{"id":4600,"date":"2022-09-21T23:43:05","date_gmt":"2022-09-21T15:43:05","guid":{"rendered":"https:\/\/www.ioiotimes.com\/?p=4600"},"modified":"2022-09-22T15:36:24","modified_gmt":"2022-09-22T07:36:24","slug":"nvidia-%e6%8e%a8%e5%87%ba%e5%a4%a7%e5%9e%8b%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e9%9b%b2%e7%ab%af%e6%9c%8d%e5%8b%99%ef%bc%8c%e4%bb%a5%e6%8e%a8%e5%8b%95%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%88%87","status":"publish","type":"post","link":"https:\/\/www.ioiotimes.com\/?p=4600","title":{"rendered":"NVIDIA\u63a8\u51fa\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u96f2\u7aef\u670d\u52d9\uff0c\u4ee5\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u8207\u6578\u4f4d\u751f\u7269\u5b78\u9818\u57df\u7684\u767c\u5c55"},"content":{"rendered":"\n

NVIDIA NeMo LLM \u670d\u52d9\u5354\u52a9\u958b\u767c\u4eba\u54e1\u91cf\u8eab\u6253\u9020\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff1bNVIDIA BioNeMo \u670d\u52d9\u5354\u52a9\u7814\u7a76\u4eba\u54e1\u751f\u6210\u8207\u9810\u6e2c\u5206\u5b50\u3001\u86cb\u767d\u8cea\u548c DNA<\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

<\/p>\n\n\n\n

NVIDIA (\u8f1d\u9054) \u4eca\u5929\u5ba3\u5e03\u63a8\u51fa\u5169\u9805\u5168\u65b0\u5927\u578b\u8a9e\u8a00\u6a21\u578b (Large Language Model\uff1bLLM) \u96f2\u7aef\u4eba\u5de5\u667a\u6167 (AI) \u670d\u52d9\uff0c\u5206\u5225\u70ba NVIDIA NeMo LLM \u670d\u52d9\u8207 NVIDIA BioNeMo LLM \u670d\u52d9\uff0c\u8b93\u958b\u767c\u4eba\u54e1\u80fd\u5920\u8f15\u9b06\u5730\u8abf\u6574 LLM\uff0c\u4e26\u90e8\u7f72\u7528\u65bc\u5167\u5bb9\u751f\u6210\u3001\u6587\u5b57\u6458\u8981\u3001\u804a\u5929\u6a5f\u5668\u4eba\u3001\u7a0b\u5f0f\u78bc\u958b\u767c\uff0c\u4ee5\u53ca\u9810\u6e2c\u86cb\u767d\u8cea\u7d50\u69cb\u548c\u751f\u7269\u5206\u5b50\u5c6c\u6027\u7b49\u5ba2\u88fd\u5316\u7684 AI \u61c9\u7528\u7a0b\u5f0f\u3002<\/p>\n\n\n\n

NeMo LLM \u670d\u52d9\u8b93\u958b\u767c\u4eba\u54e1\u80fd\u5920\u5728 NVIDIA \u7ba1\u7406\u7684\u57fa\u790e\u8a2d\u65bd\u4e0a\uff0c\u4f7f\u7528\u88ab\u7a31\u70ba\u5feb\u901f\u5b78\u7fd2 (Prompt Learning) \u7684\u8a13\u7df4\u65b9\u6cd5\uff0c\u8fc5\u901f\u81ea\u8a02\u8abf\u6574\u4e00\u4e9b\u9810\u5148\u8a13\u7df4\u597d\u7684\u57fa\u790e\u6a21\u578b\u3002NVIDIA BioNeMo \u670d\u52d9\u662f\u4e00\u500b\u96f2\u7aef\u61c9\u7528\u7a0b\u5f0f\u4ecb\u9762 (API)\uff0c\u5b83\u5c07 LLM \u7684\u4f7f\u7528\u7bc4\u570d\u64f4\u5927\u5230\u8a9e\u8a00\u4e4b\u5916\u7684\u79d1\u5b78\u61c9\u7528\u7bc4\u7587\u4e2d\uff0c\u4ee5\u5354\u52a9\u88fd\u85e5\u548c\u751f\u6280\u516c\u53f8\u66f4\u5feb\u958b\u767c\u65b0\u85e5\u7269\u3002<\/p>\n\n\n\n

