{"id":83402,"date":"2026-07-25T21:33:38","date_gmt":"2026-07-25T13:33:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/83402.html"},"modified":"2026-07-25T21:33:38","modified_gmt":"2026-07-25T13:33:38","slug":"real-anime-z%e4%bb%8e%e9%9b%b6%e5%bc%80%e5%a7%8b%ef%bc%9artx-4090-d%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%e5%ae%8c%e6%95%b4%e9%83%a8%e7%bd%b2jupyter%e8%b0%83%e7%94%a8%e5%85%a8%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/83402.html","title":{"rendered":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b"},"content":{"rendered":"<h2>Real-Anime-Z\u4ece\u96f6\u5f00\u59cb&#xff1a;RTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72&#043;Jupyter\u8c03\u7528\u5168\u6d41\u7a0b<\/h2>\n<h3>1. \u9879\u76ee\u6982\u8ff0<\/h3>\n<p>Real-Anime-Z\u662f\u4e00\u6b3e\u57fa\u4e8eStable Diffusion\u6280\u672f\u76842.5D\u52a8\u6f2b\u98ce\u683c\u5927\u6a21\u578b&#xff0c;\u7531Devilworld\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u5de7\u5999\u878d\u5408\u4e86\u5199\u5b9e\u8d28\u611f\u4e0e\u52a8\u6f2b\u7f8e\u611f&#xff0c;\u7279\u522b\u9002\u5408\u9700\u8981\u4fdd\u7559\u771f\u5b9e\u7ec6\u8282\u53c8\u5e0c\u671b\u589e\u5f3a\u827a\u672f\u8868\u73b0\u529b\u7684\u573a\u666f\u3002<\/p>\n<p>\u6838\u5fc3\u7279\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u57fa\u4e8eZ-Image\u5e95\u5ea7\u6a21\u578b<\/li>\n<li>\u63d0\u4f9b23\u79cdLoRA\u98ce\u683c\u53d8\u4f53<\/li>\n<li>\u652f\u63011024&#215;1024\u9ad8\u6e05\u8f93\u51fa<\/li>\n<li>\u517c\u5bb9WebUI\u548cJupyter\u4e24\u79cd\u4f7f\u7528\u65b9\u5f0f<\/li>\n<\/ul>\n<h3>2. \u73af\u5883\u51c6\u5907<\/h3>\n<h4>2.1 \u786c\u4ef6\u8981\u6c42<\/h4>\n<p>\u63a8\u8350\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>GPU&#xff1a;NVIDIA RTX 4090 D&#xff08;24GB\u663e\u5b58&#xff09;<\/li>\n<li>\u5185\u5b58&#xff1a;32GB&#043;<\/li>\n<li>\u5b58\u50a8&#xff1a;50GB&#043; SSD\u7a7a\u95f4<\/li>\n<\/ul>\n<p>\u6700\u4f4e\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>GPU&#xff1a;NVIDIA 30\u7cfb\u5217&#xff08;12GB\u663e\u5b58&#xff09;<\/li>\n<li>\u5185\u5b58&#xff1a;16GB<\/li>\n<li>\u5b58\u50a8&#xff1a;30GB<\/li>\n<\/ul>\n<h4>2.2 \u8f6f\u4ef6\u4f9d\u8d56<\/h4>\n<p># \u57fa\u7840\u73af\u5883<br \/>\nconda create -n real-anime python&#061;3.11 -y<br \/>\nconda activate real-anime<\/p>\n<p># \u6838\u5fc3\u4f9d\u8d56<br \/>\npip install torch torchvision torchaudio &#8211;index-url https:\/\/download.pytorch.org\/whl\/cu118<br \/>\npip install diffusers transformers safetensors gradio jupyterlab<\/p>\n<h3>3. \u6a21\u578b\u90e8\u7f72<\/h3>\n<h4>3.1 \u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6<\/h4>\n<p># \u521b\u5efa\u6a21\u578b\u76ee\u5f55<br \/>\nmkdir -p \/root\/ai-models\/{Tongyi-MAI,Devilworld}<\/p>\n<p># \u4e0b\u8f7d\u57fa\u7840\u6a21\u578b (\u9700\u63d0\u524d\u83b7\u53d6\u4e0b\u8f7d\u94fe\u63a5)<br \/>\nwget -P \/root\/ai-models\/Tongyi-MAI\/Z-Image\/ &#034;Z-Image-Turbo\u4e0b\u8f7d\u94fe\u63a5&#034;<\/p>\n<p># \u4e0b\u8f7dLoRA\u6a21\u578b<br \/>\nwget -P \/root\/ai-models\/Devilworld\/real-anime-z\/ &#034;real-anime-z_1\u523023\u4e0b\u8f7d\u94fe\u63a5&#034;<\/p>\n<h4>3.2 \u76ee\u5f55\u7ed3\u6784\u9a8c\u8bc1<\/h4>\n<p>\u786e\u4fdd\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b&#xff1a;<\/p>\n<p>\/root\/ai-models\/<br \/>\n\u251c\u2500\u2500 Tongyi-MAI\/<br \/>\n\u2502   \u2514\u2500\u2500 Z-Image\/<br \/>\n\u2502       \u2514\u2500\u2500 Z-Image-Turbo\/ (\u5305\u542bmodel_index.json\u7b49\u6587\u4ef6)<br \/>\n\u2514\u2500\u2500 Devilworld\/<br \/>\n    \u2514\u2500\u2500 real-anime-z\/<br \/>\n        \u251c\u2500\u2500 real-anime-z_1.safetensors<br \/>\n        \u251c\u2500\u2500 &#8230;<br \/>\n        \u2514\u2500\u2500 real-anime-z_23.safetensors<\/p>\n<h3>4. WebUI\u90e8\u7f72\u4e0e\u4f7f\u7528<\/h3>\n<h4>4.1 \u542f\u52a8WebUI\u670d\u52a1<\/h4>\n<p># \u514b\u9686WebUI\u9879\u76ee<br \/>\ngit clone https:\/\/github.com\/Devilworld\/real-anime-z-webui.git \/root\/workspace\/real-anime-z<\/p>\n<p># \u542f\u52a8\u670d\u52a1<br \/>\ncd \/root\/workspace\/real-anime-z<br \/>\npython webui.py &#8211;share &#8211;port 7860<\/p>\n<h4>4.2 WebUI\u754c\u9762\u8be6\u89e3<\/h4>\n<p>\u4e3b\u8981\u529f\u80fd\u533a\u57df&#xff1a;<\/p>\n<li>Prompt\u8f93\u5165\u533a&#xff1a;\u63cf\u8ff0\u60f3\u8981\u751f\u6210\u7684\u753b\u9762\n<ul>\n<li>\u793a\u4f8b&#xff1a;1girl, anime style, detailed face, school uniform, cherry blossoms background<\/li>\n<\/ul>\n<\/li>\n<li>Negative Prompt&#xff1a;\u6392\u9664\u4e0d\u60f3\u8981\u7684\u5143\u7d20\n<ul>\n<li>\u793a\u4f8b&#xff1a;low quality, blurry, bad anatomy<\/li>\n<\/ul>\n<\/li>\n<li>\u53c2\u6570\u8bbe\u7f6e&#xff1a;\n<ul>\n<li>\u5206\u8fa8\u7387&#xff1a;1024&#215;1024&#xff08;\u63a8\u8350&#xff09;<\/li>\n<li>\u63a8\u7406\u6b65\u6570&#xff1a;30&#xff08;\u5e73\u8861\u8d28\u91cf\u4e0e\u901f\u5ea6&#xff09;<\/li>\n<li>\u5f15\u5bfc\u5f3a\u5ea6&#xff1a;4.0&#xff08;\u9002\u4e2d\u521b\u610f\u63a7\u5236&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>LoRA\u9009\u62e9&#xff1a;\u4e0b\u62c9\u83dc\u5355\u9009\u62e91-23\u53f7\u98ce\u683c\u53d8\u4f53<\/li>\n<h4>4.3 \u751f\u6210\u6548\u679c\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u53c2\u6570\u57fa\u7840\u6a21\u578b\u8f93\u51faLoRA\u589e\u5f3a\u8f93\u51fa<\/tr>\n<tbody>\n<tr>\n<td>\u98ce\u683c<\/td>\n<td>\u504f\u5199\u5b9e<\/td>\n<td>2.5D\u52a8\u6f2b\u98ce\u683c<\/td>\n<\/tr>\n<tr>\n<td>\u7ec6\u8282<\/td>\n<td>\u666e\u901a<\/td>\n<td>\u589e\u5f3a\u773c\u90e8\/\u53d1\u4e1d\u7ec6\u8282<\/td>\n<\/tr>\n<tr>\n<td>\u8272\u5f69<\/td>\n<td>\u81ea\u7136<\/td>\n<td>\u9971\u548c\u5ea6\u9002\u5ea6\u63d0\u5347<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>5. Jupyter\u8c03\u7528\u6307\u5357<\/h3>\n<h4>5.1 \u542f\u52a8Jupyter\u670d\u52a1<\/h4>\n<p>jupyter lab &#8211;ip&#061;0.0.0.0 &#8211;port&#061;8888 &#8211;allow-root &#8211;no-browser<\/p>\n<h4>5.2 \u57fa\u7840\u8c03\u7528\u4ee3\u7801<\/h4>\n<p>import torch<br \/>\nfrom diffusers import ZImagePipeline<br \/>\nfrom safetensors.torch import load_file<\/p>\n<p># \u521d\u59cb\u5316\u7ba1\u9053<br \/>\npipe &#061; ZImagePipeline.from_pretrained(<br \/>\n    &#034;\/root\/ai-models\/Tongyi-MAI\/Z-Image&#034;,<br \/>\n    torch_dtype&#061;torch.bfloat16<br \/>\n).to(&#034;cuda&#034;)<\/p>\n<p># LoRA\u878d\u5408\u51fd\u6570<br \/>\ndef apply_lora(pipe, lora_path, alpha&#061;0.75):<br \/>\n    lora_weights &#061; load_file(lora_path)<br \/>\n    for key in pipe.unet.state_dict():<br \/>\n        if key in lora_weights:<br \/>\n            pipe.unet.state_dict()[key] &#043;&#061; alpha * lora_weights[key]<br \/>\n    return pipe<\/p>\n<p># \u5e94\u7528LoRA<br \/>\npipe &#061; apply_lora(pipe, &#034;\/root\/ai-models\/Devilworld\/real-anime-z\/real-anime-z_1.safetensors&#034;)<\/p>\n<p># \u751f\u6210\u56fe\u50cf<br \/>\nresult &#061; pipe(<br \/>\n    prompt&#061;&#034;1girl, anime style, detailed face&#034;,<br \/>\n    negative_prompt&#061;&#034;low quality, blurry&#034;,<br \/>\n    height&#061;1024,<br \/>\n    width&#061;1024,<br \/>\n    num_inference_steps&#061;30,<br \/>\n    guidance_scale&#061;4.0<br \/>\n)<br \/>\nresult.images[0].save(&#034;output.png&#034;)<\/p>\n<h4>5.3 \u9ad8\u7ea7\u6280\u5de7<\/h4>\n<p>\u591aLoRA\u6df7\u5408&#xff1a;<\/p>\n<p># \u6df7\u5408\u4e24\u4e2aLoRA\u98ce\u683c<br \/>\npipe &#061; apply_lora(pipe, &#034;real-anime-z_1.safetensors&#034;, alpha&#061;0.6)<br \/>\npipe &#061; apply_lora(pipe, &#034;real-anime-z_5.safetensors&#034;, alpha&#061;0.4)<\/p>\n<p>\u6279\u91cf\u751f\u6210&#xff1a;<\/p>\n<p>from concurrent.futures import ThreadPoolExecutor<\/p>\n<p>def generate_with_lora(lora_id):<br \/>\n    pipe &#061; apply_lora(pipe, f&#034;real-anime-z_{lora_id}.safetensors&#034;)<br \/>\n    result &#061; pipe(&#8230;)<br \/>\n    result.images[0].save(f&#034;output_{lora_id}.png&#034;)<\/p>\n<p>with ThreadPoolExecutor(max_workers&#061;2) as executor:  # \u6839\u636eGPU\u663e\u5b58\u8c03\u6574<br \/>\n    executor.map(generate_with_lora, range(1, 