{"id":35742,"date":"2024-12-30T21:00:16","date_gmt":"2024-12-30T13:00:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=35742"},"modified":"2024-12-30T21:00:16","modified_gmt":"2024-12-30T13:00:16","slug":"%e4%bb%85%e7%94%a84%e5%9d%97gpu%e3%80%81%e4%b8%8d%e5%88%b03%e5%a4%a9%e8%ae%ad%e7%bb%83%e5%87%ba%e3%80%8c%e5%bc%80%e6%ba%90%e7%89%88gpt-4o%e3%80%8d%ef%bc%8c%e8%bf%99%e6%98%af%e5%9b%bd%e5%86%85%e5%9b%a2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35742","title":{"rendered":"\u4ec5\u75284\u5757GPU\u3001\u4e0d\u52303\u5929\u8bad\u7ec3\u51fa\u300c\u5f00\u6e90\u7248GPT-4o\u300d\uff0c\u8fd9\u662f\u56fd\u5185\u56e2\u961f\u6700\u65b0\u7814\u7a76"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-23-7\" target=\"_blank\">\u4ec5\u75284\u5757GPU\u3001\u4e0d\u52303\u5929\u8bad\u7ec3\u51fa\u300c\u5f00\u6e90\u7248GPT-4o\u300d\uff0c\u8fd9\u662f\u56fd\u5185\u56e2\u961f\u6700\u65b0\u7814\u7a76<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"66\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>LLaMA-Omni\u80fd\u591f\u63a5\u6536\u8bed\u97f3\u6307\u4ee4\uff0c\u540c\u6b65\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u54cd\u5e94\u5ef6\u8fdf\u4f4e\u81f3 226ms\uff0c\u4f4e\u4e8e GPT-4o \u7684\u5e73\u5747\u97f3\u9891\u54cd\u5e94\u5ef6\u8fdf 320ms\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u4ee5 ChatGPT \u4e3a\u4ee3\u8868\u7684\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\uff08LLM\uff09\u5df2\u6210\u4e3a\u5f3a\u5927\u7684\u901a\u7528\u4efb\u52a1\u89e3\u51b3\u5668\uff0c\u4f46\u5927\u591a\u6570 LLM \u4ec5\u652f\u6301\u57fa\u4e8e\u6587\u672c\u7684\u4ea4\u4e92\uff0c\u8fd9\u9650\u5236\u4e86\u5b83\u4eec\u5728\u4e0d\u9002\u5408\u6587\u672c\u8f93\u5165\u8f93\u51fa\u7684\u573a\u666f\u4e2d\u7684\u5e94\u7528\u3002GPT-4o \u7684\u51fa\u73b0\u4f7f\u5f97\u901a\u8fc7\u8bed\u97f3\u4e0e LLM \u8fdb\u884c\u4ea4\u4e92\u6210\u4e3a\u53ef\u80fd\u3002\u7136\u800c\uff0c\u5f00\u6e90\u793e\u533a\u5bf9\u4e8e\u6784\u5efa\u6b64\u7c7b\u57fa\u4e8e LLM \u7684\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\u4ecd\u7136\u7f3a\u4e4f\u63a2\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u73b0\u4e0e LLM \u8fdb\u884c\u8bed\u97f3\u4ea4\u4e92\u6700\u7b80\u5355\u7684\u65b9\u6cd5\u662f\u91c7\u7528\u57fa\u4e8e\u81ea\u52a8<mark data-type=\"tech_tasks\" data-id=\"b929f5bf-7b52-4aa0-9db4-332c06240318\">\u8bed\u97f3\u8bc6\u522b<\/mark>\uff08ASR\uff09\u548c<mark data-type=\"tech_tasks\" data-id=\"545db0e3-dd21-4e40-a945-d09b03d3b3ea\">\u8bed\u97f3\u5408\u6210<\/mark>\uff08TTS\uff09\u6a21\u578b\u7684\u7ea7\u8054\u7cfb\u7edf\uff0c\u5176\u4e2d ASR \u6a21\u578b\u5c06\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u8f6c\u5f55\u4e3a\u6587\u672c\uff0c TTS \u6a21\u578b\u5c06 LLM \u7684\u54cd\u5e94\u5408\u6210\u4e3a\u8bed\u97f3\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u7531\u4e8e\u7ea7\u8054\u7cfb\u7edf\u4f9d\u6b21\u8f93\u51fa\u8f6c\u5f55\u6587\u672c\u3001\u6587\u672c\u54cd\u5e94\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u6574\u4e2a\u7cfb\u7edf\u5f80\u5f80\u5177\u6709\u8f83\u9ad8\u7684\u5ef6\u8fdf\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e00\u4e9b\u591a\u6a21\u6001\u8bed\u97f3 &#8211; <mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u5c06\u8bed\u97f3\u79bb\u6563\u5316\u4e3a token \u5e76\u6269\u5c55 LLM \u7684\u8bcd\u8868\u4ee5\u652f\u6301\u8bed\u97f3\u8f93\u5165\u548c\u8f93\u51fa\u3002\u8fd9\u79cd\u8bed\u97f3 &#8211; <mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7406\u8bba\u4e0a\u53ef\u4ee5\u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u751f\u6210\u8bed\u97f3\u54cd\u5e94\uff0c\u65e0\u9700\u751f\u6210\u4e2d\u95f4\u6587\u672c\uff0c\u4ece\u800c\u5b9e\u73b0\u6781\u4f4e\u7684\u54cd\u5e94\u5ef6\u8fdf\u3002\u7136\u800c\uff0c\u5728\u5b9e\u8df5\u4e2d\uff0c\u7531\u4e8e\u6d89\u53ca\u8bed\u97f3\u4e4b\u95f4\u590d\u6742\u7684<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\uff0c\u76f4\u63a5\u8bed\u97f3\u5230\u8bed\u97f3\u7684\u751f\u6210\u901a\u5e38\u6781\u5177\u6311\u6218\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u5927\u5b66\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u6a21\u578b\u67b6\u6784 \u2014\u2014LLaMA-Omni\uff0c\u5b83\u53ef\u4ee5\u5b9e\u73b0\u4e0e LLM \u7684\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u8d28\u91cf\u4ea4\u4e92\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3fbd92ea33fe30804267a45bc931dcab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-3fbd92ea33fe30804267a45bc931dcab.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2409.06666<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\uff1ahttps:\/\/github.com\/ictnlp\/LLaMA-Omni<\/section>\n<\/li>\n<li>\n<section>\u6a21\u578b\uff1ahttps:\/\/huggingface.co\/ICTNLP\/Llama-3.1-8B-Omni<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLLaMA-Omni: Seamless Speech Interaction with Large Language Models<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>LLaMA-Omni \u7531\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u3001LLM \u548c\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668\u7ec4\u6210\u3002\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u7531\u8bed\u97f3\u7f16\u7801\u5668\u8fdb\u884c\u7f16\u7801\uff0c\u7ecf\u8fc7\u8bed\u97f3\u9002\u914d\u5668\u540e\u8f93\u5165\u5230 LLM\u3002LLM \u76f4\u63a5\u4ece\u8bed\u97f3\u6307\u4ee4\u4e2d\u89e3\u7801\u6587\u672c\u54cd\u5e94\uff0c\u65e0\u9700\u9996\u5148\u5c06\u8bed\u97f3\u8f6c\u5f55\u4e3a\u6587\u672c\u3002\u8bed\u97f3\u89e3\u7801\u5668\u662f\u4e00\u4e2a\u975e\u81ea\u56de\u5f52\uff08NAR\uff09\u6d41\u5f0f Transformer\uff0c\u5b83\u5c06 LLM \u7684\u8f93\u51fa\u8868\u793a\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u4f7f\u7528\u8fde\u63a5\u65f6\u5e8f\u5206\u7c7b\uff08Connectionist Temporal Classification, CTC\uff09\u6765\u9884\u6d4b\u4e0e\u8bed\u97f3\u54cd\u5e94\u76f8\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u5e8f\u5217\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u5f53 LLM \u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94\u65f6\uff0c\u8bed\u97f3\u89e3\u7801\u5668\u540c\u6b65\u751f\u6210\u76f8\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u5951\u5408\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u7684\u7279\u70b9\uff0c\u8be5\u7814\u7a76\u901a\u8fc7\u91cd\u5199\u73b0\u6709\u7684\u6587\u672c\u6307\u4ee4\u6570\u636e\u5e76\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"545db0e3-dd21-4e40-a945-d09b03d3b3ea\">\u8bed\u97f3\u5408\u6210<\/mark>\uff0c\u6784\u5efa\u4e86\u540d\u4e3a InstructS2S-200K \u7684\u6570\u636e\u96c6\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cLLaMA-Omni \u53ef\u4ee5\u540c\u6b65\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u5ef6\u8fdf\u4f4e\u81f3 226ms\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4e0e SpeechGPT \u7b49\u8bed\u97f3 &#8211; <mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u76f8\u6bd4\uff0cLLaMA-Omni \u663e\u8457\u51cf\u5c11\u4e86\u6240\u9700\u7684\u8bad\u7ec3\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\uff0c\u4ece\u800c\u80fd\u591f\u57fa\u4e8e\u6700\u65b0\u7684 