{"id":7249,"date":"2026-01-09T19:46:58","date_gmt":"2026-01-09T11:46:58","guid":{"rendered":"https:\/\/infernews.com\/?p=7249"},"modified":"2026-01-09T23:33:21","modified_gmt":"2026-01-09T15:33:21","slug":"qwen3-vl-embedding-2b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/qwen3-vl-embedding-2b\/","title":{"rendered":"Qwen3-VL-Embedding-2B"},"content":{"rendered":"\n

\u300cQwen3-VL-Embedding-2B\u300d\u662f Qwen \u5bb6\u65cf\u4e2d\u6700\u65b0\u7684\u591a\u6a21\u614b\u4fe1\u606f\u6aa2\u7d22\u548c\u4ea4\u53c9\u6a21\u614b\u7406\u89e3\u6a21\u578b\u3002\u53ef\u5728\u540c\u4e00\u5411\u91cf\u7a7a\u9593\u505a\u76f8\u4f3c\u5ea6\u8a08\u7b97\uff0c\u65b9\u4fbf\u505a\u300c\u8de8\u6a21\u614b\u6aa2\u7d22\u300d\u8207\u300c\u5716\u6587\u6df7\u5408\u6aa2\u7d22\u300d\u3002<\/p>\n\n\n\n

Embedding \u7dad\u5ea6\u53ef\u63a7<\/strong>\uff1a\u9810\u8a2d\u6700\u9ad8 2048 \u7dad\uff0c\u4f46\u652f\u63f4\u4f7f\u7528\u8005\u81ea\u8a02\u8f38\u51fa\u7dad\u5ea6 64\u20132048\uff0c\u53ef\u4f9d\u5132\u5b58\u6210\u672c\u8207\u4e0b\u6e38\u6a21\u578b\u9700\u6c42\u8abf\u6574\uff08\u4f8b\u5982 256\/512 \u7dad\u7528\u65bc\u5411\u91cf DB\uff09\u3002<\/p>\n\n\n\n

\u6a21\u578b\u898f\u6a21\u8207 context length<\/strong>\uff1a2B \u53c3\u6578\uff0ccontext \u9577\u5ea6 32k\uff0c\u9069\u5408\u653e\u5728\u908a\u7de3\u6216\u4f4e\u8cc7\u6e90\u4f3a\u670d\u5668\u4e0a\uff0c\u540c\u6642\u80fd\u8655\u7406\u9577\u6587\u6a94\u3001\u591a frame \u5f71\u7247\u63cf\u8ff0\u7b49\u8f38\u5165\u3002<\/p>\n\n\n\n\n\n\n\t\n\n\t\n\t\n\t\n\t\n\t\n\t\n\t
\u6a21\u578b<\/th>Gemini Multimodal Embeddings<\/th>Qwen3-VL-Embedding (2B\/8B)<\/th>\n<\/tr>\n<\/thead>\n
\u6a21\u614b\u652f\u63f4<\/td>\u6587\u5b57\u3001\u5716\u7247\u3001video\uff08\u542b audio \u8ecc\u9053\uff0c1 FPS + \u97f3\u983b\u7279\u5fb5\uff09<\/td>\u6587\u5b57\u3001\u5716\u7247\u3001\u622a\u5716\u3001video\uff08\u591a frame\uff09\uff0c\u6df7\u5408\u4efb\u610f\u7d44\u5408<\/td>\n<\/tr>\n
\u8a9e\u8a00<\/td>\u591a\u8a9e\uff08\u82f1\u6587\u4e3b\u5c0e\uff09<\/td>30+ \u8a9e\u8a00\uff0c\u5f37\u4e2d\u6587\/\u591a\u8a9e\u5c0d\u9f4a<\/td>\n<\/tr>\n
\u7dad\u5ea6<\/td>\u56fa\u5b9a 1408<\/td>\u53ef\u81ea\u8a02 64\u20134096\uff08\u9810\u8a2d 2048\uff09<\/td>\n<\/tr>\n
Context<\/td>Video \u4e0a\u9650 1-3 \u5c0f\u6642<\/td>32K tokens\uff08\u9577\u5f71\u7247\u591a frame\uff09<\/td>\n<\/tr>\n
\u958b\u6e90<\/td>\u5426\uff08API\uff09<\/td>\u662f\uff08HF\/GitHub\uff0cApache 2.0\uff09<\/td>\n<\/tr>\n
\u6210\u672c<\/td>$0.0001\/1000 chars\uff08text\uff09\uff0c\u66f4\u9ad8 video\/image<\/td>\u514d\u8cbb\u672c\u5730\uff0cGPU \u786c\u9ad4\u6210\u672c<\/td>\n<\/tr>\n
\u6574\u5408<\/td>Vertex AI \/ Gemini API\uff0c\u6613 scale<\/td>Transformers\/vLLM\uff0c\u91cf\u5316\u53cb\u597d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n
    \n
  • 1. \u5716\u50cf\u548c\u6587\u672c\u6aa2\u7d22\u7cfb\u7d71\uff1a\u53ef\u4ee5\u7528\u65bc\u57fa\u65bc\u6587\u672c\u63cf\u8ff0\u641c\u7d22\u76f8\u95dc\u5716\u50cf\uff0c\u6216\u8005\u57fa\u65bc\u5716\u50cf\u5167\u5bb9\u641c\u7d22\u76f8\u95dc\u6587\u672c\u63cf\u8ff0\u3002<\/li>\n\n\n\n
  • 2. \u8996\u983b\u63a8\u85a6\u5e73\u53f0\uff1a\u5c07\u8996\u983b\u548c\u6587\u672c\u63cf\u8ff0\u6620\u5c04\u5230\u5171\u4eab\u8868\u793a\u7a7a\u9593\uff0c\u4ee5\u63d0\u9ad8\u8996\u983b\u63a8\u85a6\u7684\u6e96\u78ba\u6027\u3002<\/li>\n\n\n\n
  • 3. \u591a\u6a21\u614b\u5167\u5bb9\u7ba1\u7406\uff1a\u5c0d\u65bc\u5305\u542b\u5716\u50cf\u3001\u6587\u672c\u548c\u8996\u983b\u7684\u5927\u578b\u6578\u64da\u96c6\uff0c\u53ef\u4ee5\u9032\u884c\u6709\u6548\u7684\u5167\u5bb9\u805a\u985e\u548c\u7d44\u7e54\u3002<\/li>\n\n\n\n
  • 4. \u793e\u4ea4\u5a92\u9ad4\u5206\u6790\uff1a\u5206\u6790\u548c\u7406\u89e3\u8de8\u6587\u672c\u548c\u5716\u50cf\u7684\u7528\u6236\u751f\u6210\u5167\u5bb9\u3002<\/li>\n\n\n\n
  • 5. \u6559\u80b2\u548c\u57f9\u8a13\uff1a\u85c9\u52a9\u65bc\u8996\u89ba\u554f\u7b54\u548c\u591a\u6a21\u614b\u5b78\u7fd2\u6750\u6599\uff0c\u63d0\u4f9b\u500b\u6027\u5316\u7684\u5b78\u7fd2\u9ad4\u9a57\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