NVIDIA \u5275\u8fa6\u4eba\u66a8\u57f7\u884c\u9577\u9ec3\u4ec1\u52f3\u8868\u793a\uff1a\u300cLLM \u5177\u6709\u6539\u8b8a\u5404\u884c\u5404\u696d\u7684\u6f5b\u529b\u3002\u8abf\u6574\u57fa\u790e\u6a21\u578b\u7684\u80fd\u529b\u5c07\u8b93\u6578\u767e\u842c\u540d\u958b\u767c\u4eba\u54e1\u80fd\u5920\u7372\u5f97 LLM \u5f37\u5927\u7684\u529b\u91cf\uff0c\u7121\u9700\u5f9e\u982d\u958b\u59cb\u5efa\u7acb\u9f90\u5927\u6a21\u578b\uff0c\u5c31\u80fd\u958b\u767c\u8a9e\u8a00\u670d\u52d9\u4e26\u63a8\u52d5\u79d1\u5b78\u767c\u73fe\u3002\u300d<\/p>\n\n\n\n

NeMo LLM \u670d\u52d9\u900f\u904e\u5feb\u901f\u5b78\u7fd2\u63d0\u9ad8\u6e96\u78ba\u7387\u4e26\u52a0\u901f\u90e8\u7f72\u4f5c\u696d<\/h3>\n\n\n\n

\u958b\u767c\u4eba\u54e1\u4f7f\u7528 NeMo LLM \u670d\u52d9\uff0c\u4fbf\u80fd\u4f7f\u7528\u81ea\u5df1\u7684\u8a13\u7df4\u8cc7\u6599\u81ea\u884c\u8abf\u6574\u57fa\u790e\u6a21\u578b\uff0c\u6a21\u578b\u5927\u5c0f\u5f9e 30 \u5104\u500b\u53c3\u6578\u5230 Megatron 530B (\u9019\u662f\u4e16\u754c\u4e0a\u6700\u5927\u7684 LLM \u4e4b\u4e00)\u3002\u8ddf\u904e\u53bb\u5f9e\u982d\u958b\u59cb\u8a13\u7df4\u4e00\u500b\u6a21\u578b\u6240\u9700\u7684\u6578\u9031\u6216\u6578\u500b\u6708\u76f8\u6bd4\uff0c\u4f7f\u7528 NeMo LLM \u670d\u52d9\u53ea\u9700\u5e7e\u5206\u9418\u5230\u5e7e\u5c0f\u6642\u5373\u53ef\u5b8c\u6210\u3002<\/p>\n\n\n\n

\u958b\u767c\u4eba\u54e1\u4f7f\u7528\u5feb\u901f\u5b78\u7fd2\u4f86\u81ea\u884c\u8abf\u6574\u6a21\u578b\uff0c\u800c\u5feb\u901f\u5b78\u7fd2\u63a1\u7528\u4e00\u7a2e\u540d\u70ba p-tuning \u7684\u6280\u8853\u3002\u958b\u767c\u4eba\u54e1\u53ea\u9700\u4f7f\u7528\u5e7e\u767e\u500b\u7bc4\u4f8b\uff0c\u5c31\u80fd\u5feb\u901f\u5730\u81ea\u884c\u8abf\u6574\u57fa\u790e\u6a21\u578b\uff0c\u800c\u904e\u53bb\u5247\u8981\u4f7f\u7528\u6578\u5341\u5104\u500b\u8cc7\u6599\u9ede\u4f86\u9032\u884c\u8abf\u6574\u3002\u5728\u5ba2\u88fd\u5316\u7684\u904e\u7a0b\u4e2d\u6703\u7522\u751f\u7279\u5b9a\u4efb\u52d9\u7684\u63d0\u793a\u6b0a\u6756 (token)\uff0c\u7136\u5f8c\u5c07\u6b0a\u6756\u7d50\u5408\u57fa\u790e\u6a21\u578b\uff0c\u70ba\u7279\u5b9a\u4f7f\u7528\u7bc4\u4f8b\u63d0\u4f9b\u66f4\u9ad8\u7684\u6e96\u78ba\u6027\u8207\u66f4\u76f8\u95dc\u7684\u56de\u61c9\u5167\u5bb9\u3002<\/p>\n\n\n\n

