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\u5f53\u4e0b\uff0cAI\u5f00\u6e90\u5df2\u7ecf\u6210\u4e3a\u4e86\u4eba\u7c7b\u5f00\u6e90\u521b\u65b0\u7684\u4e3b\u6218\u573a\uff0c\u662f\u8d85\u5927\u89c4\u6a21\u4eba\u7c7b\u667a\u529b\u534f\u540c\u7684\u6700\u4f73\u7ec4\u7ec7\u5f62\u5f0f\u3002\u5f97\u76ca\u4e8e\u5f00\u6e90\u534f\u4f5c\u6301\u7eed\u4e0d\u65ad\u5730\u63a8\u8fdb\uff0cAI\u5728\u8fd9\u4e2a\u65f6\u4ee3\u98de\u901f\u53d1\u5c55\u3002\u53ef\u4ee5\u8bf4\u5982\u679c\u6ca1\u6709\u5f00\u6e90\u793e\u533a\u5efa\u8bbe\uff0c\u5c31\u4e0d\u4f1a\u6709\u4eca\u5929\u4eba\u5de5\u667a\u80fd\u7684\u6210\u5c31\u3002<\/span><\/section>\n
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\u57282023\u667a\u6e90\u5927\u4f1aAI\u5f00\u6e90\u8bba\u575b\u4e0a\uff0c\u667a\u6e90\u7814\u7a76\u9662\u7684\u7814\u7a76\u8005\u540c\u6d77\u5185\u5916\u540c\u884c\u4e00\u8d77\uff0c\u56f4\u7ed5AI\u5f00\u6e90\uff0c\u63a2\u8ba8\u4ece\u4ee3\u7801\u4e0e\u6570\u636e\u7684\u5f00\u6e90\u5230\u5927\u6a21\u578b\u7684\u673a\u9047\u4e0e\u6311\u6218\u7b49\u70ed\u95e8\u8bdd\u9898\u3002<\/span><\/section>\n
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\u6768\u8f69\u00a0| Linux\u57fa\u91d1\u4f1a\u4e9a\u592a\u533a\u526f\u603b\u88c1<\/span><\/p>\n
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\u5835\u4fca\u5e73\u00a0| LF AI & DATA\u57fa\u91d1\u4f1a\u8463\u4e8b\u4e3b\u5e2d\u3001Datastrato\u521b\u59cb\u4eba<\/span><\/section>\n
\u6797\u548f\u534e\u00a0| \u667a\u6e90\u7814\u7a76\u9662\u526f\u9662\u957f\u517c\u603b\u5de5\u7a0b\u5e08<\/span><\/section>\n
\u5218\u5e7f\u00a0<\/span>|<\/span>\u00a0<\/span>\u667a\u6e90\u7814\u7a76\u9662\u81ea\u7136\u8bed\u8a00\u4e0e\u591a\u6a21\u6001\u7ec4\u8d1f\u8d23\u4eba<\/span><\/section>\n
\u6768\u7199\u00a0<\/span>|<\/span>\u00a0<\/span>\u667a\u6e90\u7814\u7a76\u9662\u667a\u80fd\u8bc4\u6d4b\u7ec4\u8d1f\u8d23\u4eba<\/span><\/section>\n
\u9ec4\u9756\u96c5\u00a0| Hugging Face\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08<\/span><\/section>\n
\u80e1\u6653\u66fc\u00a0| \u534e\u4e3aMindSpore\u5f00\u6e90\u751f\u6001\u603b\u76d1<\/span><\/section>\n
\u5f20\u519b\u00a0| \u767e\u5ea6\u98de\u6868\u6846\u67b6\u4ea7\u54c1\u8d1f\u8d23\u4eba\u3001\u5f00\u653e\u539f\u5b50\u5f00\u6e90\u57fa\u91d1\u4f1aTOC\u59d4\u5458<\/span><\/section>\n
\u90ed\u4eba\u901a\u00a0| Zilliz\u5408\u4f19\u4eba&\u4ea7\u54c1\u603b\u76d1<\/span><\/section>\n
\u9ec4\u4e16\u5b87\u00a0| \u7b2c\u56db\u8303\u5f0f\u5f3a\u5316\u5b66\u4e60\u79d1\u5b66\u5bb6\u3001OpenRL Lab\u8d1f\u8d23\u4eba<\/span><\/section>\n
\u5f90\u6960\u00a0| \u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u6240\u526f\u7814\u7a76\u5458\u3001\u4e2d\u79d1\u95fb\u6b4c\u4ea7\u7814\u4e2d\u5fc3\u526f\u603b\u7ecf\u7406<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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\u300aAI\u4e0e\u6570\u636e\u5f00\u6e90\u6311\u6218\u4e0e\u673a\u9047\u300b<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u5835\u4fca\u5e73\u4e28LF AI & DATA\u57fa\u91d1\u4f1a\u8463\u4e8b\u4e3b\u5e2d\u3001Datastrato\u521b\u59cb\u4eba<\/span><\/span><\/strong><\/span><\/section>\n
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\u5f53\u524d\uff0cAI\u6b63\u5904\u5728\u6280\u672f\u5947\u70b9\u65f6\u523b\uff0c\u4eceMachine Learning\u548cDeep Learning\u5230\u8fd1\u4e9b\u5e74\u7684Transformer\u548cAttention\uff0c\u4eba\u5de5\u667a\u80fd\u4eff\u4f5b\u4e00\u76f4\u5728\u79ef\u84c4\u7740\u529b\u91cf\u3002\u800cChatGPT\u7684\u51fa\u73b0\uff0c\u8ba9AI\u7684\u751f\u6001\u518d\u4e00\u6b21\u84ec\u52c3\u5f0f\u5730\u8fc5\u731b\u53d1\u5c55\u3002\u76ee\u524d\u7684\u8d8b\u52bf\u662f\uff0c\u6a21\u578b\u7684\u89c4\u6a21\u51b3\u5b9a\u7740\u5176\u80fd\u529b\u7684\u8fb9\u754c\uff1a\u8f83\u5c0f\u7684\u6a21\u578b\u4ec5\u4ec5\u53ef\u4ee5\u5b8c\u6210\u7b80\u5355\u7684\u9605\u8bfb\u7406\u89e3\uff0c\u800c\u5927\u6a21\u578b\u5219\u53ef\u4ee5\u8fdb\u884c\u4ee3\u7801\u7684\u5f00\u53d1\u548c\u6587\u6863\u7684\u751f\u6210\u3002\u53ef\u4ee5\u9884\u89c1\uff0c\u968f\u7740\u6a21\u578b\u548c\u7b97\u529b\u7684\u63d0\u5347\uff0cAI\u5728\u672a\u6765\u53ef\u80fd\u4f1a\u4ea7\u751f\u81ea\u6211\u610f\u8bc6\uff0c\u5b8c\u6210\u66f4\u4e3a\u590d\u6742\u7684\u5de5\u4f5c\u3002<\/span><\/section>\n