LLM \u9ad8\u6548\u5f00\u53d1\u5f3a\u5927\u7684\u8bed\u97f3\u4ea4\u4e92\u6a21\u578b\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/6SEsQqd9265A2CycOul9fA\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2b4dcf13fdb38c6f8127f198ff0e6f8a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-2b4dcf13fdb38c6f8127f198ff0e6f8a.png\"><\/a><\/a><\/section>\n<section><strong>LLaMA-Omni \u6a21\u578b\u6982\u89c8<br \/><\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\uff0cLLaMA-Omni \u7531\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u3001LLM \u548c\u8bed\u97f3\u89e3\u7801\u5668\u7ec4\u6210\uff0c\u5176\u4e2d\u5c06\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u3001\u6587\u672c\u54cd\u5e94\u548c\u8bed\u97f3\u54cd\u5e94\u5206\u522b\u8868\u793a\u4e3a X^S\u3001Y^T \u548c Y^S\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-15f153025b289c88d7b7d9714c71a5e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-15f153025b289c88d7b7d9714c71a5e3.png\"><\/a><\/p>\n<section><strong>\u8bed\u97f3\u7f16\u7801\u5668<br \/><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u8be5\u7814\u7a76\u4f7f\u7528 Whisper-large-v3 \uff08Radford et al., 2023\uff09\u7684\u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668 E\u3002Whisper \u662f\u4e00\u79cd\u5728\u5927\u91cf\u97f3\u9891\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u901a\u7528<mark data-type=\"tech_tasks\" data-id=\"b929f5bf-7b52-4aa0-9db4-332c06240318\">\u8bed\u97f3\u8bc6\u522b<\/mark>\u6a21\u578b\uff0c\u5176\u7f16\u7801\u5668\u80fd\u591f\u4ece\u8bed\u97f3\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u8868\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5bf9\u4e8e\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4 X^S\uff0c\u7f16\u7801\u540e\u7684\u8bed\u97f3\u8868\u5f81\u7531 H = \u03b5(X^S) \u7ed9\u51fa\uff0c\u5176\u4e2d H = [h_1, &#8230;, h_N ] \u662f\u957f\u5ea6\u4e3a N \u7684\u8bed\u97f3\u8868\u5f81\u5e8f\u5217\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5728\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u90fd\u88ab\u51bb\u7ed3\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bed\u97f3\u9002\u914d\u5668<br \/><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u4f7f LLM \u80fd\u591f\u7406\u89e3\u8f93\u5165\u8bed\u97f3\uff0cLLaMA-Omni \u7ed3\u5408\u4e86\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u8bed\u97f3\u9002\u914d\u5668 A\uff0c\u5b83\u5c06\u8bed\u97f3\u8868\u5f81<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u5230 LLM \u7684\u5d4c\u5165\u7a7a\u95f4\u4e2d\u3002\u8bed\u97f3\u9002\u914d\u5668\u9996\u5148\u5bf9\u8bed\u97f3\u8868\u5f81 H \u8fdb\u884c\u4e0b\u91c7\u6837\u4ee5\u51cf\u5c11\u5e8f\u5217\u957f\u5ea6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6bcf k \u4e2a\u8fde\u7eed\u5e27\u6cbf\u7279\u5f81\u7ef4\u5ea6\u62fc\u63a5\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-492a9ae16b0777b1de14041bfeb25a75.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-492a9ae16b0777b1de14041bfeb25a75.png\"><\/a><\/p>\n<section>\u63a5\u4e0b\u6765\uff0cH\u2032 \u901a\u8fc7\u5177\u6709 ReLU \u6fc0\u6d3b\u7684 2 \u5c42<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark>\u5668\uff0c\u5f97\u5230\u6700\u7ec8\u7684\u8bed\u97f3\u8868\u5f81 S\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-7cb821e65436142106cc25935edcdf72.