\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u4f7f\u7528\u540c\u4e00\u500b\u6a21\u578b\u5c0d\u591a\u500b\u4f7f\u7528\u7bc4\u4f8b\u9032\u884c\u5ba2\u88fd\u5316\u8abf\u6574\uff0c\u4e26\u7522\u751f\u51fa\u591a\u500b\u4e0d\u540c\u7684\u63d0\u793a\u6b0a\u6756\u3002Playground \u529f\u80fd\u63d0\u4f9b\u4e86\u4e00\u500b\u7121\u9700\u7de8\u5beb\u7a0b\u5f0f\u7684\u9078\u9805\uff0c\u53ef\u4ee5\u8f15\u9b06\u5730\u5c0d\u6a21\u578b\u9032\u884c\u5be6\u9a57\u53ca\u4e92\u52d5\u64cd\u4f5c\uff0c\u9032\u4e00\u6b65\u63d0\u9ad8\u5c07 LLM \u7528\u65bc\u7279\u5b9a\u7522\u696d\u4f7f\u7528\u7bc4\u4f8b\u7684\u6709\u6548\u6027\u548c\u53ef\u53d6\u5f97\u6027\u3002\u6e96\u5099\u597d\u90e8\u7f72\u5f8c\uff0c\u8abf\u6574\u597d\u7684\u6a21\u578b\u4fbf\u80fd\u5728\u96f2\u7aef\u57f7\u884c\u500b\u9ad4\u3001\u4f01\u696d\u5167\u90e8\u7cfb\u7d71\u6216\u900f\u904e API \u904b\u884c\u3002<\/p>\n\n\n\n

BioNeMo LLM \u670d\u52d9\u8b93\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u5229\u7528\u5927\u578b\u6a21\u578b\u7684\u512a\u52e2<\/h3>\n\n\n\n

BioNeMo LLM \u670d\u52d9\u5305\u542b\u5169\u500b\u7528\u65bc\u5316\u5b78\u548c\u751f\u7269\u5b78\u61c9\u7528\u7684\u5168\u65b0 BioNeMo \u8a9e\u8a00\u6a21\u578b\uff0c\u53ef\u7528\u65bc\u652f\u63f4\u8655\u7406\u86cb\u767d\u8cea\u3001DNA \u548c\u5316\u5b78\u8cc7\u6599\uff0c\u5e6b\u52a9\u7814\u7a76\u4eba\u54e1\u767c\u73fe\u751f\u7269\u5e8f\u5217\u4e2d\u7684\u6a21\u5f0f\u4e26\u53d6\u5f97\u5bf6\u8cb4\u6d1e\u5bdf\u3002<\/p>\n\n\n\n

BioNeMo \u8b93\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u900f\u904e\u5167\u542b\u6578\u5341\u5104\u500b\u53c3\u6578\u7684\u6a21\u578b\u4f86\u64f4\u5927\u5176\u7814\u7a76\u5de5\u4f5c\u7bc4\u570d\u3002\u9019\u4e9b\u66f4\u5927\u7684\u6a21\u578b\u53ef\u4ee5\u5132\u5b58\u66f4\u591a\u95dc\u65bc\u86cb\u767d\u8cea\u7d50\u69cb\u3001\u57fa\u56e0\u9593\u9032\u5316\u95dc\u4fc2\u7684\u8cc7\u8a0a\uff0c\u751a\u81f3\u53ef\u4ee5\u751f\u6210\u7528\u65bc\u6cbb\u7642\u7684\u65b0\u578b\u751f\u7269\u5206\u5b50\u3002<\/p>\n\n\n\n

\u96f2\u7aef API \u8b93\u7814\u7a76\u4eba\u54e1\u80fd\u5920\u4f7f\u7528 Megatron 530B \u53ca\u5176\u4ed6\u73fe\u6210\u6a21\u578b<\/h3>\n\n\n\n

\u9664\u4e86\u8abf\u6574\u57fa\u790e\u6a21\u578b\u5916\uff0cLLM \u670d\u52d9\u9084\u80fd\u8b93\u7814\u7a76\u4eba\u54e1\u900f\u904e\u96f2\u7aef API \u4f86\u4f7f\u7528\u73fe\u6210\u548c\u5ba2\u88fd\u5316\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n