ChatGPT\u7684\u51fa\u73b0\uff0c\u5f15\u5bfcAI\u5f00\u6e90\u751f\u6001\u51fa\u73b0\u7684\u53d8\u5316\u662f\uff0c\u5f00\u53d1\u8005\u8d8a\u6765\u8d8a\u559c\u6b22\u8c03\u7528\u5f00\u653e\u7684\u5927\u6a21\u578bAPI\u63a5\u53e3\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u6839\u636e\u7edf\u8ba1\u6570\u636e\uff0c\u4ece\u53bb\u5e74\u5e74\u5e95\u5230\u4eca\u5e74\u4e94\u6708,\u5728NLP\u9886\u57df\u5bf9\u5927\u6a21\u578bAPI\u7684\u8bbf\u95ee\u91cf\u589e\u957f\u4e8613\u500d\u3002\u6b64\u5916\uff0c\u6a21\u578b\u7684\u6210\u719f\u5ea6\u4e5f\u4ece\u53bb\u5e74\u768420%\u4e0a\u5347\u5230\u4e8633%\uff0c\u663e\u793a\u4e86AI\u6a21\u578b\u5728\u6574\u4e2a\u884c\u4e1a\u5185\u8d8a\u6765\u8d8a\u504f\u5411\u5b9e\u9645\u843d\u5730\u5e94\u7528\u3002<\/span><\/section>\n
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\u6a21\u578b\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u5176\u53ea\u662f\u6570\u636e\u5728\u67d0\u4e2a\u5207\u9762\u4e0a\u7684\u4e00\u4e2a\u6295\u5f71\uff0c\u4e1a\u754c\u5e94\u8be5\u589e\u5f3a\u5bf9\u4e8e\u6570\u636e\u7684\u5173\u6ce8\u3002\u5c24\u5176\u662f\u5173\u6ce8\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u3001\u6570\u636e\u8d2d\u4e70\u4ea4\u6613\u7684\u5408\u89c4\u6027\u548c\u5546\u4e1a\u5e94\u7528\u9650\u5236\u58c1\u5792\u7684\u6253\u901a\u3002<\/span><\/section>\n
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\u667a\u6e90FlagOpen\u5927\u6a21\u578b\u6280\u672f\u5f00\u6e90\u4f53\u7cfb<\/span><\/strong><\/span>\u5f00\u542f\u5927\u6a21\u578b\u65f6\u4ee3\u65b0Linux\u751f\u6001\u5efa\u8bbe<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
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\u6700\u540e\uff0c\u5218\u5e7f\u8868\u793a\uff0c\u5927\u6a21\u578b\u7b97\u6cd5\u5f00\u53d1\u548c\u7ef4\u62a4\u7684\u65f6\u95f4\u6210\u672c\u3001\u4eba\u529b\u6210\u672c\u3001\u7ecf\u6d4e\u6210\u672c\u6781\u9ad8\uff0c\u4e3b\u8981\u6709\u8fd9\u51e0\u65b9\u9762\u7684\u539f\u56e0\uff0c\u4e00\u662f\u6846\u67b6\u4e0d\u7edf\u4e00\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u5f00\u53d1\u96be\u4ee5\u517c\u987e\u5404\u5927\u67b6\u6784\uff1b\u4e8c\u662f\u5f00\u6e90\u6a21\u578b\u7684\u8d28\u91cf\u65e0\u6cd5\u63d0\u524d\u9884\u4f30\uff0c\u5404\u79cd\u7b97\u6cd5\u3001\u6a21\u578b\u3001\u6570\u636e\u7684\u8d28\u91cf\u4e0d\u4e00\uff1b\u4e09\u662f\u5de5\u7a0b\u6d69\u5927\u4e14\u7b97\u529b\u6210\u672c\u9ad8\u6602\uff0c\u540c\u65f6\u5f00\u6e90\u7684\u6a21\u578b\u548c\u7b97\u6cd5\u9879\u76ee\u5f80\u5f80\u6709\u591a\u79cd\u590d\u73b0\u65b9\u5f0f\uff0c\u8bd5\u9519\u6210\u672c\u4e5f\u76f8\u5f53\u9ad8\u3002<\/span><\/section>\n
\u56e0\u6b64\uff0c\u667a\u6e90\u5f00\u6e90\u4e86FlagAI\u9879\u76ee\uff0c\u5e76\u4e8e\u53bb\u5e74\u6350\u8d60\u81f3LF AI&DATA\u57fa\u91d1\u4f1a\uff0cFlagAI \u662f\u5927\u6a21\u578b\u3001\u8bad\u7ec3\u7b97\u6cd5\u53ca\u4f18\u5316\u5de5\u5177\u7684\u4e00\u7ad9\u5f0f\u3001\u9ad8\u8d28\u91cf\u5f00\u6e90\u9879\u76ee\uff0c\u96c6\u6210\u4e86\u591a\u79cd\u5e76\u884c\u8bad\u7ec3\u4f18\u5316\u65b9\u6cd5\uff0c\u7edf\u4e00\u5fae\u8c03\u63a5\u53e3\uff0c\u7edf\u4e00\u63a8\u7406\u63a5\u53e3\uff0c\u5e95\u5c42\u517c\u5bb9\u66f4\u591a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u548c\u786c\u4ef6\u5e73\u53f0\uff0c\u76ee\u7684\u662f\u5927\u5e45\u964d\u4f4e\u5927\u5bb6\u4f7f\u7528\u5927\u6a21\u578b\u7684\u95e8\u69db\u3002\u540c\u65f6\uff0c\u6211\u4eec\u5e0c\u671b\u5438\u5f15\u66f4\u591a\u7684\u4f18\u79c0\u4eba\u624d\u52a0\u5165\u5f00\u6e90\u793e\u533a\uff0c\u4e00\u8d77\u5b8c\u5584\u5927\u6a21\u578b\u6280\u672f\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/span><\/section>\n
\n
\n
FlagEval\u5927\u6a21\u578b\u8bc4\u6d4b\u5f00\u6e90\u9879\u76ee<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u6768\u7199\u4e28<\/span>\u5317\u4eac\u667a\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u6280\u672f\u5e73\u53f0\u667a\u80fd\u8bc4\u6d4b\u7ec4\u8d1f\u8d23\u4eba<\/span><\/strong><\/span><\/section>\n
<\/section>\n
ChatGPT\u7684\u8bde\u751f\uff0c\u6380\u8d77\u4e86\u65b0\u4e00\u8f6e\u5927\u6a21\u578b\u7684\u6d6a\u6f6e\u3002\u65e9\u5728\u4e24\u4e09\u5e74\u524d\uff0c\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u5c31\u5f00\u59cb\u5e03\u5c40\u5927\u6a21\u578b\u3002<\/span><\/section>\n
\u57fa\u7840\u5927\u6a21\u578b\u6700\u65e9\u662f\u5728NLP\u9886\u57df\u7206\u53d1\u7684\uff0c\u5bf9\u5176\u8bc4\u6d4b\u7684\u96be\u70b9\u6709\u5982\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/span><\/section>\n
