{"id":35961,"date":"2025-05-07T09:10:19","date_gmt":"2025-05-07T01:10:19","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/35961.html"},"modified":"2025-05-07T09:10:19","modified_gmt":"2025-05-07T01:10:19","slug":"%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90llama-4%ef%bc%9a%e6%80%a7%e8%83%bd%e7%aa%81%e7%a0%b4%e3%80%81%e6%9e%b6%e6%9e%84%e5%88%9b%e6%96%b0%e4%b8%8e%e7%94%9f%e6%80%81%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/35961.html","title":{"rendered":"\u6df1\u5ea6\u89e3\u6790Llama 4\uff1a\u6027\u80fd\u7a81\u7834\u3001\u67b6\u6784\u521b\u65b0\u4e0e\u751f\u6001\u5e94\u7528"},"content":{"rendered":"<h3>\u5f15\u8a00<\/h3>\n<p>2025\u5e744\u67086\u65e5&#xff0c;Meta\u53d1\u5e03\u7684Llama 4\u7cfb\u5217\u6a21\u578b\u4ee5\u539f\u751f\u591a\u6a21\u6001\u80fd\u529b\u3001\u6df7\u5408\u4e13\u5bb6&#xff08;MoE&#xff09;\u67b6\u6784\u548c\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301\u5f15\u53d1\u5e7f\u6cdb\u5173\u6ce8\u3002\u672c\u6587\u5c06\u4ece\u6280\u672f\u5b9e\u73b0\u3001\u6027\u80fd\u5bf9\u6bd4\u3001\u90e8\u7f72\u5b9e\u8df5\u4e09\u5927\u7ef4\u5ea6\u5c55\u5f00\u6df1\u5ea6\u5206\u6790\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u6027\u80fd\u7a81\u7834&#xff1a;\u53c2\u6570\u6548\u7387\u4e0e\u591a\u6a21\u6001\u4f18\u52bf<\/h3>\n<h4>1. \u57fa\u51c6\u6d4b\u8bd5\u8868\u73b0<\/h4>\n<p>Llama 4\u5728\u591a\u9879\u4efb\u52a1\u4e2d\u5c55\u73b0\u663e\u8457\u4f18\u52bf&#xff1a;<\/p>\n<ul>\n<li>\u63a8\u7406\u4e0e\u7f16\u7801&#xff1a;\u4ec5\u9700170\u4ebf\u6d3b\u8dc3\u53c2\u6570\u5373\u8d85\u8d8aDeepSeek v3&#xff08;\u9700340\u4ebf\u53c2\u6570&#xff09;&#xff0c;\u53c2\u6570\u6548\u7387\u63d0\u5347100%\u3002<\/li>\n<li>\u591a\u6a21\u6001\u80fd\u529b&#xff1a;\u56fe\u50cf\u7406\u89e3\u4efb\u52a1\u4e2d&#xff0c;Llama 4 Scout\u4ee517B\u53c2\u6570\u8d85\u8d8aGPT-4o\u548cGemini 2.0 Flash&#xff0c;\u652f\u6301\u56fe\u6587\u68c0\u7d22\u3001\u89c6\u89c9\u95ee\u7b54&#xff08;VQA&#xff09;\u7b49\u573a\u666f\u3002<\/li>\n<li>\u957f\u4e0a\u4e0b\u6587\u652f\u6301&#xff1a;\u6700\u5927\u652f\u63011000\u4e07token\u4e0a\u4e0b\u6587&#xff0c;\u5355H100 GPU\u5373\u53ef\u8fd0\u884c&#xff0c;\u663e\u5b58\u5360\u7528\u4f18\u5316\u8f83Llama 3\u964d\u4f4e40%\u3002<\/li>\n<\/ul>\n<h4>2. \u6a21\u578b\u89c4\u6a21\u4e0e\u6548\u7387<\/h4>\n<ul>\n<li>Behemoth\u7248\u672c&#xff1a;\u603b\u53c2\u6570\u91cf\u8fbe2\u4e07\u4ebf&#xff0c;\u6d3b\u8dc3\u53c2\u65702880\u4ebf&#xff0c;\u9002\u7528\u4e8e\u590d\u6742\u6570\u5b66\u8ba1\u7b97\u548c\u591a\u8bed\u8a00\u5904\u7406\u3002<\/li>\n<li>MoE\u67b6\u6784\u4f18\u52bf&#xff1a;\u4f8b\u5982Llama 4 Maverick\u76844000\u4ebf\u603b\u53c2\u6570\u4e2d&#xff0c;\u4ec5\u6fc0\u6d3b170\u4ebf\u53c2\u6570\/\u6b21\u63a8\u7406&#xff0c;\u8ba1\u7b97\u6210\u672c\u964d\u4f4e60%\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250507011017-681ab2f916c00.