{"id":6350,"date":"2025-10-15T14:53:27","date_gmt":"2025-10-15T06:53:27","guid":{"rendered":"https:\/\/nullthought.net\/?p=6350"},"modified":"2025-10-15T15:21:15","modified_gmt":"2025-10-15T07:21:15","slug":"reducto%ef%bc%9a%e6%8f%90%e4%be%9b%e7%bb%99llm-rag%e5%96%82%e6%96%99%ef%bc%88%e7%bb%93%e6%9e%84%e5%8c%96%e6%95%b0%e6%8d%ae%ef%bc%89%e7%9a%84%e4%ba%a7%e5%93%81","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6350","title":{"rendered":"Reducto\uff1a\u7ed9LLM\/RAG\u5582\u6599\uff08\u7ed3\u6784\u5316\u6570\u636e\uff09\u7684\u4ea7\u54c1"},"content":{"rendered":"\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0);color:#cf2e2e\" class=\"has-inline-color\">\u4eca\u65e5\u8bd5\u7528\u4e86Reducto\u7684\u4ea7\u54c1\uff0c\u53ef\u4ee5\u7528\u4e8eRAG\uff0c\u4f8b\u5982\u4e13\u4e1a\u6587\u6863\u7684chunking\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse-1024x489.png\" alt=\"\" class=\"wp-image-6354\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse-1024x489.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse-300x143.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse-768x366.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse-1536x733.png 1536w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/reducto-parse.png 1903w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Reducto\u7684\u6587\u6863\u89e3\u6790\uff08Parse\uff09<\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading has-text-align-center\">Reducto\u516c\u53f8\u4ecb\u7ecd<\/h3>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u516c\u53f8\u4e0e\u5b9a\u4f4d<\/h5>\n\n\n\n<p><strong><a href=\"https:\/\/reducto.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Reducto <\/a><\/strong>\u662f\u4e00\u5bb6\u9762\u5411\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u7684\u201c\u6587\u6863\u667a\u80fd\uff08Document Intelligence\uff09\/\u6570\u636e\u6444\u53d6\uff08Document Ingestion\uff09\u201d\u5e73\u53f0\uff0c\u6838\u5fc3\u4f5c\u7528\u662f\u628a\u590d\u6742\u7684 PDF\u3001\u56fe\u7247\u3001\u8868\u683c\/\u5e7b\u706f\u7247\u7b49\u975e\u7ed3\u6784\u5316\u6587\u6863\uff0c\u8f6c\u6210<strong>\u7ed3\u6784\u5316\u3001\u53ef\u8ffd\u6eaf\u3001\u9002\u914d LLM\/<a href=\"https:\/\/nullthought.net\/?tag=rag\" target=\"_blank\" rel=\"noreferrer noopener\">RAG <\/a>\u7684\u6570\u636e<\/strong>\u3002\u5b98\u7f51\u5c06\u5176\u5b9a\u4f4d\u4e3a\u201c\u5c06\u6587\u6863\u53d8\u6210\u6570\u636e\uff0c\u6784\u5efa\u4e0d\u53d7\u675f\u7f1a\u7684 AI \u5de5\u4f5c\u6d41\u201d\uff0c\u5df2\u670d\u52a1\u4ece\u521d\u521b\u5230 Fortune 10 \u7684\u5ba2\u6237\u3002\u5176\u65b9\u6cd5\u540c\u65f6\u7ed3\u5408\u4f20\u7edf\u7248\u9762\u5206\u6790\u4e0e<a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">\u89c6\u89c9\u2014\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09<\/a>\u7684\u591a\u8f6e\u7ea0\u9519\u4e0e\u7406\u89e3\uff0c\u76ee\u6807\u662f\u8fbe\u5230\u201c\u50cf\u4eba\u7c7b\u4e00\u6837\u8bfb\u6587\u6863\u201d\u7684\u51c6\u786e\u5ea6\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u4ea7\u54c1\u4e0e\u6280\u672f\u8def\u7ebf\uff08\u201c\u50cf\u4eba\u8bfb\u6587\u6863\u201d\u7684\u591a\u901a\u9053\u6d41\u6c34\u7ebf\uff09<\/h5>\n\n\n\n<p>Reducto \u7684\u89e3\u6790\u6d41\u7a0b\u5927\u81f4\u4e3a\u4e09\u6b65\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7248\u9762\/\u5e03\u5c40\u5efa\u6a21<\/strong>\uff1a\u5148\u7528\u201c\u5e03\u5c40\u611f\u77e5\u201d\u6a21\u578b\u5207\u5206\u9875\u9762\u533a\u57df\u3001\u8868\u683c\u3001\u56fe\u8868\u4e0e\u6587\u672c\uff1b<\/li>\n\n\n\n<li><strong>Agentic OCR \u7ea0\u9519<\/strong>\uff1a\u7c7b\u4f3c\u4eba\u5de5\u6821\u5bf9\uff0c\u7528 VLM \u5bf9 OCR \u5c0f\u9519\u8fdb\u884c\u77eb\u6b63\uff1b<\/li>\n\n\n\n<li><strong>VLM \u8bed\u4e49\u590d\u6838<\/strong>\uff1a\u5728\u4e0a\u4e0b\u6587\u4e2d\u94fe\u63a5\u6807\u7b7e-\u6570\u503c\u3001\u7406\u89e3\u8868\u683c\u4e0e\u533a\u6bb5\u7c7b\u522b\uff0c\u8f93\u51fa\u7ed3\u6784\u5316\u7ed3\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5728\u529f\u80fd\u5c42\uff0cReducto \u63d0\u4f9b\u56db\u5927\u7c7b API\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Parse<\/strong>\uff08\u89e3\u6790\uff09\uff1a\u4fdd\u7559\u7248\u9762\u7ed3\u6784\u4e0e\u8bed\u4e49\uff1b<\/li>\n\n\n\n<li><strong>Split<\/strong>\uff08\u5207\u5206\uff09\uff1a\u81ea\u52a8\u628a\u5927 PDF \u6216\u591a\u6587\u6863\u6253\u6563\u6210\u53ef\u7528\u5355\u5143\uff1b<\/li>\n\n\n\n<li><strong>Extract<\/strong>\uff08\u62bd\u53d6\uff09\uff1a\u6309<strong>\u81ea\u5b9a\u4e49 schema<\/strong>\u62bd\u53d6\u5173\u952e\u5b57\u6bb5\uff1b<\/li>\n\n\n\n<li><strong>Edit<\/strong>\uff08\u7f16\u8f91\uff09\uff1a\u81ea\u52a8\u586b\u5145\u8868\u683c\/\u7a7a\u683c\/\u590d\u9009\u6846\uff08\u65e0\u9700\u6a21\u677f\/\u6846\u9009\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u540c\u65f6\u914d\u6709<strong>\u667a\u80fd\u5206\u5757\uff08chunking\uff09<\/strong>\u3001\u56fe\u8868\/\u56fe\u5f62\u7406\u89e3\u4e0e\u6458\u8981\u3001\u56fe\/\u8868\u63d0\u53d6\u3001\u81ea\u52a8\u65cb\u8f6c\u3001\u591a\u8bed OCR\u3001\u5d4c\u5165\u4f18\u5316\u7b49\u80fd\u529b\uff0c\u5f3a\u8c03\u201cLLM-ready\u201d\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u529f\u80fd\u901f\u89c8\uff08\u9009\u6458\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7248\u9762\u4e0e\u8fb9\u754c\u6846<\/strong>\uff1a\u4fdd\u7559 bbox \u4e0e\u7ed3\u6784\uff08\u9002\u5408\u53ef\u89c6\u6838\u67e5\u4e0e\u5f15\u7528\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8868\u683c\/\u56fe\u5f62\/\u516c\u5f0f\/\u56fe\u7247<\/strong>\uff1a\u9762\u5411\u590d\u6742\u8d22\u62a5\u3001\u79d1\u7814\/\u533b\u7597\u56fe\u8868\u7b49\u7684\u89e3\u6790\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6587\u4ef6\u5207\u5206\u4e0e\u805a\u7c7b<\/strong>\uff1a\u628a\u957f\u8868\u683c\/\u591a\u5355\u636e\u6279\u91cf\u62c6\u5206\u3002<\/li>\n\n\n\n<li><strong>\u591a\u8bed\u8a00 + \u624b\u5199\u4f53 OCR<\/strong>\uff1a\u9002\u5e94\u626b\u63cf\u4ef6\/\u4f20\u771f\/\u4f4e\u8d28\u56fe\u50cf\u3002<\/li>\n\n\n\n<li><strong>Extraction Citations<\/strong>\uff1a\u62bd\u53d6\u9879\u53ef\u9644\u6765\u6e90\u5b9a\u4f4d\u3002<\/li>\n\n\n\n<li><strong>Studio \u8bc4\u4f30<\/strong>\uff1a\u53ef\u5728\u53ef\u89c6\u5316\u754c\u9762\u8bc4\u4f30\u4e0d\u540c\u914d\u7f6e\u4e0e\u8d28\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u5f00\u53d1\u8005\u4f53\u9a8c\uff08API + Studio\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>API<\/strong>\uff1a\u4e0a\u4f20\u3001\u89e3\u6790\u3001\u62bd\u53d6\u3001\u7f16\u8f91\u3001\u5207\u5206\u5747\u6709 REST \u7aef\u70b9\uff0c\u652f\u6301\u5f02\u6b65\u4f5c\u4e1a\u3001Webhook\u3001\u6279\u5904\u7406\u4e0e\u901f\u7387\u9650\u5236\u5347\u7ea7\uff1b\u5b98\u65b9\u6587\u6863\u5305\u542b OCR \u914d\u7f6e\u3001\u9875\u9762\u8303\u56f4\u3001\u8868\u683c\u8f93\u51fa\u683c\u5f0f\u3001\u5206\u5757\u65b9\u6cd5\u4e0e Agentic \u6a21\u5f0f\u7b49\u8be6\u89e3\u3002<\/li>\n\n\n\n<li><strong>Reducto Studio<\/strong>\uff1a\u4ea4\u4e92\u5f0f\u5de5\u4f5c\u53f0\uff0c\u7528\u4e8e\u5feb\u901f\u8bd5\u9a8c\u3001\u8bc4\u4f30\u3001\u5bf9\u6bd4\u914d\u7f6e\u5e76\u5bfc\u51fa\u7ba1\u7ebf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001\u5b89\u5168\u3001\u5408\u89c4\u4e0e\u90e8\u7f72\u5f62\u6001<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5408\u89c4<\/strong>\uff1a\u901a\u8fc7 <strong>SOC 2 Type II<\/strong>\uff1b\u63d0\u4f9b <strong>HIPAA<\/strong> \u5408\u89c4\u5904\u7406\u6d41\u6c34\u7ebf\uff08\u53ef\u7b7e BAA\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u7b56\u7565<\/strong>\uff1a\u9762\u5411 Growth \u53ca\u4ee5\u4e0a\u5ba2\u6237\u63d0\u4f9b <strong>Zero Data Retention\uff0824 \u5c0f\u65f6\u81ea\u52a8\u6e05\u9664\uff09<\/strong> \u4e0e\u201c\u8bad\u7ec3\u96f6\u4f7f\u7528\u201d\u7684\u627f\u8bfa\uff1bS3 \u52a0\u5bc6\u5b58\u50a8\u3001\u4f20\u8f93\u5168\u7a0b TLS\u3002<\/li>\n\n\n\n<li><strong>\u90e8\u7f72<\/strong>\uff1a\u9664\u6258\u7ba1\u5916\uff0c\u4f01\u4e1a\u7248\u652f\u6301 <strong>VPC\/\u672c\u5730\u5316\/\u9694\u79bb\u90e8\u7f72<\/strong>\uff0c\u6ee1\u8db3\u6570\u636e\u9a7b\u7559\u4e0e\u5408\u89c4\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u516d\u3001\u4ef7\u683c\u4e0e\u8ba1\u8d39\uff082025 \u5e74 10 \u6708\uff09<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Standard\uff08\u6309\u91cf\uff09<\/strong>\uff1a\u524d <strong>15,000 credits \u514d\u8d39<\/strong>\uff08<mark style=\"background-color:rgba(0, 0, 0, 0);color:#cf2e2e\" class=\"has-inline-color\">\u5b9e\u6d4b\u4e0b\u6765\u4e3a1000 credits<\/mark>\uff09\uff0c\u4e4b\u540e <strong>$0.015\/credit<\/strong>\uff1b\u542b Parse\/Extract\/Edit\/Split\u300130+ \u6587\u4ef6\u7c7b\u578b\u3001\u81f3\u591a 5 \u4e2a Studio \u5e2d\u4f4d\u3001<strong>\u65e0\u9875\u6570\u4e0a\u9650<\/strong>\u3002<\/li>\n\n\n\n<li><strong>Growth\uff08\u5b9a\u5236\uff09<\/strong>\uff1a\u5728 Standard \u57fa\u7840\u4e0a\u589e\u52a0<strong>\u6279\u91cf\u6298\u6263\u3001Zero Data Retention \u534f\u8bae\u3001BAA\u3001\u4f18\u5148\u901f\u7387\u4e0e\u8bf7\u6c42\u3001\u4f18\u5148\u652f\u6301\u3001EU\/AU \u6570\u636e\u9a7b\u7559\u3001\u65e0\u9650\u5e2d\u4f4d\u3001Studio \u8bc4\u4f30<\/strong>\u7b49\u3002<\/li>\n\n\n\n<li><strong>Enterprise\uff08\u5b9a\u5236\uff09<\/strong>\uff1a\u518d\u52a0 <strong>VPC\/\u672c\u5730\u5316\u90e8\u7f72\u3001\u81ea\u5b9a\u4e49 MSA\/SLA\/\u541e\u5410\u3001\u4e13\u5c5e on-call\u3001RBAC\u3001SSO\/SAML<\/strong> \u7b49\u3002<br>\u5b98\u65b9\u8fd8\u63d0\u4f9b<strong>\u201c\u4fe1\u7528\u6d88\u8017\/\u8d39\u7387\u201d<\/strong>\u8ba1\u7b97\u8bf4\u660e\u4e0e\u901f\u7387\u6863\u4f4d\uff081\/10\/100+ QPS\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"has-small-font-size\">\u8ba1\u8d39\u5355\u4f4d\u4e3a <strong>credit<\/strong>\uff1a\u4e00\u6b21\u89e3\u6790\/\u62bd\u53d6\/\u5207\u5206\/\u7f16\u8f91\u8c03\u7528\u4f1a\u6309\u64cd\u4f5c\u7c7b\u578b\u3001\u914d\u7f6e\u4e0e\u9875\u6570\u6d88\u8017 credit\uff1b\u652f\u6301\u201c\u7b80\u5355\u9875\uff08\u65e0\u8868\u683c\/\u56fe\u5f62\u6458\u8981\uff090.5x \u6298\u7b97\u201d\u7684\u81ea\u52a8\u4f18\u60e0\uff08\u4ee5\u5b98\u65b9\u8bf4\u660e\u4e3a\u51c6\uff09\u3002<\/p>\n<\/blockquote>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e03\u3001\u56e2\u961f\u3001\u878d\u8d44\u4e0e\u53d1\u5c55\u52a8\u6001<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u521b\u59cb\u56e2\u961f<\/strong>\uff1a\u516c\u5f00\u4fe1\u606f\u663e\u793a\u7531 <strong>Adit Abraham\uff08CEO\uff09<\/strong> \u4e0e <strong>Raunak Chowdhuri\uff08CTO\uff09<\/strong> \u5171\u540c\u521b\u7acb\uff1b\u516c\u53f8\u53c2\u52a0\u8fc7 <strong>Y Combinator<\/strong>\uff0cYC \u9875\u9762\u79f0\u5176\u4e3a\u201c\u6700\u51c6\u786e\u7684\u6587\u6863\u89e3\u6790 