{"id":119,"date":"2025-08-11T10:31:24","date_gmt":"2025-08-11T02:31:24","guid":{"rendered":"https:\/\/glint-mvt.com\/blog\/?p=119"},"modified":"2025-11-14T14:43:48","modified_gmt":"2025-11-14T06:43:48","slug":"%e5%bc%80%e6%ba%90%e5%8d%b3%e5%b1%a0%e6%a6%9c%ef%bc%81unime%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a1%86%e6%9e%b6%e7%99%bb%e9%a1%b6mmeb%e5%85%a8%e7%90%83%e8%ae%ad%e7%bb%83%e6%a6%9c%ef%bc%8c%e5%88%b7%e6%96%b0","status":"publish","type":"post","link":"https:\/\/glint-mvt.com\/blog\/2025\/08\/11\/%e5%bc%80%e6%ba%90%e5%8d%b3%e5%b1%a0%e6%a6%9c%ef%bc%81unime%e5%a4%9a%e6%a8%a1%e6%80%81%e6%a1%86%e6%9e%b6%e7%99%bb%e9%a1%b6mmeb%e5%85%a8%e7%90%83%e8%ae%ad%e7%bb%83%e6%a6%9c%ef%bc%8c%e5%88%b7%e6%96%b0\/","title":{"rendered":"\u7075\u611f\u5b9e\u9a8c\u5ba4\u5f00\u6e90RWKV-CLIP\u6a21\u578b\uff0c\u5f3a\u5927\u7684\u89c6\u89c9\u8bed\u8a00\u8868\u5f81\u5b66\u4e60\u5668"},"content":{"rendered":"\n

1\u3001\u6458\u8981<\/strong><\/h2>\n\n\n\n

\u56fe\u6587\u9884\u8bad\u7ec3 (CLIP) \u4efb\u52a1\u901a\u8fc7\u4f7f\u7528\u4ece\u7f51\u7ad9\u83b7\u53d6\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u6269\u5c55\u6570\u636e\u96c6\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u5404\u79cd\u89c6\u89c9\uff0c\u8bed\u8a00\u4efb\u52a1\u7684\u6027\u80fd\u3002\u672c\u6587\u4ece\u6570\u636e\u548c\u6a21\u578b\u67b6\u6784\u7684\u89d2\u5ea6\u8fdb\u4e00\u6b65\u63a2\u8ba8\u4e86 CLIP\uff0c\u4e3a\u4e86\u89e3\u51b3\u566a\u58f0\u6570\u636e\u7684\u666e\u904d\u5b58\u5728\u5e76\u63d0\u9ad8\u4ece\u4e92\u8054\u7f51\u4e0a\u722c\u53d6\u7684\u5927\u89c4\u6a21\u56fe\u50cf\u6587\u672c\u6570\u636e\u7684\u8d28\u91cf\uff0c\u7814\u7a76\u56e2\u961f\u5f15\u5165\u4e86\u4e00\u4e2a\u591a\u6837\u5316\u7684\u63cf\u8ff0\u751f\u6210\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u53ef\u4ee5\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4ece\u57fa\u4e8e\u7f51\u7edc\u7684\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u548c\u68c0\u6d4b\u6807\u7b7e\u4e2d\u5408\u6210\u548c\u7ec6\u5316\u5185\u5bb9\u3002\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86RWKV-CLIP<\/strong>\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u7531 RWKV \u9a71\u52a8\u7684\u89c6\u89c9\u8bed\u8a00\u8868\u793a\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u5c06 Transformer<\/a> \u7684\u6709\u6548\u5e76\u884c\u8bad\u7ec3\u4e0e RNN<\/a> \u7684\u6709\u6548\u63a8\u7406\u76f8\u7ed3\u5408\u3002\u8de8\u5404\u79cd\u6a21\u578b\u89c4\u6a21\u548c\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u7efc\u5408\u5b9e\u9a8c\u8868\u660e\uff0cRWKV-CLIP \u662f\u4e00\u4e2a\u5f3a\u5927\u800c\u9ad8\u6548\u7684\u89c6\u89c9\u8bed\u8a00\u8868\u793a\u5b66\u4e60\u5668\uff0c\u5b83\u5728\u591a\u4e2a\u4e0b\u6e38\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u5305\u62ec\u7ebf\u6027\u63a2\u6d4b\u3001\u96f6\u6837\u672c\u5206\u7c7b\u548c\u96f6\u6837\u672c\u56fe\u50cf\u6587\u672c\u68c0\u7d22\u3002<\/p>\n\n\n\n

