{"id":4499,"date":"2024-08-16T11:40:09","date_gmt":"2024-08-16T03:40:09","guid":{"rendered":"https:\/\/www.aqwu.net\/wp\/?p=4499"},"modified":"2024-08-16T11:40:09","modified_gmt":"2024-08-16T03:40:09","slug":"%e4%b8%93%e9%97%a8%e7%94%a8%e4%ba%8e%e8%ae%ad%e7%bb%83%e4%bc%98%e5%8c%96%e7%9a%84-simpletuner","status":"publish","type":"post","link":"https:\/\/www.aqwu.net\/wp\/?p=4499","title":{"rendered":"\u4e13\u95e8\u7528\u4e8e\u8bad\u7ec3\u4f18\u5316\u7684 SimpleTuner\u00a0"},"content":{"rendered":"\n<p><strong>SimpleTuner<\/strong>\u00a0\u662f\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u8bad\u7ec3\u4f18\u5316\u7684\u4e00\u7ec4\u5b9e\u9a8c\u811a\u672c\u7684\u5b58\u50a8\u5e93\u3002\u8be5\u9879\u76ee\u65e8\u5728\u7b80\u5316\u4ee3\u7801\uff0c\u91cd\u70b9\u662f\u4f7f\u4ee3\u7801\u6613\u4e8e\u9605\u8bfb\u548c\u7406\u89e3\u3002\u6b64\u4ee3\u7801\u5e93\u4f5c\u4e3a\u5171\u4eab\u7684\u5b66\u672f\u7ec3\u4e60\uff0c\u6b22\u8fce\u505a\u51fa\u8d21\u732e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bbe\u8ba1\u7406\u5ff5<\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#design-philosophy\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b80\u5355\u6027<\/strong>\uff1a\u65e8\u5728\u4e3a\u5927\u591a\u6570\u7528\u4f8b\u63d0\u4f9b\u826f\u597d\u7684\u9ed8\u8ba4\u8bbe\u7f6e\uff0c\u56e0\u6b64\u9700\u8981\u7684\u4fee\u8865\u5de5\u4f5c\u8f83\u5c11\u3002<\/li>\n\n\n\n<li><strong>\u591a\u529f\u80fd\u6027<\/strong>\uff1a\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u5404\u79cd\u56fe\u50cf\u6570\u91cf &#8211; \u4ece\u5c0f\u578b\u6570\u636e\u96c6\u5230\u5927\u91cf\u96c6\u5408\u3002<\/li>\n\n\n\n<li><strong>\u5c16\u7aef\u529f\u80fd<\/strong>\uff1a\u4ec5\u5305\u542b\u5df2\u8bc1\u660e\u6709\u6548\u7684\u529f\u80fd\uff0c\u907f\u514d\u6dfb\u52a0\u672a\u7ecf\u6d4b\u8bd5\u7684\u9009\u9879\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6559\u7a0b<\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#tutorial\"><\/a><\/p>\n\n\n\n<p>\u5728\u5f00\u59cb<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/TUTORIAL.md\">\u5b66\u4e60\u672c\u6559\u7a0b<\/a>\u4e4b\u524d\uff0c\u8bf7\u5b8c\u6574\u9605\u8bfb\u6b64\u81ea\u8ff0\u6587\u4ef6\uff0c\u56e0\u4e3a\u5b83\u5305\u542b\u60a8\u53ef\u80fd\u9700\u8981\u9996\u5148\u4e86\u89e3\u7684\u91cd\u8981\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5982\u9700\u5728\u4e0d\u9605\u8bfb\u5b8c\u6574\u6587\u6863\u7684\u60c5\u51b5\u4e0b\u5feb\u901f\u5165\u95e8\uff0c\u53ef\u4ee5\u4f7f\u7528<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/QUICKSTART.md\">\u5feb\u901f\u5165\u95e8<\/a>\u6307\u5357\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u5185\u5b58\u53d7\u9650\u7684\u7cfb\u7edf\uff0c\u8bf7\u53c2\u9605&nbsp;<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/DEEPSPEED.md\">DeepSpeed \u6587\u6863<\/a>\uff0c\u8be5\u6587\u6863\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528 \ud83e\udd17Accelerate \u914d\u7f6e Microsoft \u7684 DeepSpeed \u4ee5\u5b9e\u73b0\u4f18\u5316\u5668\u72b6\u6001\u5378\u8f7d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7279\u5f81<\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#features\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a GPU \u8bad\u7ec3<\/li>\n\n\n\n<li>\u56fe\u50cf\u548c\u5b57\u5e55\u529f\u80fd\uff08\u5d4c\u5165\uff09\u4f1a\u63d0\u524d\u7f13\u5b58\u5230\u786c\u76d8\u9a71\u52a8\u5668\u4e0a\uff0c\u4ee5\u4fbf\u8bad\u7ec3\u8fd0\u884c\u5f97\u66f4\u5feb\uff0c\u5185\u5b58\u6d88\u8017\u66f4\u5c11<\/li>\n\n\n\n<li>\u5bbd\u9ad8\u6bd4\uff1a\u652f\u6301\u5404\u79cd\u56fe\u50cf\u5927\u5c0f\u548c\u5bbd\u9ad8\u6bd4\uff0c\u652f\u6301\u5bbd\u5c4f\u548c\u7eb5\u5411\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u70bc\u6cb9\u673a LoRA \u6216 SDXL \u7684\u5b8c\u6574 u-net \u57f9\u8bad<\/li>\n\n\n\n<li>\u5927\u591a\u6570\u6a21\u578b\u90fd\u53ef\u4ee5\u5728 24G GPU \u4e0a\u8bad\u7ec3\uff0c\u751a\u81f3\u53ef\u4ee5\u5728\u8f83\u4f4e\u7684\u57fa\u7840\u5206\u8fa8\u7387\u4e0b\u8bad\u7ec3\u5230 16G\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5c0f\u4e8e 16G VRAM \u7684 PixArt\u3001SDXL\u3001SD3 \u548c SD 2.x \u7684 LoRA \u8bad\u7ec3<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>DeepSpeed \u96c6\u6210\u5141\u8bb8<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/DEEPSPEED.md\">\u5728 12G VRAM \u4e0a\u8bad\u7ec3 SDXL \u7684\u5168 u-net<\/a>\uff0c\u5c3d\u7ba1\u901f\u5ea6\u975e\u5e38\u6162\u3002<\/li>\n\n\n\n<li>\u91cf\u5316 LoRA \u8bad\u7ec3\uff0c\u4f7f\u7528\u4f4e\u7cbe\u5ea6\u57fa\u7840\u6a21\u578b\u6216\u6587\u672c\u7f16\u7801\u5668\u6743\u91cd\u6765\u51cf\u5c11 VRAM \u6d88\u8017\uff0c\u540c\u65f6\u4ecd\u5141\u8bb8 DreamBooth\u3002<\/li>\n\n\n\n<li>\u53ef\u9009\u7684 EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\uff09\u6743\u91cd\u7f51\u7edc\uff0c\u7528\u4e8e\u62b5\u6d88\u6a21\u578b\u8fc7\u62df\u5408\u5e76\u63d0\u9ad8\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002<strong>\u6ce8\u610f\uff1a<\/strong>\u8fd9\u4e0d\u9002\u7528\u4e8e LoRA.<\/li>\n\n\n\n<li>\u76f4\u63a5\u4ece\u517c\u5bb9 S3 \u7684\u5b58\u50a8\u63d0\u4f9b\u5546\u5904\u8fdb\u884c\u8bad\u7ec3\uff0c\u65e0\u9700\u6602\u8d35\u7684\u672c\u5730\u5b58\u50a8\u3002\uff08\u4f7f\u7528 Cloudflare R2 \u548c Wasabi S3 \u6d4b\u8bd5\uff09<\/li>\n\n\n\n<li>\u4ec5\u9002\u7528\u4e8e SDXL \u548c SD 1.x\/2.x\uff0c\u5b8c\u6574\u7684\u00a0<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/CONTROLNET.md\">ControlNet \u6a21\u578b\u8bad\u7ec3<\/a>\uff08\u4e0d\u662f ControlLoRA \u6216 ControlLite\uff09<\/li>\n\n\n\n<li>\u7528\u4e8e\u8f7b\u91cf\u7ea7\u3001\u9ad8\u8d28\u91cf\u6269\u6563\u6a21\u578b<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/MIXTURE_OF_EXPERTS.md\">\u7684\u4e13\u5bb6\u57f9\u8bad\u7ec4\u5408<\/a><\/li>\n\n\n\n<li>Webhook \u652f\u6301\u66f4\u65b0\uff0c\u4f8b\u5982\u3002\u5305\u542b\u60a8\u7684\u8bad\u7ec3\u8fdb\u5ea6\u3001\u9a8c\u8bc1\u548c\u9519\u8bef\u7684 Discord \u9891\u9053<\/li>\n\n\n\n<li>\u4e0e\u00a0<a href=\"https:\/\/huggingface.co\/\">Hugging Face Hub<\/a>\u00a0\u96c6\u6210\uff0c\u5b9e\u73b0\u65e0\u7f1d\u6a21\u578b\u4e0a\u4f20\u548c\u6f02\u4eae\u7684\u81ea\u52a8\u751f\u6210\u6a21\u578b\u5361\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Flux.1<\/h3>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#flux1\"><\/a><\/p>\n\n\n\n<p>\u5305\u62ec\u5bf9 Flux.1 \u7684\u521d\u6b65\u57f9\u8bad\u652f\u6301\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u4f18\u5316\u65b9\u6cd5\u8fdb\u884c\u4f4e\u635f\u8017\u8bad\u7ec3\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u7559\u5f00\u53d1\u6a21\u578b\u7684\u84b8\u998f\u8d28\u91cf<\/li>\n\n\n\n<li>\u6216\u8005\uff0c\u5c06 