{"id":49943,"date":"2023-11-16T19:49:00","date_gmt":"2023-11-16T11:49:00","guid":{"rendered":"https:\/\/www.ioiotimes.com\/?p=49943"},"modified":"2023-11-17T10:49:24","modified_gmt":"2023-11-17T02:49:24","slug":"%e4%bb%80%e9%ba%bc%e6%98%af%e6%aa%a2%e7%b4%a2%e5%a2%9e%e5%bc%b7%e7%94%9f%e6%88%90%ef%bc%9f%e6%aa%a2%e7%b4%a2%e5%a2%9e%e5%bc%b7%e7%94%9f%e6%88%90%e6%98%af%e4%b8%80%e7%a8%ae%e5%88%a9%e7%94%a8%e5%be%9e","status":"publish","type":"post","link":"https:\/\/www.ioiotimes.com\/?p=49943","title":{"rendered":"\u4ec0\u9ebc\u662f\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff1f\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u662f\u4e00\u7a2e\u5229\u7528\u5f9e\u5916\u90e8\u4f86\u6e90\u7372\u53d6\u7684\u4e8b\u5be6\u4f86\u63d0\u9ad8\u751f\u6210\u4eba\u5de5\u667a\u6167\u6a21\u578b\u6e96\u78ba\u6027\u548c\u53ef\u9760\u5ea6\u7684\u6280\u8853"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"683\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia08.jpg\" alt=\"\" class=\"wp-image-49968\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia08.jpg 1280w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia08-300x160.jpg 300w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia08-1024x546.jpg 1024w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia08-768x410.jpg 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8981\u7406\u89e3<a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/data-science\/generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167<\/a>\u7684\u6700\u65b0\u9032\u5c55\uff0c\u53ef\u4ee5\u60f3\u50cf\u70ba\u4e00\u500b\u6cd5\u5ead\u3002<\/p>\n\n\n\n<p>\u6cd5\u5b98\u6839\u64da\u5c0d\u6cd5\u5f8b\u7684\u4e00\u822c\u7406\u89e3\u4f86\u8046\u807d\u4e26\u505a\u51fa\u5224\u6c7a\u3002\u6709\u6642\u5019\uff0c\u4e00\u500b\u6848\u4ef6\uff0c\u6bd4\u5982\u904e\u5931\u8a34\u8a1f\u6216\u52de\u8cc7\u722d\u8b70\uff0c\u9700\u8981\u7279\u6b8a\u5c08\u696d\u77e5\u8b58\uff0c\u6240\u4ee5\u6cd5\u5b98\u6703\u6d3e\u9063\u6cd5\u5ead\u52a9\u7406\u5230\u6cd5\u5f8b\u5716\u66f8\u9928\uff0c\u5c0b\u627e\u53ef\u4ee5\u5f15\u7528\u7684\u5148\u4f8b\u548c\u7279\u5b9a\u6848\u4f8b\u3002<\/p>\n\n\n\n<p>\u5c31\u50cf\u4e00\u4f4d\u512a\u79c0\u7684\u6cd5\u5b98\u4e00\u6a23\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08<a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/data-science\/large-language-models\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLM<\/a>\uff09\u53ef\u4ee5\u56de\u61c9\u5404\u7a2e\u4eba\u985e\u67e5\u8a62\u3002\u4f46\u70ba\u4e86\u63d0\u4f9b\u5f15\u7528\u4f86\u6e90\u7684\u6b0a\u5a01\u7b54\u6848\uff0c\u8a72\u6a21\u578b\u9700\u8981\u52a9\u624b\u9032\u884c\u4e00\u4e9b\u7814\u7a76\u3002<\/p>\n\n\n\n<p>\u4eba\u5de5\u667a\u6167\u7684\u6cd5\u5ead\u52a9\u7406\u662f\u4e00\u500b\u7a31\u70ba\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08Retrieval-Augmented Generation\uff0c\u7c21\u7a31RAG\uff09\u7684\u904e\u7a0b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u540d\u7a31\u7684\u7531\u4f86<\/strong><strong><\/strong><\/p>\n\n\n\n<p>Patrick Lewis \u662f <a href=\"https:\/\/arxiv.org\/pdf\/2005.11401.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">2020\u5e74\u5275\u9020\u9019\u500b\u8853\u8a9e\u7684\u8ad6\u6587<\/a>\u7684\u4e3b\u8981\u4f5c\u8005\uff0c\u4ed6\u5c0d\u9019\u500b\u4e0d\u592a\u8a0e\u559c\u7684\u5b57\u6bcd\u7e2e\u5beb\u8a5e\u8868\u793a\u6b49\u610f\uff0c\u8a72\u7e2e\u5beb\u8a5e\u73fe\u5728\u63cf\u8ff0\u4e86\u6578\u767e\u7bc7\u8ad6\u6587\u548c\u6578\u5341\u7a2e\u5546\u696d\u670d\u52d9\u4e2d\u4e0d\u65b7\u589e\u9577\u7684\u65b9\u6cd5\u7cfb\u5217\uff0c\u4ed6\u8a8d\u70ba\u4ee3\u8868\u4e86\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u7684\u672a\u4f86\u3002<\/p>\n\n\n\n<p>\u300c\u5982\u679c\u6211\u5011\u77e5\u9053\u6211\u5011\u7684\u5de5\u4f5c\u6703\u8b8a\u5f97\u5982\u6b64\u666e\u53ca\uff0c\u6211\u5011\u7576\u7136\u6703\u5c0d\u540d\u7a31\u591a\u82b1\u4e9b\u5fc3\u601d\u300dLewis \u5728\u65b0\u52a0\u5761\u63a5\u53d7\u63a1\u8a2a\u6642\u8aaa\uff0c\u4ed6\u7576\u6642\u6b63\u5728\u4e00\u500b\u5340\u57df\u6027\u7684\u8cc7\u6599\u5eab\u958b\u767c\u8005\u5927\u6703\u5206\u4eab\u81ea\u5df1\u7684\u60f3\u6cd5\u3002<\/p>\n\n\n\n<p>\u300c\u6211\u5011\u4e00\u76f4\u8a08\u5283\u8981\u53d6\u500b\u66f4\u597d\u807d\u7684\u540d\u5b57\uff0c\u4f46\u5230\u4e86\u5beb\u8ad6\u6587\u7684\u6642\u5019\uff0c\u6c92\u6709\u4eba\u6709\u66f4\u597d\u7684\u4e3b\u610f\uff0c\u300dLewis \u8868\u793a\uff0c\u4ed6\u73fe\u5728\u662f\u4eba\u5de5\u667a\u6167\u65b0\u5275\u516c\u53f8 Cohere \u7684 RAG \u5718\u968a\u7684\u8ca0\u8cac\u4eba\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u90a3\u9ebc\uff0c\u4ec0\u9ebc\u662f\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff1f<\/strong>.<\/p>\n\n\n\n<p>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u662f\u4e00\u7a2e\u5229\u7528\u5f9e\u5916\u90e8\u4f86\u6e90\u7372\u53d6\u7684\u4e8b\u5be6\u4f86\u63d0\u9ad8\u751f\u6210\u4eba\u5de5\u667a\u6167\u6a21\u578b\u6e96\u78ba\u6027\u548c\u53ef\u9760\u5ea6\u7684\u6280\u8853\u3002<\/p>\n\n\n\n<p>\u63db\u53e5\u8a71\u8aaa\uff0c\u5b83\u586b\u88dc\u4e86\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u904b\u4f5c\u65b9\u5f0f\u4e2d\u7684\u4e00\u500b\u7a7a\u7f3a\u3002\u5728\u672c\u8cea\u4e0a\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u662f\u795e\u7d93\u7db2\u8def\uff0c\u901a\u5e38\u900f\u904e\u5b83\u5011\u5305\u542b\u591a\u5c11\u7684\u53c3\u6578\u91cf\u4f86\u8861\u91cf\u3002\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u53c3\u6578\u6a5f\u57fa\u672c\u4e0a\u4ee3\u8868\u4e86\u4eba\u985e\u5982\u4f55\u4f7f\u7528\u55ae\u5b57\u5f62\u6210\u53e5\u5b50\u7684\u4e00\u822c\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u9019\u7a2e\u6df1\u523b\u7684\u7406\u89e3\uff0c\u6709\u6642\u88ab\u7a31\u70ba\u53c3\u6578\u5316\u77e5\u8b58\uff0c\u4f7f\u5f97\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u80fd\u5920\u4ee5\u6975\u5feb\u7684\u901f\u5ea6\u5c0d\u4e00\u822c\u63d0\u793a\u4f5c\u51fa\u56de\u61c9\u3002 \u4f46\u662f\uff0c\u5b83\u7121\u6cd5\u6eff\u8db3\u90a3\u4e9b\u60f3\u8981\u66f4\u6df1\u5165\u7814\u7a76\u7576\u524d\u6216\u66f4\u7279\u5b9a\u4e3b\u984c\u7684\u4f7f\u7528\u8005\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u7d50\u5408\u5167\u5916\u90e8\u8cc7\u6e90<\/strong><strong><\/strong><\/p>\n\n\n\n<p>Lewis \u548c\u4ed6\u7684\u540c\u4e8b\u958b\u767c\u4e86\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u6280\u8853\uff0c\u4ee5\u5c07\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u670d\u52d9\u8207\u5916\u90e8\u8cc7\u6e90\u76f8\u9023\u63a5\uff0c\u5c24\u5176\u662f\u90a3\u4e9b\u5305\u542b\u6700\u65b0\u6280\u8853\u7d30\u7bc0\u7684\u8cc7\u6e90\u3002<\/p>\n\n\n\n<p>\u9019\u4efd\u8ad6\u6587\u7531\u4f86\u81ea\u524d Facebook AI Research\uff08\u73fe\u5728\u662f Meta AI\uff09\u3001\u502b\u6566\u5927\u5b78\u5b78\u9662\u548c\u7d10\u7d04\u5927\u5b78\u7684\u5408\u8457\u4f5c\u8005\u64b0\u5beb\uff0c\u5c07 RAG \u7a31\u70ba\u300c\u901a\u7528\u7684\u5fae\u8abf\u914d\u65b9\u300d\uff0c\u56e0\u70ba\u5e7e\u4e4e\u4efb\u4f55\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u90fd\u53ef\u4ee5\u4f7f\u7528\u5b83\u4f86\u9023\u63a5\u5e7e\u4e4e\u4efb\u4f55\u5916\u90e8\u8cc7\u6e90\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u5efa\u7acb\u4f7f\u7528\u8005\u7684\u4fe1\u4efb<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u70ba\u6a21\u578b\u63d0\u4f9b\u53ef\u4ee5\u5f15\u7528\u7684\u4f86\u6e90\uff0c\u5c31\u50cf\u7814\u7a76\u8ad6\u6587\u4e2d\u7684\u8a3b\u8173\uff0c\u9019\u6a23\u4f7f\u7528\u8005\u53ef\u4ee5\u6838\u67e5\u4efb\u4f55\u4e3b\u5f35\u3002\u9019\u6709\u52a9\u65bc\u5efa\u7acb\u4fe1\u4efb\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u8a72\u6280\u8853\u53ef\u4ee5\u5e6b\u52a9\u6a21\u578b\u6d88\u9664\u4f7f\u7528\u8005\u67e5\u8a62\u4e2d\u7684\u6b67\u7fa9\u3002 \u5b83\u9084\u964d\u4f4e\u4e86\u6a21\u578b\u7522\u751f\u300c\u5e7b\u89ba\u300d\u800c\u505a\u51fa\u932f\u8aa4\u731c\u6e2c\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u53e6\u4e00\u500b\u512a\u52e2\u662f\u5b83\u76f8\u5c0d\u7c21\u55ae\u3002Lewis \u548c\u8ad6\u6587\u7684\u4e09\u4f4d\u5408\u8457\u4f5c\u8005\u5728\u4e00\u7bc7<a href=\"https:\/\/ai.meta.com\/blog\/retrieval-augmented-generation-streamlining-the-creation-of-intelligent-natural-language-processing-models\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u90e8\u843d\u683c\u6587\u7ae0<\/a>\u4e2d\u8868\u793a\uff0c\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u4f7f\u7528\u50c5<a href=\"https:\/\/huggingface.co\/facebook\/rag-token-nq\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e94\u884c\u7a0b\u5f0f\u78bc<\/a>\u5efa\u7f6e\u9019\u500b\u904e\u7a0b\u3002<\/p>\n\n\n\n<p>\u9019\u4f7f\u5f97\u8a72\u65b9\u6cd5\u6bd4\u4f7f\u7528\u984d\u5916\u8cc7\u6599\u96c6\u91cd\u65b0\u8a13\u7df4\u6a21\u578b\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u3002\u5b83\u9084\u5141\u8a31\u7528\u6236\u5373\u6642\u5207\u63db\u65b0\u7684\u4f86\u6e90\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u4eba\u5011\u5982\u4f55\u4f7f\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u900f\u904e\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff0c\u4f7f\u7528\u8005\u57fa\u672c\u4e0a\u53ef\u4ee5\u8207\u8cc7\u6599\u5132\u5b58\u5eab\u9032\u884c\u5c0d\u8a71\uff0c\u958b\u555f\u4e86\u65b0\u7684\u9ad4\u9a57\u65b9\u5f0f\u3002\u9019\u610f\u5473\u8457\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u61c9\u7528\u53ef\u80fd\u662f\u73fe\u6709\u53ef\u7528\u8cc7\u6599\u96c6\u7684\u6578\u500d\u3002<\/p>\n\n\n\n<p>\u8209\u4f8b\u4f86\u8aaa\uff0c\u4e00\u500b\u5e36\u6709\u91ab\u5b78\u7d22\u5f15\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u6a21\u578b\u53ef\u4ee5\u6210\u70ba\u91ab\u751f\u6216\u8b77\u58eb\u7684\u512a\u79c0\u52a9\u624b\u3002\u91d1\u878d\u5206\u6790\u5e2b\u5c07\u53d7\u76ca\u65bc\u8207\u5e02\u5834\u8cc7\u6599\u76f8\u9023\u63a5\u7684\u52a9\u624b\u3002<\/p>\n\n\n\n<p>\u4e8b\u5be6\u4e0a\uff0c\u5e7e\u4e4e\u4efb\u4f55\u4f01\u696d\u90fd\u53ef\u4ee5\u5c07\u5176\u6280\u8853\u6216\u653f\u7b56\u624b\u518a\u3001\u5f71\u7247\u6216\u65e5\u8a8c\u8f49\u5316\u70ba\u7a31\u70ba\u77e5\u8b58\u5eab\u7684\u8cc7\u6e90\uff0c\u4ee5\u589e\u5f37\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002\u9019\u4e9b\u8cc7\u6e90\u53ef\u4ee5\u5be6\u73fe\u50cf\u662f\u5ba2\u6236\u652f\u63f4\u3001\u73fe\u5834\u652f\u63f4\u3001\u54e1\u5de5\u8a13\u7df4\u548c\u958b\u767c\u4eba\u54e1\u751f\u7522\u529b\u7b49\u7528\u4f8b<\/p>\n\n\n\n<p>\u9019\u7a2e\u5ee3\u5927\u7684\u6f5b\u529b\u662f\u70ba\u4ec0\u9ebc\u5305\u62ec <a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/simplify-access-to-internal-information-using-retrieval-augmented-generation-and-langchain-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">AWS<\/a>\u3001<a href=\"https:\/\/research.ibm.com\/blog\/retrieval-augmented-generation-RAG\" target=\"_blank\" rel=\"noreferrer noopener\">IBM<\/a>\u3001<a href=\"https:\/\/www.glean.