\"\"
https:\/\/wisemodel.cn\/models\/deepglint\/RWKV-CLIP\uff08\u6a21\u578b\u5730\u5740\uff09<\/figcaption><\/figure>\n\n\n\n

2\u3001\u4ecb\u7ecd<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\u4f7f\u7528CLIP\u6a21\u578b\u7b5b\u9009\u57fa\u4e8e\u7f51\u7edc\u7684\u56fe\u50cf-\u6587\u672c\u5bf9\u65f6\uff0c\u4ecd\u7136\u5b58\u5728\u5927\u91cf\u566a\u58f0\u6570\u636e\u3002\u4e3a\u4e86\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u591a\u6837\u5316\u63cf\u8ff0\u751f\u6210\u6846\u67b6\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u80fd\u529b\uff0c\u4ece\u57fa\u4e8e\u7f51\u7edc\u7684\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u548c\u68c0\u6d4b\u6807\u7b7e\u4e2d\u7efc\u5408\u548c\u63d0\u70bc\u4fe1\u606f\uff0c\u4ee5\u751f\u6210\u66f4\u51c6\u786e\u3001\u8bed\u4e49\u4e30\u5bcc\u7684\u63cf\u8ff0\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86RWKV\u9a71\u52a8\u7684\u89c6\u89c9-\u8bed\u8a00\u8868\u793a\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u7ed3\u5408\u4e86transformer\u7684\u6709\u6548\u5e76\u884c\u8bad\u7ec3\u548cRNNs\u7684\u9ad8\u6548\u63a8\u7406<\/strong>\u3002\u901a\u8fc7\u5728\u4e0d\u540c\u6a21\u578b\u89c4\u6a21\u548c\u9884\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u4e14\u8bc1\u660e\u5b83\u662f\u4e00\u4e2a\u7a33\u5065\u4e14\u9ad8\u6548\u7684\u89c6\u89c9\u8bed\u8a00\u8868\u5f81\u5b66\u4e60\u5668\u3002<\/p>\n\n\n\n

3\u3001\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n
\"\"
\u56fe1 \u591a\u6837\u6027\u6587\u672c\u751f\u6210\u6846\u67b6\u7ed3\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

3.1 \u591a\u6837\u6027\u6587\u672c\u751f\u6210\u6846\u67b6<\/strong><\/h3>\n\n\n\n

\u4e3a\u4e86\u51cf\u5c11\u56fe\u50cf-\u6587\u672c\u5bf9\u4e0d\u5339\u914d\u7684\u5f71\u54cd\uff0c\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b(LLMs)\u6574\u5408\u57fa\u4e8e\u7f51\u7edc\u7684\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u548c\u68c0\u6d4b\u6807\u7b7e\u7684\u4fe1\u606f\uff0c\u4ee5\u751f\u6210\u66f4\u51c6\u786e\u548c\u8bed\u4e49\u4e30\u5bcc\u7684\u63cf\u8ff0\u3002\u7814\u7a76\u56e2\u961f\u4f7f\u7528OFA\u6a21\u578b\u4e3a\u6bcf\u4e2a\u56fe\u50cf\u751f\u6210\u4e0e\u56fe\u50cf\u76f8\u5339\u914d\u7684\u6587\u672c\u63cf\u8ff0\u3002\u7531\u4e8eOFA\u751f\u6210\u7684\u5408\u6210\u6587\u672c\u8d28\u91cf\u4e0d\u662f\u5f88\u9ad8\uff0c\u7814\u7a76\u56e2\u961f\u968f\u4e4b\u5f15\u5165\u4e86\u5f00\u653e\u4e16\u754c\u6807\u8bb0\u6a21\u578bRAM++\uff0c\u4ece\u56fe\u50cf\u4e2d\u63d0\u53d6\u5bf9\u8c61\u68c0\u6d4b\u6807\u7b7e\uff0c\u4ee5\u83b7\u53d6\u66f4\u7ec6\u81f4\u7684\u8bed\u4e49\u4fe1\u606f\u3002\u6700\u540e\u5229\u7528ChatGPT\u7ed3\u5408\u539f\u59cb\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u548c\u68c0\u6d4b\u6807\u7b7e\u7684\u4fe1\u606f\uff0c\u4f46\u56e0\u5176\u8ba1\u7b97\u91cf\u5927\uff0c\u6539\u7528\u57fa\u4e8eChatGPT\u4ea4\u4e92\u6784\u5efa\u7684\u6307\u4ee4\u6570\u636e\u96c6 (70K)\uff0c\u5fae\u8c03\u5f00\u6e90\u7684LLaMA3\u6a21\u578b\uff0c\u7528\u4e8e\u5927\u89c4\u6a21\u63a8\u7406\u3002\u591a\u6837\u6027\u6587\u672c\u751f\u6210\u6846\u67b6\u7ed3\u6784\u5982\u56fe1\u6240\u793a\u3002<\/p>\n\n\n\n

