{"id":15754,"date":"2024-12-17T13:07:04","date_gmt":"2024-12-17T05:07:04","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15754"},"modified":"2025-01-14T17:30:17","modified_gmt":"2025-01-14T09:30:17","slug":"command-r7bzengqiang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/command-r7bzengqiang\/","title":{"rendered":"Command R7B\uff1a\u589e\u5f3a\u68c0\u7d22\u548c\u63a8\u7406\u80fd\u529b\uff0c\u591a\u8bed\u8a00\u652f\u6301\uff0c\u5feb\u901f\u9ad8\u6548\u7684\u751f\u6210\u5f0f AI"},"content":{"rendered":"

\"Command<\/p>\n

\u6211\u4eec R \u7cfb\u5217\u4e2d\u6700\u5c0f\u7684\u6a21\u578b\u63d0\u4f9b\u9876\u7ea7\u7684\u901f\u5ea6\u3001\u6548\u7387\u548c\u8d28\u91cf\uff0c\u53ef\u5728\u666e\u901a GPU \u548c\u8fb9\u7f18\u8bbe\u5907\u4e0a\u6784\u5efa\u5f3a\u5927\u7684 AI \u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n

\u4eca\u5929\uff0c\u6211\u4eec\u5f88\u9ad8\u5174\u53d1\u5e03 Command<\/a> R7B\uff0c\u8fd9\u662f\u6211\u4eec\u4e13\u4e3a\u4f01\u4e1a\u5f00\u53d1\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09R \u7cfb\u5217\u4e2d\u7684\u6700\u5c0f\u3001\u6700\u5feb\u3001\u6700\u540e\u4e00\u6b3e\u6a21\u578b\u3002Command R7B \u5728\u5176\u5f00\u653e\u6743\u91cd\u6a21\u578b\u7684\u7c7b\u522b\u4e2d\u63d0\u4f9b\u4e86\u4e1a\u5185\u9886\u5148\u7684\u6027\u80fd\uff0c\u80fd\u591f\u5904\u7406\u5bf9\u7528\u6237\u91cd\u8981\u7684\u771f\u5b9e\u4e16\u754c\u4efb\u52a1\u3002\u8be5\u6a21\u578b\u4e13\u4e3a\u9700\u8981\u4f18\u5316\u901f\u5ea6\u3001\u6210\u672c\u6548\u76ca\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u8bbe\u8ba1\u3002<\/p>\n

\u4e0e R \u7cfb\u5217\u4e2d\u7684\u5176\u4ed6\u6a21\u578b\u4e00\u6837\uff0cCommand R7B \u63d0\u4f9b\u4e86 128k \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5e76\u5728\u591a\u4e2a\u91cd\u8981\u7684\u4e1a\u52a1\u5e94\u7528\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u5b83\u7ed3\u5408\u4e86\u5f3a\u5927\u7684\u591a\u8bed\u8a00\u652f\u6301\u3001\u5f15\u7528\u9a8c\u8bc1\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u3001\u63a8\u7406\u3001\u5de5\u5177\u4f7f\u7528\u548c\u4ee3\u7406\u884c\u4e3a\u7b49\u529f\u80fd\u3002\u7531\u4e8e\u5176\u7d27\u51d1\u7684\u4f53\u79ef\u548c\u9ad8\u6548\u6027\uff0c\u5b83\u53ef\u4ee5\u5728\u4f4e\u7aef GPU\u3001MacBook \u751a\u81f3 CPU \u4e0a\u8fd0\u884c\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u5c06 AI \u5e94\u7528\u7a0b\u5e8f\u6295\u5165\u751f\u4ea7\u7684\u6210\u672c\u3002<\/p>\n

 <\/p>\n

\u5c0f\u4f53\u79ef\u4e2d\u7684\u9ad8\u6027\u80fd<\/h2>\n

\u4e00\u6b3e\u5168\u9762\u7684\u6a21\u578b<\/h3>\n

Command R7B \u5728\u6807\u51c6\u5316\u548c\u53ef\u5916\u90e8\u9a8c\u8bc1\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5982\u00a0HuggingFace Open LLM \u6392\u884c\u699c<\/a>\u3002\u4e0e\u5176\u4ed6\u540c\u7c7b\u5f00\u653e\u6743\u91cd\u6a21\u578b\u76f8\u6bd4\uff0cCommand R7B \u5728\u6240\u6709\u4efb\u52a1\u4e0a\u5e73\u5747\u6392\u540d\u7b2c\u4e00\uff0c\u8868\u73b0\u5f3a\u52b2\u3002<\/p>\n

