{"id":26652,"date":"2025-04-19T16:26:01","date_gmt":"2025-04-19T08:26:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/26652.html"},"modified":"2025-04-19T16:26:01","modified_gmt":"2025-04-19T08:26:01","slug":"%e5%9c%a8%e5%ae%9e%e9%aa%8c%e5%ae%a4%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8b%e8%b7%91%e9%80%9astable-diffusion-%e8%ae%ad%e7%bb%83%e6%8e%a8%e7%90%86","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/26652.html","title":{"rendered":"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406"},"content":{"rendered":"<\/p>\n<h4>\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406<\/h4>\n<ul>\n<li>\u524d\u8a00<\/li>\n<li>\n<ul>\n<li>\u73af\u5883\u8bf4\u660e<\/li>\n<\/ul>\n<\/li>\n<li>1.Stable-Diffusion \u6a21\u578b\u7b80\u4ecb<\/li>\n<li>2.\u73af\u5883\u51c6\u5907<\/li>\n<li>3.\u6570\u636e\u51c6\u5907<\/li>\n<li>\n<ul>\n<li>\u81ea\u5b9a\u4e49\u8bad\u7ec3\u6570\u636e<\/li>\n<li>Laion400M Demo \u6570\u636e\u96c6<\/li>\n<\/ul>\n<\/li>\n<li>4.\u8bad\u7ec3&#xff08;\u5355\u673a\u591a\u5361&#xff09;<\/li>\n<li>5.\u6a21\u578b\u63a8\u7406<\/li>\n<\/ul>\n<h2>\u524d\u8a00<\/h2>\n<p>\u200b \u672c\u6587\u4e3b\u8981\u8bb0\u5f55 \u3010PaddleMIX \u70ed\u8eab\u6253\u5361\u3011\u8dd1\u901a Stable-Diffusion \u8bad\u7ec3\u63a8\u7406\u200b\u200b\u200b\u200b\u200b\u200b<\/p>\n<p>\u7684\u5b8c\u6210\u8fc7\u7a0b\u4e0e\u9047\u5230\u7684\u95ee\u9898\u53ca\u5176\u89e3\u51b3\u65b9\u6848<\/p>\n<h3>\u73af\u5883\u8bf4\u660e<\/h3>\n<p>\u672c\u4eba\u4f7f\u7528MobaXterm\u7ba1\u7406\u5b9e\u9a8c\u5ba4\u7684Linux&#xff08;\u522b\u7528windows&#xff0c;readme\u91cc\u8bf4\u4e86windows\u7cfb\u7edf\u672a\u7ecf\u6d4b\u8bd5&#xff0c;\u800c\u4e14\u672c\u5730\u90a3\u5f20\u7834\u5361\u4e5f\u8dd1\u4e0d\u52a8&#xff09;\u670d\u52a1\u5668&#xff0c;\u672c\u5730\u4f7f\u7528pycharm\u7ba1\u7406\u4ee3\u7801&#xff0c;\u65e0\u53ef\u7528\u670d\u52a1\u5668\u7684\u540c\u5b66\u63a8\u8350\u53bbAI Studio<\/p>\n<hr \/>\n<h2>1.Stable-Diffusion \u6a21\u578b\u7b80\u4ecb<\/h2>\n<p>\u53c2\u8003\u98de\u6868\u56e2\u961f\u5b9e\u73b0\u7684Stable-Diffusion\u4e2d\u7684README.md<\/p>\n<h2>2.\u73af\u5883\u51c6\u5907<\/h2>\n<p>\u7528git clone \u547d\u4ee4\u62c9\u53d6\u6e90\u7801&#xff0c;\u5e76\u5b89\u88c5\u73af\u5883\u3002 \u5b9e\u9645\u4e0a\u53ea\u9700\u8981\u7528\u5230PaddleMIX\/ppdiffusers\/examples\/stable_diffusion\u4e2d\u7684\u9879\u76ee\u6587\u4ef6&#xff0c;\u4e0d\u8fc7\u56e0\u4e3a\u9879\u76ee\u4e2d\u7684training data\u90fd\u9700\u8981\u81ea\u5df1\u4e0b&#xff0c;\u6240\u4ee5\u4ed3\u5e93\u5c31\u51e0\u767e\u4e2amb&#xff0c;\u90fdclone\u4e86\u5427\u3002<\/p>\n<p># \u514b\u9686 PaddleMIX \u4ed3\u5e93<br \/>\ngit clone https:\/\/github.com\/PaddlePaddle\/PaddleMIX.git<\/p>\n<p># \u8fdb\u5165stable diffusion\u76ee\u5f55<br \/>\ncd PaddleMIX\/ppdiffusers\/examples\/stable_diffusion<\/p>\n<p>\u672c\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\u9700\u8981\u4f9d\u8d56 CUDA 11.2 \u53ca\u4ee5\u4e0a\u7248\u672c,\u56e0\u6b64\u6700\u597d\u4f7f\u75283.10\u4ee5\u4e0a\u7684python<\/p>\n<p># \u65b0\u5efa\u4e00\u4e2a3.10 python\u73af\u5883<br \/>\nconda create -n paddlemix python&#061;3.10 -y<br \/>\n# \u5b89\u88c5\u6240\u9700\u7684\u4f9d\u8d56, \u5982\u679c\u63d0\u793a\u6743\u9650\u4e0d\u591f&#xff0c;\u8bf7\u5728\u6700\u540e\u589e\u52a0 &#8211;user \u9009\u9879<br \/>\npip install -r requirements.txt<\/p>\n<p>\u4ee5\u4e0a\u6b65\u9aa4\u57fa\u672c\u4e0d\u4f1a\u9047\u5230\u4efb\u4f55\u95ee\u9898<\/p>\n<h2>3.