\u7b2c\u4e00\u8bed\u8a00\u5927\u6a21\u578b\u96be\u4ee5\u5ea6\u91cf\uff0c\u5f88\u96be\u5236\u5b9a\u51c6\u5219\u8bc4\u4f30\u5176\u80fd\u529b\u4e0a\u9650\uff1b\u7b2c\u4e8c\uff0c\u5927\u6a21\u578b\u5e76\u4e0d\u662f\u4e3a\u5355\u4e00\u4efb\u52a1\u8bbe\u8ba1\uff0c\u800c\u662f\u4e3a\u4e86\u9002\u914d\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\uff0c\u4f7f\u5f97\u4f20\u7edf\u7684\u8bc4\u6d4b\u4f53\u7cfb\u5931\u6548\uff1b\u7b2c\u4e09\uff0c\u5927\u6a21\u578b\u8bad\u7ec3\u6210\u672c\u9ad8\u822a\uff0c\u8bad\u7ec3\u6025\u9700\u4e0e\u8bc4\u6d4b\u7ed3\u5408\uff0c\u201c\u8fb9\u8bad\u7ec3\u8fb9\u8bc4\u6d4b\u201d\uff0c\u5c06\u5b9e\u65f6\u6d4b\u8bd5\u7684\u7ed3\u679c\u53cd\u9988\u7ed9\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u5176\u628a\u63e1\u8bad\u7ec3\u65b9\u5411\uff1b\u6700\u540e\uff0c\u5927\u6a21\u578b\u8bc4\u6d4b\u6240\u9700\u7b97\u529b\u8981\u6c42\u53d8\u9ad8\uff0c\u5bfc\u81f4\u5927\u5bb6\u65e0\u6cd5\u5e7f\u6cdb\u5730\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u8bc4\u6d4b\uff0c\u7f3a\u5c11\u4e2d\u7acb\u7684\u6743\u5a01\u699c\u5355\u3002<\/span><\/section>\n
\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u667a\u6e90\u53d1\u5e03\u5f00\u6e90\u8bc4\u6d4b\u5de5\u5177FlagEval\u3002FlagEval\u652f\u6301\u591a\u4e2a\u56fd\u4ea7\u82af\u7247\u548c\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5bf9\u5927\u6a21\u578b\u7684\u201c\u80fd\u529b-\u4efb\u52a1-\u6307\u6807\u201d\u505a\u4e09\u7ef4\u7acb\u4f53\u7684\u62c6\u89e3\uff0c\u76ee\u524d\u5305\u542b 22\u4e2a\u4e3b\u89c2&\u5ba2\u89c2\u8bc4\u6d4b\u96c6\uff0c84,433\u9053\u8bc4\u6d4b\u9898\u76ee\u3002\u9664\u4e86\u77e5\u540d\u7684\u516c\u5f00\u6570\u636e\u96c6 HellaSwag\u3001MMLU\u3001C-Eval\u7b49\uff0cFlagEval\u8fd8\u96c6\u6210\u4e86\u5305\u62ec\u667a\u6e90\u81ea\u5efa\u7684\u4e3b\u89c2\u8bc4\u6d4b\u6570\u636e\u96c6Chinese Linguistics & Cognition Challenge(CLCC)\uff0c\u5317\u4eac\u5927\u5b66\u4e0e\u95fd\u6c5f\u5b66\u9662\u5171\u5efa\u7684\u8bcd\u6c47\u7ea7\u522b\u8bed\u4e49\u5173\u7cfb\u5224\u65ad\u3001\u53e5\u5b50\u7ea7\u522b\u8bed\u4e49\u5173\u7cfb\u5224\u65ad\u3001\u591a\u4e49\u8bcd\u7406\u89e3\u3001\u4fee\u8f9e\u624b\u6cd5\u5224\u65ad\u8bc4\u6d4b\u6570\u636e\u96c6\u3002\u66f4\u591a\u7ef4\u5ea6\u7684\u8bc4\u6d4b\u6570\u636e\u96c6\u4e5f\u5728\u9646\u7eed\u96c6\u6210\u4e2d\u3002<\/span><\/section>\n
<\/section>\n
<\/section>\n
\u5927\u6a21\u578b\u7684\u8bc4\u6d4b\u867d\u6709\u521d\u6b65\u7684\u63a2\u7d22\u6210\u679c\uff0c\u4f46\u8fd8\u6709\u6f2b\u957f\u7684\u8def\u8981\u8d70\u3002FlagEval\u8bc4\u6d4b\u4f53\u7cfb\u53ca\u76f8\u5173\u7814\u7a76\u8fd8\u9700\u8981\u7ee7\u7eed\u6df1\u5165\uff0c\u5f53\u524d\u5bf9\u6a21\u578b\u80fd\u529b\u7684\u8986\u76d6\u7a0b\u5ea6\u4ecd\u6709\u5f88\u5927\u7684\u8fdb\u6b65\u7a7a\u95f4\uff0c\u80fd\u529b\u6846\u67b6\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u5b8c\u5584\u3002\u76ee\u524d\u4e3b\u89c2\u8bc4\u6d4b\u5c1a\u672a\u8986\u76d6\u7684\u80fd\u529b\u7ef4\u5ea6\uff0c\u5982\u201c\u9886\u57df\u7efc\u5408\u80fd\u529b\u201d\u548c\u201c\u901a\u7528\u7efc\u5408\u80fd\u529b\u201d\uff0c\u4e5f\u4f1a\u5728\u4e0b\u4e00\u4e2a\u7248\u672c\u4e2d\u8fdb\u884c\u8fed\u4ee3\u5347\u7ea7\u3002FlagEval\u8fd8\u5c06\u6301\u7eed\u63a2\u7d22\u8bed\u8a00\u5927\u6a21\u578b\u8bc4\u6d4b\u4e0e\u5fc3\u7406\u5b66\u3001\u6559\u80b2\u5b66\u3001\u4f26\u7406\u5b66\u7b49\u793e\u4f1a\u5b66\u79d1\u7684\u4ea4\u53c9\u7814\u7a76\uff0c\u4ee5\u671f\u66f4\u52a0\u5168\u9762\u3001\u79d1\u5b66\u5730\u8bc4\u4ef7\u8bed\u8a00\u5927\u6a21\u578b\u3002<\/span><\/section>\n
\n
\n
AI\u5feb\u901f\u589e\u957f\u5e74<\/strong><\/span>\u6765\u81eaHugging Face\u5f00\u6e90\u793e\u533a\u7684\u65b0\u8fdb\u5c55<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u9ec4\u9756\u96c5\u4e28Hugging Face\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08<\/span><\/strong><\/span><\/section>\n
<\/section>\n
Hugging Face\u7684\u7406\u5ff5\uff0c\u662f\u6253\u9020\u6c11\u4e3b\u5316\u7684\u673a\u5668\u5b66\u4e60\uff0c\u8fd9\u610f\u5473\u7740\u56db\u70b9\uff1a\u7b2c\u4e00\uff0c\u5f00\u6e90\u662f\u4fe1\u6761\uff1b\u7b2c\u4e8c\uff0c\u9ad8\u8d28\u91cf\u4e14\u6613\u7528\uff1b\u7b2c\u4e09\uff0c\u4e0e\u4e0d\u540c\u7684\u4e2a\u4eba\u4e0e\u7ec4\u7ec7\u5408\u4f5c\uff1b\u7b2c\u56db\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u9053\u5fb7\u6807\u51c6\u6c38\u8fdc\u662f\u6307\u5bfc\u5f00\u6e90\u5f00\u53d1\u8fc7\u7a0b\u3002<\/span><\/section>\n
\u8fc7\u53bb\u4e00\u5e74\u91cc\uff0cHugging Face\u6301\u7eed\u5728\u673a\u5668\u5b66\u4e60\u3001\u9053\u5fb7\u4f26\u7406\u3001\u98ce\u9669\u7ba1\u63a7\u7b49\u5de5\u4f5c\u5185\u5bb9\u4e0a\u63a8\u8fdb\uff0c\u5305\u62ec\u53c2\u4e0e\u673a\u5668\u5b66\u4e60\u3001\u9053\u5fb7\u4f26\u7406\u6807\u51c6\u7684\u8ba8\u8bba\u4e0e\u5236\u5b9a\u3002<\/span><\/section>\n