\u5982\u6b64\u4e00\u4f86\u958b\u767c\u4eba\u54e1\u4fbf\u80fd\u63a5\u89f8\u5230\u773e\u591a\u9810\u5148\u5b8c\u6210\u8a13\u7df4\u7684 LLM\uff0c\u5305\u62ec Megatron 530B\uff0c\u9084\u80fd\u63a5\u89f8\u5230\u900f\u904e NVIDIA NeMo Megatron \u6846\u67b6\u6240\u5efa\u7acb\u7684 T5 \u548c GPT-3 \u6a21\u578b (\u8a72\u6846\u67b6\u73fe\u5df2\u9032\u5165\u516c\u958b\u6e2c\u8a66\u968e\u6bb5)\uff0c\u4ee5\u652f\u63f4\u5ee3\u6cdb\u7684\u61c9\u7528\u7a0b\u5f0f\u548c\u591a\u8a9e\u8a00\u670d\u52d9\u9700\u6c42\u3002<\/p>\n\n\n\n

\u6c7d\u8eca\u3001\u96fb\u8166\u904b\u7b97\u3001\u6559\u80b2\u3001\u91ab\u7642\u3001\u96fb\u4fe1\u7b49\u7522\u696d\u7684\u9818\u5c0e\u696d\u8005\u6b63\u4f7f\u7528 NeMo Megatron\uff0c\u70ba\u5ba2\u6236\u63d0\u4f9b\u4e2d\u6587\u3001\u82f1\u6587\u3001\u97d3\u6587\u3001\u745e\u5178\u6587\u53ca\u5176\u4ed6\u8a9e\u8a00\u7684\u670d\u52d9\u3002<\/p>\n\n\n\n

\u4f9b\u61c9\u6642\u7a0b<\/h3>\n\n\n\n

NeMo LLM\u3001BioNeMo \u670d\u52d9\u53ca\u96f2\u7aef API \u9810\u8a08\u5c07\u65bc\u4e0b\u500b\u6708\u958b\u653e\u6436\u5148\u8a66\u7528\u3002\u958b\u767c\u4eba\u54e1\u73fe\u5728\u53ef\u4ee5\u7533\u8acb\u52a0\u5165\uff0c\u4ee5\u77ad\u89e3\u66f4\u591a\u7d30\u7bc0\u3002<\/p>\n\n\n\n

NeMo Megatron \u6846\u67b6\u6e2c\u8a66\u7248\u53ef\u900f\u904e NVIDIA NGC \u53d6\u5f97 \uff0c\u5176\u7d93\u904e\u6700\u4f73\u5316\u8abf\u6574\u53ef\u5728 NVIDIA DGX Foundry \u548c NVIDIA DGX SuperPOD\uff0c\u4ee5\u53ca Amazon Web Services (AWS)\u3001Microsoft Azure \u8207 Oracle Cloud Infrastructure \u7684\u52a0\u901f\u96f2\u7aef\u57f7\u884c\u500b\u9ad4\u4e0a\u904b\u884c\u3002<\/p>\n\n\n\n

\u958b\u767c\u4eba\u54e1\u53ef\u4ee5\u5728 NVIDIA LaunchPad \u5be6\u9a57\u5ba4\u4e2d\uff0c\u514d\u8cbb\u9ad4\u9a57 NeMo Megatron \u6846\u67b6\u3002<\/p>\n\n\n\n

\u656c\u8acb\u89c0\u770b\u5275\u8fa6\u4eba\u66a8\u57f7\u884c\u9577\u9ec3\u4ec1\u52f3\u5728 GTC \u7684\u4e3b\u984c\u6f14\u8b1b<\/a>\uff0c\u6df1\u5165\u4e86\u89e3\u5728 NVIDIA AI \u6280\u8853\u652f\u63f4\u4e0b\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

NVIDIA NeMo LLM \u670d\u52d9<\/p>\n","protected":false},"author":3,"featured_media":4601,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"footnotes":""},"categories":[13],"tags":[1318,643,1317,71,642],"class_list":["post-4600","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-bionemo-llm","tag-gtc","tag-nemo-llm","tag-nvidia","tag-642"],"_links":{"self":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/4600"}],"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=4600"}],"version-history":[{"count":2,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/4600\/revisions"}],"predecessor-version":[{"id":4648,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/posts\/4600\/revisions\/4648"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=\/wp\/v2\/media\/4601"}],"wp:attachment":[{"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4600"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4600"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ioiotimes.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4600"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}