\u7814\u7a76\u4eba\u5458\u89e3\u91ca\u8bf4\uff0c\u5728<\/span>\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span><\/a>\uff08<\/span>LLM<\/span><\/a>s\uff09\u65f6\u4ee3\uff0c\u8d8b\u52bf\u503e\u5411\u4e8e\u4f7f\u7528\u5927\u89c4\u6a21\u7684\u201c\u5355\u7247\u201d\u6a21\u578b\uff0c\u7531\u4e8e\u5176\u5927\u91cf\u7684\u53c2\u6570\uff0c\u8fd9\u4e9b\u6a21\u578b\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u6765\u6709\u6548\u5730\u8bad\u7ec3\u3002\u7136\u800c\uff0c\u7531\u4e8e\u6570\u636e\u7a00\u7f3a\u548c\u5de8\u5927\u7684\u8d22\u52a1\u548c\u751f\u6001\u6210\u672c\uff0c\u8fd9\u4e00\u8d8b\u52bf\u662f\u4e0d\u53ef\u201c\u6301\u7eed\u201d\u7684\u3002\u00a0<\/span><\/p>\n \u591a\u8bed\u79cd<\/span>\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><\/a>\uff08<\/span>NLP<\/span><\/a>\uff09\uff0c\u6269\u5c55\u6027\u65b9\u9762\u7684\u6311\u6218\u662f\u663e\u800c\u6613\u89c1\u7684\u3002\u6269\u5c55\u591a\u8bed\u8a00\u6a21\u578b\u4ee5\u8986\u76d6\u591a\u79cd\u8bed\u8a00\u901a\u5e38\u4f1a\u5bfc\u81f4\u6027\u80fd\u4e0b\u964d\uff0c\u56e0\u4e3a\u6a21\u578b\u5904\u7406\u591a\u79cd\u8bed\u8a00\u7684\u80fd\u529b\u6709\u9650\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u589e\u52a0\u6574\u4f53\u6a21\u578b\u5927\u5c0f\u4ee5\u89e3\u51b3\u6269\u5c55\u6027\u95ee\u9898\uff0c\u53d7\u5230\u786c\u4ef6\u3001\u53ef\u7528\u6570\u636e\u548c\u8bad\u7ec3\u7b97\u6cd5\u6548\u7387\u7684\u9650\u5236\u3002\u00a0<\/span><\/p>\n \u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6269\u5c55\u6027\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u6a21\u5757\u5316\u4f5c\u4e3a\u89e3\u51b3\u65b9\u6848\u3002\u6a21\u5757\u5316\u5305\u62ec\u5c06\u795e\u7ecf\u7f51\u7edc\u5206\u89e3\u548c\u7ec4\u7ec7\u6210\u66f4\u5c0f\u7684\u3001\u72ec\u7acb\u7684\u548c\u53ef\u4e92\u6362\u7684\u6a21\u5757\uff08\u5373\u90e8\u4ef6\uff09\uff0c\u8fd9\u4e9b\u6a21\u5757\u53ef\u4ee5\u6267\u884c\u7279\u5b9a\u7684\u4efb\u52a1\u3002\u8fd9\u4e9b\u6a21\u5757\u4ec5\u5728\u9700\u8981\u65f6\u6fc0\u6d3b\uff0c\u901a\u8fc7\u4e13\u6ce8\u4e8e\u5fc5\u8981\u7684\u5185\u5bb9\uff0c\u4f7f\u7cfb\u7edf\u66f4\u52a0\u9ad8\u6548\u3002\u6839\u636e\u7814\u7a76\u4eba\u5458\u7684\u8bf4\u6cd5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u662f\u8bbe\u8ba1\u66f4\u5c0f\u7684\u5b50\u7f51\u7edc\u548c\u5177\u6709\u4e13\u95e8\u529f\u80fd\u7684\u7ec4\u4ef6\u7684\u5fc5\u8981\u6b65\u9aa4\u3002<\/span><\/p>\n \u6a21\u5757\u5316\u7684\u6982\u5ff5\u57fa\u4e8e\u4e24\u4e2a\u4e3b\u8981\u601d\u60f3\uff1a\u7a00\u758f\u6027\u5f3a\u5236\u548c\u6761\u4ef6\u8ba1\u7b97\u3002\u7a00\u758f\u6027\u5141\u8bb8\u7f51\u7edc\u5728\u8bad\u7ec3\u671f\u95f4\u53d8\u5927\uff0c\u4f46\u5728\u63a8\u7406\u671f\u95f4\u53d8\u7cbe\u7b80\uff0c\u901a\u8fc7\u4ec5\u6fc0\u6d3b\u5fc5\u8981\u7684\u6a21\u5757\u6765\u63d0\u9ad8\u6548\u7387\u3002\u6761\u4ef6\u8ba1\u7b97\u6839\u636e\u4efb\u52a1\u8981\u6c42\u5728\u7f51\u7edc\u4e2d\u8def\u7531\u4fe1\u606f\uff0c\u901a\u8fc7\u4ec5\u4f7f\u7528\u5fc5\u8981\u7684\u6a21\u578b\u53c2\u6570\u6765\u4f18\u5316\u4e0d\u540c\u573a\u666f\u7684\u6027\u80fd\u3002\u00a0<\/span><\/p>\n \u7b80\u5355\u6765\u8bf4\uff0c\u60f3\u8c61\u4e00\u4e0b\u4ece\u4e00\u79cd\u8bed\u8a00\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\u3002\u4e3a\u4e86\u6709\u6548\u5730\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u60a8\u5c06\u4f7f\u7528\u53d7\u8fc7\u6e90\u8bed\u8a00\u8bad\u7ec3\u7684\u7279\u5b9a\u7f16\u7801\u5668\u548c\u53d7\u8fc7\u7406\u89e3\u76ee\u6807\u8bed\u8a00\u8bad\u7ec3\u7684\u89e3\u7801\u5668\u3002<\/span><\/p>\n \u7f16\u7801\u5668\u5df2\u7ecf\u4ece\u6e90\u8bed\u8a00\u7684\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u4f46\u662f\u5b83\u53ef\u4ee5\u5904\u7406\u5230\u5404\u79cd\u76ee\u6807\u8bed\u8a00\u7684\u7ffb\u8bd1\u3002<\/span><\/p>\n \u89e3\u7801\u5668\u4e5f\u662f\u5982\u6b64\u2014\u2014\u5b83\u53ef\u4ee5\u89e3\u91ca\u4e0d\u540c\u7684\u6e90\u8bed\u8a00\u3002\u6a21\u5757\u7684\u52a8\u6001\u9009\u62e9\u786e\u4fdd\u5728\u7ffb\u8bd1\u8fc7\u7a0b\u4e2d\u53ea\u6709\u8be5\u7279\u5b9a\u8bed\u8a00\u5bf9\u7684\u5fc5\u8981\u90e8\u5206\u5904\u4e8e\u6d3b\u52a8\u72b6\u6001\uff0c\u4ece\u800c\u4f7f\u7ffb\u8bd1\u8fc7\u7a0b\u66f4\u5feb\u3001\u66f4\u51c6\u786e\u3002\u5982\u679c\u4e00\u4e2a\u6a21\u5757\u2014\u2014\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\u662f\u4e00\u79cd\u8bed\u8a00\u2014\u2014\u4e0e\u624b\u5934\u7684\u7279\u5b9a\u7ffb\u8bd1\u4efb\u52a1\u65e0\u5173\uff0c\u5c31\u597d\u50cf\u5b83\u88ab\u5173\u95ed\u4e86\uff0c\u4ee5\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u3002<\/p>\n \u603b\u7684\u6765\u8bf4\uff0c\u6a21\u5757\u5316\u901a\u8fc7\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u548c\u5173\u6ce8\u76f8\u5173\u53c2\u6570\uff0c\u5bfc\u81f4\u66f4\u6709\u6548\u7684\u63a8\u7406\u3002\u5b83\u8fd8\u63d0\u9ad8\u4e86\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u4f7f\u5176\u66f4\u5bb9\u6613\u7406\u89e3\u6bcf\u4e2a\u53c2\u6570\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u8d21\u732e\u3002\u00a0<\/span><\/p>\n \u6b64\u5916\uff0c\u6a21\u5757\u5316\u67b6\u6784\u6709\u52a9\u4e8e\u8bbe\u8ba1\u53ef\u91cd\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u7ec4\u4ef6\uff0c\u8fd9\u4e9b\u7ec4\u4ef6\u53ef\u4ee5\u7ec4\u5408\u8d77\u6765\u9002\u5e94\u65b0\u4efb\u52a1\uff0c\u800c\u65e0\u9700\u5927\u91cf\u7684\u518d\u8bad\u7ec3\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u7075\u6d3b\u6027\u548c\u591a\u529f\u80fd\u6027\u3002<\/span><\/p>\n \u5c3d\u7ba1\u6a21\u5757\u5316\u6709\u5f88\u591a\u597d\u5904\uff0c\u4f46\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u4ecd\u7136\u5b58\u5728\uff1a\u7f3a\u4e4f\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u63a5\u53d7\u4e14\u6613\u4e8e\u8bbf\u95ee\u7684\u6846\u67b6\u6765\u8bbe\u8ba1\u548c\u7ba1\u7406\u8fd9\u79cd\u6a21\u578b\u3002\u6b63\u5982\u7814\u7a76\u4eba\u5458\u6240\u5f3a\u8c03\u7684\uff0c\u5c3d\u7ba1\u6709\u51e0\u4e2a\u7528\u4e8e\u57f9\u8bad\u7684\u5f00\u6e90\u6846\u67b6<\/span>\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1<\/span><\/a>\uff08NMT\uff09\u7cfb\u7edf\uff0c\u5b83\u4eec\u4e2d\u6ca1\u6709\u4e00\u4e2a\u660e\u786e\u5730\u5c06\u6a21\u5757\u5316\u4f5c\u4e3a\u4e3b\u8981\u76ee\u6807\u3002\u00a0<\/span><\/p>\n MAMMOTH\u5de5\u5177\u5305\u53ef\u4ee5\u901a\u8fc7\u4e3a\u8bad\u7ec3\u6a21\u5757\u5316\u7f16\u7801\u5668\u2014\u2014\u89e3\u7801\u5668\u7cfb\u7edf\u63d0\u4f9b\u4e00\u4e2a\u5168\u9762\u7684\u6846\u67b6\u6765\u5f25\u8865\u8fd9\u4e00\u5dee\u8ddd\u3002\u7814\u7a76\u4eba\u5458\u5f3a\u8c03\uff0c\u5efa\u7acb\u5728OpenNMT-py\u5e93\uff08\u4e00\u4e2a\u7528\u4e8e\u8bad\u7ec3NMT\u6a21\u578b\u7684\u53ef\u5b9a\u5236\u5e93\uff09\u7684\u57fa\u7840\u4e0a\uff0c\u201cMAMMOTH\u662f\u7b2c\u4e00\u4e2a\u5171\u540c\u89e3\u51b3\u53ef\u6269\u5c55\u6027\u3001\u591a\u8bed\u8a00\u6027\u548c\u6a21\u5757\u5316\u95ee\u9898\u7684\u5f00\u6e90\u5de5\u5177\u5305\u201d\u3002\u00a0<\/span><\/p>\n \u7814\u7a76\u4eba\u5458\u5c55\u793a\u4e86MAMMOTH\u5de5\u5177\u5305\u5728NVIDIA GPUs\u96c6\u7fa4\u4e0a\u8fd0\u884c\u65f6\u7684\u6709\u6548\u6027\uff0c\u7279\u522b\u662fA100\u548cV100\u578b\u53f7\uff0c\u8fd9\u4e9b\u578b\u53f7\u4ee5\u5176\u9ad8\u8ba1\u7b97\u80fd\u529b\u800c\u95fb\u540d\uff0c\u901a\u5e38\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u3002\u7814\u7a76\u4eba\u5458\u611f\u8c22\u82ac\u5170\u82f1\u4f1f\u8fbe\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e2d\u5fc3\u5728\u6574\u4e2a\u9879\u76ee\u4e2d\u7684\u8d21\u732e\u548c\u652f\u6301\u3002\u00a0<\/span><\/p>\n MAMMOTH\u5de5\u5177\u5305<\/span>\u5728GitHub\u4e0a\u516c\u5f00\u63d0\u4f9b<\/span><\/a>\uff0c\u9f13\u52b1\u5f00\u53d1\u4eba\u5458\u548c\u7814\u7a76\u4eba\u5458\u4e3a\u5de5\u5177\u5305\u7684\u5f00\u53d1\u505a\u51fa\u8d21\u732e\u3002\u00a0<\/span><\/p>\n\u4ec0\u4e48\u662f\u6a21\u5757\u5316\uff1f<\/span><\/h3>\n
\u53ef\u6269\u5c55\u6027\u548c\u591a\u8bed\u79cd\u6027<\/span><\/h3>\n