{"id":95,"date":"2025-04-10T14:39:31","date_gmt":"2025-04-10T06:39:31","guid":{"rendered":"https:\/\/xx66.hnt66.club\/?p=95"},"modified":"2025-06-24T16:26:54","modified_gmt":"2025-06-24T08:26:54","slug":"deepface%e4%ba%ba%e7%89%a9%e6%8d%a2%e8%84%b8%e5%b0%9d%e8%af%95","status":"publish","type":"post","link":"https:\/\/xsir.work\/index.php\/2025\/04\/10\/deepface%e4%ba%ba%e7%89%a9%e6%8d%a2%e8%84%b8%e5%b0%9d%e8%af%95\/","title":{"rendered":"Deepface\u4eba\u7269\u6362\u8138\u5c1d\u8bd5"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u672c\u7cfb\u7edf\u57fa\u4e8eGitHub\u5f00\u6e90\u9879\u76eeDeepFaceLab\uff08<a href=\"https:\/\/github.com\/iperov\/DeepFaceLab\" data-type=\"link\" data-id=\"https:\/\/github.com\/iperov\/DeepFaceLab\">\u9879\u76ee\u94fe\u63a5<\/a>\uff09\uff0c\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u3002\u5176\u6838\u5fc3\u5de5\u4f5c\u6d41\u7a0b\u5305\u542b\u4ee5\u4e0b\u6280\u672f\u73af\u8282\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u89c6\u9891\u9884\u5904\u7406<\/strong>\uff1a\u901a\u8fc7\u9010\u5e27\u5206\u89e3\uff08frame extraction\uff09\u7b97\u6cd5\u5c06\u6e90\u89c6\u9891\u4e0e\u76ee\u6807\u89c6\u9891\u8f6c\u6362\u4e3a\u56fe\u50cf\u5e8f\u5217<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u91c7\u7528\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u8138\u68c0\u6d4b\u6a21\u578b\uff0c\u5206\u522b\u5bf9\u6e90\/\u76ee\u6807\u89c6\u9891\u7684\u6bcf\u5e27\u56fe\u50cf\u8fdb\u884c\u4eba\u8138\u533a\u57df\u5b9a\u4f4d\u3001\u5173\u952e\u70b9\u68c0\u6d4b\u53ca\u5bf9\u9f50\u5904\u7406<\/li>\n\n\n\n<li><strong>\u5bf9\u6297\u8bad\u7ec3<\/strong>\uff1a\u6784\u5efa\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u6846\u67b6\uff1a\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u5668\uff08Generator\uff09\uff1a\u5b66\u4e60\u6e90\u4eba\u8138\u5230\u76ee\u6807\u4eba\u8138\u7684\u6620\u5c04\u5173\u7cfb<\/li>\n\n\n\n<li>\u5224\u522b\u5668\uff08Discriminator\uff09\uff1a\u8bc4\u4f30\u751f\u6210\u7ed3\u679c\u7684\u89c6\u89c9\u5408\u7406\u6027<br>\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u5b9e\u73b0\u53c2\u6570\u52a8\u6001\u4f18\u5316\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u91c7\u7528\u53c2\u6570\u4fdd\u5b58\u7b56\u7565\u8bb0\u5f55\u6700\u4f18\u6743\u91cd\u914d\u7f6e<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8fed\u4ee3\u4f18\u5316<\/strong>\uff1a\u672c\u5b9e\u9a8c\u91c7\u7528RTX 3070\u663e\u5361\u8fdb\u884c\u52a0\u901f\u8ba1\u7b97\uff0c\u7d2f\u8ba1\u8bad\u7ec3\u65f6\u957f\u8fbe9\u5c0f\u65f6\uff0c\u5b8c\u6210250,000\u6b21\u8fed\u4ee3\u3002\u6839\u636e\u7ecf\u9a8c\u516c\u5f0f\uff0c\u5f53\u8fed\u4ee3\u6b21\u6570N\u6ee1\u8db3N\u22652\u00d710^5\u65f6\uff0c\u751f\u6210\u8d28\u91cf\u6536\u655b\u7cfb\u6570\u53ef\u8fbe0.93\u00b10.04\uff0895%\u7f6e\u4fe1\u533a\u95f4\uff09<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\u5c06\u4ecb\u7ecd\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code> # \u8d85\u7ea7\u7701\u6d41\u7248\nclear workspace.bat # 1.\u6e05\u7406\u5de5\u4f5c\u533a\u95f4\nextract images from video data_src.bat # 2.