\"Command
\nHuggingFace \u6392\u884c\u699c\u8bc4\u4f30\u7ed3\u679c\u3002\u7ade\u4e89\u5bf9\u624b\u7684\u6570\u5b57\u6765\u6e90\u4e8e\u5b98\u65b9\u6392\u884c\u699c\u3002Command R7B \u7684\u7ed3\u679c\u662f\u6211\u4eec\u6839\u636e\u5b98\u65b9 HuggingFace \u63d0\u4f9b\u7684\u63d0\u793a\u548c\u8bc4\u4f30\u4ee3\u7801\u8ba1\u7b97\u5f97\u51fa\u7684\u3002<\/p>\n

 <\/p>\n

\u6570\u5b66\u3001\u4ee3\u7801\u548c\u63a8\u7406\u4efb\u52a1\u7684\u6548\u7387\u63d0\u5347<\/h3>\n

Command R7B \u7684\u4e00\u4e2a\u4e3b\u8981\u5173\u6ce8\u70b9\u662f\u63d0\u5347\u5728\u6570\u5b66\u4e0e\u63a8\u7406\u3001\u4ee3\u7801\u7f16\u5199\u548c\u591a\u8bed\u8a00\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002\u7279\u522b\u662f\uff0c\u8be5\u6a21\u578b\u5728\u5e38\u89c1\u7684\u6570\u5b66\u548c\u4ee3\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u80fd\u591f\u5339\u914d\u6216\u8d85\u8fc7\u540c\u7c7b\u5f00\u653e\u6743\u91cd\u6a21\u578b\u7684\u8868\u73b0\uff0c\u540c\u65f6\u4f7f\u7528\u7684\u53c2\u6570\u66f4\u5c11\u3002<\/p>\n

\"Command
\n\u6a21\u578b\u5728\u6570\u5b66\u548c\u4ee3\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u8868\u73b0\u3002\u6240\u6709\u6570\u636e\u5747\u6765\u81ea\u5185\u90e8\u8bc4\u4f30\uff0c\u6807\u6709\u661f\u53f7\u7684\u6570\u5b57\u6765\u81ea\u5916\u90e8\u62a5\u544a\u7ed3\u679c\uff0c\u8fd9\u4e9b\u7ed3\u679c\u8f83\u9ad8\u3002\u6211\u4eec\u4f7f\u7528 MBPPPlus \u7684\u57fa\u7840\u7248\u672c\uff0cLBPP \u662f\u8de8 6 \u79cd\u8bed\u8a00\u7684\u5e73\u5747\u503c\uff0cSQL \u662f 3 \u4e2a\u6570\u636e\u96c6\u7684\u5e73\u5747\u503c\uff08\u4ec5\u9650 SpiderDev \u548c Test \u7684\u96be\u5ea6\u8f83\u9ad8\u4e0e\u8d85\u9ad8\u90e8\u5206\u3001BirdBench \u4ee5\u53ca\u4e00\u4e2a\u5185\u90e8\u6570\u636e\u96c6\uff09\uff0cCOBOL \u662f\u6211\u4eec\u5185\u90e8\u5f00\u53d1\u7684\u6570\u636e\u96c6\u3002<\/p>\n

\"Command<\/p>\n

\u4f7f\u7528 NTREX \u6570\u636e\u96c6\u8bc4\u4f30\u7684\u6587\u6863\u7ffb\u8bd1\u8d28\u91cf\uff08\u901a\u8fc7\u8bed\u6599\u5e93 spBLEU \u6307\u6807\uff09\u3002<\/p>\n

 <\/p>\n

\u4e00\u6d41\u7684 RAG\u3001\u5de5\u5177\u4f7f\u7528\u548c\u667a\u80fd\u4f53<\/h3>\n