\u6570\u636e\u51c6\u5907<\/h2>\n<p>\u4f60\u53ef\u4ee5\u81ea\u5b9a\u4e49\u8bad\u7ec3\u6570\u636e&#xff0c;\u4e5f\u53ef\u4ee5\u7528\u7ed9\u7684Laion400M Demo \u6570\u636e\u96c6<\/p>\n<h3>\u81ea\u5b9a\u4e49\u8bad\u7ec3\u6570\u636e<\/h3>\n<h3>Laion400M Demo \u6570\u636e\u96c6<\/h3>\n<p>\u8fd9\u90e8\u5206\u6ca1\u5565\u597d\u8bf4\u7684&#xff0c;\u8054\u7f51\u4e0b\u4e2a\u6570\u636e\u96c6\u5b8c\u4e8b\u513f<\/p>\n<p># \u5220\u9664\u5f53\u524d\u76ee\u5f55\u4e0b\u7684data&#xff08;\u9632\u6b62\u5730\u5740\u51b2\u7a81&#xff09;<br \/>\nrm -rf data<br \/>\n# \u4e0b\u8f7d laion400m_demo \u6570\u636e\u96c6<br \/>\nwget https:\/\/paddlenlp.bj.bcebos.com\/models\/community\/junnyu\/develop\/laion400m_demo_data.tar.gz<\/p>\n<p>\u4e0b\u597d\u662f\u8fd9\u6837\u7684 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082559-68035e17ba741.png\" alt=\"\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p># \u89e3\u538b<br \/>\ntar -zxvf laion400m_demo_data.tar.gz<\/p>\n<p>\u89e3\u538b\u5b8c\u662f\u8fd9\u6837\u7684 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082559-68035e17e5839.png\" alt=\"\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>4.\u8bad\u7ec3&#xff08;\u5355\u673a\u591a\u5361&#xff09;<\/h2>\n<p>\u628a\u4e0b\u6bb5\u4ee3\u7801\u4fdd\u5b58\u4e3atrain.sh&#xff0c;\u653e\u8fdbstable_diffusion\u6587\u4ef6\u5939&#xff0c;\u6267\u884csh train.sh \u6709\u4e2a\u7ec6\u8282&#xff0c;\u6211\u6ca1\u90090\u53f7gpu&#xff0c;\u56e0\u4e3a\u5f88\u591a\u4eba\u90fd\u9ed8\u8ba4\u7528\u8fd9\u4e2agpu\u8dd1\u4e00\u4e9btoy_model&#xff0c;\u62c5\u5fc3\u649e\u8f66&#xff0c;\u663e\u5b58\u4e0d\u591f&#xff1b;\u4e0d\u8fc7\u4e5f\u53ef\u4ee5\u7528nvidia-smi\u770b\u4e00\u4e0b\u6709\u65e0\u5360\u7528<\/p>\n<p>export FLAG_FUSED_LINEAR&#061;0<br \/>\nexport FLAGS_conv_workspace_size_limit&#061;4096<br \/>\n# \u662f\u5426\u5f00\u542f ema<br \/>\nexport FLAG_USE_EMA&#061;0<br \/>\n# \u662f\u5426\u5f00\u542f recompute<br \/>\nexport FLAG_RECOMPUTE&#061;1<br \/>\n# \u662f\u5426\u5f00\u542f xformers<br \/>\nexport FLAG_XFORMERS&#061;1<\/p>\n<p># \u5982\u679c\u4f7f\u7528\u81ea\u5b9a\u4e49\u6570\u636e<br \/>\nFILE_LIST&#061;.\/processed_data\/filelist\/custom_dataset.filelist.list<br \/>\n# \u5982\u679c\u4f7f\u7528laion400m_demo\u6570\u636e\u96c6&#xff0c;\u9700\u8981\u628a\u4e0b\u9762\u7684\u6ce8\u91ca\u53d6\u6d88<br \/>\n# FILE_LIST&#061;.\/data\/filelist\/train.filelist.list<\/p>\n<p>python -u -m paddle.distributed.launch &#8211;gpus &#034;1,2,3,4,5,6,7&#034; train_txt2img_laion400m_trainer.py \\\\<br \/>\n    &#8211;do_train \\\\<br \/>\n    &#8211;output_dir .\/laion400m_pretrain_output_trainer \\\\<br \/>\n    &#8211;per_device_train_batch_size 32 \\\\<br \/>\n    &#8211;gradient_accumulation_steps 1 \\\\<br \/>\n    &#8211;learning_rate 1e-4 \\\\<br \/>\n    &#8211;weight_decay 0.01 \\\\<br \/>\n    &#8211;max_steps 200000 \\\\<br \/>\n    &#8211;lr_scheduler_type &#034;constant&#034; \\\\<br \/>\n    &#8211;warmup_steps 0 \\\\<br \/>\n    &#8211;image_logging_steps 1000 \\\\<br \/>\n    &#8211;logging_steps 10 \\\\<br \/>\n    &#8211;resolution 256 \\\\<br \/>\n    &#8211;save_steps 10000 \\\\<br \/>\n    &#8211;save_total_limit 20 \\\\<br \/>\n    &#8211;seed 23 \\\\<br \/>\n    &#8211;dataloader_num_workers 4 \\\\<br \/>\n    &#8211;vae_name_or_path CompVis\/stable-diffusion-v1-4\/vae \\\\<br \/>\n    &#8211;text_encoder_name_or_path CompVis\/stable-diffusion-v1-4\/text_encoder \\\\<br \/>\n    &#8211;unet_name_or_path .