API\u201d\u3002<\/li>\n\n\n\n<li><strong>\u878d\u8d44<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>2025 \u5e74 4 \u6708<\/strong>\uff1a\u5ba3\u5e03 <strong>$24.5M Series A<\/strong>\uff08First Round \u64ad\u5ba2\u7a3f\u4ef6\u540c\u65f6\u63d0\u53ca 0\u21927 \u4f4d\u6570 ARR\u3001\u6bcf\u6708\u5904\u7406\u91cf\u5343\u4e07\u7ea7\u9875\u9762\uff09\u3002<\/li>\n\n\n\n<li><strong>2025 \u5e74 10 \u6708 14 \u65e5<\/strong>\uff1a\u5ba3\u5e03 <strong>$75M Series B<\/strong>\uff0c\u7531 <strong>a16z<\/strong> \u9886\u6295\uff0cBenchmark\u3001First Round\u3001BoxGroup\u3001YC \u7b49\u53c2\u6295\uff1b\u7d2f\u8ba1\u878d\u8d44 <strong>$108M<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5e02\u573a\u5b9a\u4f4d<\/strong>\uff1a\u4e3b\u653b\u201c\u9ad8\u51c6\u786e\u5ea6\u3001\u53ef\u751f\u4ea7\u843d\u5730\u201d\u7684\u6587\u6863\u667a\u80fd\u5e95\u5ea7\uff0c\u5178\u578b\u5ba2\u6237\u6765\u81ea\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u533b\u7597\u4e0e\u4f01\u4e1a\u7ea7 AI \u56e2\u961f\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u516b\u3001\u5178\u578b\u5e94\u7528\u4e0e\u884c\u4e1a\u9002\u914d<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u91d1\u878d<\/strong>\uff1a\u4ece\u6295\u7814\u6750\u6599\u3001SEC \u6587\u4ef6\u3001\u62a5\u8868\/\u56fe\u8868\u4e2d\u62bd\u53d6\u7ed3\u6784\u5316\u6307\u6807\u4e0e\u5f15\u6587\uff1b<\/li>\n\n\n\n<li><strong>\u533b\u7597<\/strong>\uff1aHIPAA \u573a\u666f\u4e0b\u7684\u75c5\u5386\/\u5f71\u50cf\u62a5\u544a\u5b57\u6bb5\u62bd\u53d6\u4e0e\u56fe\u8868\u7406\u89e3\uff1b<\/li>\n\n\n\n<li><strong>\u6cd5\u5f8b<\/strong>\uff1a\u7ea2\u7ebf PDF \u2192 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class=\"wp-block-list\">\n<li>\u6709<strong>\u590d\u6742\u6587\u6863<\/strong>\uff08\u5927\u8868\u683c\u3001\u56fe\u8868\u3001\u626b\u63cf\u4ef6\u3001\u591a\u8bed\u8a00\/\u624b\u5199\u4f53\uff09\u7684\u751f\u4ea7\u7ea7\u89e3\u6790\/\u62bd\u53d6\u9700\u6c42\uff1b<\/li>\n\n\n\n<li>\u9700\u8981<strong>RAG\/\u81ea\u52a8\u5316<\/strong>\u4e2d\u9ad8\u8d28\u91cf\u5206\u5757\u4e0e\u5b57\u6bb5\u62bd\u53d6\u3001\u5e76\u8981\u6c42<strong>\u53ef\u5ba1\u8ba1\/\u53ef\u8ffd\u6eaf<\/strong>\uff1b<\/li>\n\n\n\n<li>\u5bf9<strong>\u5408\u89c4\u4e0e\u9a7b\u7559\/\u672c\u5730\u5316<\/strong>\u6709\u4e25\u683c\u8981\u6c42\u7684\u533b\u7597\/\u91d1\u878d\/\u6cd5\u5f8b\/\u653f\u5e9c\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u53ef\u80fd\u4e0d\u9002\u5408<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec5\u9700\u6781\u7b80 OCR\u3001\u65e0\u7ed3\u6784\u4fdd\u6301\/\u65e0 LLM 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[&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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