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Glean<\/a>\u3001Google\u3001Microsoft\u3001NVIDIA\u3001<a href=\"https:\/\/www.oracle.com\/artificial-intelligence\/generative-ai\/retrieval-augmented-generation-rag\/\" target=\"_blank\" rel=\"noreferrer noopener\">Oracle<\/a> \u548c <a href=\"https:\/\/www.pinecone.io\/learn\/retrieval-augmented-generation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pinecone<\/a> \u5728\u5167\u7684\u516c\u53f8\u6b63\u5728\u63a1\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u6280\u8853\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u958b\u59cb\u4f7f\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u70ba\u4e86\u5e6b\u52a9\u4f7f\u7528\u8005\u5165\u9580\uff0cNVIDIA \u958b\u767c\u4e86\u4e00\u500b\u7528\u65bc<a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/workflows-generative-ai\/0.1.0\/technical-brief.html\" target=\"_blank\" rel=\"noreferrer noopener\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u53c3\u8003\u67b6\u69cb<\/a>\u3002\u5b83\u5305\u62ec\u4e00\u500b\u7bc4\u4f8b\u804a\u5929\u6a5f\u5668\u4eba\u4ee5\u53ca\u4f7f\u7528\u8005\u9700\u8981\u5229\u7528\u9019\u7a2e\u65b0\u65b9\u6cd5\u5275\u5efa\u81ea\u5df1\u61c9\u7528\u7a0b\u5f0f\u6240\u9700\u7684\u5143\u7d20\u3002<\/p>\n\n\n\n<p>\u9019\u500b\u5de5\u4f5c\u6d41\u7a0b\u4f7f\u7528\u4e86 <a href=\"https:\/\/www.nvidia.com\/zh-tw\/ai-data-science\/generative-ai\/nemo-framework\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA NeMo<\/a>\uff0c\u9019\u662f\u4e00\u500b\u7528\u65bc\u958b\u767c\u548c\u81ea\u5b9a\u7fa9\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u6a21\u578b\u7684\u6846\u67b6\uff0c\u9084\u4f7f\u7528 <a href=\"https:\/\/www.nvidia.com\/zh-tw\/ai-data-science\/products\/triton-inference-server\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA Triton \u63a8\u8ad6\u4f3a\u670d\u5668<\/a>\u548c <a href=\"https:\/\/developer.nvidia.com\/blog\/optimizing-inference-on-llms-with-tensorrt-llm-now-publicly-available\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA TensorRT-LLM<\/a> \u8edf\u9ad4\u65bc\u904b\u884c\u4e0a\u7dda\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u9019\u4e9b\u8edf\u9ad4\u5143\u4ef6\u90fd\u662f <a href=\"https:\/\/www.nvidia.com\/zh-tw\/data-center\/products\/ai-enterprise\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA AI Enterprise<\/a> \u7684\u4e00\u90e8\u5206\uff0c\u53ef\u52a0\u901f\u751f\u7522\u5c31\u7dd2\u4eba\u5de5\u667a\u6167\u7684\u958b\u767c\u548c\u90e8\u7f72\uff0c\u4e26\u63d0\u4f9b\u4f01\u696d\u6240\u9700\u7684\u5b89\u5168\u6027\u3001\u652f\u63f4\u548c\u7a69\u5b9a\u6027\u3002<\/p>\n\n\n\n<p>\u8981\u5be6\u73fe\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u5de5\u4f5c\u6d41\u7a0b\u7684\u6700\u4f73\u6548\u80fd\uff0c\u9700\u8981\u5927\u91cf\u7684\u8a18\u61b6\u9ad4\u548c\u904b\u7b97\u4f86\u79fb\u52d5\u548c\u8655\u7406\u8cc7\u6599\u3002<a href=\"https:\/\/nvidianews.nvidia.com\/news\/gh200-grace-hopper-superchip-with-hbm3e-memory\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA GH200 Grace Hopper \u8d85\u7d1a\u6676\u7247<\/a>\u5177\u6709 288GB \u5feb\u901f HBM3e \u8a18\u61b6\u9ad4\u548c 8 petaflops \u7684\u904b\u7b97\u80fd\u529b\uff0c\u662f\u7406\u60f3\u7684\u9078\u64c7\uff0c\u5b83\u53ef\u4ee5\u5be6\u73fe\u6bd4\u4f7f\u7528 CPU \u5feb 150 \u500d\u7684\u52a0\u901f\u3002<\/p>\n\n\n\n<p>\u4e00\u65e6\u516c\u53f8\u719f\u6089\u4e86\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff0c\u4ed6\u5011\u5c31\u53ef\u4ee5\u5c07\u5404\u7a2e\u73fe\u6210\u7684\u6216\u5ba2\u88fd\u5316\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u8207\u5167\u90e8\u6216\u5916\u90e8\u7684\u77e5\u8b58\u5eab\u7d50\u5408\uff0c\u5275\u5efa\u5404\u7a2e\u52a9\u624b\u4f86\u5354\u52a9\u5176\u54e1\u5de5\u548c\u5ba2\u6236\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"330\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia09.png\" alt=\"\" class=\"wp-image-49969\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia09.png 600w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia09-300x165.