6))  # \u540c\u65f6\u751f\u62101-5\u53f7LoRA\u6548\u679c<\/p>\n<h3>6. \u6027\u80fd\u4f18\u5316<\/h3>\n<h4>6.1 \u663e\u5b58\u7ba1\u7406\u6280\u5de7<\/h4>\n<p>\u964d\u4f4e\u663e\u5b58\u5360\u7528&#xff1a;<\/p>\n<p># \u542f\u7528\u5185\u5b58\u9ad8\u6548\u6ce8\u610f\u529b<br \/>\npipe.enable_xformers_memory_efficient_attention()<\/p>\n<p># \u4f7f\u7528\u68af\u5ea6\u68c0\u67e5\u70b9<br \/>\npipe.unet.enable_gradient_checkpointing()<\/p>\n<p># \u534a\u7cbe\u5ea6\u6a21\u5f0f<br \/>\npipe &#061; pipe.to(torch.float16)<\/p>\n<h4>6.2 \u901f\u5ea6\u4f18\u5316<\/h4>\n<p># \u542f\u7528TF32\u8ba1\u7b97<br \/>\ntorch.backends.cuda.matmul.allow_tf32 &#061; True<\/p>\n<p># \u4f7f\u7528\u66f4\u5feb\u7684\u8c03\u5ea6\u5668<br \/>\nfrom diffusers import DPMSolverSinglestepScheduler<br \/>\npipe.scheduler &#061; DPMSolverSinglestepScheduler.from_config(pipe.scheduler.config)<\/p>\n<h3>7. \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h3>\n<h4>7.1 \u663e\u5b58\u4e0d\u8db3(OOM)\u9519\u8bef<\/h4>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<li>\u964d\u4f4e\u5206\u8fa8\u7387&#xff08;768&#215;768&#xff09;<\/li>\n<li>\u51cf\u5c11\u6279\u5904\u7406\u5927\u5c0f<\/li>\n<li>\u4f7f\u7528&#8211;medvram\u53c2\u6570\u542f\u52a8WebUI<\/li>\n<li>\u6e05\u7406\u663e\u5b58&#xff1a;nvidia-smi &#8211;gpu-reset -i 0\n <\/li>\n<h4>7.2 \u56fe\u50cf\u8d28\u91cf\u4e0d\u4f73<\/h4>\n<p>\u8c03\u8bd5\u6b65\u9aa4&#xff1a;<\/p>\n<li>\u589e\u52a0\u63a8\u7406\u6b65\u6570&#xff08;40-50&#xff09;<\/li>\n<li>\u8c03\u6574CFG\u503c&#xff08;3.0-7.0&#xff09;<\/li>\n<li>\u4f18\u5316Prompt\u63cf\u8ff0<\/li>\n<li>\u5c1d\u8bd5\u4e0d\u540cLoRA\u53d8\u4f53<\/li>\n<h4>7.3 \u670d\u52a1\u65e0\u6cd5\u8bbf\u95ee<\/h4>\n<p>\u6392\u67e5\u547d\u4ee4&#xff1a;<\/p>\n<p># \u68c0\u67e5\u7aef\u53e3\u76d1\u542c<br \/>\nnetstat -tulnp | grep -E &#039;7860|8888&#039;<\/p>\n<p># \u68c0\u67e5\u670d\u52a1\u65e5\u5fd7<br \/>\ntail -n 50 \/root\/workspace\/real-anime-z\/logs\/webui.log<br \/>\njournalctl -u jupyter-lab -n 50<\/p>\n<h3>8. \u603b\u7ed3\u4e0e\u5efa\u8bae<\/h3>\n<p>\u901a\u8fc7\u672c\u6559\u7a0b&#xff0c;\u60a8\u5df2\u7ecf\u638c\u63e1\u4e86\u5728RTX 4090 D\u670d\u52a1\u5668\u4e0a\u90e8\u7f72Real-Anime-Z\u6a21\u578b\u7684\u5b8c\u6574\u6d41\u7a0b\u3002\u8fd9\u59572.5D\u52a8\u6f2b\u98ce\u683c\u751f\u6210\u7cfb\u7edf\u7ed3\u5408\u4e86Z-Image\u7684\u5f3a\u5927\u57fa\u7840\u80fd\u529b\u548c23\u79cdLoRA\u7684\u98ce\u683c\u53d8\u4f53&#xff0c;\u4e3a\u521b\u610f\u5de5\u4f5c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u53ef\u80fd\u3002<\/p>\n<p>\u6700\u4f73\u5b9e\u8df5\u5efa\u8bae&#xff1a;<\/p>\n<li>\u9996\u6b21\u4f7f\u7528\u65f6&#xff0c;\u