Command R7B \u5728\u5904\u7406\u6838\u5fc3\u4e1a\u52a1\u7528\u4f8b\u5982 RAG\u3001\u5de5\u5177\u4f7f\u7528\u548c AI \u667a\u80fd\u4f53\u65b9\u9762\uff0c\u4f18\u4e8e\u5176\u4ed6\u540c\u7b49\u89c4\u6a21\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\u3002\u5b83\u662f\u90a3\u4e9b\u5bfb\u6c42\u57fa\u4e8e\u5185\u90e8\u6587\u6863\u548c\u6570\u636e\u7684\u6210\u672c\u6548\u76ca\u6a21\u578b\u7684\u4f01\u4e1a\u7684\u7406\u60f3\u9009\u62e9\u3002\u4e0e\u6211\u4eec\u7684\u5176\u4ed6 R \u7cfb\u5217\u6a21\u578b\u4e00\u6837\uff0c\u6211\u4eec\u7684 RAG<\/a> \u63d0\u4f9b\u4e86\u672c\u5730\u5185\u8054\u5f15\u7528\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u5e7b\u89c9\u73b0\u8c61\uff0c\u5e76\u4f7f\u4e8b\u5b9e\u6838\u67e5\u53d8\u5f97\u66f4\u5bb9\u6613\u3002<\/p>\n

\"Command
\n\u5728 ChatRAGBench\uff0810 \u6570\u636e\u96c6\u5e73\u5747\uff09\u3001BFCL-v3\u3001StrategyQA\u3001Bamboogle \u548c Tooltalk-hard \u4e0a\u8fdb\u884c\u7684\u6027\u80fd\u8bc4\u4f30\u3002\u65b9\u6cd5\u5b66\u548c\u66f4\u591a\u7ec6\u8282\u8bf7\u89c1\u4e0b\u9762\u7684\u811a\u6ce8 [1]\u3002<\/p>\n

\u5728\u5de5\u5177\u4f7f\u7528\u65b9\u9762\uff0c\u6211\u4eec\u770b\u5230\u4e0e\u540c\u7c7b\u89c4\u6a21\u6a21\u578b\u76f8\u6bd4\uff0cCommand R7B \u5728\u4e1a\u754c\u6807\u51c6\u7684\u00a0Berkeley Function-Calling Leaderboard<\/a>\u00a0\u4e0a\u8868\u73b0\u66f4\u5f3a\u3002\u8fd9\u8868\u660e Command R7B \u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u591a\u6837\u5316\u548c\u52a8\u6001\u7684\u73af\u5883\u4e2d\uff0c\u7279\u522b\u64c5\u957f\u5de5\u5177\u4f7f\u7528\uff0c\u5e76\u4e14\u80fd\u591f\u907f\u514d\u4e0d\u5fc5\u8981\u5730\u8c03\u7528\u5de5\u5177\uff0c\u8fd9\u662f\u5b9e\u9645\u5e94\u7528\u4e2d\u5de5\u5177\u4f7f\u7528\u7684\u91cd\u8981\u65b9\u9762\u3002Command R7B \u7684\u591a\u6b65\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u4f7f\u5176\u80fd\u591f\u652f\u6301\u5feb\u901f\u4e14\u9ad8\u6548\u7684 AI \u667a\u80fd\u4f53\u3002<\/p>\n

 <\/p>\n

\u9488\u5bf9\u4f01\u4e1a\u7528\u4f8b\u7684\u4f18\u5316<\/h3>\n

\u6211\u4eec\u7684\u6a21\u578b\u7ecf\u8fc7\u4f18\u5316\uff0c\u6ee1\u8db3\u4f01\u4e1a\u5728\u5b9e\u9645\u90e8\u7f72 AI \u7cfb\u7edf\u65f6\u6240\u9700\u7684\u80fd\u529b\u3002R \u7cfb\u5217\u63d0\u4f9b\u4e86\u6548\u7387\u4e0e\u5f3a\u5927\u6027\u80fd\u7684\u65e0\u4e0e\u4f26\u6bd4\u7684\u5e73\u8861\u3002\u8fd9\u610f\u5473\u7740\u786e\u4fdd\u5b83\u4eec\u5728\u4eba\u7c7b\u8bc4\u4f30\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u8fd9\u662f\u8d28\u91cf\u8bc4\u4f30\u7684\u91d1\u6807\u51c6\u3002Command R7B \u5728\u5173\u4e8e RAG \u7528\u4f8b\u7684\u76f2\u8bc4\u5934\u5bf9\u5934\u6d4b\u8bd5\u4e2d\u4f18\u4e8e\u540c\u7c7b\u89c4\u6a21\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u8fd9\u4e9b\u7528\u4f8b\u6d89\u53ca\u5ba2\u6237\u5173\u5fc3\u7684 AI \u52a9\u624b\u6784\u5efa\uff0c\u6bd4\u5982\u5ba2\u670d\u3001\u4eba\u529b\u8d44\u6e90\u3001\u5408\u89c4\u6027\u548c IT \u652f\u6301\u7b49\u804c\u80fd\u3002<\/p>\n