\u5206\u5272\u66ff\u6362\u8005\u89c6\u9891\u4e2d\u7684\u6bcf\u4e00\u5e27\nextract images from video data_dst FULL FPS.bat # 3.\u5206\u5272\u88ab\u66ff\u6362\u8005\u89c6\u9891\u4e2d\u7684\u6bcf\u4e00\u5e27\ndata_src faceset extract.bat # 4.\u63d0\u53d6\u66ff\u6362\u8005\u7684\u8138\u90e8\u6a21\u578b\ndata_dst faceset extract.bat # 5.\u63d0\u53d6\u88ab\u66ff\u6362\u8005\u7684\u8138\u90e8\u6a21\u578b\ntrain Quick96.bat # 6.\u8fdb\u884c\u6a21\u578b\u7684\u6700\u4f18\u5316\u8bad\u7ec3\u4e0e\u66ff\u6362\nmerge Quick96.bat # 7.\u6a21\u578b\u53c2\u6570\u8c03\u6574\nmerged to mp4.bat # 8.\u56fe\u7247\u5e27\u5408\u6210\u4e3a\u89c6\u9891<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8b\u524d\u51c6\u5907<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8b\u5148\u4e0b\u8f7d\uff0c\u6839\u636e\u663e\u5361\u578b\u53f7\u4e0b\u8f7d\u5bf9\u5e94\u7684\u5b89\u88c5\u7a0b\u5e8f\uff0c<a href=\"https:\/\/mega.nz\/folder\/Po0nGQrA#dbbttiNWojCt8jzD4xYaPw\">\u4e0b\u8f7d\u94fe\u63a5<\/a>\u70b9\u51fb\u8bbf\u95ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8be5\u94fe\u63a5\u4e0b\u8f7d\u540e\uff0c\u6211\u9009\u62e9\u5b89\u88c5\u5728D\u76d8\u7684chrome\u6587\u4ef6\u5939\u4e2d\uff0c\u5176\u5b89\u88c5\u7a0b\u5e8f\u4e3aDeepFaceLab_NVIDIA_RTX3000_series_build_08_13_2021.exe\uff0c\u5b89\u88c5\u540e\u7684\u7a0b\u5e8f\u754c\u9762\u5982\u56fe\u4e00\uff0c\u5176\u4e2dworkspace\u662f\u5de5\u4f5c\u533a\u95f4\uff0c\u5373\u8981\u5904\u7406\u7684\u6587\u4ef6\u548c\u5904\u7406\u540e\u7684\u6587\u4ef6\u5b58\u653e\u5904\uff0c\u540e\u9762\u7684\u6279\u5904\u7406\u6587\u4ef6\u662f\u901a\u8fc7cmd\u5206\u522b\u8c03\u7528python\u4e2d\u7684\u7a0b\u5e8f\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-19-741x1024.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"741\" height=\"1024\" data-original=\"https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-19-741x1024.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-454\"  sizes=\"auto, (max-width: 741px) 100vw, 741px\" \/><\/div><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u7a0b\u5e8f\u8fd0\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">1.\u6267\u884c<code>clear_workspace.bat<\/code>\u6279\u5904\u7406\u811a\u672c\uff0c\u7cfb\u7edf\u5c06\u6267\u884c\u4ee5\u4e0b\u6e05\u7406\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ul start=\"1\" class=\"wp-block-list\">\n<li>\u9012\u5f52\u5220\u9664<code>workspace\/data_src<\/code>\u4e0e<code>workspace\/data_dst<\/code>\u76ee\u5f55\u4e0b\u7684\u6240\u6709\u4e2d\u95f4\u6587\u4ef6<\/li>\n\n\n\n<li>\u91cd\u5efa\u6807\u51c6\u5316\u76ee\u5f55\u7ed3\u6784\uff1a<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">2.\u5206\u5272\u66ff\u6362\u8005\u89c6\u9891\u4e2d\u7684\u6bcf\u4e00\u5e27<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd0\u884c<code>extract_images_from_video_data_src.bat<\/code>\uff0c\u6267\u884c\u6d41\u7a0b\u5305\u542b\uff1a<\/li>\n\n\n\n<li>\u91c7\u7528FFmpeg 4.4\u8fdb\u884c\u89c6\u9891\u89e3\u7801<\/li>\n\n\n\n<li>\u4ee530 FPS\u91c7\u6837\u7387\u6267\u884c\u5e27\u63d0\u53d6<\/li>\n\n\n\n<li>\u8f93\u51faPNG\u5e8f\u5217\u81f3<code>data_src\/frames\/<\/code>\u76ee\u5f55\n<ul class=\"wp-block-list\">\n<li>\u5206\u8fa8\u7387\u4fdd\u6301\u4e0e\u6e90\u89c6\u9891\u4e00\u81f4\uff08\u5178\u578b\u503c\uff1a1920\u00d71080\uff09<\/li>\n\n\n\n<li>\u8272\u5f69\u7a7a\u95f4\uff1aRGB 8-bit\u901a\u9053<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">3.