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250507011017-681ab2f97efdc.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u6838\u5fc3\u67b6\u6784\u521b\u65b0<\/h3>\n<h4>1. iRoPE&#xff1a;\u65e0\u4f4d\u7f6e\u5d4c\u5165\u7684\u6ce8\u610f\u529b\u673a\u5236<\/h4>\n<p>Llama 4\u901a\u8fc7**\u4ea4\u9519\u6ce8\u610f\u529b\u5c42&#xff08;Interleaved Attention Layers&#xff09;**\u5b9e\u73b0\u957f\u5ea6\u6cdb\u5316&#xff1a;<\/p>\n<ul>\n<li>\u52a8\u6001\u6e29\u5ea6\u7f29\u653e&#xff1a;\u63a8\u7406\u65f6\u6839\u636e\u4e0a\u4e0b\u6587\u957f\u5ea6\u8c03\u6574\u6ce8\u610f\u529b\u6743\u91cd\u5206\u5e03&#xff0c;\u957f\u6587\u672c\u4efb\u52a1\u51c6\u786e\u7387\u63d0\u534715%\u3002<\/li>\n<li>\u7ed3\u6784\u7b80\u5316&#xff1a;\u79fb\u9664\u4f20\u7edf\u4f4d\u7f6e\u7f16\u7801&#xff0c;\u6a21\u578b\u53c2\u6570\u51cf\u5c115%&#xff0c;\u63a8\u7406\u901f\u5ea6\u63d0\u534720%\u3002<\/li>\n<\/ul>\n<h4>2. \u6df7\u5408\u4e13\u5bb6&#xff08;MoE&#xff09;\u67b6\u6784\u5347\u7ea7<\/h4>\n<ul>\n<li>\u4e13\u5bb6\u7f51\u7edc\u8bbe\u8ba1&#xff1a;Llama 4 Scout\u91c7\u752816\u4e2a\u4e13\u5bb6\u7f51\u7edc&#xff0c;\u95e8\u63a7\u673a\u5236\u52a8\u6001\u9009\u62e92-3\u4e2a\u4e13\u5bb6\u53c2\u4e0e\u8ba1\u7b97&#xff0c;\u5e73\u8861\u6027\u80fd\u4e0e\u6548\u7387\u3002<\/li>\n<li>\u8bad\u7ec3\u7b56\u7565&#xff1a;\u901a\u8fc7**\u8bfe\u7a0b\u5b66\u4e60&#xff08;Curriculum Learning&#xff09;**\u9010\u6b65\u589e\u52a0\u4e13\u5bb6\u7f51\u7edc\u590d\u6742\u5ea6&#xff0c;\u8bad\u7ec3\u7a33\u5b9a\u6027\u63d0\u534730%\u3002<\/li>\n<\/ul>\n<h4>3. \u591a\u6a21\u6001\u539f\u751f\u652f\u6301<\/h4>\n<ul>\n<li>\u65e9\u671f\u878d\u5408&#xff08;Early Fusion&#xff09;&#xff1a;\u6587\u672c\u548c\u89c6\u89c9token\u901a\u8fc7\u7edf\u4e00Transformer\u5c42\u5904\u7406&#xff0c;\u65e0\u9700\u989d\u5916\u9002\u914d\u6a21\u5757\u3002<\/li>\n<li>\u8de8\u6a21\u6001\u4efb\u52a1\u793a\u4f8b&#xff1a;<span class=\"token keyword\">from<\/span> transformers <span class=\"token keyword\">import<\/span> Llama4ForMultiModal<br \/>\nmodel <span class=\"token operator\">&#061;<\/span> Llama4ForMultiModal<span class=\"token punctuation\">.