Hugging Face\u4e2d\u7684Transformers\u5de5\u5177\u5e93\u76ee\u524d\u5df2\u7ecf\u6269\u5c55\u5230100\u591a\u79cd\u6a21\u578b\u7ed3\u6784\uff1bDataset\u5e93\u548cEvaluate\u5e93\u5219\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u5730\u5b8c\u6210\u6570\u636e\u83b7\u53d6\u548c\u6a21\u578b\u8bc4\u4f30\uff1bAccelerate\u5e93\u662f\u7b80\u5316\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u63a8\u7406\u5e93\uff0c\u53ef\u4ee5\u4ece\u8f6f\u4ef6\u89d2\u5ea6\u5b9e\u73b0\u6a21\u578b\u8bad\u7ec3\u7684\u52a0\u901f\u529f\u80fd\uff0cOptimum\u5e93\u5219\u4ece\u786c\u4ef6\u6027\u80fd\u51fa\u53d1\uff0c\u52a0\u5feb\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u3002\u540e\u7eed\uff0cHuggingFace\u4e5f\u5c06\u540c\u4e1a\u754c\u4e00\u9053\uff0c\u589e\u52a0\u66f4\u4e3a\u4e30\u5bcc\u7684\u6a21\u578b\u8bc4\u6d4b\u6307\u6807\uff0c\u4ee5\u6c42\u591a\u89c6\u89d2\u5730\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u7684\u4f18\u52a3\u3002<\/span><\/section>\n
<\/section>\n
<\/section>\n
\u4ece2022\u5e74\u4ee5\u6765\uff0c\u4f34\u968f\u7740Stable Diffusion\u6a21\u578b\u7684\u5f00\u6e90\uff0cHugging Face\u540c\u6837\u5f00\u6e90\u4e86\u6587\u751f\u56fe\u548c\u6587\u751f\u89c6\u9891\u7684\u5e93\u3002\u5728ChatGPT\u53d1\u5e03\u4e4b\u540e\uff0c\u4e00\u4e9b\u7ec4\u7ec7\u4e5f\u5728Hugging Face\u4e0a\u53d1\u5e03\u4e86\u6027\u80fd\u53ef\u4ee5\u4e0e\u5176\u5ab2\u7f8e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u6b64\u5916\uff0c\u5305\u62ec\u8bed\u8a00\u6a21\u578b\u7684\u754c\u9762\u5f00\u53d1Hugging Chat\u3001\u4ee3\u7801\u751f\u6210\u6570\u636e\u96c6StarCoder\u7b49\u4e5f\u90fd\u6b22\u8fce\u4f7f\u7528\u548c\u53cd\u9988\u3002<\/span><\/section>\n
\u9ec4\u9756\u96c5\u8868\u793a\uff0cAI\u5f00\u6e90\u7684\u8981\u4e49\u5728\u4e8e\uff0c\u7b2c\u4e00\uff0c\u8981\u8ba9\u6bcf\u4e2a\u4ece\u4e1a\u8005\u53c2\u4e0e\u8fdb\u6765\uff0c\u6784\u5efa\u6d3b\u8dc3\u7684\u5f00\u6e90\u751f\u6001\uff0c\u5f62\u6210\u826f\u597d\u7684\u4e92\u52a8\u73af\u5883\uff0c\u5171\u540c\u5236\u5b9aAI\u5de5\u5177\u5f00\u53d1\u7684\u6807\u51c6\uff1b\u7b2c\u4e8c\uff0cAI\u7684\u5feb\u901f\u53d1\u5c55\u8ba9\u4eba\u5e94\u63a5\u4e0d\u6687\uff0c\u5f00\u6e90\u793e\u533a\u53ef\u4ee5\u6781\u5927\u964d\u4f4e\u5f00\u53d1\u8005\u5bf9\u4e8e\u65b0\u7b97\u6cd5\u7684\u4f7f\u7528\u95e8\u69db\u3002<\/span><\/section>\n
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AI\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u6e90\u751f\u6001\u53d1\u5c55\u4e0e\u5927\u6a21\u578b\u5e73\u53f0\u6784\u5efa<\/span><\/strong><\/section>\n<\/section>\n<\/section>\n
\u80e1\u6653\u66fc\u4e28\u534e\u4e3a\u6607\u601dMindSpore\u5f00\u6e90\u751f\u6001\u603b\u76d1<\/span><\/strong><\/section>\n
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\u4ece1956\u5e74\u8fbe\u7279\u8305\u65af\u4f1a\u8bae\u5230\u53bb\u5e74\u7684ChatGPT\u7684\u6a2a\u7a7a\u51fa\u4e16\uff0cAI\u7684\u53d1\u5c55\u7ecf\u5386\u4e86\u4ece\u611f\u77e5\u7406\u89e3\u4e16\u754c\u5230\u751f\u6210\u521b\u9020\u4e16\u754c\u7684\u53d8\u5316\u3002\u5927\u8bed\u8a00\u6a21\u578b\u662f\u4e00\u4e2a\u91cf\u53d8\u5230\u8d28\u53d8\u7684\u4ea7\u7269\uff0c\u5f53\u5176\u89c4\u6a21\u7a81\u7834\u4e00\u5b9a\u7684\u9608\u503c\u4e4b\u540e\uff0c\u6a21\u578b\u7684\u80fd\u529b\u4f1a\u6d8c\u73b0\u548c\u987f\u609f\u3002AI\u7684\u4ea7\u4e1a\u94fe\u53ef\u4ee5\u62c6\u89e3\u4e3a\u4e09\u4e2a\u90e8\u5206\uff1a\u7b2c\u4e00\u662f\u6a21\u578b\u4f9b\u7ed9\uff0c\u7b2c\u4e8c\u662f\u6a21\u578b\u5b9a\u5236\uff0c\u7b2c\u4e09\u662f\u5185\u5bb9\u5206\u53d1\u3002\u5728\u4e0a\u4e0b\u6e38\u7684\u5404\u4e2a\u8d5b\u9053\uff0c\u6a21\u578b\u7684\u53d1\u5e03\u90fd\u5448\u73b0\u7740\u767e\u82b1\u9f50\u653e\u7684\u72b6\u6001\u3002\u5404\u5bb6\u516c\u53f8\u7eb7\u7eb7\u63d0\u51fa\u81ea\u5bb6\u7684\u7ade\u54c1\uff0c\u53c2\u4e0e\u5230\u5e02\u573a\u5316\u7684\u5927\u6a21\u578b\u670d\u52a1\u7684\u7ade\u4e89\u4e2d\u53bb\u3002<\/span><\/section>\n
\u5728\u534e\u4e3aAI\u5927\u6a21\u578b\u5168\u666f\u67b6\u6784\u4e2d\uff0c\u6700\u5e95\u5c42\u7684\u662f\u6607\u817e\u7cfb\u5217\u7684\u786c\u4ef6\uff0c\u5305\u62ec\u82af\u7247\u548c\u670d\u52a1\u5668\u96c6\u7fa4\uff1b\u800c\u5728\u4e2d\u95f4\u5c42\u662f\u534e\u4e3a\u5f00\u6e90\u7684AI\u6846\u67b6\u2014\u2014\u6607\u601dMindSpore\uff1b\u57fa\u4e8eAI\u6846\u67b6\uff0c\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u5de5\u5177\u5957\u4ef6\uff0c\u7b80\u5316\u5f00\u53d1\u6d41\u7a0b\uff1b\u6700\u4e0a\u5c42\u5219\u662f\u5927\u6a21\u578b\u7684\u7edf\u4e00\u670d\u52a1\u5e73\u53f0\uff0c\u4e3a\u4e0a\u4e0b\u6e38\u7684\u5382\u5bb6\u63d0\u4f9b\u5168\u5957\u5927\u6a21\u578b\u670d\u52a1\u3002<\/span><\/section>\n