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-7cb821e65436142106cc25935edcdf72.png\"><\/a><\/p>\n<section><strong>\u5927\u578b<mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u8be5\u7814\u7a76\u4f7f\u7528 Llama-3.1-8B-Instruct\uff08Dubey et al., 2024\uff09\u4f5c\u4e3a LLM M\uff0c\u5b83\u662f\u76ee\u524d SOTA \u5f00\u6e90 LLM\uff0c\u5177\u6709\u5f88\u5f3a\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5e76\u4e14\u4e0e\u4eba\u7c7b\u504f\u597d\u8fdb\u884c\u4e86\u5bf9\u9f50\u3002prompt \u6a21\u677f P (\u30fb) \u5982\u56fe 3 \u6240\u793a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-934c7dc335fd208611674a8461edc08f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-934c7dc335fd208611674a8461edc08f.png\"><\/a><\/p>\n<section>\u5c06\u8bed\u97f3\u8868\u5f81\u5e8f\u5217 S \u586b\u5145\u5230\u5bf9\u5e94\u4f4d\u7f6e\uff0c\u7136\u540e\u5c06\u6574\u4e2a\u5e8f\u5217 P (S) \u8f93\u5165\u5230 LLM \u4e2d\u3002\u6700\u540e\uff0cLLM \u76f4\u63a5\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94 Y^T = [y^T_1 , &#8230;, y^T_M]\uff0c\u5e76\u4f7f\u7528<mark data-type=\"concepts\" data-id=\"1786086f-5b63-4eee-b9ed-dad4d64cdc86\">\u4ea4\u53c9\u71b5<\/mark>\u635f\u5931\u8fdb\u884c\u8bad\u7ec3\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0312d1ea56e6f980df7e02b2d530f152.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-0312d1ea56e6f980df7e02b2d530f152.png\"><\/a><\/p>\n<section><strong>\u8bed\u97f3\u89e3\u7801\u5668<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u4e0e\u6587\u672c\u54cd\u5e94\u540c\u6b65\u751f\u6210\u8bed\u97f3\u54cd\u5e94\uff0cLLaMA-Omni \u5728 LLM \u4e4b\u540e\u6dfb\u52a0\u4e86\u4e00\u4e2a\u6d41\u5f0f\u8bed\u97f3\u89e3\u7801\u5668 D\u3002\u5b83\u7531\u51e0\u4e2a\u6807\u51c6 Transformer \u5c42\u7ec4\u6210\uff0c\u5176\u67b6\u6784\u4e0e LLaMA (Dubey et al., 2024) \u76f8\u540c\uff0c\u6bcf\u4e2a\u5c42\u90fd\u5305\u542b\u4e00\u4e2a\u56e0\u679c<mark data-type=\"concepts\" data-id=\"2ad7abdc-bbaa-4a33-b3ce-53f4fa019fdd\">\u81ea\u6ce8\u610f\u529b<\/mark>\u6a21\u5757\u548c\u4e00\u4e2a\u524d\u9988\u7f51\u7edc\u3002<\/section>\n<section><\/section>\n<section>\u8bed\u97f3\u89e3\u7801\u5668\u4ee5\u975e\u81ea\u56de\u5f52\u65b9\u5f0f\u8fd0\u884c\uff0c\u5c06 LLM \u7684\u8f93\u51fa\u8868\u793a\u7ecf\u8fc7<mark data-type=\"tech_methods\" data-id=\"c3eb4c40-0c52-43ef-a8ea-21152e4d29be\">\u4e0a\u91c7\u6837<\/mark>\u540e\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u751f\u6210\u4e0e\u8bed\u97f3\u54cd\u5e94\u76f8\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u5e8f\u5217\u3002<\/section>\n<section><\/section>\n<section><strong>\u8bad\u7ec3<br \/><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5982\u56fe 2 \u6240\u793a\uff0cLLaMA-Omni \u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u7b56\u7565\u3002\u7b2c\u4e00\u9636\u6bb5\u8bad\u7ec3\u6a21\u578b\u76f4\u63a5\u6839\u636e\u8bed\u97f3\u6307\u4ee4\u751f\u6210\u6587\u672c\u54cd\u5e94\u7684\u80fd\u529b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u88ab\u51bb\u7ed3\uff0c\u8bed\u97f3\u9002\u914d\u5668\u548c LLM \u4f7f\u7528\u516c\u5f0f (3) \u4e2d\u7684\u76ee\u6807 L_LLM \u8fdb\u884c\u8bad\u7ec3\u3002\u8bed\u97f3\u89e3\u7801\u5668\u5728\u6b64\u9636\u6bb5\u4e0d\u53c2\u4e0e\u8bad\u7ec3\u3002\u7b2c\u4e8c\u9636\u6bb5\u8bad\u7ec3\u6a21\u578b\u6765\u751f\u6210\u8bed\u97f3\u54cd\u5e94\u3002\u5728\u6b64\u9636\u6bb5\uff0c\u8bed\u97f3\u7f16\u7801\u5668\u3001\u8bed\u97f3\u9002\u914d\u5668\u548c LLM \u90fd\u88ab\u51bb\u7ed3\uff0c\u4ec5\u4f7f\u7528\u516c\u5f0f (5) \u4e2d\u7684\u76ee\u6807 L_CTC \u6765\u8bad\u7ec3\u8bed\u97f3\u89e3\u7801\u5668\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f230f11453cdba3703d5ec1b018cac77.