<\/span>from_pretrained<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;meta-llama\/Llama-4-Scout&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\noutputs <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">(<\/span><br \/>\n    text<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u63cf\u8ff0\u56fe\u7247\u4e2d\u7684\u573a\u666f&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    image<span class=\"token operator\">&#061;<\/span>image_tensor<span class=\"token punctuation\">,<\/span><br \/>\n    max_new_tokens<span class=\"token operator\">&#061;<\/span><span class=\"token number\">256<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n \u8be5\u4ee3\u7801\u7247\u6bb5\u5c55\u793a\u5982\u4f55\u901a\u8fc7Hugging Face API\u5b9e\u73b0\u56fe\u6587\u8054\u5408\u63a8\u7406\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u4e09\u3001\u5f00\u6e90\u751f\u6001\u4e0e\u90e8\u7f72\u5b9e\u8df5<\/h3>\n<h4>1. \u6a21\u578b\u7248\u672c\u4e0e\u786c\u4ef6\u9002\u914d<\/h4>\n<table>\n<tr>\u6a21\u578b\u7248\u672c\u6d3b\u8dc3\u53c2\u6570\u4e13\u5bb6\u6570\u91cf\u63a8\u8350\u786c\u4ef6\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>Llama 4 Scout<\/td>\n<td>17B<\/td>\n<td>16<\/td>\n<td>\u5355H100 GPU<\/td>\n<td>\u591a\u6a21\u6001\u63a8\u7406\u3001\u79fb\u52a8\u7aef\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td>Llama 4 Maverick<\/td>\n<td>170B<\/td>\n<td>32<\/td>\n<td>2xA100 GPU<\/td>\n<td>\u590d\u6742\u4ee3\u7801\u751f\u6210\u3001\u957f\u6587\u672c\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>Llama 4 Behemoth<\/td>\n<td>2880B<\/td>\n<td>64<\/td>\n<td>8xH100 GPU\u96c6\u7fa4<\/td>\n<td>\u79d1\u5b66\u8ba1\u7b97\u3001\u591a\u8bed\u8a00\u7ffb\u8bd1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2. \u90e8\u7f72\u4f18\u5316\u6280\u5de7<\/h4>\n<ul>\n<li>\u663e\u5b58\u4f18\u5316&#xff1a;\u4f7f\u7528DeepSpeed ZeRO-3\u53ef\u5c06Behemoth\u7248\u672c\u663e\u5b58\u5360\u7528\u4ece800GB\u964d\u81f3200GB\u3002<\/li>\n<li>\u63a8\u7406\u52a0\u901f&#xff1a;\u901a\u8fc7ONNX Runtime\u91cf\u5316\u5de5\u5177&#xff0c;Scout\u7248\u672c\u63a8\u7406\u901f\u5ea6\u63d0\u53472\u500d&#xff08;FP16\u2192INT8&#xff09;\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001\u5bf9\u6bd4\u5206\u6790\u4e0e\u884c\u4e1a\u5f71\u54cd<\/h3>\n<h4>1. \u4e0e\u7ade\u54c1\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u7279\u6027Llama 4 ScoutDeepSeek v3GPT-4o<\/tr>\n<tbody>\n<tr>\n<td>\u591a\u6a21\u6001\u652f\u6301<\/td>\n<td>\u539f\u751f\u652f\u6301<\/td>\n<td>\u9700\u9002\u914d\u5668<\/td>\n<td>\u9700\u989d\u5916\u63a5\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6<\/td>\n<td>10M token<\/td>\n<td>32k token<\/td>\n<td>128k token<\/td>\n<\/tr>\n<tr>\n<td>\u63a8\u7406\u6210\u672c&#xff08;1B token&#xff09;<\/td>\n<td>$120&#xff08;\u5355H100&#xff09;<\/td>\n<td>$280&#xff08;\u53ccA100&#xff09;<\/td>\n<td>$800&#xff08;API\u8c03\u7528&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>2. \u884c\u4e1a\u5f71\u54cd<\/h4>\n<ul>\n<li>\u5f00\u6e90\u751f\u6001&#xff1a;Llama 