\/sd\/unet_config.json \\\\<br \/>\n    &#8211;file_list ${FILE_LIST} \\\\<br \/>\n    &#8211;model_max_length 77 \\\\<br \/>\n    &#8211;max_grad_norm -1 \\\\<br \/>\n    &#8211;disable_tqdm True \\\\<br \/>\n    &#8211;bf16 False<\/p>\n<p>\u62a5\u9519&#xff0c;\u65e0\u2019ppdiffusers\u2019\u5e93&#xff0c;\u6ca1\u5173\u7cfb&#xff0c;\u518d\u88c5\u4e00\u4e0b\u5c31\u597d\u4e86 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082600-68035e1816e6a.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>pip install ppdiffusers<\/p>\n<p>\u5b8c\u4e8b\u53bb\u8fd0\u884c\u53c8\u62a5\u9519 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082600-68035e183499c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> \u67e5\u4e86\u4e00\u4e0b&#xff0c;\u9700\u8981\u9000\u5316\u4e00\u4e0bhugging_face\u5305\u7684\u7248\u672c<\/p>\n<p>pip install huggingface_hub&#061;0.25.2 -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple<\/p>\n<p>\u7136\u540e\u518d\u5f00\u59cb\u8bad\u7ec3 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082600-68035e1852be8.png\" alt=\"\u8bf7\u6dfb\u52a0\u56fe\u7247\u63cf\u8ff0\" \/> ok\u4e86&#xff0c;\u4f46\u662f7\u5f20A600\u8bad\u7ec3\u4e86\u4e24\u4e2a\u5c0f\u65f6\u624d\u8dd1\u4e86\u767e\u5206\u4e4b\u4e00&#xff0c;\u4e8e\u662f\u63a5\u4e0b\u6765\u76f4\u63a5\u7528pretrained model\u8fdb\u884c\u63a8\u7406\u5427<\/p>\n<h2>5.\u6a21\u578b\u63a8\u7406<\/h2>\n<p>\u770b\u6ce8\u91ca\u5427<\/p>\n<p>from ppdiffusers import StableDiffusionPipeline, UNet2DConditionModel<br \/>\n# \u52a0\u8f7d\u516c\u5f00\u53d1\u5e03\u7684 unet \u6743\u91cd<br \/>\nunet_model_name_or_path &#061; &#034;CompVis\/stable-diffusion-v1-4\/unet&#034;<br \/>\nunet &#061; UNet2DConditionModel.from_pretrained(unet_model_name_or_path)<br \/>\npipe &#061; StableDiffusionPipeline.from_pretrained(&#034;CompVis\/stable-diffusion-v1-4&#034;, safety_checker&#061;None, unet&#061;unet)<br \/>\n#  \u63d0\u793a\u8bcd<br \/>\nprompt &#061; &#034;a photo of an astronaut riding a horse on mars&#034;  # or a little girl dances in the cherry blossom rain<br \/>\n#  \u53ef\u4ee5\u901a\u8fc7\u8c03\u6574\u53c2\u6570width\u548cheight\u8c03\u6574\u5206\u8fa8\u7387&#xff08;\u4f46\u662f\u6700\u597d\u4fdd\u8bc1\u8bad\u7ec3\u5206\u8fa8\u7387\u548c\u8f93\u51fa\u7684\u5206\u8fa8\u7387\u4e00\u81f4&#xff09;&#xff0c;\u8fc7\u5927\u7684\u5206\u8fa8\u7387\u5bb9\u6613\u7206\u663e\u5b58<br \/>\nimage &#061; pipe(prompt, guidance_scale&#061;7.5, width&#061;512, height&#061;512).images[0]<br \/>\nimage.save(&#034;astronaut_rides_horse.png&#034;)<\/p>\n<p>\u6210\u529f\u8f93\u51fa&#xff0c;\u641e\u5b9a prompt&#xff1a;\u2018a flying paddle of baidu\u2019<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082600-68035e188943b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u89c9\u5f97\u6709\u7528\u5c31\u7ed9\u6211github https:\/\/github.com\/xueyunfeng123?tab&#061;repositories\u70b9\u4e2a\u661f\u5427!!!