    \u300cQwen3-VL-Embedding-2B\u300d\u662f Qwen \u5bb6\u65cf\u4e2d\u6700\u65b0\u7684\u591a\u6a21\u614b\u4fe1\u606f\u6aa2\u7d22\u548c\u4ea4\u53c9\u6a21\u614b\u7406\u89e3\u6a21\u578b\u3002\u53ef\u5728\u540c\u4e00\u5411\u91cf\u7a7a\u9593\u505a\u76f8\u4f3c\u5ea6\u8a08\u7b97\uff0c\u65b9\u4fbf\u505a\u300c\u8de8\u6a21\u614b\u6aa2\u7d22\u300d\u8207\u300c\u5716\u6587\u6df7\u5408\u6aa2\u7d22\u300d\u3002 Embedding \u7dad\u5ea6\u53ef\u63a7\uff1a\u9810\u8a2d\u6700\u9ad8 2048 \u7dad\uff0c\u4f46\u652f\u63f4\u4f7f\u7528\u8005\u81ea\u8a02\u8f38\u51fa\u7dad\u5ea6 64\u20132048\uff0c\u53ef\u4f9d\u5132\u5b58\u6210\u672c\u8207\u4e0b\u6e38\u6a21\u578b\u9700\u6c42\u8abf\u6574\uff08\u4f8b\u5982 256\/512 \u7dad\u7528\u65bc\u5411\u91cf DB\uff09\u3002 \u6a21\u578b\u898f\u6a21\u8207 context length\uff1a2B \u53c3\u6578\uff0ccontext \u9577\u5ea6 32k\uff0c\u9069\u5408\u653e\u5728\u908a\u7de3\u6216\u4f4e\u8cc7\u6e90\u4f3a\u670d\u5668\u4e0a\uff0c\u540c\u6642\u80fd\u8655\u7406\u9577\u6587\u6a94\u3001\u591a frame \u5f71\u7247\u63cf\u8ff0\u7b49\u8f38\u5165\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[171,185,131,119,149,133],"tags":[],"class_list":["post-7249","post","type-post","status-publish","format-standard","hentry","category-171","category-qwen","category-embedding","category-119","category-149","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7249","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\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=7249"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/7249\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=7249"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=7249"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=7249"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}