CFG \u91cd\u65b0\u5f15\u5165\u6a21\u578b\uff0c\u5e76\u4ee5\u727a\u7272\u63a8\u7406\u901f\u5ea6\u4e3a\u4ee3\u4ef7\u6765\u63d0\u9ad8\u5176\u521b\u9020\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LoRA \u6216\u901a\u8fc7 DeepSpeed ZeRO \u8fdb\u884c\u5168\u9762\u8c03\u4f18<\/li>\n\n\n\n<li>\u5c1a\u4e0d\u652f\u6301 ControlNet \u8bad\u7ec3<\/li>\n\n\n\n<li>\u8bad\u7ec3 Schnell \u6216 Dev \u6a21\u578b<\/li>\n\n\n\n<li>\u4f7f\u7528\u6216\u7528\u4e8e\u8282\u7701\u5927\u91cf\u5185\u5b58\u6765\u91cf\u5316\u57fa\u7840\u6a21\u578b<code>--base_model_precision<\/code><code>int8-quanto<\/code><code>fp8-quanto<\/code><\/li>\n<\/ul>\n\n\n\n<p>\u8bf7\u53c2\u9605<a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#flux1-dev-schnell\">\u786c\u4ef6\u8981\u6c42<\/a>\u6216<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/quickstart\/FLUX.md\">\u5feb\u901f\u5165\u95e8\u6307\u5357<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PixArt Sigma<\/h3>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#pixart-sigma\"><\/a><\/p>\n\n\n\n<p>SimpleTuner \u4e0e PixArt Sigma \u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u57f9\u8bad\u96c6\u6210 &#8211; 600M \u548c 900M \u578b\u53f7\u90fd\u53ef\u4ee5\u8f7b\u677e\u52a0\u8f7d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u652f\u6301\u6587\u672c\u7f16\u7801\u5668\u8bad\u7ec3\uff0c\u56e0\u4e3a T5 \u975e\u5e38\u5e9e\u5927\u3002<\/li>\n\n\n\n<li>LoRA \u548c\u5b8c\u5168\u8c03\u6574\u90fd\u6309\u9884\u671f\u5de5\u4f5c<\/li>\n\n\n\n<li>\u5c1a\u4e0d\u652f\u6301 ControlNet \u8bad\u7ec3<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/ptx0\/pixart-900m-1024-ft-v0.7-stage1\">\u4e24\u9636\u6bb5 PixArt<\/a>\u00a0\u57f9\u8bad\u652f\u6301\uff08\u8bf7\u53c2\u9605\uff1a<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/MIXTURE_OF_EXPERTS.md\">MIXTURE_OF_EXPERTS<\/a>)<\/li>\n<\/ul>\n\n\n\n<p>\u8bf7\u53c2\u9605&nbsp;<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/quickstart\/SIGMA.md\">PixArt \u5feb\u901f\u5165\u95e8<\/a>\u6307\u5357\u4ee5\u5f00\u59cb\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Stable Diffusion 2.0 &amp; 2.1<\/h3>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#stable-diffusion-20--21\"><\/a><\/p>\n\n\n\n<p>\u4f17\u6240\u5468\u77e5\uff0cStable Diffusion 2.1 \u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u4f1a\u9047\u5230\u56f0\u96be\uff0c\u4f46\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\u3002SimpleTuner \u7684\u76f8\u5173\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec5\u8bad\u7ec3\u6587\u672c\u7f16\u7801\u5668\u7684\u540e\u7eed\u5c42<\/li>\n\n\n\n<li>\u5728\u7ec8\u7aef\u65f6\u95f4\u6b65\u957f\u4e0a\u5f3a\u5236\u6267\u884c\u96f6 SNR\uff0c\u800c\u4e0d\u662f\u504f\u79fb\u566a\u58f0\uff0c\u4ee5\u83b7\u5f97\u66f4\u6e05\u6670\u7684\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4f7f\u7528 EMA\uff08\u6307\u6570\u79fb\u52a8\u5e73\u5747\u7ebf\uff09\u6765\u786e\u4fdd\u6211\u4eec\u4e0d\u4f1a\u201c\u70b8\u6bc1\u201d\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u6bcf\u4e2a\u6570\u636e\u96c6\u5177\u6709\u4e0d\u540c\u7684\u57fa\u672c\u5206\u8fa8\u7387\uff0c\u4f8b\u5982\u3002\u540c\u65f6\u63d0\u4f9b 