{"id":18502,"date":"2025-04-19T00:53:16","date_gmt":"2025-04-18T16:53:16","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/18502.html"},"modified":"2025-04-19T00:53:16","modified_gmt":"2025-04-18T16:53:16","slug":"%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%97%a0%e6%b3%95%e8%bf%9e%e6%8e%a5huggingface%e4%b8%8b%e8%bd%bd%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/18502.html","title":{"rendered":"\u670d\u52a1\u5668\u65e0\u6cd5\u8fde\u63a5huggingface\u4e0b\u8f7d\u6a21\u578b"},"content":{"rendered":"

\u62a5\u9519\u4ee3\u7801<\/h3>\n

import<\/span> torch
\nfrom<\/span> FlagEmbedding.<\/span>visual.<\/span>modeling import<\/span> Visualized_BGE<\/p>\n

def<\/span> image_retrival<\/span>(<\/span>)<\/span>:<\/span>
\n ############ Use Visualized BGE doing composed image retrieval<\/span>
\n model =<\/span> Visualized_BGE(<\/span>model_name_bge =<\/span> "BAAI\/bge-m3"<\/span>,<\/span> model_weight=<\/span>"\/data\/suanfa\/meng\/mybge-m3\/Visualized_m3.pth"<\/span>)<\/span>
\n model.<\/span>eval<\/span>(<\/span>)<\/span>
\n with<\/span> torch.<\/span>no_grad(<\/span>)<\/span>:<\/span>
\n query_emb =<\/span> model.<\/span>encode(<\/span>image=<\/span>"..\/image\/whitedogwithyellowleaf.jpg\/"<\/span>,<\/span> text=<\/span>"Make the background dark, as if the camera has taken the photo at night"<\/span>)<\/span>
\n candi_emb_1 =<\/span> model.<\/span>encode(<\/span>image=<\/span>"..\/image\/4dogs_on_lawn.jpg"<\/span>)<\/span>
\n candi_emb_2 =<\/span> model.<\/span>encode(<\/span>image=<\/span>"..\/image\/whitedog.jpg"<\/span>)<\/span><\/p>\n

sim_1 =<\/span> query_emb @ candi_emb_1.<\/span>T
\n sim_2 =<\/span> query_emb @ candi_emb_2.<\/span>T
\n print<\/span>(<\/span>sim_1,<\/span> sim_2)<\/span>
\nif<\/span> __name__==<\/span>'__main__'<\/span>:<\/span>
\n image_retrival(<\/span>)<\/span><\/p>\n

\u62a5\u9519<\/h3>\n

OSError:<\/span> We couldn't connect to '<\/span>https:<\/span>\/\/<\/span>huggingface.<\/span>co' to load this file, couldn'<\/span>t find it in<\/span> the cached files and<\/span> it looks like BAAI\/<\/span>bge–<\/span>m3 is<\/span> not<\/span> the path to a directory containing a file<\/span> named config.<\/span>json.<\/span>
\nCheckout your internet connection or<\/span> see how to run the library in<\/span> offline mode at 'https:\/\/huggingface.co\/docs\/transformers\/installation#offline-model'<\/span>.<\/span><\/p>\n

\u89e3\u51b3\u65b9\u6cd51：offline-mode\u5f62\u5f0f<\/h3>\n

1.\u6253\u5f00hugging face \u5b98\u7f51：https:\/\/huggingface.co\/docs\/transformers\/installation#offline-mode \u5e76\u70b9\u51fbModels \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" 2.\u641c\u7d22\u6211\u4eec\u9700\u8981\u7684\u6a21\u578b \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \u8f93\u5165\u4f7f\u7528\u7684\u6a21\u578b，\u5e76\u70b9\u51fb\u6a21\u578b 3.\u4e0b\u8f7d\u6587\u4ef6 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \u70b9\u51fbfile and versions \u901a\u8fc7\u540e\u9762\u7684\u4e0b\u8f7d\u6309\u94ae\u4e0b\u8f7d\u5708\u51fa\u7684\u4e94\u4e2a\u6587\u4ef6\u5230\u672c\u5730 4.\u4e0a\u4f20\u6587\u4ef6\u5230\u670d\u52a1\u5668<\/p>\n