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f230f11453cdba3703d5ec1b018cac77.png\"><\/a><\/p>\n<section><strong>\u63a8\u7406 <br \/><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cLLM \u6839\u636e\u8bed\u97f3\u6307\u4ee4\u81ea\u56de\u5f52\u751f\u6210\u6587\u672c\u54cd\u5e94\u3002\u540c\u65f6\uff0c\u7531\u4e8e\u8bed\u97f3\u89e3\u7801\u5668\u4f7f\u7528\u56e0\u679c\u6ce8\u610f\u529b\uff0c\u4e00\u65e6 LLM \u751f\u6210\u6587\u672c\u54cd\u5e94\u524d\u7f00<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5c947df5c48f9d0080dee8e47537e4bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5c947df5c48f9d0080dee8e47537e4bd.png\"><\/a>\uff0c\u76f8\u5e94\u7684\u8f93\u51fa\u72b6\u6001<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-361725e1a66de955a4d82add2d991ab4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-361725e1a66de955a4d82add2d991ab4.png\"><\/a>\u5c31\u53ef\u4ee5\u88ab\u8f93\u5165\u5230\u8bed\u97f3\u89e3\u7801\u5668\u4e2d\u4ee5\u751f\u6210\u90e8\u5206\u5bf9\u9f50<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5cad4bbcad5752895810e25c59f7223d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5cad4bbcad5752895810e25c59f7223d.png\"><\/a>\uff0c\u8fdb\u800c\u4ea7\u751f\u4e0e\u751f\u6210\u7684\u6587\u672c\u524d\u7f00\u76f8\u5bf9\u5e94\u7684\u79bb\u6563\u5355\u5143\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5b9e\u73b0\u8bed\u97f3\u6ce2\u5f62\u7684\u6d41\u5f0f\u5408\u6210\uff0c\u5f53\u751f\u6210\u7684\u79bb\u6563\u5355\u5143\u6570\u91cf\u8fbe\u5230\u9884\u5b9a\u4e49\u7684\u5757\u5927\u5c0f \u03a9 \u65f6\uff0c\u5373\u5c06\u8be5\u79bb\u6563\u5355\u5143\u7247\u6bb5\u8f93\u5165\u5230\u58f0\u7801\u5668\u4e2d\u4ee5\u5408\u6210\u8bed\u97f3\u7247\u6bb5\uff0c\u7136\u540e\u7acb\u5373\u64ad\u653e\u7ed9\u7528\u6237\u3002\u56e0\u6b64\uff0c\u7528\u6237\u65e0\u9700\u7b49\u5f85\u751f\u6210\u5b8c\u6574\u7684\u6587\u672c\u54cd\u5e94\u5373\u53ef\u5f00\u59cb\u6536\u542c\u8bed\u97f3\u54cd\u5e94\uff0c\u4ece\u800c\u786e\u4fdd\u4f4e\u54cd\u5e94\u5ef6\u8fdf\u3002\u7b97\u6cd5 1 \u63cf\u8ff0\u4e86\u4e0a\u8ff0\u8fc7\u7a0b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f129bb150f7d8b89253d6a4aeb7975cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-f129bb150f7d8b89253d6a4aeb7975cb.png\"><\/a><\/p>\n<section><strong>\u8bed\u97f3\u6307\u4ee4\u6570\u636e\u7684\u6784\u5efa\uff1aINSTRUCTS2S-200K<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8bad\u7ec3 LLaMA-Omni\uff0c\u9700\u8981\u6784\u5efa\u4e09\u5143\u7ec4\u6570\u636e\uff1a\u8bed\u97f3\u6307\u4ee4\uff0c\u6587\u672c\u54cd\u5e94\uff0c\u8bed\u97f3\u54cd\u5e94\u3002<\/section>\n<section>\u5bf9\u4e8e\u8bed\u97f3\u6307\u4ee4\u6570\u636e\u800c\u8a00\uff0c\u5305\u542b\u4e09\u6b65\uff1a\u6307\u4ee4\u91cd\u5199\u3001\u54cd\u5e94\u751f\u6210\u3001<mark data-type=\"tech_tasks\" data-id=\"545db0e3-dd21-4e40-a945-d09b03d3b3ea\">\u8bed\u97f3\u5408\u6210<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u57fa\u7840\u6587\u672c\u6307\u4ee4\uff0c\u4f5c\u8005\u4ece Alpaca \u6570\u636e\u96c6\u4e2d\u6536\u96c6\u4e86\u5927\u7ea6 50K \u6761\u6307\u4ee4\uff0c\u8be5\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u4e3b\u9898\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u4ece UltraChat \u6570\u636e\u96c6\u4e2d\u6536\u96c6\u4e86\u5927\u7ea6 150K \u6761\u6307\u4ee4\uff0c\u8be5\u6570\u636e\u96c6\u4e3b\u8981\u7531\u6709\u5173\u4e16\u754c\u7684\u95ee\u9898\u7ec4\u6210\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cUltraChat \u662f\u4e00\u4e2a\u5927\u89c4\u6a21\u591a\u8f6e\u5bf9\u8bdd\u6570\u636e\u96c6\uff0c\u4f46\u4f5c\u8005\u4ec5\u9009\u62e9\u4e86\u524d 150K \u6761\u6761\u76ee\u5e76\u4ec5\u4f7f\u7528\u7b2c\u4e00\u8f6e\u6307\u4ee4\u3002\u6700\u7ec8\u83b7\u5f97 200K \u8bed\u97f3\u6307\u4ee4\u6570\u636e\uff0c\u79f0\u4e3a InstructS2S-200K\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u6570\u636e\u3002\u4f5c\u8005\u91c7\u7528 InstructS2S-200K \u6570\u636e\u96c6\uff0c\u5176\u5305\u62ec 200K \u8bed\u97f3\u6307\u4ee4\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u6a21\u578b\u914d\u7f6e\u3002\u4f5c\u8005\u4f7f\u7528 Whisper-large-v3 \u7f16\u7801\u5668\u4f5c\u4e3a\u8bed\u97f3\u7f16\u7801\u5668\uff0c\u4f7f\u7528 Llama-3.1-8B-Instruct \u4f5c\u4e3a LLM\u3002<\/section>\n<section><\/section>\n<section>\u8bad\u7ec3\u3002LLaMA-Omni \u9075\u5faa\u4e24\u9636\u6bb5\u8bad\u7ec3\u8fc7\u7a0b\uff1a\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u4f5c\u8005\u8bad\u7ec3\u8bed\u97f3\u9002\u914d\u5668\u548c LLM\uff0c\u6279\u5904\u7406\u5927\u5c0f\u4e3a 32\uff0c\u5171 3 \u4e2a epoch\uff1b\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u4f5c\u8005\u8bad\u7ec3\u8bed\u97f3\u89e3\u7801\u5668\uff0c\u4f7f\u7528\u4e0e\u7b2c\u4e00\u9636\u6bb5\u76f8\u540c\u7684\u6279\u5904\u7406\u5927\u5c0f\u3001step \u6570\u7b49\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5728 4 \u4e2a NVIDIA L40 GPU \u4e0a\u5927\u7ea6\u9700\u8981 65 \u5c0f\u65f6\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8bc4\u4f30\u65b9\u9762\uff0c\u4f5c\u8005\u4ece\u4ee5\u4e0b\u65b9\u9762\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>ChatGPT \u5f97\u5206\uff1b<\/section>\n<\/li>\n<li>\n<section>\u8bed\u97f3 &#8211; \u6587\u672c\u5bf9\u9f50\uff1b<\/section>\n<\/li>\n<li>\n<section>\u8bed\u97f3\u8d28\u91cf\uff1b<\/section>\n<\/li>\n<li>\n<section>\u54cd\u5e94\u5ef6\u8fdf\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u9664\u6b64\u4ee5\u5916\uff0c\u8bed\u97f3 &#8211; <mark data-type=\"tech_tasks\" data-id=\"fee178e8-ee20-42fc-8f8f-1d41c1f34e8f\">\u8bed\u8a00\u6a21\u578b<\/mark>\u7684\u57fa\u7ebf\u7cfb\u7edf\u5305\u542b SpeechGPT \u3001 SALMONN (+TTS) \u3001 Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o (+TTS) \u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3b\u8981\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8868 1 \u7ed9\u51fa\u4e86 InstructS2S-Eval <mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6d4b\u8bd5\u4e3b\u8981\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u5728 S2TIF \u4efb\u52a1\u4e2d\uff0c\u4ece\u5185\u5bb9\uff08content\uff09\u89d2\u5ea6\u6765\u770b\uff0cLLaMA-Omni \u76f8\u6bd4\u4e4b\u524d\u7684\u6a21\u578b\u6709\u4e86\u663e\u8457\u63d0\u5347\uff0c\u8fd9\u4e3b\u8981\u662f\u56e0\u4e3a LLaMA-Omni \u662f\u57fa\u4e8e\u6700\u65b0\u7684 Llama-3.1-8B Instruct \u6a21\u578b\u5f00\u53d1\u7684\uff0c\u5145\u5206\u5229\u7528\u4e86\u5176\u5f3a\u5927\u7684\u6587\u672c\u6307\u4ee4\u8ddf\u968f\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u98ce\u683c\uff08style\uff09\u89d2\u5ea6\u6765\u770b\uff0cSALMONN \u548c Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u5f97\u5206\u8f83\u4f4e\uff0c\u56e0\u4e3a\u5b83\u4eec\u662f\u8bed\u97f3 &#8211; \u6587\u672c\u6a21\u578b\uff0c\u8f93\u51fa\u98ce\u683c\u4e0e\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e0d\u592a\u5bf9\u9f50\uff0c\u7ecf\u5e38\u4ea7\u751f\u683c\u5f0f\u5316\u7684\u5185\u5bb9\uff0c\u5305\u542b\u5927\u91cf\u5197\u4f59\u89e3\u91ca\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cSpeechGPT \u4f5c\u4e3a\u8bed\u97f3 &#8211; \u8bed\u97f3\u6a21\u578b\uff0c\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u98ce\u683c\u5f97\u5206\u3002<\/section>\n<section><\/section>\n<section>LLaMA-Omni \u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u98ce\u683c\u5f97\u5206\uff0c\u8fd9\u8bf4\u660e\u5728 InstructS2S-200K \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u540e\uff0c\u6a21\u578b\u8f93\u51fa\u98ce\u683c\u5df2\u7ecf\u4e0e\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u5f88\u597d\u5730\u5bf9\u9f50\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e S2SIF \u4efb\u52a1\uff0cLLaMA-Omni \u5728\u5185\u5bb9\u548c\u98ce\u683c\u5f97\u5206\u4e0a\u4e5f\u90fd\u4f18\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u3002\u8fd9\u8fdb\u4e00\u6b65\u8bc1\u5b9e\u4e86 LLaMA-Omni \u80fd\u591f\u4ee5\u7b80\u6d01\u3001\u9ad8\u6548\u7684\u65b9\u5f0f\u901a\u8fc7\u8bed\u97f3\u6709\u6548\u5730\u5904\u7406\u7528\u6237\u6307\u4ee4\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u5728\u8bed\u97f3\u548c\u6587\u672c\u54cd\u5e94\u7684\u5bf9\u9f50\u65b9\u9762\uff0cLLaMA-Omni \u7684 ASR-WER \u548c ASR-CER \u5f97\u5206\u6700\u4f4e\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cSpeechGPT \u5728\u5bf9\u9f50\u8bed\u97f3\u548c\u6587\u672c\u54cd\u5e94\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u53ef\u80fd\u662f\u56e0\u4e3a\u5b83\u662f\u4e32\u884c\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u7684\u3002<\/section>\n<section><\/section>\n<section>\u7ea7\u8054\u7cfb\u7edf\uff08\u5982 SALMONN+TTS \u548c Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o+TTS\uff09\u7684\u8bed\u97f3 &#8211; \u6587\u672c\u5bf9\u9f50\u4e5f\u4e0d\u662f\u6700\u7406\u60f3\u7684\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u751f\u6210\u7684\u6587\u672c\u54cd\u5e94\u53ef\u80fd\u5305\u542b\u65e0\u6cd5\u5408\u6210\u8bed\u97f3\u7684\u5b57\u7b26\u3002\u8fd9\u4e2a\u95ee\u9898\u5728 Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u4e2d\u5c24\u4e3a\u660e\u663e\uff0c\u5b83\u5076\u5c14\u4f1a\u8f93\u51fa\u4e2d\u6587\u5b57\u7b26\uff0c\u4ece\u800c\u5bfc\u81f4\u8bed\u97f3\u54cd\u5e94\u9519\u8bef\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-Omni \u7684 ASR-WER \u548c ASR-CER \u5f97\u5206\u6700\u4f4e\uff0c\u8868\u660e\u751f\u6210\u7684\u8bed\u97f3\u548c\u6587\u672c\u54cd\u5e94\u4e4b\u95f4\u7684\u5bf9\u9f50\u7a0b\u5ea6\u66f4\u9ad8\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86 LLaMA-Omni \u5728\u540c\u65f6\u751f\u6210\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8cc3be8dac41a105add75d2837b9f5df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8cc3be8dac41a105add75d2837b9f5df.png\"><\/a><\/p>\n<section><strong>\u8bed\u97f3\u8d28\u91cf\u548c\u54cd\u5e94\u5ef6\u8fdf\u4e4b\u95f4\u7684\u6743\u8861<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3 \u03a9 \u7684\u5f71\u54cd\uff0c\u4f5c\u8005\u5bf9\u7cfb\u7edf\u5ef6\u8fdf\u3001\u8bed\u97f3\u548c\u6587\u672c\u54cd\u5e94\u4e4b\u95f4\u7684\u5bf9\u9f50\u4ee5\u53ca\u4e0d\u540c \u03a9 \u8bbe\u7f6e\u4e0b\u751f\u6210\u7684\u8bed\u97f3\u8d28\u91cf\u8fdb\u884c\u4e86\u63a2\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u5982\u8868 2 \u6240\u793a\uff0c\u5f53 \u03a9 \u8bbe\u7f6e\u4e3a 10 \u65f6\uff0c\u7cfb\u7edf\u7684\u54cd\u5e94\u5ef6\u8fdf\u4f4e\u81f3 226ms\uff0c\u751a\u81f3\u4f4e\u4e8e GPT-4o \u7684\u5e73\u5747\u97f3\u9891\u5ef6\u8fdf 