{"id":25902,"date":"2025-05-19T09:34:49","date_gmt":"2025-05-19T01:34:49","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25902"},"modified":"2025-05-19T09:34:49","modified_gmt":"2025-05-19T01:34:49","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e5%86%8d%e7%8e%b0%e9%bb%91%e9%a9%ac%ef%bc%81%e8%8b%b1%e4%bc%9f%e8%be%be%e5%bc%80%e6%ba%90llama-nemotron%e7%b3%bb%e5%88%97%e6%a8%a1%e5%9e%8b%ef%bc%8c%e6%95%88%e6%9e%9c","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/05\/19\/25902\/","title":{"rendered":"\u5927\u6a21\u578b\u518d\u73b0\u9ed1\u9a6c\uff01\u82f1\u4f1f\u8fbe\u5f00\u6e90Llama-Nemotron\u7cfb\u5217\u6a21\u578b\uff0c\u6548\u679c\u4f18\u4e8eDeepSeek-R1"},"content":{"rendered":"<div><img data-dominant-color=\"adc5df\" data-has-transparency=\"false\" style=\"--dominant-color: #adc5df;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25904\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/915438017339dee8d34825710f10dcd4cfe370-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/915438017339dee8d34825710f10dcd4cfe370-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/05\/915438017339dee8d34825710f10dcd4cfe370-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">NVIDIA NeMo \u6846\u67b6\u662f\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u4e91\u539f\u751f\u751f\u6210\u5f0f AI \u6846\u67b6\uff0c\u4e13\u4e3a\u4ece\u4e8b\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM)\u3001\u591a\u6a21\u6001\u6a21\u578b (MM)\u3001\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\u3001\u6587\u672c\u8f6c\u8bed\u97f3 (TTS ) \u548c\u8ba1\u7b97\u673a\u89c6\u89c9 (CV) \u9886\u57df\u7684\u7814\u7a76\u4eba\u5458\u548c PyTorch \u5f00\u53d1\u8005\u6253\u9020\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u8fd1\u65e5\uff0c\u82f1\u4f1f\u8fbe\u63a8\u51fa\u4e86 Llama-Nemotron \u7cfb\u5217\u6a21\u578b\uff08\u57fa\u4e8e Meta AI \u7684 Llama \u6a21\u578b\u6784\u5efa\uff09\u2014\u2014 \u4e00\u4e2a\u9762\u5411\u9ad8\u6548\u63a8\u7406\u7684\u5927\u6a21\u578b\u5f00\u653e\u5bb6\u65cf\uff0c\u5177\u5907\u5353\u8d8a\u7684\u63a8\u7406\u80fd\u529b\u3001\u63a8\u7406\u6548\u7387\uff0c\u5e76\u91c7\u7528\u5bf9\u4f01\u4e1a\u53cb\u597d\u7684\u5f00\u653e\u8bb8\u53ef\u65b9\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/19\/59ed59f32e2407328e8635569404a2cbef3396.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__6\">\u8be5\u7cfb\u5217\u5305\u62ec\u4e09\u4e2a\u6a21\u578b\u89c4\u6a21\uff1aNano\uff088B\uff09\u3001Super\uff0849B\uff09\u4e0e Ultra\uff08253B\uff09\uff0c\u53e6\u6709\u72ec\u7acb\u53d8\u4f53 UltraLong\uff088B\uff0c\u652f\u6301\u8d85\u957f\u4e0a\u4e0b\u6587\uff09\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5177\u5907\u8d85\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u8fd8\u4e3a\u4f01\u4e1a\u4f7f\u7528\u63d0\u4f9b\u5f00\u653e\u8bb8\u53ef\u3002\u6a21\u578b\u6743\u91cd\u548c\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u5728 Hugging Face \u4e0a\u516c\u5f00\uff0c\u9075\u5faa NVIDIA Open Model License \u548c Llama \u793e\u533a\u8bb8\u53ef\uff0c\u53ef\u5546\u4e1a\u4f7f\u7528\u3002<\/p>\n<p class=\"js_darkmode__7\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/19\/b623d5d7693be304b6a6019d2fcf45033437c4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><img decoding=\"async\" title=\"\u622a\u81f3 2025 \u5e74 4 \u6708\uff0c\u6839\u636e\u4eba\u5de5\u667a\u80fd\u5206\u6790\uff0c\u6211\u4eec\u7684\u65d7\u8230\u578b\u53f7 LN-Ultra \u662f\u6700\u201c\u667a\u80fd\u201d\u7684\u5f00\u653e\u5f0f\u578b\u53f7\u3002\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/19\/882a9ec5321c981023f792d92568b6718f1f31.webp\" alt=\"\u622a\u81f3 2025 \u5e74 4 \u6708\uff0c\u6839\u636e\u4eba\u5de5\u667a\u80fd\u5206\u6790\uff0c\u6211\u4eec\u7684\u65d7\u8230\u578b\u53f7 LN-Ultra \u662f\u6700\u201c\u667a\u80fd\u201d\u7684\u5f00\u653e\u5f0f\u578b\u53f7\u3002\" data-type=\"inline\" \/><\/p>\n<h2>\u76f8\u5173\u94fe\u63a5<\/h2>\n<ul data-id=\"ua73dd4b-Q7OSgj9j\">\n<li data-id=\"ld70c578-K6RHgAQB\">\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2505.00949<\/li>\n<li data-id=\"ld70c578-EtXniMN2\">\u4ee3\u7801\uff1ahttps:\/\/github.com\/NVIDIA\/NeMo<\/li>\n<li data-id=\"ld70c578-dA9kDRhY\">\u6570\u636e\u96c6\uff1ahttps:\/\/huggingface.co\/datasets\/nvidia\/Llama-Nemotron-Post-Training-Dataset<\/li>\n<li data-id=\"ld70c578-C6rZAkFf\">\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/models?library=nemo&amp;sort=downloads&amp;search=nvidia<\/li>\n<\/ul>\n<h2>NeMo\u4ecb\u7ecd<\/h2>\n<p class=\"js_darkmode__14\">NVIDIA NeMo \u6846\u67b6\u662f\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u4e91\u539f\u751f\u751f\u6210\u5f0f AI \u6846\u67b6\uff0c\u4e13\u4e3a\u4ece\u4e8b\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM)\u3001\u591a\u6a21\u6001\u6a21\u578b (MM)\u3001\u81ea\u52a8\u8bed\u97f3\u8bc6\u522b (ASR)\u3001\u6587\u672c\u8f6c\u8bed\u97f3 (TTS) \u548c\u8ba1\u7b97\u673a\u89c6\u89c9 (CV) \u9886\u57df\u7684\u7814\u7a76\u4eba\u5458\u548c PyTorch \u5f00\u53d1\u8005\u6253\u9020\u3002\u5b83\u65e8\u5728\u5e2e\u52a9\u60a8\u5229\u7528\u73b0\u6709\u4ee3\u7801\u548c\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u68c0\u67e5\u70b9\uff0c\u9ad8\u6548\u5730\u521b\u5efa\u3001\u5b9a\u5236\u548c\u90e8\u7f72\u65b0\u7684\u751f\u6210\u5f0f AI \u6a21\u578b\u3002<\/p>\n<h2>NeMo 2.0 \u7684\u65b0\u529f\u80fd<\/h2>\n<ul data-id=\"ua73dd4b-NUImlBaT\">\n<li data-id=\"ld70c578-JQh7pDgn\">NVIDIA NeMo 2.0 \u4e0e\u5176\u524d\u8eab NeMo 1.0 \u76f8\u6bd4\u5f15\u5165\u4e86\u51e0\u9879\u91cd\u5927\u6539\u8fdb\uff0c\u589e\u5f3a\u4e86\u7075\u6d3b\u6027\u3001\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u3002<\/li>\n<li data-id=\"ld70c578-VDUJ9E0e\">\u57fa\u4e8e Python \u7684\u914d\u7f6e- NeMo 2.0 \u4ece YAML \u6587\u4ef6\u8f6c\u6362\u4e3a\u57fa\u4e8e Python \u7684\u914d\u7f6e\uff0c\u4ece\u800c\u63d0\u4f9b\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u63a7\u5236\u529b\u3002\u8fd9\u79cd\u8f6c\u53d8\u4f7f\u5f97\u4ee5\u7f16\u7a0b\u65b9\u5f0f\u6269\u5c55\u548c\u81ea\u5b9a\u4e49\u914d\u7f6e\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/li>\n<li