(<\/span>py38_bge)<\/span> [<\/span>root@x.<\/span>x.<\/span>x.<\/span>x \/<\/span>data\/<\/span>suanfa\/<\/span>meng\/<\/span>mybge–<\/span>m3\/<\/span>bge–<\/span>m3]<\/span>$ ll
\ntotal 21664<\/span>
\n–<\/span>rw–<\/span>r–<\/span>–<\/span>r–<\/span>–<\/span> 1<\/span> root root 687<\/span> Oct 9<\/span> 20<\/span>:<\/span>01<\/span> config.<\/span>json
\n–<\/span>rw–<\/span>r–<\/span>–<\/span>r–<\/span>–<\/span> 1<\/span> root root 5069051<\/span> Oct 10<\/span> 19<\/span>:<\/span>50<\/span> sentencepiece.<\/span>bpe.<\/span>model
\n–<\/span>rw–<\/span>r–<\/span>–<\/span>r–<\/span>–<\/span> 1<\/span> root root 125<\/span> Oct 10<\/span> 19<\/span>:<\/span>53<\/span> special_tokens_map.<\/span>json
\n–<\/span>rw–<\/span>r–<\/span>–<\/span>r–<\/span>–<\/span> 1<\/span> root root 444<\/span> Oct 9<\/span> 20<\/span>:<\/span>01<\/span> tokenizer_config.<\/span>json
\n–<\/span>rw–<\/span>r–<\/span>–<\/span>r–<\/span>–<\/span> 1<\/span> root root 17098108<\/span> Oct 9<\/span> 20<\/span>:<\/span>01<\/span> tokenizer.<\/span>json<\/p>\n

5.\u4fee\u6539py\u6587\u4ef6<\/p>\n

model =<\/span> Visualized_BGE(<\/span>model_name_bge =<\/span> "\/data\/suanfa\/meng\/mybge-m3\/bge-m3"<\/span>,<\/span> model_weight=<\/span>"\/data\/suanfa\/meng\/mybge-m3\/Visualized_m3.pth"<\/span><\/p>\n

6.\u8fd0\u884c\u62a5\u9519 model.encode\u884c\u62a5\u9519<\/p>\n

IndexError:<\/span> index out of range<\/span> in<\/span> self<\/p>\n

7.\u95ee\u9898\u6392\u67e5 \u548c\u89e3\u51b3\u65b9\u6cd52\u4e0b\u8f7d\u4e0b\u6765\u7684\u6587\u4ef6\u8fdb\u884c\u4e86\u5bf9\u6bd4，\u53d1\u73b0\u4e24\u4e2aspecial_tokens_map.json\u6587\u4ef6\u5185\u5bb9\u4e0d\u4e00\u81f4，\u4e8e\u662f\u66ff\u6362\u6210\u89e3\u51b3\u65b9\u6cd52\u4e0b\u8f7d\u4e0b\u6765\u7684\u8be5\u6587\u4ef6\u66ff\u6362\u65b9\u6cd51\u7684\u8be5\u6587\u4ef6，\u95ee\u9898\u6210\u529f\u89e3\u51b3，\u6a21\u578b\u8f93\u51fa：<\/p>\n

tensor(<\/span>[<\/span>[<\/span>0.5751<\/span>]<\/span>]<\/span>)<\/span> tensor(<\/span>[<\/span>[<\/span>0.5856<\/span>]<\/span>]<\/span>)<\/span><\/p>\n

\u89e3\u51b3\u65b9\u6cd52：\u901a\u8fc7\u955c\u50cf\u4e0b\u8f7d\u6a21\u578b<\/h3>\n

1.\u8bbf\u95ee\u7f51\u7ad9：https:\/\/hf-mirror.com\/ \u91cc\u9762\u6709\u8be6\u7ec6\u6b65\u9aa4：<\/p>\n

pip install –<\/span>U huggingface_hub
\nexport HF_ENDPOINT=<\/span>https:<\/span>\/\/<\/span>hf–<\/span>mirror.<\/span>com<\/p>\n","protected":false},"excerpt":{"rendered":"

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\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\/18502.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u670d\u52a1\u5668\u65e0\u6cd5\u8fde\u63a5huggingface\u4e0b\u8f7d\u6a21\u578b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb859\u6b21\uff0c\u70b9\u8d5e10\u6b21\uff0c\u6536\u85cf8\u6b21\u30021.\u6253\u5f00hugging face \u5b98\u7f51\uff1ahttps:\/\/huggingface.co\/docs\/transformers\/installation#offline-mode \u5e76\u70b9\u51fbModels\u30021.\u8bbf\u95ee\u7f51\u7ad9\uff1ahttps:\/\/hf-mirror.com\/\u901a\u8fc7\u540e\u9762\u7684\u4e0b\u8f7d\u6309\u94ae\u4e0b\u8f7d\u5708\u51fa\u7684\u4e94\u4e2a\u6587\u4ef6\u5230\u672c\u5730\u3002\u70b9\u51fbfile and versions\u3002model.encode\u884c\u62a5\u9519\u3002\u8f93\u5165\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u5e76\u70b9\u51fb\u6a21\u578b\u30022.\u641c\u7d22\u6211\u4eec\u9700\u8981\u7684\u6a21\u578b\u30024.\u4e0a\u4f20\u6587\u4ef6\u5230\u670d\u52a1\u5668\u3002_\u670d\u52a1\u5668\u8fde\u63a5\u4e0d\u4e0ahugging face\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/18502.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-18T16:53:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418165314-6802837a6d989.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/18502.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/18502.html\",\"name\":\"\u670d\u52a1\u5668\u65e0\u6cd5\u8fde\u63a5huggingface\u4e0b\u8f7d\u6a21\u578b - 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