\"\"
\u56fe2 RWKV-CLIP\u6a21\u578b\u7ed3\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

3.2 RWKV-CLIP\u6a21\u578b<\/strong><\/h3>\n\n\n\n

\u53d7\u5230RWKV\u548cVision-RWKV\u7684\u542f\u53d1\uff0cRWKV-CLIP\u91c7\u7528\u4e86\u53cc\u5854\u67b6\u6784\uff0c\u5b83\u878d\u5408\u4e86Transformer \u7684\u6709\u6548\u5e76\u884c\u8bad\u7ec3\u548cRNN\u7684\u9ad8\u6548\u63a8\u7406\u7684\u6709\u70b9\u3002\u5982\u56fe2\u6240\u793a\uff0c\u8be5\u6a21\u578b\u7531\u591a\u4e2a\u7a7a\u95f4\u6df7\u5408(Spatial Mixing)\u548c\u901a\u9053\u6df7\u5408(Channel Mixing)\u6a21\u5757\u5806\u53e0\u800c\u6210\uff0c\u901a\u8fc7\u8fd9\u4e9b\u6a21\u5757\u5b9e\u73b0\u5bf9\u8f93\u5165\u56fe\u50cf\u548c\u6587\u672c\u7684\u6df1\u5165\u5904\u7406\u3002<\/strong>\u5728\u7a7a\u95f4\u6df7\u5408\u9636\u6bb5\uff0c\u6a21\u578b\u5229\u7528\u6ce8\u610f\u529b\u673a\u5236\u8fdb\u884c\u5168\u5c40\u7684\u7ebf\u6027\u590d\u6742\u5ea6\u8ba1\u7b97\uff0c\u5f3a\u5316\u7279\u5f81\u5728\u901a\u9053\u5c42\u7ea7\u7684\u4ea4\u4e92\u3002\u968f\u540e\u7684\u901a\u9053\u6df7\u5408\u9636\u6bb5\u8fdb\u4e00\u6b65\u7ec6\u5316\u7279\u5f81\u8868\u793a\u3002RWKV-CLIP\u6a21\u578b\u5728\u8f93\u5165\u589e\u5f3a\u65b9\u9762\uff0c\u901a\u8fc7\u968f\u673a\u9009\u62e9\u539f\u59cb\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u6216\u751f\u6210\u63cf\u8ff0\u4f5c\u4e3a\u6587\u672c\u8f93\u5165\uff0c\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u6b64\u5916\uff0c\u6a21\u578b\u4f7f\u7528\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u7ebf\u6027\u63d2\u503c\u65b9\u6cd5B-Lerp\u548cQ-Lerp\uff0c\u5206\u522b\u662f\u5728channel\u7ef4\u5ea6\u5de6\u53f3\u53cc\u5411\u548c\u4e0a\u4e0b\u5de6\u53f3\u56db\u5411\u626b\u63cf\u6587\u672c\u548c\u56fe\u50cf\u7279\u5f81\uff0c\u548c\u53cc\u5411\u52a0\u6743\u952e\u503c\uff08Bi-WKV\uff09\u6765\u4f18\u5316\u7279\u5f81\u878d\u5408\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

4\u3001\u5b9e\u9a8c<\/strong><\/h2>\n\n\n\n

4.1\u5b9e\u9a8c\u7ec6\u8282<\/strong><\/h3>\n\n\n\n

\u9884\u8bad\u7ec3\u6570\u636e\u96c6\uff1a<\/strong>\u6a21\u578b\u5728YFCC15M<\/a><\/strong>\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u8be5\u6570\u636e\u96c6\u662fYFCC100M\u7684\u4e00\u4e2a\u5b50\u96c6\uff0c\u7531DeCLIP\u8fc7\u6ee4\u5f97\u5230\u3002\u4e3a\u4e86\u9a8c\u8bc1\u6a21\u578b\u7684\u901a\u7528\u6027\uff0c\u8fd8\u4eceLAION400M<\/a>\u4e2d\u968f\u673a\u9009\u62e9\u4e8610M\u548c30M\u7684\u5b50\u96c6\u8fdb\u884c\u5b9e\u9a8c\u3002<\/strong><\/p>\n\n\n\n