4\u63a8\u52a8\u591a\u6a21\u6001\u6a21\u578b\u5e73\u6c11\u5316&#xff0c;\u5355GPU\u5373\u53ef\u8fd0\u884c17B\u7248\u672c\u3002<\/li>\n<li>\u7814\u7a76\u4ef7\u503c&#xff1a;iRoPE\u67b6\u6784\u4e3a\u957f\u5e8f\u5217\u5efa\u6a21\u63d0\u4f9b\u65b0\u601d\u8def&#xff0c;\u5df2\u5e94\u7528\u4e8e\u751f\u7269\u5e8f\u5217\u5206\u6790\u7b49\u4ea4\u53c9\u9886\u57df\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u603b\u7ed3<\/h3>\n<p>Llama 4\u901a\u8fc7\u539f\u751f\u591a\u6a21\u6001\u878d\u5408\u3001MoE\u53c2\u6570\u6548\u7387\u4f18\u5316\u548c\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301&#xff0c;\u91cd\u65b0\u5b9a\u4e49\u4e86\u5f00\u6e90\u5927\u6a21\u578b\u7684\u6280\u672f\u8fb9\u754c\u3002\u5176\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u4ee51\/2\u53c2\u6570\u91cf\u8d85\u8d8a\u7ade\u54c1\u7684\u8868\u73b0&#xff0c;\u6807\u5fd7\u7740AI\u6a21\u578b\u8f7b\u91cf\u5316\u4e0e\u8de8\u6a21\u6001\u878d\u5408\u7684\u65b0\u91cc\u7a0b\u7891\u3002\u5f00\u53d1\u8005\u53ef\u901a\u8fc7Hugging Face\u7b49\u5e73\u53f0\u5feb\u901f\u90e8\u7f72&#xff0c;\u63a2\u7d22\u5176\u5728\u533b\u7597\u8bca\u65ad\u3001\u91d1\u878d\u5efa\u6a21\u7b49\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.3k\u6b21\uff0c\u70b9\u8d5e23\u6b21\uff0c\u6536\u85cf9\u6b21\u3002Llama 4\u901a\u8fc7\u539f\u751f\u591a\u6a21\u6001\u878d\u5408MoE\u53c2\u6570\u6548\u7387\u4f18\u5316\u548c\u8d85\u957f\u4e0a\u4e0b\u6587\u652f\u6301\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e86\u5f00\u6e90\u5927\u6a21\u578b\u7684\u6280\u672f\u8fb9\u754c\u3002\u5176\u5728\u63a8\u7406\u4efb\u52a1\u4e2d\u4ee51\/2\u53c2\u6570\u91cf\u8d85\u8d8a\u7ade\u54c1\u7684\u8868\u73b0\uff0c\u6807\u5fd7\u7740AI\u6a21\u578b\u8f7b\u91cf\u5316\u4e0e\u8de8\u6a21\u6001\u878d\u5408\u7684\u65b0\u91cc\u7a0b\u7891\u3002\u5f00\u53d1\u8005\u53ef\u901a\u8fc7Hugging Face\u7b49\u5e73\u53f0\u5feb\u901f\u90e8\u7f72\uff0c\u63a2\u7d22\u5176\u5728\u533b\u7597\u8bca\u65ad\u3001\u91d1\u878d\u5efa\u6a21\u7b49\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u3002_llama 4<\/p>\n","protected":false},"author":2,"featured_media":35959,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[347,132],"topic":[],"class_list":["post-35961","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-llama","tag-132"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6df1\u5ea6\u89e3\u6790Llama 4\uff1a\u6027\u80fd\u7a81\u7834\u3001\u67b6\u6784\u521b\u65b0\u4e0e\u751f\u6001\u5e94\u7528 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/35961.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" 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