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption class=\"wp-element-caption\">\u25b2\u500b\u4eba\u96fb\u8166\u4e0a\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u61c9\u7528\u7bc4\u4f8b<\/figcaption><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u4e0d\u9700\u8981\u8cc7\u6599\u4e2d\u5fc3\u3002\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5df2\u7d93\u5728 Windows PC \u4e0a\u4eae\u76f8\uff0c\u4f7f\u7528\u8005\u900f\u904e NVIDIA \u8edf\u9ad4\u53ef\u4ee5\u5728\u7b46\u8a18\u578b\u96fb\u8166\u4e0a\u5b58\u53d6\u5404\u7a2e\u76f8\u95dc\u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<p>\u642d\u8f09 NVIDIA RTX GPU \u7684\u500b\u4eba\u96fb\u8166\u73fe\u5728\u53ef\u4ee5\u672c\u5730\u7aef\u904b\u884c\u4e00\u4e9b\u4eba\u5de5\u667a\u6167\u6a21\u578b\u3002\u900f\u904e\u5728\u500b\u4eba\u96fb\u8166\u4e0a\u4f7f\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u9023\u63a5\u5230\u79c1\u6709\u77e5\u8b58\u4f86\u6e90\uff0c\u7121\u8ad6\u662f\u96fb\u5b50\u90f5\u4ef6\u3001\u7b46\u8a18\u9084\u662f\u6587\u7ae0\uff0c\u4ee5\u6539\u9032\u56de\u61c9\u3002\u4f7f\u7528\u8005\u53ef\u4ee5\u653e\u5fc3\uff0c\u4ed6\u5011\u7684\u8cc7\u6599\u4f86\u6e90\u3001\u63d0\u793a\u548c\u56de\u61c9\u90fd\u4fdd\u6301\u79c1\u5bc6\u548c\u5b89\u5168\u3002<\/p>\n\n\n\n<p>\u6700\u8fd1\u7684\u4e00\u7bc7<a href=\"https:\/\/nam11.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fblogs.nvidia.com%2Fblog%2F2023%2F10%2F17%2Ftensorrt-llm-windows-stable-diffusion-rtx%2F&amp;data=05%7C01%7Crmerritt%40nvidia.com%7Cdfd2267cb8344597f73408dbd0e6fc36%7C43083d15727340c1b7db39efd9ccc17a%7C0%7C0%7C638333462716560839%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&amp;sdata=V5FClNyBybzOnm3%2FKxiTT4i9aoT0GdLWzdLfnF8LBk0%3D&amp;reserved=0\" target=\"_blank\" rel=\"noreferrer noopener\">\u90e8\u843d\u683c\u6587\u7ae0<\/a>\u63d0\u4f9b\u4e86\u4e00\u500b\u4f7f\u7528 TensorRT-LLM \u52a0\u901f Windows \u4e0a\u7684\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u4ee5\u5feb\u901f\u7372\u5f97\u66f4\u597d\u7d50\u679c\u7684\u7bc4\u4f8b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u6b77\u53f2<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u9019\u9805\u6280\u8853\u7684\u6839\u6e90\u81f3\u5c11\u53ef\u4ee5\u8ffd\u6eaf\u5230 20 \u4e16\u7d00 70 \u5e74\u4ee3\u521d\u3002\u90a3\u6642\uff0c\u8a0a\u606f\u6aa2\u7d22\u9818\u57df\u7684\u7814\u7a76\u4eba\u54e1\u958b\u767c\u4e86\u4ed6\u5011\u6240\u7a31\u4e4b\u70ba\u554f\u7b54\u7cfb\u7d71\u7684\u539f\u578b\uff0c\u5373\u4f7f\u7528\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08<a href=\"https:\/\/www.nvidia.com\/en-us\/glossary\/natural-language-processing\/\" target=\"_blank\" rel=\"noreferrer noopener\">NLP<\/a>\uff09\u4f86\u8a2a\u554f\u6587\u672c\u7684\u61c9\u7528\u7a0b\u5f0f\uff0c\u6700\u521d\u50c5\u9650\u65bc\u50cf\u662f\u68d2\u7403\u7b49\u72f9\u7a84\u7684\u4e3b\u984c\u3002<\/p>\n\n\n\n<p>\u591a\u5e74\u4f86\uff0c\u9019\u7a2e\u6587\u672c\u63a2\u52d8\u80cc\u5f8c\u7684\u6982\u5ff5\u4e00\u76f4\u76f8\u7576\u7a69\u5b9a\u3002 \u4f46\u9a45\u52d5\u5b83\u5011\u7684\u6a5f\u5668\u5b78\u7fd2\u5f15\u64ce\u5df2\u7d93\u986f\u8457\u6210\u9577\uff0c\u63d0\u9ad8\u4e86\u5b83\u5011\u7684\u5be6\u7528\u6027\u548c\u53d7\u6b61\u8fce\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<p>\u5728 20 \u4e16\u7d00 90 \u5e74\u4ee3\u4e2d\u671f\uff0cAsk Jeeves \u670d\u52d9\uff0c\u73fe\u5728\u7a31\u70ba Ask.com\uff0c\u900f\u904e\u5176\u7a7f\u8457\u8003\u7a76\u7684\u4f8d\u8005\u70ba\u5409\u7965\u7269\uff0c\u666e\u53ca\u4e86\u554f\u7b54\u670d\u52d9\u3002IBM \u7684\u83ef\u751f\uff08Watson\uff09\u5728 2011 \u5e74\u8f15\u9b06\u64ca\u6557\u5169\u540d