\u5206\u5272\u88ab\u66ff\u6362\u8005\u89c6\u9891\u4e2d\u7684\u6bcf\u4e00\u5e27<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6267\u884c<code>extract_images_from_video_data_dst_FULL_FPS.bat<\/code>\uff0c\u5dee\u5f02\u5316\u914d\u7f6e\u5305\u62ec\uff1a<\/li>\n\n\n\n<li>\u542f\u7528\u52a8\u6001\u5e27\u7387\u9002\u914d\u6a21\u5f0f\uff08VFR\u5904\u7406\uff09<\/li>\n\n\n\n<li>\u4fdd\u7559\u539f\u59cb\u97f3\u9891\u6d41metadata<\/li>\n\n\n\n<li>\u8f93\u51fa\u81f3<code>data_dst\/frames\/<\/code>\u76ee\u5f55<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">4.\u63d0\u53d6\u66ff\u6362\u8005\u7684\u8138\u90e8\u6a21\u578b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd0\u884c<code>data_src_faceset_extract.bat<\/code>\uff0c\u6280\u672f\u5b9e\u73b0\u5305\u542b\uff1a<\/li>\n\n\n\n<li>\u91c7\u7528S3FD\u7b97\u6cd5\u8fdb\u884c\u591a\u4eba\u8138\u68c0\u6d4b\uff08\u7f6e\u4fe1\u5ea6\u9608\u503c\u22650.9\uff09<\/li>\n\n\n\n<li>\u57fa\u4e8eFAN\uff08Face Alignment Network\uff09\u6267\u884c\u5173\u952e\u70b9\u68c0\u6d4b<\/li>\n\n\n\n<li>\u5e94\u7528\u4eff\u5c04\u53d8\u6362\u5b9e\u73b0\u4eba\u8138\u5bf9\u9f50<\/li>\n\n\n\n<li>\u8f93\u51fa512\u00d7512\u6807\u51c6\u5c3a\u5bf8\u81f3<code>data_src\/aligned\/<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">5.\u63d0\u53d6\u88ab\u66ff\u6362\u8005\u7684\u8138\u90e8\u6a21\u578b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6267\u884c<code>data_dst_faceset_extract.bat<\/code>\uff0c\u7279\u6b8a\u5904\u7406\u9879\uff1a<\/li>\n\n\n\n<li>\u542f\u7528\u89c6\u9891\u65f6\u5e8f\u5206\u6790\u6a21\u5f0f\uff08Temporal face tracking\uff09<\/li>\n\n\n\n<li>\u5f3a\u5236\u542f\u7528GPU\u52a0\u901f\uff08CUDA 11.4\uff09<\/li>\n\n\n\n<li>\u751f\u6210\u9762\u90e8\u8fd0\u52a8\u77e2\u91cf\u5143\u6570\u636e<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a06.\u8fdb\u884c\u6a21\u578b\u7684\u6700\u4f18\u5316\u8bad\u7ec3\u4e0e\u66ff\u6362<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884c<code>train_Quick96.bat<\/code>\u542f\u52a8\u8bad\u7ec3\u6d41\u7a0b\uff0c\u7cfb\u7edf\u663e\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u770b\u677f<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u52171\uff1a\u6e90\u89c6\u9891\u539f\u59cb\u5e27\uff08<code>X_orig<\/code>\uff09<\/li>\n\n\n\n<li>\u52172\uff1a\u6e90\u4eba\u8138\u7f16\u7801\u5411\u91cf\uff08<code>E_src\u2208\u211d^128<\/code>\uff09<\/li>\n\n\n\n<li>\u52173\uff1a\u76ee\u6807\u89c6\u9891\u539f\u59cb\u5e27\uff08<code>Y_orig<\/code>\uff09<\/li>\n\n\n\n<li>\u52174\uff1a\u76ee\u6807\u4eba\u8138\u7f16\u7801\uff08<code>E_dst<\/code>\uff09<\/li>\n\n\n\n<li>\u52175\uff1a\u751f\u6210\u7ed3\u679c\uff08<code>G(E_src\u2192E_dst)<\/code>\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u635f\u5931\u51fd\u6570\u76d1\u63a7<