data-id=\"ld70c578-xOg4Y5bn\">\u6a21\u5757\u5316\u62bd\u8c61\u2014\u2014\u901a\u8fc7\u91c7\u7528 PyTorch Lightning \u7684\u6a21\u5757\u5316\u62bd\u8c61\uff0cNeMo 2.0 \u7b80\u5316\u4e86\u9002\u914d\u548c\u5b9e\u9a8c\u3002\u8fd9\u79cd\u6a21\u5757\u5316\u65b9\u6cd5\u4f7f\u5f00\u53d1\u4eba\u5458\u80fd\u591f\u66f4\u8f7b\u677e\u5730\u4fee\u6539\u548c\u5b9e\u9a8c\u5176\u6a21\u578b\u7684\u4e0d\u540c\u7ec4\u4ef6\u3002<\/li>\n<li data-id=\"ld70c578-BVcsBAnN\">\u53ef\u6269\u5c55\u6027\u2014\u2014NeMo 2.0 \u4f7f\u7528NeMo-Run\u5728\u6570\u5343\u4e2a GPU \u4e0a\u65e0\u7f1d\u6269\u5c55\u5927\u89c4\u6a21\u5b9e\u9a8c\uff0cNeMo-Run \u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u65e8\u5728\u7b80\u5316\u8de8\u8ba1\u7b97\u73af\u5883\u7684\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u7684\u914d\u7f6e\u3001\u6267\u884c\u548c\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<p class=\"js_darkmode__24\">\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e9b\u589e\u5f3a\u529f\u80fd\u4f7f NeMo 2.0 \u6210\u4e3a\u4e00\u4e2a\u5f3a\u5927\u3001\u53ef\u6269\u5c55\u4e14\u7528\u6237\u53cb\u597d\u7684 AI \u6a21\u578b\u5f00\u53d1\u6846\u67b6\u3002NeMo 2.0 \u76ee\u524d\u7531 LLM\uff08\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff09\u548c VLM\uff08\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff09\u96c6\u5408\u652f\u6301\u3002<\/p>\n<h2>\u5b9a\u6027\u8bc4\u4f30<\/h2>\n<p><img decoding=\"async\" title=\"LN-Ultra \u5728\u5e7f\u6cdb\u7684\u63a8\u7406\u548c\u975e\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5728\u5f00\u653e\u6a21\u578b\u4e2d\u8868\u73b0\u51fa\u8272\u3002\" src=\"https:\/\/s5.51cto.com\/oss\/202505\/19\/4884d4e98407f01adcf867f7cf55162c769a7c.webp\" alt=\"LN-Ultra \u5728\u5e7f\u6cdb\u7684\u63a8\u7406\u548c\u975e\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5728\u5f00\u653e\u6a21\u578b\u4e2d\u8868\u73b0\u51fa\u8272\u3002\" data-type=\"inline\" \/>LN-Ultra \u5728\u5e7f\u6cdb\u7684\u63a8\u7406\u548c\u975e\u63a8\u7406\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5728\u5f00\u653e\u6a21\u578b\u4e2d\u8868\u73b0\u51fa\u8272\u3002<img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202505\/19\/c63e3bd593586798b50741422c996c43218b7e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<\/div>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_25902\" class=\"pvc_stats total_only  \" data-element-id=\"25902\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 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loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA NeMo \u6846\u67b6\u662f\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u4e91\u539f\u751f\u751f\u6210\u5f0f AI \u6846\u67b6\uff0c\u4e13\u4e3a\u4ece\u4e8b\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM)\u3001\u591a\u6a21\u6001\u6a21 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_25902\" class=\"pvc_stats total_only  \" data-element-id=\"25902\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 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