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MindSpore\u662f\u534e\u4e3a2020\u5e743\u6708\u5f00\u6e90\u7684\u5168\u573a\u666fAI\u6846\u67b6\uff0c\u652f\u6301\u81ea\u52a8\u5e76\u884c\u3001\u52a8\u9759\u6001\u56fe\u7ed3\u5408\u3001\u4e8c\u9636\u4f18\u5316\u3001\u5168\u573a\u666f\u90e8\u7f72\u3001\u5168\u6218\u534f\u540c\u52a0\u901f\u7b49\u51e0\u5927\u5173\u952e\u7279\u6027\u3002\u76ee\u524d\u6211\u4eec\u53d1\u5e03\u4e86\u591a\u79cd\u5de5\u5177\u7ec4\u4ef6\uff0c\u5982MindFormers\u96c6\u6210\u4e86\u4e3b\u6d41\u5927\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\uff0cMindPet\u5fae\u8c03\u5de5\u5177\u4e5f\u652f\u6301\u591a\u79cd\u53c2\u6570\u5fae\u8c03\u7b97\u6cd5\uff0c\u5728\u90e8\u7f72\u65b9\u9762\uff0cMindSpore Lite\u5219\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u5c06\u6a21\u578b\u90e8\u7f72\u5230\u5404\u79cd\u7aef\u4fa7\u3002\u6607\u601dMindSpore\u4f5c\u4e3aAI\u6846\u67b6\uff0c\u4e0d\u4ec5\u94fe\u63a5\u5357\u5317\u751f\u6001\uff0c\u540c\u65f6\u4e5f\u6784\u5efa\u51fa\u4e00\u4e2a\u8d2f\u7a7f\u4ea7\u5b66\u7814\u7684\u751f\u6001\u5708\uff0c\u622a\u6b622023\u5e745\u6708\u5e95\uff0c\u6607\u601dMindSpore\u7d2f\u8ba1\u4e0b\u8f7d\u91cf\u5df2\u7a81\u7834474\u4e07\uff0c\u793e\u533a\u8d21\u732e\u80051.3\u4e07\uff0c\u670d\u52a1\u4f01\u4e1a\u65705500+\uff0c\u53d1\u8868\u9876\u4f1a\u8bba\u6587\u8d85900\u7bc7\u7b49\uff0c\u6210\u4e3a\u56fd\u5185\u6700\u6d3b\u8dc3\u7684AI\u5f00\u6e90\u793e\u533a\u3002<\/span><\/section>\n
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\u80e1\u6653\u66fc\u8868\u793a\uff0c\u6a21\u578b\u7684\u53d1\u5c55\u79bb\u4e0d\u5f00\u5e94\u7528\uff0c\u5982\u4eca\u5927\u6a21\u578b\u7684\u5e94\u7528\u9700\u8981\u4e00\u4e2a\u80fd\u6253\u901a\u5168\u6d41\u7a0b\u7684\u5927\u6a21\u578b\u5e73\u53f0\u6765\u627f\u8f7d\uff0c\u52a9\u529b\u4f19\u4f34\u843d\u5730\u3002\u5982\u679c\u8981\u6253\u9020\u4e00\u4e2a\u5927\u6a21\u578b\u5e73\u53f0\uff0c\u5fc5\u7136\u79bb\u4e0d\u5f00\u5145\u8db3\u7684\u7b97\u529b\u8d44\u6e90\u548c\u5168\u6d41\u7a0b\u7684\u6613\u7528\u5de5\u5177\u3002\u5bf9\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u4f01\u4e1a\u6765\u8bf4\uff0c\u5e73\u53f0\u7684\u5546\u4e1a\u6a21\u5f0f\u5219\u6781\u4e3a\u91cd\u8981\uff0c\u662f\u51b3\u5b9a\u670d\u52a1\u7684\u4f01\u4e1a\u7528\u6237\u6570\u548c\u80fd\u5426\u957f\u4e45\u8fd0\u8f6c\u7684\u5173\u952e\u56e0\u7d20\uff0c\u76ee\u524d\u5e73\u53f0\u7684\u53d1\u5c55\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u672a\u6765\u5e94\u8be5\u80fd\u770b\u5230\u66f4\u591a\u7684\u5927\u6a21\u578b\u5e73\u53f0\uff0c\u670d\u52a1\u5404\u7c7bAI\u4f01\u4e1a\u3002<\/span><\/section>\n
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\n
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An Open Source Framework For Distributed ML<\/span><\/strong><\/section>\n<\/section>\n<\/section>\n
Jun\u00a0Gong\u4e28Anyscale Ray Data\u56e2\u961f\u6210\u5458\u00a0<\/span><\/strong><\/section>\n
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Jun Gong\u8868\u793a\uff0cRay\u6700\u65e9\u8d77\u6e90\u4e8e\u4f2f\u514b\u5229\u7684\u4e24\u4f4d\u535a\u58eb\u3002\u6e90\u4e8e\u5bf9\u73b0\u5b9e\u7684\u9700\u8981\uff0c\u4ed6\u4eec\u65e9\u5148\u5c1d\u8bd5\u5c06\u8fdc\u7aef\u7684\u670d\u52a1\u5668\u548c\u672c\u5730\u7aef\u8fdb\u884c\u4e92\u8054\uff0c\u5b9e\u73b0\u8bad\u7ec3\u6570\u636e\u4e0e\u4ee3\u7801\u7684\u4ea4\u4e92\u3002\u65f6\u81f3\u4eca\u65e5\uff0cRay\u7684\u5f00\u6e90\u6846\u67b6\u5df2\u7ecf\u5305\u542b\u4e86\u6240\u6709\u7aef\u5230\u7aef\u673a\u5668\u5b66\u4e60\u7684\u91cd\u8981\u90e8\u5206\uff0c\u5305\u62ec\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u90e8\u7f72\u3002Ray\u7684\u5b97\u65e8\u662f\uff0c\u5728\u7eb7\u7e41\u590d\u6742\u7684\u884c\u4e1a\u5185\uff0c\u5b9e\u73b0\u5e93\u4e0e\u5e93\u7684\u4ea4\u6d41\u7ed3\u5408\uff0c\u63d0\u4f9b\u7528\u6237\u6d41\u7545\u7684\u670d\u52a1\u3002Ray\u7684\u8bbe\u8ba1\u8005\u8ba4\u4e3a\uff0c\u4e0b\u4e00\u4ee3\u7684AI\u5e94\u7528\u5c06\u4e0e\u73af\u5883\u5b58\u5728\u8fde\u7eed\u7684\u4ea4\u4e92\uff0c\u5e76\u4ece\u8fd9\u4e9b\u4ea4\u4e92\u52a8\u4f5c\u4e4b\u4e2d\u8fdb\u884c\u5b66\u4e60\u3002\u8fd9\u4e9b\u5e94\u7528\u5fc5\u7136\u5c06\u8d8a\u6765\u8d8a\u591a\u5730\u5728\u52a8\u6001\u73af\u5883\u4e2d\u6765\u5b8c\u6210\u4efb\u52a1\uff0c\u6839\u636e\u73af\u5883\u7684\u53d8\u5316\u4f5c\u51fa\u53cd\u5e94\uff0c\u5e76\u6267\u884c\u4e00\u7cfb\u5217\u7684\u52a8\u4f5c\u6765\u8fbe\u5230\u4e00\u4e2a\u957f\u671f\u7684\u76ee\u6807\u3002<\/span><\/section>\n