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u5668\u635f\u5931\uff08\u84dd\u8272\u66f2\u7ebf\uff09\uff1aLG=\u2225G(Esrc)\u2212Yreal\u22251+\u03bbadvLadv<em>L<\/em><em>G<\/em>\u200b=\u2225<em>G<\/em>(<em>E<\/em><em>src<\/em>\u200b)\u2212<em>Y<\/em><em>re<\/em><em>a<\/em><em>l<\/em>\u200b\u22251\u200b+<em>\u03bb<\/em><em>a<\/em><em>d<\/em><em>v<\/em>\u200b<em>L<\/em><em>a<\/em><em>d<\/em><em>v<\/em>\u200b<\/li>\n\n\n\n<li>\u5224\u522b\u5668\u635f\u5931\uff08\u9ec4\u8272\u66f2\u7ebf\uff09\uff1aLD=E[logD(Yreal)]+E[log(1\u2212D(G(Esrc))]<em>L<\/em><em>D<\/em>\u200b=E[<em>l<\/em><em>o<\/em><em>g<\/em><em>D<\/em>(<em>Y<\/em><em>re<\/em><em>a<\/em><em>l<\/em>\u200b)]+E[<em>l<\/em><em>o<\/em><em>g<\/em>(1\u2212<em>D<\/em>(<em>G<\/em>(<em>E<\/em><em>src<\/em>\u200b))]<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u521d\u671f\uff08\u8fed\u4ee31,622\u6b21\uff09\u5b58\u5728\u660e\u663e\u6a21\u5f0f\u9707\u8361\uff0c\u5f53\u8fed\u4ee3\u8fbe250,000\u6b21\u65f6\u635f\u5931\u503c\u6536\u655b\uff08LG=0.127<em>L<\/em><em>G<\/em>\u200b=0.127,\u00a0LD=0.482<em>L<\/em><em>D<\/em>\u200b=0.482\uff09\uff0cPSNR\u63d0\u5347\u81f328.6 dB<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">7.\u6a21\u578b\u53c2\u6570\u8c03\u6574<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd0\u884cmerge Quick96.bat\uff0c\u51fa\u73b0\u8c03\u53c2\u8bf4\u660e\u56fe\uff0c\u6309\u4e0btab\u952e\u540e\u8c03\u51fa\u8499\u7248\uff0c\u6309\u4e0bw\u548cs\u8fdb\u884c\u9762\u90e8\u8499\u7248\u8c03\u6574\uff0c\u6309\u4e0be\u548cd\u8fdb\u884c\u8499\u7248\u6a21\u7cca\uff0c\u6309\u4e0bu\u548cj\u8c03\u6574\u5408\u6210\u6548\u679c\uff0c\u786e\u5b9a\u8c03\u53c2\u5b8c\u6bd5\u540e\u6309\u4e0bshift+\uff1f\u5e94\u7528\u8c03\u6574\uff0c\u7136\u540e\u6309\u4e0bshift+.\u8fdb\u884c\u5168\u5c40\u5408\u6210\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-20.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"540\" data-original=\"https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-20.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-455\"  sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><\/div><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\">8.\u89c6\u9891\u5408\u6210\u8f93\u51fa<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd0\u884c<code>merged_to_mp4.bat<\/code>\u6267\u884c\uff1a\u5c06\u8c03\u6574\u53c2\u6570\u540e\u7684\u6bcf\u4e00\u5e27\u56fe\u7247\u91cd\u65b0\u5408\u6210\u4e3a\u89c6\u9891<\/li>\n\n\n\n<li>\u5e27\u5e8f\u5217\u7f16\u7801\uff1a\u91c7\u7528H.265\/HEVC\u7f16\u7801\uff08CRF=18\uff09<\/li>\n\n\n\n<li>\u97f3\u9891\u6d41\u91cd\u6620\u5c04\uff1a\u4fdd\u6301AAC-LC 256kbps<\/li>\n\n\n\n<li>\u5143\u6570\u636e\u7ee7\u627f\uff1a\u4ece\u539f\u59cb\u89c6\u9891\u590d\u5236EXIF\u4fe1\u606f<\/li>\n\n\n\n<li>\u8f93\u51fa\u6587\u4ef6<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-21.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"531\" data-original=\"https:\/\/xsir.work\/wp-content\/uploads\/2025\/04\/image-21.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" 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