Jeopardy! \u904a\u6232\u7bc0\u76ee\u4e0a\u7684\u4eba\u985e\u51a0\u8ecd\uff0c\u6210\u70ba\u4e86\u4e00\u4f4d\u96fb\u8996\u540d\u4eba\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"270\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia10.png\" alt=\"\" class=\"wp-image-49970\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia10.png 500w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia10-300x162.png 300w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u4eca\u5929\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6b63\u5728\u5c07\u554f\u7b54\u7cfb\u7d71\u63d0\u5347\u5230\u5168\u65b0\u7684\u6c34\u5e73\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u4f86\u81ea\u502b\u6566\u5be6\u9a57\u5ba4\u7684\u898b\u89e3<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u9019\u7bc7\u958b\u5275\u6027\u7684 2020 \u5e74\u8ad6\u6587\u767c\u8868\u4e4b\u969b\uff0cLewis \u6b63\u5728\u502b\u6566\u5927\u5b78\u5b78\u9662\u653b\u8b80 NLP \u535a\u58eb\u5b78\u4f4d\uff0c\u4e26\u5728\u502b\u6566\u4e00\u500b\u65b0\u7684\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4\u70ba Meta \u5de5\u4f5c\u3002\u9019\u500b\u5718\u968a\u7576\u6642\u6b63\u5728\u5c0b\u627e\u65b9\u6cd5\uff0c\u4ee5\u5c07\u66f4\u591a\u7684\u77e5\u8b58\u878d\u5165\u5230\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u53c3\u6578\u4e2d\uff0c\u4e26\u4f7f\u7528\u4ed6\u5011\u958b\u767c\u7684\u57fa\u6e96\u4f86\u6e2c\u91cf\u9032\u5c55\u3002<\/p>\n\n\n\n<p>\u57fa\u65bc\u5148\u524d\u7684\u65b9\u6cd5\u4e26\u53d7\u5230 Google \u7814\u7a76\u4eba\u54e1\u4e00\u7bc7<a href=\"https:\/\/arxiv.org\/pdf\/2002.08909.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">\u8ad6\u6587<\/a>\u7684\u555f\u767c\uff0c\u8a72\u5c0f\u7d44\u300c\u64c1\u6709\u9019\u6a23\u4e00\u500b\u4ee4\u4eba\u4fe1\u670d\u7684\u9858\u666f\uff1a\u7d93\u904e\u8a13\u7df4\u7684\u7cfb\u7d71\uff0c\u4e2d\u9593\u6709\u4e00\u500b\u6aa2\u7d22\u7d22\u5f15\uff0c\u9019\u6a23\u5c31\u53ef\u4ee5\u5b78\u7fd2\u548c\u7522\u751f\u4efb\u4f55\u4f60\u60f3\u8981\u7684\u6587\u672c\u8f38\u51fa\u3002\u300dLewis \u56de\u61b6\u9053\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"338\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia11.png\" alt=\"\" class=\"wp-image-49971\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia11.png 600w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia11-300x169.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption class=\"wp-element-caption\">\u25b2IBM Watson\u554f\u7b54\u7cfb\u7d71\u5728\u96fb\u8996\u904a\u6232\u7bc0\u76eeJeopardy!\u4e2d\u5927\u7372\u5168\u52dd\u5f8c\u6210\u70ba\u540d\u4eba<\/figcaption><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u7576 Lewis \u5c07\u53e6\u4e00\u652f Meta \u5718\u968a\u6b63\u5728\u9032\u884c\u4e2d\u7684\u6aa2\u7d22\u7cfb\u7d71\u6574\u5408\u9032\u4f86\u6642\uff0c\u7b2c\u4e00\u500b\u7d50\u679c\u51fa\u4e4e\u610f\u6599\u5730\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002<\/p>\n\n\n\n<p>\u300c\u6211\u5411\u6211\u7684\u4e3b\u7ba1\u5c55\u793a\u4e86\u7d50\u679c\uff0c\u4ed6\u8aaa\uff0c\u300e\u54c7\uff0c\u592a\u68d2\u4e86\uff0c\u8981\u628a\u9019\u500b\u529f\u52de\u7b97\u5728\u4f60\u7684\u982d\u4e0a\uff0c\u9019\u7a2e\u4e8b\u60c5\u4e0d\u5e38\u767c\u751f\u300f\uff0c\u56e0\u70ba\u9019\u4e9b\u5de5\u4f5c\u6d41\u7a0b\u53ef\u80fd\u5f88\u96e3\u5728\u7b2c\u4e00\u6b21\u5c31\u8a2d\u5b9a\u6b63\u78ba\u3002\u300d\u4ed6\u8aaa\u3002<\/p>\n\n\n\n<p>Lewis \u4e5f\u5c07\u6b64\u6b78\u529f\u65bc\u5718\u968a\u6210\u54e1 Ethan Perez \u548c Douwe Kiela \u7684\u91cd\u5927\u8ca2\u737b\uff0c\u4ed6\u5011\u7576\u6642\u5206\u5225\u5728\u7d10\u7d04\u5927\u5b78\u548c Facebook \u4eba\u5de5\u667a\u6167\u7814\u7a76\u4e2d\u5fc3\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u5b8c\u6210\u5f8c\uff0c\u9019\u9805\u5de5\u4f5c\u5728\u4e00\u500b