f4\u547d\u3002<\/p>\n\n\n\n

\u8fd9\u65f6\u7684Spark\uff0c\u4e5f\u5c31\u662fDatabricks\u7684\u6838\u5fc3\u6280\u672f\uff0c\u8fd8\u662fMatei Zaharia\uff08\u8054\u5408\u521b\u59cb\u4eba\u4e4b\u4e00\uff09\u5728\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821AMPLab\u8fdb\u884c\u7684\u4e00\u9879\u7814\u7a76\u9879\u76ee\u3002\uff08\u6709\u4e09\u4f4dDatabricks\u8054\u5408\u521b\u59cb\u4eba\u53c2\u4e0eSpark\u65e9\u671f\u5f00\u53d1\uff1aMatei Zaharia\u3001Reynold Xin Andy Konwinski\uff09<\/p>\n\n\n\n

\u4e0eHadoop\u4e0d\u540c\uff0cSpark\u7684\u8fd0\u4f5c\u6a21\u5f0f\uff0c \u662f\u901a\u8fc7\u5728\u5bb9\u9519\u6570\u636e\u5b58\u50a8\u4e2d\u5b9e\u73b0\u5206\u5e03\u5f0f\u5171\u4eab\u5185\u5b58\uff0c\u652f\u6301\u5feb\u901f\u6267\u884c\uff0c\u5305\u62ec\u6807\u51c6\u7edf\u8ba1\u7b97\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5728\u5185\u7684\u5404\u79cd\u7b97\u6cd5\uff0c\u5b9e\u73b0\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u3001\u5206\u6790\u3001\u64cd\u4f5c\u6216\u5b66\u4e60\u3002<\/p>\n\n\n\n

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\u770b\u5230\u4e86\u673a\u4f1aDatabricks\u7684\u8054\u5408\u521b\u59cb\u4eba\u8ba4\u4e3a\uff0c\u8fd9\u662f\u5c06Spark\u5546\u4e1a\u5316\u7684\u597d\u65f6\u673a\uff0c\u4e8e\u662f\u57282013\u5e74\u521b\u7acb\u4e86\u516c\u53f8\u3002<\/p>\n\n\n\n

\u8fd9\u6b63\u597d\u5207\u4e2d\u4e86\u5f53\u65f6\u4f01\u4e1a\u5bf9\u4e8e\u6570\u636e\u65b9\u9762\u9700\u6c42\u7684\u75db\u70b9\u3002<\/p>\n\n\n\n

\u81ea\u521b\u7acb\u4f0a\u59cb\uff0cDatabricks \u4fbf\u51ed\u501f\u5176\u72ec\u7279\u7684\u6280\u672f\u4f18\u52bf\u548c\u521b\u65b0\u7684\u4e1a\u52a1\u6a21\u5f0f\uff0c\u5728\u8d44\u672c\u5e02\u573a\u6380\u8d77\u4e86\u4e00\u9635\u70ed\u6f6e\uff0c\u8fc5\u901f\u83b7\u5f97\u4e86\u6765\u81ea\u5404\u65b9\u7684\u5f3a\u5927\u6295\u8d44\u52a9\u529b\u3002<\/p>\n\n\n\n

\u5176\u9996\u8f6e\u878d\u8d44\uff0c\u7531\u77e5\u540d\u98ce\u6295\u673a\u6784 a16z \u7684\u8054\u5408\u521b\u59cb\u4eba Ben Horowitz \u9886\u6295\uff0c\u4e00\u4e3e\u62ff\u4e0b 1400 \u4e07\u7f8e\u5143\u7684\u8d44\u91d1\u6ce8\u5165\u3002<\/p>\n\n\n\n

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\u81f3\u672c\u8f6e\u878d\u8d44\u524d\uff0cDatabricks\u5927\u7ea6\u5438\u5f15\u4e8680\u4f4d\u6295\u8d44\u8005\uff0c\u878d\u8d44\u7ea640\u4ebf\u7f8e\u5143\u3002\u5176\u4e2d\u4e0d\u4e4f\u6469\u6839\u58eb\u4e39\u5229\u3001\u82f1\u4f1f\u8fbe\u7b49\u91d1\u878d\u4e0e\u534a\u5bfc\u4f53\u5de8\u5934\u3002<\/p>\n\n\n\n

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\u65f6\u81f32022\u5e74\uff0cChatGPT\u5f15\u7206AI\u72c2\u6f6e\u3002\u9762\u5bf9\u5f53\u65f6\u7684\u7ecf\u6d4e\u8870\u9000\u4e0eAI\u6d6a\u6f6e\uff0cDatabricks\u770b\u5230\u4e86\u673a\u4f1a\uff0c\u679c\u65ad\u9009\u62e9\u4e86\u540e\u8005\uff0c\u800c\u4e0d\u662f\u591a\u6570\u9009\u62e9\u524d\u8005\u7684\u4f01\u4e1a\u4e00\u6837\uff0c\u524a\u51cf\u5f00\u652f\uff0c\u5927\u89c4\u6a21\u88c1\u5458\u3002<\/p>\n\n\n\n