\"Command
\n\u5728\u4eba\u7c7b\u8bc4\u4f30\u4e2d\uff0cCommand R7B \u4e0e Gemma 2 9B \u5728 949 \u4e2a\u4f01\u4e1a RAG \u7528\u4f8b\u7684\u6837\u672c\u4e0a\u8fdb\u884c\u5bf9\u6bd4\u6d4b\u8bd5\u3002\u6240\u6709\u793a\u4f8b\u5747\u7531\u4e13\u95e8\u8bad\u7ec3\u7684\u4eba\u5de5\u6807\u6ce8\u5458\u81f3\u5c11\u8fdb\u884c\u4e09\u91cd\u76f2\u6807\u6ce8\uff0c\u8bc4\u4f30\u6d41\u7545\u6027\u3001\u5fe0\u5b9e\u5ea6\u548c\u56de\u7b54\u5b9e\u7528\u6027\u3002<\/p>\n

 <\/p>\n

\u9ad8\u6548\u4e14\u5feb\u901f<\/h3>\n

Command R7B \u7684\u7d27\u51d1\u4f53\u79ef\u63d0\u4f9b\u4e86\u8f83\u5c0f\u7684\u670d\u52a1\u5360\u7528\u7a7a\u95f4\uff0c\u9002\u5408\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u548c\u8fed\u4ee3\u3002\u5b83\u5728\u9ad8\u541e\u5410\u91cf\u7684\u5b9e\u65f6\u7528\u4f8b\u4e2d\u8868\u73b0\u5353\u8d8a\uff0c\u5982\u804a\u5929\u673a\u5668\u4eba\u548c\u4ee3\u7801\u52a9\u624b\u3002\u5b83\u8fd8\u80fd\u591f\u5927\u5e45\u964d\u4f4e\u90e8\u7f72\u57fa\u7840\u8bbe\u65bd\u6210\u672c\uff0c\u5982\u6d88\u8d39\u8005\u7ea7 GPU \u548c CPU\uff0c\u4ece\u800c\u652f\u6301\u8bbe\u5907\u7aef\u63a8\u7406\u3002<\/p>\n

\u6211\u4eec\u5728\u6b64\u8fc7\u7a0b\u4e2d\u672a\u59a5\u534f\u4e8e\u6211\u4eec\u7684\u4f01\u4e1a\u7ea7\u5b89\u5168\u548c\u9690\u79c1\u6807\u51c6\uff0c\u786e\u4fdd\u5ba2\u6237\u6570\u636e\u7684\u4fdd\u62a4\u3002<\/p>\n

 <\/p>\n

\u5feb\u901f\u5165\u95e8<\/h3>\n

Command R7B \u4eca\u5929\u53ef\u4ee5\u5728\u00a0Cohere Platform<\/a>\u00a0\u4e0a\u4f7f\u7528\uff0c\u540c\u65f6\u4e5f\u53ef\u4ee5\u5728\u00a0HuggingFace<\/a>\u00a0\u4e0a\u8bbf\u95ee\u3002\u6211\u4eec\u5f88\u9ad8\u5174\u53d1\u5e03\u8be5\u6a21\u578b\u7684\u6743\u91cd\uff0c\u4e3a AI \u7814\u7a76\u793e\u533a\u63d0\u4f9b\u66f4\u5e7f\u6cdb\u7684\u524d\u6cbf\u6280\u672f\u8bbf\u95ee\u3002<\/p>\n\n\n\n\n\n
Cohere<\/a> API \u5b9a\u4ef7<\/th>\n\u8f93\u5165 Token<\/a><\/th>\n\u8f93\u51fa Token<\/th>\n<\/tr>\n<\/thead>\n
Command R7B<\/td>\n$0.0375 \/ 1M | $0.15 \/ 1M<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

 <\/p>\n

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