NVIDIA GPU \u53e2\u96c6\u4e0a\u904b\u884c\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u6a21\u578b\u66f4\u5177\u6b0a\u5a01\u6027\u548c\u53ef\u4fe1\u5ea6\u3002\u6b64\u5f8c\uff0c\u9019\u4e00\u5de5\u4f5c\u5df2\u88ab\u6578\u767e\u7bc7\u8ad6\u6587\u5f15\u7528\uff0c\u9019\u4e9b\u8ad6\u6587\u64f4\u5c55\u4e86\u6982\u5ff5\uff0c\u4e26\u4f7f\u5176\u6210\u70ba\u4e00\u500b\u6301\u7e8c\u6d3b\u8e8d\u7684\u7814\u7a76\u9818\u57df\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u5982\u4f55\u904b\u4f5c<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u5f9e\u9ad8\u5c64\u6b21\u4f86\u770b\uff0c<a href=\"https:\/\/docs.nvidia.com\/ai-enterprise\/workflows-generative-ai\/0.1.0\/technical-brief.html\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA\u6280\u8853\u7c21\u5831<\/a>\u4e2d\u5c0d\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u904e\u7a0b\u7684\u63cf\u8ff0\uff1a\u7576\u4f7f\u7528\u8005\u5411\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u63d0\u51fa\u554f\u984c\u6642\uff0c\u4eba\u5de5\u667a\u6167\u6a21\u578b\u5c07\u8a72\u67e5\u8a62\u767c\u9001\u7d66\u53e6\u4e00\u500b\u6a21\u578b\uff0c\u8a72\u6a21\u578b\u5c07\u5176\u8f49\u63db\u70ba\u6578\u503c\u683c\u5f0f\uff0c\u4ee5\u4fbf\u6a5f\u5668\u80fd\u5920\u95b1\u8b80\u5b83\u3002\u9019\u500b\u67e5\u8a62\u7684\u6578\u503c\u7248\u672c\u6709\u6642\u88ab\u7a31\u70ba\u5d4c\u5165\uff08embedding\uff09\u6216\u5411\u91cf\uff08vector\uff09\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"264\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia12.png\" alt=\"\" class=\"wp-image-49972\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia12.png 600w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia12-300x132.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption class=\"wp-element-caption\">\u25b2\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u5c07\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u8207\u5d4c\u5165\u6a21\u578b\u548c\u5411\u91cf\u8cc7\u6599\u5eab\u7d50\u5408<\/figcaption><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u7136\u5f8c\uff0c\u5d4c\u5165\u6a21\u578b\u5c07\u9019\u4e9b\u6578\u503c\u8207\u53ef\u7528\u77e5\u8b58\u5eab\u7684\u6a5f\u5668\u53ef\u8b80\u7d22\u5f15\u4e2d\u7684\u5411\u91cf\u9032\u884c\u6bd4\u8f03\u3002\u7576\u5b83\u627e\u5230\u4e00\u500b\u6216\u591a\u500b\u5339\u914d\u6642\uff0c\u5b83\u6aa2\u7d22\u76f8\u95dc\u6578\u64da\uff0c\u5c07\u5176\u8f49\u63db\u70ba\u4eba\u985e\u53ef\u8b80\u7684\u6587\u5b57\uff0c\u7136\u5f8c\u50b3\u905e\u56de\u7d66\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6700\u5f8c\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5c07\u6aa2\u7d22\u5230\u7684\u6587\u5b57\u8207\u81ea\u5df1\u5c0d\u67e5\u8a62\u7684\u56de\u61c9\u7d50\u5408\uff0c\u5f62\u6210\u6700\u7d42\u7684\u7b54\u6848\uff0c\u5448\u73fe\u7d66\u4f7f\u7528\u8005\uff0c\u53ef\u80fd\u9084\u5f15\u7528\u4e86\u5d4c\u5165\u6a21\u578b\u767c\u73fe\u7684\u4f86\u6e90\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u4fdd\u6301\u4f86\u6e90\u6700\u65b0<\/strong><strong><\/strong><\/p>\n\n\n\n<p>\u5728\u80cc\u666f\u4e2d\uff0c\u5d4c\u5165\u6a21\u578b\u4e0d\u65b7\u5efa\u7acb\u548c\u66f4\u65b0\u6a5f\u5668\u53ef\u8b80\u7d22\u5f15\uff08\u6709\u6642\u7a31\u70ba\u5411\u91cf\u8cc7\u6599\u5eab\uff09\uff0c\u4ee5\u7d0d\u5165\u5728\u5168\u65b0\u7684\u548c\u66f4\u65b0\u7684\u77e5\u8b58\u5eab\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"245\" src=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia13.png\" alt=\"\" class=\"wp-image-49973\" title=\"\" srcset=\"https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia13.png 600w, https:\/\/www.ioiotimes.com\/wordpress\/wp-content\/uploads\/2023\/11\/20231116-nvidia13-300x123.