5efa\u8bae\u904d\u5386\u6240\u6709LoRA\u53d8\u4f53\u627e\u5230\u6700\u9002\u5408\u7684\u98ce\u683c<\/li>\n<li>\u590d\u6742\u573a\u666f\u53ef\u5c1d\u8bd5\u6df7\u54082-3\u4e2aLoRA&#xff08;\u6743\u91cd\u603b\u548c\u4e0d\u8d85\u8fc71.0&#xff09;<\/li>\n<li>\u5b9a\u671f\u6e05\u7406\/tmp\u76ee\u5f55\u91ca\u653e\u78c1\u76d8\u7a7a\u95f4<\/li>\n<li>\u957f\u671f\u8fd0\u884c\u5efa\u8bae\u4f7f\u7528tmux\u6216screen\u4fdd\u62a4\u4f1a\u8bdd<\/li>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Real-Anime-Z\u4ece\u96f6\u5f00\u59cb&#xff1a;RTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72Jupyter\u8c03\u7528\u5168\u6d41\u7a0b<br \/>\n1. \u9879\u76ee\u6982\u8ff0<br \/>\nReal-Anime-Z\u662f\u4e00\u6b3e\u57fa\u4e8eStable Diffusion\u6280\u672f\u76842.5D\u52a8\u6f2b\u98ce\u683c\u5927\u6a21\u578b&#xff0c;\u7531Devilworld\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u5de7\u5999\u878d\u5408\u4e86\u5199\u5b9e\u8d28\u611f\u4e0e\u52a8\u6f2b\u7f8e\u611f&#xff0c;\u7279\u522b\u9002\u5408\u9700\u8981\u4fdd\u7559\u771f\u5b9e\u7ec6\u8282\u53c8\u5e0c\u671b\u589e\u5f3a\u827a\u672f\u8868\u73b0\u529b\u7684\u573a\u666f\u3002<br \/>\n\u6838\u5fc3\u7279\u70b9&#xff1a;<br \/>\n\u57fa\u4e8eZ-Image\u5e95\u5ea7\u6a21\u578b\u63d0\u4f9b23\u79cdLoRA\u98ce\u683c\u53d8\u4f53\u652f\u63011024&#215;1024\u9ad8\u6e05<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9322,9323,2132],"topic":[],"class_list":["post-83402","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-9323","tag-stable-diffusion"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \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\/83402.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb&#xff1a;RTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72Jupyter\u8c03\u7528\u5168\u6d41\u7a0b 1. \u9879\u76ee\u6982\u8ff0 Real-Anime-Z\u662f\u4e00\u6b3e\u57fa\u4e8eStable Diffusion\u6280\u672f\u76842.5D\u52a8\u6f2b\u98ce\u683c\u5927\u6a21\u578b&#xff0c;\u7531Devilworld\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u5de7\u5999\u878d\u5408\u4e86\u5199\u5b9e\u8d28\u611f\u4e0e\u52a8\u6f2b\u7f8e\u611f&#xff0c;\u7279\u522b\u9002\u5408\u9700\u8981\u4fdd\u7559\u771f\u5b9e\u7ec6\u8282\u53c8\u5e0c\u671b\u589e\u5f3a\u827a\u672f\u8868\u73b0\u529b\u7684\u573a\u666f\u3002 \u6838\u5fc3\u7279\u70b9&#xff1a; \u57fa\u4e8eZ-Image\u5e95\u5ea7\u6a21\u578b\u63d0\u4f9b23\u79cdLoRA\u98ce\u683c\u53d8\u4f53\u652f\u63011024x1024\u9ad8\u6e05\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/83402.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-25T13:33:38+00:00\" \/>\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\/83402.