320ms\u3002<\/section>\n<section><\/section>\n<section>\u7efc\u5408\u6765\u770b\uff0c\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u573a\u666f\u8c03\u6574 \u03a9 \u7684\u503c\uff0c\u4ee5\u5b9e\u73b0\u54cd\u5e94\u5ef6\u8fdf\u548c\u8bed\u97f3\u8d28\u91cf\u4e4b\u95f4\u7684\u6743\u8861\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5ae85a6f544d51e0e5d20b428a1c3de9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-5ae85a6f544d51e0e5d20b428a1c3de9.png\"><\/a><\/p>\n<section><strong>\u89e3\u7801\u65f6\u95f4<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u8868 3 \u5217\u51fa\u4e86\u4e0d\u540c\u6a21\u578b\u5728 S2TIF \u548c S2SIF \u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u89e3\u7801\u65f6\u95f4\u3002<\/section>\n<section><\/section>\n<section>LLaMA-Omni \u76f4\u63a5\u63d0\u4f9b\u7b80\u6d01\u7684\u7b54\u6848\uff0c\u4ece\u800c\u663e\u8457\u7f29\u77ed\u89e3\u7801\u65f6\u95f4\uff0c\u5e73\u5747\u6bcf\u6761\u6307\u4ee4\u4ec5\u4e3a 1.49 \u79d2\u3002<\/section>\n<section><\/section>\n<section>LLaMA-Omni \u540c\u65f6\u8f93\u51fa\u6587\u672c\u548c\u8bed\u97f3\u54cd\u5e94\uff0c\u5e76\u91c7\u7528\u975e\u81ea\u56de\u5f52\u67b6\u6784\u751f\u6210\u79bb\u6563\u5355\u5143\uff0c\u603b\u751f\u6210\u65f6\u95f4\u4ec5\u589e\u52a0 1.28 \u500d\uff0c\u4f53\u73b0\u51fa LLaMA-Omni \u5728\u89e3\u7801\u901f\u5ea6\u4e0a\u7684\u4f18\u52bf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-42dfeb1a837062ccf9808b2f67954f87.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-42dfeb1a837062ccf9808b2f67954f87.png\"><\/a><\/p>\n<section><strong>\u6848\u4f8b\u7814\u7a76<br \/><\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e3a\u4e86\u76f4\u89c2\u7684\u4e86\u89e3\u4e0d\u540c\u6a21\u578b\u7684\u54cd\u5e94\u5dee\u5f02\uff0c\u4f5c\u8005\u5728\u8868 4 \u4e2d\u63d0\u4f9b\u4e86\u4e00\u4e2a\u793a\u4f8b\u3002<\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u89c2\u5bdf\u5230 Qwen2-<mark data-type=\"institutions\" data-id=\"5d5181e8-e040-4be4-be0a-5e20b2ab5ba6\">Audi<\/mark>o \u7684\u54cd\u5e94\u76f8\u5f53\u5197\u957f\uff0c\u5e76\u4e14\u5305\u542b\u6362\u884c\u7b26\u548c\u62ec\u53f7\u7b49\u65e0\u6cd5\u5408\u6210\u8bed\u97f3\u7684\u5143\u7d20\u3002<\/section>\n<section><\/section>\n<section>SALMONN \u7684\u54cd\u5e94\u4e5f\u6709\u70b9\u957f\u3002<\/section>\n<section><\/section>\n<section>SpeechGPT \u7684\u54cd\u5e94\u98ce\u683c\u66f4\u9002\u5408\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\uff0c\u4f46\u5176\u54cd\u5e94\u6240\u5305\u542b\u7684\u4fe1\u606f\u91cf\u8f83\u5c11\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLaMA-Omni \u7ed9\u51fa\u7684\u54cd\u5e94\u5728\u4fdd\u6301\u7b80\u6d01\u98ce\u683c\u7684\u540c\u65f6\u66f4\u52a0\u8be6\u7ec6\u548c\u6709\u5e2e\u52a9\uff0c\u5728\u8bed\u97f3\u4ea4\u4e92\u573a\u666f\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u4e4b\u524d\u7684\u6a21\u578b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8ce026913e3321e5b4a3fa243d82dc7a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-8ce026913e3321e5b4a3fa243d82dc7a.png\"><\/a><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-23-7\" target=\"_blank\">\u4ec5\u75284\u5757GPU\u3001\u4e0d\u52303\u5929\u8bad\u7ec3\u51fa\u300c\u5f00\u6e90\u7248GPT-4o\u300d\uff0c\u8fd9\u662f\u56fd\u5185\u56e2\u961f\u6700\u65b0\u7814\u7a76<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ec5\u75284\u5757GPU\u3001\u4e0d\u52303 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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