512px \u548c 768px \u56fe\u50cf<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Stable Diffusion 3<\/h3>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#stable-diffusion-3\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u50cf\u5f80\u5e38\u4e00\u6837\u652f\u6301 LoRA \u548c\u5b8c\u5168\u5fae\u8c03\u3002<\/li>\n\n\n\n<li>ControlNet \u5c1a\u672a\u5b9e\u73b0\u3002<\/li>\n\n\n\n<li>\u5c1a\u4e0d\u652f\u6301\u67d0\u4e9b\u529f\u80fd\uff0c\u4f8b\u5982\u5206\u6bb5\u65f6\u95f4\u6b65\u957f\u9009\u62e9\u548c\u5f3a\u5236\u957f\u63d0\u793a\u52a0\u6743\u3002<\/li>\n\n\n\n<li>\u53c2\u6570\u5df2\u7ecf\u8fc7\u4f18\u5316\uff0c\u4ee5\u83b7\u5f97\u6700\u4f73\u7ed3\u679c\uff0c\u5e76\u901a\u8fc7\u4ece\u5934\u5f00\u59cb\u7684 SD3 \u6a21\u578b\u8bad\u7ec3\u8fdb\u884c\u9a8c\u8bc1<\/li>\n<\/ul>\n\n\n\n<p>\u8bf7\u53c2\u9605&nbsp;<a href=\"https:\/\/github.com\/bghira\/SimpleTuner\/blob\/main\/documentation\/quickstart\/SD3.md\">Stable Diffusion 3 \u5feb\u901f\u5165\u95e8<\/a>\u4ee5\u5f00\u59cb\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">wai Kolors<\/h3>\n\n\n\n<p><a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#kwai-kolors\"><\/a><\/p>\n\n\n\n<p>\u57fa\u4e8e SDXL \u7684\u6a21\u578b\uff0c\u4f7f\u7528 ChatGLM\uff08\u901a\u7528\u8bed\u8a00\u6a21\u578b\uff096B \u4f5c\u4e3a\u5176\u6587\u672c\u7f16\u7801\u5668\uff0c\u4f7f\u9690\u85cf\u7ef4\u5ea6\u5927\u5c0f<strong>\u589e\u52a0\u4e86\u4e00\u500d<\/strong>\uff0c\u5e76\u5927\u5927\u63d0\u9ad8\u4e86\u63d0\u793a\u5d4c\u5165\u4e2d\u5305\u542b\u7684\u5c40\u90e8\u7ec6\u8282\u7ea7\u522b\u3002<\/p>\n\n\n\n<p>Kolors \u652f\u6301\u51e0\u4e4e\u4e0e SDXL \u4e00\u6837\u6df1\uff0c\u4f46\u4e0d\u5305\u62ec ControlNet \u8bad\u7ec3\u652f\u6301\u3002<\/p>\n\n\n\n<p>github: <a href=\"https:\/\/github.com\/bghira\/SimpleTuner?tab=readme-ov-file#flux1-dev-schnell\">bghira\/SimpleTuner: A general fine-tuning kit geared toward diffusion models. (github.com)<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SimpleTuner\u00a0\u662f\u4e00\u4e2a\u4e13\u95e8\u7528\u4e8e\u8bad\u7ec3\u4f18\u5316\u7684\u4e00\u7ec4\u5b9e\u9a8c\u811a\u672c\u7684\u5b58\u50a8\u5e93\u3002\u8be5\u9879\u76ee\u65e8\u5728\u7b80\u5316\u4ee3\u7801\uff0c\u91cd\u70b9\u662f\u4f7f\u4ee3\u7801\u6613\u4e8e\u9605\u8bfb [&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":"","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":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[43],"tags":[],"class_list":["post-4499","post","type-post","status-publish","format-standard","hentry","category-infoarticle"],"views":1315,"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/4499","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4499"}],"version-history":[{"count":1,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/4499\/revisions"}],"predecessor-version":[{"id":4500,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=\/wp\/v2\/posts\/4499\/revisions\/4500"}],"wp:attachment":[{"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4499"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4499"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aqwu.net\/wp\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}