Databricks\u5f00\u542f\u589e\u957f\u5e03\u5c40\u3002<\/p>\n\n\n\n

\u5411\u5916\uff0c\u5e76\u8d2d\u4ea7\u4e1a\u5185\u5916\u591a\u5bb6\u673a\u6784\uff0c\u4ee5\u5f3a\u5316\u5176\u6838\u5fc3\u4e1a\u52a1\u7684\u56fa\u6709\u4f18\u52bf\uff0c\u5e76\u5feb\u901f\u5207\u5165 AI \u9886\u57df\uff1b<\/p>\n\n\n\n

\u5411\u5185\uff0c\u5927\u89c4\u6a21\u62db\u8058\u5de5\u7a0b\u4e0e\u9500\u552e\u4eba\u5458\uff0c\u5458\u5de5\u89c4\u6a21\u8fd1\u4e4e\u7ffb\u500d\uff0c\u63d0\u5347\u516c\u53f8\u7684\u7814\u53d1\u521b\u65b0\u901f\u5ea6\u548c\u5e02\u573a\u9500\u552e\u529b\u5ea6\u3002<\/p>\n\n\n\n

2022\u5e74\uff0cDatabricks\u6536\u8d2d\u6570\u636e\u53ef\u89c6\u5316\u5e73\u53f0Observable\uff0c\u4ee5\u63d0\u5347\u5728\u534f\u4f5c\u529f\u80fd\u548c\u5171\u4eab\u6d1e\u5bdf\u65b9\u9762\u7b49\u65b9\u9762\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

2023\u5e74\uff0cDatabricks\u53c8\u4ee513\u4ebf\u7f8e\u5143\u7684\u4ef7\u683c\uff0c\u6536\u8d2d\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u521d\u521b\u516c\u53f8 osaicML\u3002<\/p>\n\n\n\n

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\u65f6\u81f3\u53bb\u5e74\uff0cDatabricks\u53c8\u4ee520\u4ebf\u7f8e\u5143\u6536\u8d2dTabular\u3002<\/p>\n\n\n\n

\u65e8\u5728\u5f3a\u5316\u81ea\u8eabDelta Lake\u6280\u672f\uff0c\u4ee5\u83b7\u5f97\u5728\u6570\u636e\u6e56\u683c\u5f0f\u6807\u51c6\u7684\u7ade\u4e89\u4e2d\u7684\u4f18\u52bf\u5730\u4f4d\u3002<\/p>\n\n\n\n

\u636eDatabricks\u5b98\u7f51\u62ab\u9732\uff1a\u622a\u81f32024\u5e7410\u670831\u65e5\uff0cDatabricks\u7b2c\u4e09\u5b63\u5ea6\u540c\u6bd4\u589e\u957f\u8d85\u8fc760%\u3002<\/p>\n\n\n\n

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\u5176\u4e2d\uff0cDatabricks\u667a\u80fd\u6570\u636e\u4ed3\u5e93\u4ea7\u54c1Databricks SQL\u589e\u957f\u6700\u5feb\uff0c\u8425\u6536\u8fd0\u884c\u7387\u8fbe\u52306\u4ebf\u7f8e\u5143\uff0c\u540c\u6bd4\u589e\u957f\u8d85\u8fc7150%\u3002<\/p>\n\n\n\n

\u5982\u679c\u8bf4\uff0c\u8e29\u4e2d\u7b2c\u4e00\u8f6e\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u9700\u6c42\u662fDatabricks\u7684\u201c\u7acb\u547d\u4e4b\u6218\u201d\u3002<\/p>\n\n\n\n

\u6b64\u6b21\uff0c\u8e29\u4e2d\u7b2c\u4e8c\u8f6e\u4f01\u4e1a\u6570\u667a\u5316\u8f6c\u578b\u7684\u70ed\u6f6e\uff0c\u5bf9\u4e8e\u6570\u636e\u667a\u80fd\u5316\u5904\u7406\u4e0eAI\u652f\u6301\u9700\u6c42\u7684\u4e95\u55b7\uff0c\u5bf9Databricks\u6765\u8bf4\u5219\u662f\u201c\u7acb\u8eab\u4e4b\u6218\u201d\u3002<\/p>\n\n\n\n

\u7075\u654f\u7684\u55c5\u89c9\uff0c\u5927\u80c6\u800c\u5bcc\u6709\u524d\u77bb\u6027\u7684\u5e03\u5c40\uff0c\u4f7fDatabricks\u7684\u6536\u76ca\u7a33\u6b65\u589e\u957f\uff0c\u5438\u5f15\u4e86\u8d44\u672c\u5e02\u573a\u7684\u5bc6\u5207\u5173\u6ce8\uff0c\u4ee5\u81f3\u4e8e\u521b\u4e0b\u7845\u8c37\u878d\u8d44\u8bb0\u5f55\u3002<\/p>\n\n\n\n

03 \u5927\u654c\u4ecd\u5728\uff1aSnowflake\u5411\u5de6\uff0cDatabricks\u5411\u53f3<\/strong><\/strong><\/h2>\n\n\n\n