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><figcaption class=\"wp-element-caption\">\u25b2LangChain\u7684\u5716\u8868\u63d0\u4f9b\u4e86\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4f7f\u7528\u6aa2\u7d22\u904e\u7a0b\u7684\u53e6\u4e00\u7a2e\u8996\u89d2<\/figcaption><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<p>\u8a31\u591a\u958b\u767c\u4eba\u54e1\u767c\u73fe LangChain \u9019\u500b\u958b\u6e90\u7a0b\u5f0f\u5eab\u5728\u5c07\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3001\u5d4c\u5165\u6a21\u578b\u548c\u77e5\u8b58\u5eab\u9023\u7d50\u5728\u4e00\u8d77\u6642\u7279\u5225\u6709\u7528\u3002 NVIDIA \u5728\u5176\u53c3\u8003\u67b6\u69cb\u4e2d\u4f7f\u7528 LangChain \u9032\u884c\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u3002<\/p>\n\n\n\n<p>LangChain \u793e\u7fa4\u63d0\u4f9b\u4e86\u81ea\u5df1\u5c0d<a href=\"https:\/\/blog.langchain.dev\/tutorial-chatgpt-over-your-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u6d41\u7a0b<\/a>\u7684\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u5c55\u671b\u672a\u4f86\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u7684\u672a\u4f86\u5728\u65bc\u5275\u9020\u6027\u5730\u5c07\u5404\u7a2e\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u548c\u77e5\u8b58\u5eab\u9023\u7d50\u5728\u4e00\u8d77\uff0c\u4ee5\u5275\u5efa\u65b0\u578b\u52a9\u624b\uff0c\u63d0\u4f9b\u4f7f\u7528\u8005\u53ef\u4ee5\u9a57\u8b49\u7684\u6b0a\u5a01\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u5728 <a href=\"https:\/\/www.nvidia.com\/en-us\/launchpad\/ai\/generative-ai-knowledge-base-chatbot\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA LaunchPad \u5be6\u9a57\u5ba4<\/a>\u4e2d\uff0c\u900f\u904e\u4eba\u5de5\u667a\u6167\u804a\u5929\u6a5f\u5668\u4eba\u89aa\u8eab\u9ad4\u9a57\u4f7f\u7528\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h4 class=\"wp-block-heading has-text-align-right has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\">\ud83d\udfe6<strong>\u73fe\u5728\u5c31\u52a0\u5165&nbsp;<a href=\"https:\/\/www.facebook.com\/profile.php?id=100086628162118\" target=\"_blank\" rel=\"noreferrer noopener\">ioioTIMES \u81c9\u66f8\u7c89\u7d72\u5718<\/a>&nbsp;\u66f4\u591a\u4e92\u52d5\u3001\u66f4\u591a\u597d\u5eb7\u650f\u62b5\u52a0!!<\/strong><br>\ud83d\udfe6<strong>\u6211\u5011\u6709<a href=\"https:\/\/today.line.me\/tw\/v2\/publisher\/103117\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">LINE TODAY<\/a>\u983b\u9053\u4e86\uff0c\u5feb\u4f86\u8ffd\u8e2a\u6211\u5011\u5427!!&#8211;\u6700\u65b0\u79d1\u6280\u65b0\u805e \u76e1\u5728\u4f60\u624b<\/strong><\/h4>\n","protected":false},"excerpt":{"rendered":"<p>\u8981\u7406\u89e3\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u7684\u6700\u65b0\u9032\u5c55\uff0c\u53ef\u4ee5<\/p>\n","protected":false},"author":3,"featured_media":49968,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[13],"tags":[580,71,642,7870],"class_list":["post-49943","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-focus","tag-nvidia","tag-642","tag-7870"],"_links":{"self":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/49943"}],"collection":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=49943"}],"version-history":[{"count":3,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/49943\/revisions"}],"predecessor-version":[{"id":49982,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/49943\/revisions\/49982"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/media\/49968"}],"wp:attachment":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=49943"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=49943"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=49943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}