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb981\u6b21\uff0c\u70b9\u8d5e8\u6b21\uff0c\u6536\u85cf8\u6b21\u3002\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901a Stable-Diffusion \u8bad\u7ec3\u63a8\u7406\u7684\u8be6\u7ec6\u8fc7\u7a0b<\/p>\n","protected":false},"author":2,"featured_media":26646,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,2132],"topic":[],"class_list":["post-26652","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-stable-diffusion"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \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\/26652.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb981\u6b21\uff0c\u70b9\u8d5e8\u6b21\uff0c\u6536\u85cf8\u6b21\u3002\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901a Stable-Diffusion \u8bad\u7ec3\u63a8\u7406\u7684\u8be6\u7ec6\u8fc7\u7a0b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/26652.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-19T08:26:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082559-68035e17ba741.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=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/26652.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/26652.html\",\"name\":\"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-04-19T08:26:01+00:00\",\"dateModified\":\"2025-04-19T08:26:01+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/26652.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/26652.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/26652.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/26652.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb981\u6b21\uff0c\u70b9\u8d5e8\u6b21\uff0c\u6536\u85cf8\u6b21\u3002\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901a Stable-Diffusion \u8bad\u7ec3\u63a8\u7406\u7684\u8be6\u7ec6\u8fc7\u7a0b","og_url":"https:\/\/www.wsisp.com\/helps\/26652.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-04-19T08:26:01+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250419082559-68035e17ba741.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/26652.html","url":"https:\/\/www.wsisp.com\/helps\/26652.html","name":"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-04-19T08:26:01+00:00","dateModified":"2025-04-19T08:26:01+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/26652.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/26652.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/26652.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u4e0b\u8dd1\u901aStable-Diffusion \u8bad\u7ec3\u63a8\u7406"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/26652","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=26652"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/26652\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/26646"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=26652"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=26652"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=26652"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=26652"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}