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Ray\u7684\u8bbe\u8ba1\u5927\u9053\u81f3\u7b80\uff0c\u7528\u6237\u53ea\u9700\u8981\u5728Ray\u5c01\u88c5\u7684\u51fd\u6570\u4e2d\u52a0\u5165\u88c5\u9970\u5668\uff0c\u5c31\u53ef\u4ee5\u5c06\u5176\u53d8\u4e3a\u8fdc\u7a0b\u5206\u5e03\u5f0f\u8bad\u7ec3\u7684\u670d\u52a1\u3002\u8fd9\u5957\u6846\u67b6\u6700\u4e3a\u91cd\u78c5\u7684\u7528\u6237\u662fOpenAI\uff0c\u5728\u5f00\u53d1GPT4\u7684\u65f6\u5019\uff0c\u5f00\u53d1\u8005\u4f7f\u7528\u4e86Ray\u7075\u6d3b\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u5f00\u53d1\u7684\u6548\u7387\uff0c\u4e3a\u8be5\u516c\u53f8\u817e\u51fa\u66f4\u591a\u65f6\u95f4\u548c\u7cbe\u529b\u4e13\u6ce8\u4e8e\u6a21\u578b\u7684\u5173\u952e\u80fd\u529b\u3002\u7a76\u5176\u539f\u56e0\uff0c\u662f\u56e0\u4e3aRay\u5728\u5e95\u5c42\u903b\u8f91\u4e2d\u5c3d\u91cf\u51cf\u5c11\u4e0d\u540c\u8bed\u8a00\u4e4b\u95f4\u7684\u901a\u4fe1\uff0c\u5927\u5927\u5730\u63d0\u5347\u4e86\u6570\u636e\u548c\u6a21\u578b\u4ea4\u4e92\u7684\u6548\u7387\u3002<\/span><\/section>\n
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\u4ea7\u4e1a\u7ea7\u6df1\u5ea6\u5b66\u4e60\u5f00\u6e90\u5f00\u653e\u5e73\u53f0\u98de\u6868<\/span><\/strong><\/span>\u53ca\u5176\u5f00\u6e90\u793e\u533a<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u5f20\u519b\u4e28\u767e\u5ea6\u98de\u6868\u6846\u67b6\u4ea7\u54c1\u8d1f\u8d23\u4eba\u3001\u5f00\u653e\u539f\u5b50\u57fa\u91d1\u4f1aTOC\u59d4\u5458<\/span><\/strong><\/span><\/section>\n
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\u767e\u5ea6\u7684PaddlePaddle\u81f4\u529b\u4e8e\u6253\u9020\u5168\u9762\u901a\u7528\u7684AI\u5f00\u6e90\u6846\u67b6\uff0c\u670d\u52a1\u4e8eCV\u3001NLP\u548c\u8bed\u97f3\u6280\u672f\u7684\u5f00\u53d1\u3002\u5728\u8fd9\u5957\u6846\u67b6\u57fa\u7840\u4e4b\u4e0a\uff0c\u767e\u5ea6\u5df2\u7ecf\u5f00\u6e90\u4e86600\u591a\u4e2a\u7b97\u6cd5\u6a21\u578b\uff0c\u81f4\u529b\u4e8e\u6253\u9020\u4e00\u5957\u5efa\u7acb\u4e8e\u8fd9\u4e2a\u6846\u67b6\u4e4b\u4e0a\u7684\u6a21\u578b\u5b87\u5b99\uff0c\u8ba9\u5f00\u53d1\u8005\u5728\u8fd9\u5176\u4e4b\u4e0a\u5c06AI\u843d\u5230\u5b9e\u5904\u3002<\/span><\/section>\n
\u5728ChatGPT\u8bde\u751f\u4e4b\u524d\uff0c\u767e\u5ea6\u5df2\u7ecf\u5c1d\u8bd5\u4f7f\u7528\u5927\u6a21\u578b\u89e3\u51b3\u5b9e\u9645\u7684\u4e1a\u52a1\u95ee\u9898\uff0c\u5305\u62ec\u6838\u5fc3\u7684\u641c\u7d22\u4e1a\u52a1\u3002PaddlePaddle\u53ef\u4ee5\u652f\u6301\u5341\u51e0\u4e2a\u751a\u81f3\u662f\u4e0a\u767e\u4e07\u8bcd\u8868\u7684\u8f93\u5165\uff0c\u8fd9\u4e0e\u73b0\u5728\u8bed\u8a00\u5927\u6a21\u578b\u80cc\u540e\u7684\u6280\u672f\u662f\u5f88\u76f8\u4f3c\u7684\u3002<\/span><\/section>\n
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\u5982\u4eca\uff0c\u98de\u6868\u7684\u751f\u6001\u904d\u5e03\u516c\u53f8\u5185\u5916\u3002\u767e\u5ea6\u5185\u90e8\u57fa\u4e8e\u98de\u6868\u96c6\u7fa4\u5927\u7ea6\u670920\u4e07\u4e2a\u8bad\u7ec3\u4e1a\u52a1\uff0c\u6bcf\u5929\u670d\u52a1\u8fd160\u4ebf\u6b21\u8bf7\u6c42\u3002\u6b64\u5916\uff0c\u5982\u4e2d\u56fd\u5546\u98de\u548c\u5de5\u5546\u94f6\u884c\u4f7f\u7528\u98de\u6868\u670d\u52a1\u4e8e\u5404\u81ea\u7684\u9700\u6c42\u3002\u767e\u5ea6\u4e5f\u5c06\u6301\u7eed\u901a\u8fc7\u7ade\u8d5b\u6216\u8005\u5176\u4ed6\u6d3b\u52a8\uff0c\u5438\u5f15\u6765\u81ea\u793e\u4f1a\u5404\u754c\u7684\u4eba\u58eb\u53c2\u4e0e\u5230\u5f00\u6e90\u793e\u533a\u7684\u8d21\u732e\u5f53\u4e2d\u3002<\/span><\/section>\n
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\u5f20\u519b\u8868\u793a\uff0c\u767e\u5ea6\u5c1d\u8bd5\u5c06\u5927\u6a21\u578b\u843d\u5730\u4e0eAI\u6846\u67b6\u7684\u63a8\u52a8\u5e76\u884c\u5316\uff0c\u8ba9\u7528\u6237\u5728\u8c03\u7528\u5927\u6a21\u578b\u7684\u540c\u65f6\uff0c\u4e3aAI\u6846\u67b6\u7684\u66f4\u8fed\u4e5f\u8d21\u732e\u4e00\u4efd\u529b\u91cf\u3002<\/span><\/section>\n
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\u5411\u91cf\u6570\u636e\u5e93\uff1a\u9762\u5411AIGC\u7684\u6d77\u91cf\u8bb0\u5fc6\u4f53<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u90ed\u4eba\u901a\u4e28Zilliz\u5408\u4f19\u4eba\u53ca\u4ea7\u54c1\u603b\u76d1<\/span><\/strong><\/span><\/section>\n
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Zilliz\u662f\u5168\u7403\u8303\u56f4\u5185\u6700\u65e9\u8fdb\u884c\u5411\u91cf\u6570\u636e\u5e93\u5f00\u53d1\u7684\u56e2\u961f\u3002\u4ee5ChatGPT\u4e3a\u4ee3\u8868\u7684AIGC\u5927\u6a21\u578b\u5e26\u706b\u4e86\u5411\u91cf\u6570\u636e\u5e93\u8fd9\u4e00\u65b0\u6982\u5ff5\u3002\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\u5728AI\u5927\u6a21\u578b\u7684\u80cc\u666f\u4e4b\u4e0b\uff0c\u4ee5\u5176\u5f3a\u5927\u7684\u8868\u5f81\u80fd\u529b\u4f5c\u4e3a\u6570\u636e\u5206\u6790\u548c\u5e94\u7528\u7684\u4e3b\u8981\u624b\u6bb5\uff0c\u6162\u6162\u8d70\u5411\u4e86\u8fd9\u4e2a\u65f6\u4ee3\u7684\u6570\u636e\u5e93\u751f\u6001\u6838\u5fc3\u4f4d\u7f6e\u3002<\/span><\/section>\n
