{"id":11446,"date":"2026-08-26T13:48:22","date_gmt":"2026-08-26T05:48:22","guid":{"rendered":"https:\/\/infernews.com\/blog\/wemm-embedding-is-a-family-of-universal-multimodal-embedding-models\/"},"modified":"2026-08-26T13:48:22","modified_gmt":"2026-08-26T05:48:22","slug":"wemm-embedding-is-a-family-of-universal-multimodal-embedding-models","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/wemm-embedding-is-a-family-of-universal-multimodal-embedding-models\/","title":{"rendered":"WeMM-Embedding \u7d71\u4e00\u591a\u6a21\u614b\u5411\u91cf"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/performance-overview.jpg\" alt=\"WeMM-Embedding Performance Overview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">WeMM-Embedding \u662f\u4e00\u7d44\u591a\u6a21\u614b embedding \u6a21\u578b\uff0c\u76ee\u6a19\u662f\u628a\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247\u3001\u8996\u89ba\u6587\u4ef6\u548c\u4ea4\u932f\u5f0f\u591a\u6a21\u614b\u8f38\u5165\uff0c\u8f49\u6210\u53ef\u76f4\u63a5\u6bd4\u5c0d\u7684\u7d71\u4e00\u5411\u91cf\u3002\u5c0d\u8981\u505a\u641c\u5c0b\u3001\u76f8\u4f3c\u5ea6\u6bd4\u5c0d\u3001\u5167\u5bb9\u6aa2\u7d22\u6216\u8de8\u5a92\u9ad4\u5339\u914d\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u9019\u7a2e\u505a\u6cd5\u6bd4\u9010\u4e00\u5206\u958b\u8655\u7406\u4e0d\u540c\u7d20\u6750\u66f4\u7701\u4e8b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u63d0\u4f9b 2B\u30014B\u30019B \u4e09\u500b\u7248\u672c\uff0c\u9084\u652f\u63f4 Matryoshka dimensions\uff0c\u4ee3\u8868\u53ef\u4ee5\u6309\u9700\u8981\u8f38\u51fa\u4e0d\u540c\u9577\u5ea6\u7684 embedding\uff0c\u6e1b\u5c11\u8a08\u7b97\u548c\u5132\u5b58\u6210\u672c\u3002README \u4e5f\u63d0\u5230\uff0c\u5411\u91cf\u4f86\u81ea <code>&lt;embedding&gt;<\/code> token \u7684\u6700\u5f8c\u4e00\u5c64 hidden state\uff0c\u518d\u505a L2 normalization\uff1b\u76ee\u524d\u4e0d\u652f\u63f4 audio\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5be6\u4f5c\u548c\u8a66\u8dd1\u65b9\u5f0f\u90fd\u7b97\u76f4\u63a5\uff0c\u65e2\u53ef\u4ee5\u7528 <code>transformers<\/code>\uff0c\u4e5f\u53ef\u4ee5\u7528 <code>SentenceTransformer<\/code> \u76f4\u63a5\u8f09\u5165 Hugging Face \u6a21\u578b ID\u3002\u4f5c\u8005\u540c\u6642\u6a19\u660e\u63a8\u7406\u8f03\u5efa\u8b70\u7528 <code>transformers==5.2.0<\/code>\uff0c\u539f\u56e0\u662f\u8f03\u65b0\u7684\u7248\u672c\u5728\u524d\u8655\u7406\u884c\u70ba\u4e0a\u53ef\u80fd\u6709\u5dee\u7570\uff1bserving \u65b9\u9762\u5247\u6e2c\u904e vLLM \u548c SGLang\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d71\u4e00\u8655\u7406 text\u3001image\u3001video\u3001visual document \u548c interleaved multimodal inputs<\/li>\n<li>\u652f\u63f4 Matryoshka dimensions\uff0c\u53ef\u6309\u6210\u672c\u9700\u8981\u7e2e\u77ed embedding \u9577\u5ea6<\/li>\n<li>\u9069\u5408\u505a\u8de8\u6a21\u614b\u641c\u5c0b\u3001\u5167\u5bb9\u53bb\u91cd\u3001\u76f8\u4f3c\u5ea6\u6bd4\u5c0d\u548c\u6aa2\u7d22\u7d22\u5f15<\/li>\n<li>\u63a8\u7406\u53ef\u7528 <code>transformers<\/code> \u6216 <code>SentenceTransformer<\/code>\uff0c\u90e8\u7f72\u53ef\u63a5 vLLM\u3001SGLang<\/li>\n<li>\u73fe\u968e\u6bb5\u4e0d\u652f\u63f4 audio\uff0c\u505a\u8a9e\u97f3\u76f8\u95dc\u6d41\u7a0b\u8981\u53e6\u914d\u5176\u4ed6\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u8981\u8655\u7406\u591a\u5a92\u9ad4\u5167\u5bb9\u7684\u61c9\u7528\u5718\u968a\u3001\u6aa2\u7d22\u7cfb\u7d71\u3001\u5167\u5bb9\u5e73\u53f0\u548c\u8cc7\u6599\u6574\u7406\u6d41\u7a0b\uff0c\u9019\u985e\u6a21\u578b\u6700\u76f4\u63a5\u7684\u50f9\u503c\u662f\u6e1b\u5c11\u591a\u5957\u8868\u793a\u6cd5\u4e4b\u9593\u7684\u929c\u63a5\u6210\u672c\u3002\u5b83\u5728\u591a\u500b\u57fa\u6e96\u4e0a\u53d6\u5f97\u9818\u5148\u7d50\u679c\uff0c\u4f46\u5be6\u969b\u9078\u578b\u4ecd\u8981\u770b\u4f60\u8981\u7684\u662f\u5b8c\u6574\u7dad\u5ea6\u3001\u8f03\u4f4e\u6210\u672c\u7248\u672c\uff0c\u9084\u662f\u504f\u5411\u90e8\u7f72\u6548\u7387\u7684\u914d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/Tencent\/WeMM-Embedding\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/collections\/tencent\/wemm-embedding\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>WeMM-Embedding \u628a\u6587\u5b57\u3001\u5716\u7247\u3001\u5f71\u7247\u548c\u8996\u89ba\u6587\u4ef6\u653e\u9032\u540c\u4e00\u5957\u5411\u91cf\u7a7a\u9593\uff0c\u9069\u5408\u8981\u505a\u6aa2\u7d22\u3001\u6bd4\u5c0d\u548c\u8de8\u6a21\u614b\u641c\u5c0b\u7684\u5834\u666f\u3002\u5b83\u540c\u6642\u63d0\u4f9b\u4e0d\u540c\u5c3a\u5bf8\u9078\u64c7\uff0c\u65b9\u4fbf\u5728\u6e96\u78ba\u5ea6\u8207\u6210\u672c\u4e4b\u9593\u53d6\u6368\u3002<\/p>\n","protected":false},"author":8,"featured_media":11445,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,172,162,131,76,119,31,30,29],"tags":[],"class_list":["post-11446","post","type-post","status-publish","format-standard","hentry","category-133","category-172","category-ai-productions","category-embedding","category-76","category-119","category-video","category-image","category-audio"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11446","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=11446"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11446\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11445"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11446"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11446"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}