\u5b9e\u73b0\u7ec6\u8282<\/strong>\uff1a\u4f7f\u7528OFA base\u751f\u6210\u5408\u6210\u5b57\u5e55\uff0c\u5229\u7528ChatGPT-35-turbo\u6784\u5efa\u6307\u4ee4\u6570\u636e\u96c6\uff0c\u5e76\u5fae\u8c03LLaMA3-8B\u6a21\u578b\u4ee5\u589e\u5f3a\u63cf\u8ff0\u7684\u591a\u6837\u6027\u3002\u4f18\u5316\u5668\u91c7\u7528AdamW\uff0c\u8bbe\u7f6e\u4e86\u5b66\u4e60\u7387\u3001\u6743\u91cd\u8870\u51cf\u7b49\u8d85\u53c2\u6570\u3002<\/p>\n\n\n\n

\u6a21\u578b\u67b6\u6784\u7ec6\u8282:<\/p>\n\n\n\n

\"\"
\u88681 RWKV-CLIP\u7684\u5177\u4f53\u6a21\u578b\u67b6\u6784\u53c2\u6570<\/figcaption><\/figure>\n\n\n\n

\u5982\u88681\u6240\u793a\uff0c\u7814\u7a76\u56e2\u961f\u642d\u5efa\u7684RWKV-CLIP\u7684\u5177\u4f53\u53c2\u6570\u8bbe\u7f6e\uff0c\u6a21\u578b\u7684\u8ba1\u7b97flops\u5bf9\u6807\u7684\u662fCLIP\u3002<\/p>\n\n\n\n

4.2 \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h3>\n\n\n\n
\"\"
\u88682 RWKV-CLIP\u7684\u7ebf\u6027\u8bc4\u4f30\u4efb\u52a1\u7684\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n

\u7814\u7a76\u56e2\u961f\u4f7f\u7528 RWKV-CLIP \u4f5c\u4e3a\u7279\u5f81\u63d0\u53d6\u5668\u5e76\u4ec5\u8bad\u7ec3\u903b\u8f91\u56de\u5f52\u5206\u7c7b\u5668\u3002\u8868 2 \u8be6\u7ec6\u4ecb\u7ecd\u4e86 ALIP \u4e2d\u5f15\u7528\u7684 10 \u4e2a\u4e0b\u6e38\u6570\u636e\u96c6\u7684\u7ebf\u6027\u63a2\u6d4b\u6027\u80fd\u3002\u4e0e\u57fa\u7ebf\u6a21\u578b\u76f8\u6bd4\uff0cRWKV-CLIP \u5b9e\u73b0\u4e86 1.9% \u81f3 11.1% \u7684\u663e\u8457\u6027\u80fd\u63d0\u5347\uff0c\u5728 10 \u4e2a\u6570\u636e\u96c6\u4e2d\u7684 8 \u4e2a\u4e2d\u8868\u73b0\u4f18\u4e8e ALIP\u3002<\/strong>\u89c2\u5bdf\u5230\u7684\u6027\u80fd\u6539\u8fdb\u4e3b\u8981\u5f52\u56e0\u4e8e\u4e24\u4e2a\u4e3b\u8981\u56e0\u7d20\uff1a\uff081\uff09\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684\u63cf\u8ff0\u751f\u6210\u6846\u67b6\u6709\u6548\u5730\u7efc\u5408\u548c\u7ec6\u5316\u4e86\u6765\u81ea\u57fa\u4e8e\u7f51\u7edc\u7684\u6587\u672c\u3001\u5408\u6210\u5b57\u5e55\u548c\u68c0\u6d4b\u6807\u7b7e\u7684\u4fe1\u606f\uff0c\u4ece\u800c\u751f\u6210\u66f4\u51c6\u786e\u3001\u8bed\u4e49\u66f4\u4e30\u5bcc\u7684\u63cf\u8ff0\u3002\uff082\uff09\u4e0e\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u76f8\u6bd4\uff0cRWKV-CLIP \u8868\u73b0\u51fa\u5353\u8d8a\u7684\u8868\u5f81\u5b66\u4e60\u80fd\u529b\u3002<\/p>\n\n\n\n

\"\"
\u88683 RWKV-CLIP\u7684\u96f6\u6837\u672c\u56fe\u6587\u68c0\u7d22\u4efb\u52a1\u7684\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n

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\"\"
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\"\"<\/figure>\n\n\n\n
\"\"
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5\u3001\u7ed3\u8bba<\/strong><\/h2>\n\n\n\n

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