\u200d\u672c\u6b21\u878d\u8d44\u8fc7\u540eDatabricks\u6210\u4e3a\u4e1a\u5185\u4f30\u503c\u6700\u9ad8\u7684\u516c\u53f8\uff0c\u4f46\u5e76\u4e0d\u662f\u9ad8\u6795\u65e0\u5fe7\u3002<\/p>\n\n\n\n

Snowflake\u4f9d\u65e7\u7d27\u7d27\u54ac\u5728Databricks\u8eab\u540e\u3002<\/p>\n\n\n\n

\u4ece\u5e02\u503c\u4e0a\u770b\uff0cSnowflake\u4f9d\u65e7\u5750\u62e5510\u4ebf\u7f8e\u5143\u7684\u5e02\u503c\uff0c\u4e0eDatabricks\u867d\u6709\u5dee\u8ddd\uff0c\u4f46\u4e0d\u662f\u9065\u4e0d\u53ef\u53ca\u3002<\/p>\n\n\n\n

\u5176\u5b9e\uff0c\u4e24\u5bb6\u7684\u7ade\u4e89\u9887\u6709Android\u4e0eIOS\u7684\u611f\u89c9\uff0c\u4e00\u4e2a\u5f00\u653e\u7075\u6d3b\uff0c\u4e00\u4e2a\u5c01\u95ed\u9ad8\u6548\u3002<\/p>\n\n\n\n

Databricks\u50cf\u662fAndroid \u5de5\u5177\u7bb1\uff0c\u4e3b\u5f20\u201c\u5f00\u653e\u6570\u636e\u6e56\u201d\u7406\u5ff5\uff0c\u901a\u8fc7\u6e56\u4ed3\u4e00\u4f53\uff08Lakehouse\uff09\u67b6\u6784\u89e3\u51b3\u4f20\u7edf\u6570\u636e\u6e56\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u540c\u65f6\u4fdd\u6301\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u53cb\u597d\u652f\u6301\uff0c\u53ef\u5c06\u5b9e\u65f6\u6570\u636e\u4ece\u6e56\u4ed3\u4e00\u4f53\u5b89\u5168\u5730\u5171\u4eab\u5230\u4efb\u4f55\u8ba1\u7b97\u5e73\u53f0\u3002<\/p>\n\n\n\n

\u5176\u5f88\u591a\u6280\u672f\u90fd\u662f\u5f00\u6e90\u7684\uff0c\u5982Spark\u3002\u5141\u8bb8\u7528\u6237\u81ea\u7531\u9009\u62e9\u5404\u7c7b\u5de5\u5177\u548c\u6280\u672f\uff0c\u4e0e\u5728Android \u751f\u6001\u4e2d\uff0c\u5f00\u53d1\u8005\u80fd\u57fa\u4e8e\u5f00\u653e\u5e73\u53f0\uff0c\u9002\u914d\u591a\u6837\u7684\u7f16\u7a0b\u8bed\u8a00\u3001\u6846\u67b6\u4e0e\u6570\u636e\u6e90\uff0c\u8f7b\u677e\u6253\u9020\u51fa\u5951\u5408\u81ea\u8eab\u9700\u6c42\u7684\u5b9a\u5236\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n

Snowflake \u5219\u6070\u4f3c\u9ad8\u5ea6\u96c6\u6210\u7684 iOS \u4e00\u4f53\u5316\u5de5\u5382\uff0c\u4ed6\u4eec\u62bc\u6ce8\u7684\u662f\u4e91\u6570\u636e\u4ed3\u5e93\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u51fa\u4e86\u4e00\u4e2a\u9ad8\u5ea6\u96c6\u6210\u5316\u7684\u73af\u5883\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u7cbe\u51c6\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u3002<\/p>\n\n\n\n

\u4e3a\u4f01\u4e1a\u6784\u5efa\u4e00\u4e2a\u4e00\u7ad9\u5f0f\u7684\u5b8c\u6574\u73af\u5883\uff0c\u6574\u5408\u4ece\u6570\u636e\u7684\u5b58\u50a8\u3001\u5904\u7406\u5230\u5206\u6790\u6bcf\u4e00\u4e2a\u73af\u8282\u3002<\/p>\n\n\n\n

\u6839\u56fd\u5916\u4e00\u5bb6\u7814\u7a76\u673a\u6784\u8c03\u67e5\uff0c\u57fa\u4e8e105\u4e2aDatabricks\u548cSnowflake\u8054\u5408\u5ba2\u6237\u7684\u6570\u636e\uff0c\u65e8\u5728\u63ed\u793a\u6570\u636e\u7ba1\u7406\u4e2d\u5173\u4e8e\u5b89\u5168\u6027\u3001\u6cbb\u7406\u548c\u5de5\u5177\u9009\u62e9\u7684\u666e\u904d\u89c2\u70b9\u3002<\/p>\n\n\n\n

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04 \u603b\u7ed3<\/strong><\/strong><\/h2>\n\n\n\n

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