\u975e\u7ed3\u6784\u5316\u6570\u636e\u672c\u8eab\u7684\u8bed\u4e49\u4fe1\u606f\u8574\u542b\u5728\u5176\u6570\u636e\u5185\u90e8\uff0c\u9700\u8981\u795e\u7ecf\u7f51\u7edc\u5c06\u5176\u6620\u5c04\u5230\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u624d\u80fd\u5b8c\u6210\u5bf9\u6570\u636e\u7684\u7406\u89e3\u548c\u67e5\u8be2\u3002\u5411\u91cf\u6570\u636e\u5e93\u7684\u4f5c\u7528\uff0c\u662f\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u957f\u671f\u7684\u8bb0\u5fc6\u548c\u77e5\u8bc6\u5e93\u7684\u6570\u636e\uff0c\u89e3\u51b3\u5176\u5bf9\u5177\u4f53\u4e1a\u52a1\u7684\u9002\u914d\u548c\u5bf9\u63a5\u80fd\u529b\u3002\u4e00\u8a00\u4ee5\u853d\u4e4b\uff0c\u5927\u6a21\u578b\u548c\u5411\u91cf\u6570\u636e\u5e93\uff0c\u7c7b\u4f3c\u4e8e\u5206\u6790\u63a8\u7406\u5355\u5143\u4e0e\u8bb0\u5fc6\u5b58\u50a8\u5355\u5143\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8fd9\u6837\u7684\u5173\u7cfb\uff0c\u6709\u53ef\u80fd\u5728\u843d\u5730\u7684\u65f6\u5019\u8fdb\u4e00\u6b65\u6fc0\u53d1\u6a21\u578b\u7684\u80fd\u529b\u3002<\/span><\/section>\n
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GPTCache\u662f\u4e00\u9879\u975e\u5e38\u6709\u610f\u4e49\u7684\u5de5\u4f5c\u3002\u76f4\u63a5\u8c03\u7528\u5927\u6a21\u578b\u662f\u5341\u5206\u6602\u8d35\u7684\uff0c\u8fd9\u9879\u5de5\u4f5c\u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5f53\u5bf9\u8bdd\u5230\u6765\u7684\u65f6\u5019\uff0c\u9996\u5148\u8bbf\u95ee\u7cfb\u7edf\u7f13\u5b58\u4e2d\u662f\u5426\u5b58\u5728\u8fd9\u4e00\u95ee\u9898\u3002\u53ea\u6709\u5f53\u7f13\u5b58\u4e2d\u6ca1\u6709\u51fa\u73b0\u8fd9\u4e00\u95ee\u9898\u65f6\uff0c\u624d\u4f1a\u8c03\u7528\u5927\u6a21\u578b\u7684\u63a5\u53e3\u3002\u8fd9\u4e00\u8bbe\u8ba1\u53ef\u4ee5\u6781\u5927\u5730\u589e\u5f3a\u7528\u6237\u4f7f\u7528\u6a21\u578b\u7684\u4f53\u9a8c\u611f\uff0c\u540c\u65f6\u964d\u4f4e\u6a21\u578b\u670d\u52a1\u5546\u7684\u8fd0\u8425\u6210\u672c\u3002<\/span><\/section>\n
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Open RL\u901a\u7528\u7684\u5f00\u6e90\u5f3a\u5316\u5b66\u4e60\u6846\u67b6<\/span><\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u9ec4\u4e16\u5b87\u4e28\u7b2c\u56db\u8303\u5f0f\u5f3a\u5316\u5b66\u4e60\u79d1\u5b66\u5bb6\uff0cOpen RL\u00a0Lab\u8d1f\u8d23\u4eba<\/span><\/strong><\/span><\/section>\n
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\u5f3a\u5316\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u4e09\u5927\u8bad\u7ec3\u8303\u5f0f\u4e4b\u4e00\uff0c\u5176\u6700\u7ec8\u76ee\u7684\u662f\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u3002\u5f53\u4e0b\u7684\u8bb8\u591a\u667a\u80fd\u4f53\uff0c\u5982\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u548c\u6e38\u620f\uff0c\u90fd\u662f\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u8bad\u7ec3\u5f97\u5230\u7684\u3002GPT\u5927\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u4e5f\u662f\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u5b9e\u73b0\u7684\uff0c\u56e0\u4e3a\u8fd9\u79cd\u8bad\u7ec3\u65b9\u5f0f\u53ef\u4ee5\u6781\u5927\u5730\u8282\u7701\u8bad\u7ec3\u6570\u636e\u7684\u5f00\u9500\uff0c\u89e3\u653e\u5f00\u53d1\u56e2\u961f\u7684\u52b3\u52a8\u529b\uff0c\u8ba9\u4ed6\u4eec\u5173\u6ce8\u66f4\u6709\u610f\u4e49\u7684\u5185\u5bb9\u3002<\/span><\/section>\n
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OpenRL\u7684\u8bbe\u8ba1\u601d\u60f3\u529b\u6c42\u7b80\u6d01\u3002\u5728\u5b89\u88c5\u65f6\uff0c\u652f\u6301\u5728\u7ec8\u7aef\u4f7f\u7528pip\u547d\u4ee4\u884c\u6216\u8005docker\u8fdb\u884c\u5de5\u5177\u7684\u5b89\u88c5\u3002\u5bf9\u4e8e\u4e13\u4e1a\u7684\u7b97\u6cd5\u7814\u7a76\u5458\uff0cOpenRL\u652f\u6301\u5bf9\u5e95\u5c42\u4ee3\u7801\u6216\u8005\u5df2\u5c01\u88c5\u7684\u6a21\u5757\u8fdb\u884c\u4fee\u6539\uff0c\u4ee5\u9002\u914d\u4ed6\u4eec\u5404\u81ea\u7684\u4efb\u52a1\u3002OpenRL\u662f\u7b2c\u4e00\u4e2a\u572850\u4e2a\u652f\u539f\u4f53\u4e0a\u5b8c\u6210\u591a\u652f\u539f\u4f53\u5f3a\u5316\u5b66\u4e60\u7684\u6846\u67b6\uff0c\u672a\u6765\u8fd8\u5c06\u652f\u6301\u66f4\u591a\u652f\u539f\u4f53\u4e2a\u6570\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u7684\u8bad\u7ec3\u3002<\/span><\/section>\n
\u9ec4\u4e16\u5b87\u8868\u793a\uff0c\u672a\u6765\uff0cOpenRL\u4e5f\u5c06\u4fdd\u6301\u5bf9\u5f00\u6e90\u7684\u4e13\u6ce8\u5ea6\uff0c\u5c06\u6700\u65b0\u7684\u6a21\u578b\u548c\u5b9e\u9a8c\u7ed3\u679c\u901a\u8fc7GitHub\u7b49\u65b9\u5f0f\u5206\u4eab\u7ed9\u5404\u754c\u540c\u884c\uff0c\u5171\u540c\u63a8\u52a8AI\u7684\u53d1\u5c55\u3002<\/span><\/section>\n
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\u6d45\u8c08\u5927\u6a21\u578b\u53ca\u6f14\u8fdb\u6280\u672f\u53d1\u5c55\u5e94\u7528<\/strong><\/span><\/section>\n<\/section>\n<\/section>\n
\u5f90\u6960\u4e28\u4e2d\u79d1\u9662\u81ea\u52a8\u5316\u526f\u7814\u7a76\u5458\uff0c\u4e2d\u79d1\u95fb\u6b4c\u4ea7\u7814\u4e2d\u5fc3\u526f\u603b\u7ecf\u7406<\/span><\/strong><\/span><\/section>\n