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/83402.html\",\"name\":\"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-07-25T13:33:38+00:00\",\"dateModified\":\"2026-07-25T13:33:38+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/83402.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/83402.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/83402.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b\"}]},{\"@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":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \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\/83402.html","og_locale":"zh_CN","og_type":"article","og_title":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb&#xff1a;RTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72Jupyter\u8c03\u7528\u5168\u6d41\u7a0b 1. \u9879\u76ee\u6982\u8ff0 Real-Anime-Z\u662f\u4e00\u6b3e\u57fa\u4e8eStable Diffusion\u6280\u672f\u76842.5D\u52a8\u6f2b\u98ce\u683c\u5927\u6a21\u578b&#xff0c;\u7531Devilworld\u56e2\u961f\u5f00\u53d1\u3002\u5b83\u5de7\u5999\u878d\u5408\u4e86\u5199\u5b9e\u8d28\u611f\u4e0e\u52a8\u6f2b\u7f8e\u611f&#xff0c;\u7279\u522b\u9002\u5408\u9700\u8981\u4fdd\u7559\u771f\u5b9e\u7ec6\u8282\u53c8\u5e0c\u671b\u589e\u5f3a\u827a\u672f\u8868\u73b0\u529b\u7684\u573a\u666f\u3002 \u6838\u5fc3\u7279\u70b9&#xff1a; \u57fa\u4e8eZ-Image\u5e95\u5ea7\u6a21\u578b\u63d0\u4f9b23\u79cdLoRA\u98ce\u683c\u53d8\u4f53\u652f\u63011024x1024\u9ad8\u6e05","og_url":"https:\/\/www.wsisp.com\/helps\/83402.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-07-25T13:33:38+00:00","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\/83402.html","url":"https:\/\/www.wsisp.com\/helps\/83402.html","name":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-07-25T13:33:38+00:00","dateModified":"2026-07-25T13:33:38+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/83402.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/83402.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/83402.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"Real-Anime-Z\u4ece\u96f6\u5f00\u59cb\uff1aRTX 4090 D\u670d\u52a1\u5668\u4e0a\u5b8c\u6574\u90e8\u7f72+Jupyter\u8c03\u7528\u5168\u6d41\u7a0b"}]},{"@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\/83402","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=83402"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/83402\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=83402"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=83402"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=83402"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=83402"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}