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GPT\u76f8\u5173\u7684\u5927\u6a21\u578b\u4e3a\u793e\u4f1a\u5e26\u6765\u7684\u6700\u5927\u53d8\u5316\uff0c\u662f\u4f7f\u5f97\u77e5\u8bc6\u83b7\u53d6\u548c\u8c03\u7528\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u548c\u4f4e\u6210\u672c\u3002\u4ece\u4e00\u4e2a\u66f4\u9ad8\u7684\u89d2\u5ea6\u5206\u6790\uff0cGPT\u662f\u4e00\u4e2a\u96c6\u6210\u4e86\u4eba\u7c7b\u8fc7\u5f80\u5bf9\u4e8eAI\u63a2\u7d22\u7684\u91cc\u7a0b\u7891\uff0c\u5b83\u4e3a\u4eba\u7c7b\u5bf9\u4e8e\u7edf\u4e00\u77e5\u8bc6\u7684\u8868\u5f81\u63a8\u7406\u63d0\u4f9b\u4e86\u4e00\u6761\u53ef\u884c\u7684\u601d\u8def\u2014\u2014\u5927\u6a21\u578b\u3002ChatGPT\u5728\u7b97\u6cd5\u3001\u7b97\u529b\u548c\u6570\u636e\u8fd9\u4e09\u4e2aAI\u8981\u7d20\u4e0a\uff0c\u90fd\u505a\u5230\u4e86\u884c\u4e1a\u5185\u7684\u6781\u81f4\u6c34\u51c6\uff0c\u7531\u6b64\u50ac\u751f\u4e86\u6a21\u578b\u80fd\u529b\u7684\u6d8c\u73b0\u987f\u609f\u3002<\/span><\/section>\n
\u672a\u6765\u7684\u4f01\u4e1a\u754c\u548c\u5b66\u672f\u754c\uff0c\u5728\u5927\u6a21\u578b\u7684\u8d8b\u52bf\u4e4b\u4e0b\uff0c\u90fd\u5e94\u8be5\u6ce8\u91cd\u5c06\u4fe1\u606f\u6280\u672f\u5e94\u7528\u548c\u521b\u65b0\u751f\u6001\u6253\u9020\u4e0e\u5927\u6a21\u578b\u6f14\u5316\u8d8b\u52bf\u7684\u7ed3\u5408\u3002\u5c06\u4e0b\u6e38\u7684\u4e1a\u6001\u4e0e\u6a21\u578b\u80fd\u529b\u7684\u63d0\u5347\u4e0d\u65ad\u5bf9\u9f50\uff0c\u4ee5\u4fbf\u5927\u6a21\u578b\u80fd\u591f\u66f4\u597d\u5730\u8d4b\u80fd\u4ea7\u4e1a\u3002<\/span><\/section>\n
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\u4e2d\u79d1\u95fb\u6b4c\u81f4\u529b\u4e8e\u6253\u9020\u9762\u5411\u4f01\u4e1a\u5782\u76f4\u9886\u57df\u5e94\u7528\u7684\u4e13\u5c5e\u5927\u6a21\u578b\uff0c\u53ef\u4ee5\u63d0\u4f9b\u9886\u57df\u5185\u77e5\u8bc6\u95ee\u7b54\u548c\u590d\u6742\u573a\u666f\u7684\u4fe1\u606f\u62bd\u53d6\u3002\u5373\u4f7f\u4f01\u4e1a\u4fa7\u63d0\u4f9b\u7684\u6587\u6863\u662f\u79bb\u7ebf\u7684\uff0c\u96c5\u610f\u5927\u6a21\u578b\u4e5f\u53ef\u4ee5\u901a\u8fc7\u81ea\u8eab\u96c6\u6210\u7684API\u5b9e\u65f6\u8bfb\u53d6\u8fd9\u4e9b\u6587\u6863\uff0c\u5e76\u8fdb\u884c\u6574\u5408\u68b3\u7406\uff0c\u66f4\u65b0\u8fed\u4ee3\u81ea\u8eab\u7684\u77e5\u8bc6\u5e93\u3002<\/span><\/section>\n
\u6839\u636e\u79d1\u6280\u90e8\u53d1\u8868\u7684\u300a\u4e2d\u56fd\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u7684\u5730\u56fe\u7814\u7a76\u62a5\u544a\u300b\uff0c\u663e\u793a\u4e86\u76ee\u524d\u56fd\u5185\u8d85\u8fc7\u4e00\u534a\u7684\u5927\u6a21\u578b\u90fd\u5b9e\u73b0\u4e86\u5f00\u6e90\u3002\u4e2d\u79d1\u95fb\u6b4c\u4f5c\u4e3a\u4e00\u5bb6\u79d1\u6280\u4f01\u4e1a\uff0c\u4e5f\u575a\u6301\u5f00\u6e90\u5f00\u653e\u7684\u60c5\u6000\uff0c\u613f\u610f\u5728\u5927\u6a21\u578b\u8fd9\u6761\u8def\u4e0a\u8d21\u732e\u7ecf\u9a8c\u548c\u6570\u636e\u3002\u56e0\u6b64\uff0c\u96c5\u610f\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5f00\u6e90\uff0c\u5305\u62ec\u4ee3\u7801\u3001\u6a21\u578b\uff0c\u4ee5\u53ca\u5728\u9762\u5411\u5305\u62ec\u91d1\u878d\u3001\u5a92\u4f53\u3001\u5b89\u5168\u3001\u8206\u60c5\u7b49\u9886\u57df\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u3002<\/span><\/section>\n
\u5f90\u6960\u8868\u793a\uff0c\u9664\u4e86\u63a2\u7d22\u9762\u5411\u9886\u57df\u7684\u5927\u6a21\u578b\uff0c\u4e2d\u79d1\u95fb\u6b4c\u4e5f\u79ef\u6781\u6784\u5efa\u901a\u7528\u7684\u57fa\u7840\u5927\u6a21\u578b\u3002<\/span><\/section>\n
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\u674e\u6668(\u4e3b\u6301\u4eba)\u00a0<\/span>|<\/span>\u00a0<\/span>Zilliz\u5f00\u53d1\u8005\u5173\u7cfb\u53ca\u5e02\u573a\u8fd0\u8425\u8d1f\u8d23\u4eba<\/span><\/section>\n
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\u5835\u4fca\u5e73 | LF AI & DATA\u57fa\u91d1\u4f1a\u8463\u4e8b\u4e3b\u5e2d\u3001Datastrato\u521b\u59cb\u4eba<\/span><\/section>\n
\u6768\u8f69 | Linux\u57fa\u91d1\u4f1a\u4e9a\u592a\u533a\u526f\u603b\u88c1<\/span><\/section>\n
\u5b5f\u4f1f | \u4e2d\u5174\u901a\u8baf\u5f00\u6e90\u6218\u7565\u603b\u76d1LF AI & Data\u65b0\u5f53\u9009\u8463\u4e8b\u4e3b\u5e2d<\/span><\/section>\n
\u675c\u9716 | \u500d\u8d5b\u79d1\u6280\u521b\u59cb\u4eba\u517cCEO<\/span><\/section>\n
\u8d75\u83f2\u83f2 | \u4e2d\u79d1\u9662\u526f\u7814\u7a76\u5458\u3001\u4e2d\u79d1\u95fb\u6b4c\u521b\u59cb\u5408\u4f19\u4eba<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
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– \u89c2\u770b\u5b8c\u6574\u5927\u4f1a\u89c6\u9891\u56de\u653e\u8bf7\u8df3\u8f6c\u81f3https:\/\/2023.baai.ac.cn\/ –<\/span><\/section>\n
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