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| import numpy as np | |
| import gradio as gr | |
| import paddlehub as hub | |
| model = hub.Module(name='ernie_vilg') | |
| def inference(text_prompts, style): | |
| results = model.generate_image( | |
| text_prompts=text_prompts, style=style, visualization=False) | |
| return results[:6] | |
| title="ERNIE-ViLG" | |
| description="ERNIE-ViLG model, which supports text-to-image task." | |
| css = """ | |
| .gradio-container { | |
| font-family: 'IBM Plex Sans', sans-serif; | |
| } | |
| .gr-button { | |
| color: white; | |
| border-color: black; | |
| background: black; | |
| } | |
| input[type='range'] { | |
| accent-color: black; | |
| } | |
| .dark input[type='range'] { | |
| accent-color: #dfdfdf; | |
| } | |
| .container { | |
| max-width: 730px; | |
| margin: auto; | |
| padding-top: 1.5rem; | |
| } | |
| #gallery { | |
| min-height: 22rem; | |
| margin-bottom: 15px; | |
| margin-left: auto; | |
| margin-right: auto; | |
| border-bottom-right-radius: .5rem !important; | |
| border-bottom-left-radius: .5rem !important; | |
| } | |
| #gallery>div>.h-full { | |
| min-height: 20rem; | |
| } | |
| .details:hover { | |
| text-decoration: underline; | |
| } | |
| .gr-button { | |
| white-space: nowrap; | |
| } | |
| .gr-button:focus { | |
| border-color: rgb(147 197 253 / var(--tw-border-opacity)); | |
| outline: none; | |
| box-shadow: var(--tw-ring-offset-shadow), var(--tw-ring-shadow), var(--tw-shadow, 0 0 #0000); | |
| --tw-border-opacity: 1; | |
| --tw-ring-offset-shadow: var(--tw-ring-inset) 0 0 0 var(--tw-ring-offset-width) var(--tw-ring-offset-color); | |
| --tw-ring-shadow: var(--tw-ring-inset) 0 0 0 calc(3px var(--tw-ring-offset-width)) var(--tw-ring-color); | |
| --tw-ring-color: rgb(191 219 254 / var(--tw-ring-opacity)); | |
| --tw-ring-opacity: .5; | |
| } | |
| .footer { | |
| margin-bottom: 45px; | |
| margin-top: 35px; | |
| text-align: center; | |
| border-bottom: 1px solid #e5e5e5; | |
| } | |
| .footer>p { | |
| font-size: .8rem; | |
| display: inline-block; | |
| padding: 0 10px; | |
| transform: translateY(10px); | |
| background: white; | |
| } | |
| .dark .footer { | |
| border-color: #303030; | |
| } | |
| .dark .footer>p { | |
| background: #0b0f19; | |
| } | |
| .prompt h4{ | |
| margin: 1.25em 0 .25em 0; | |
| font-weight: bold; | |
| font-size: 115%; | |
| } | |
| """ | |
| block = gr.Blocks(css=css) | |
| examples = [ | |
| [ | |
| '戴着眼镜的猫', | |
| '油画' | |
| ], | |
| [ | |
| '日落时的城市天际线,史前遗迹风格', | |
| '油画' | |
| ], | |
| [ | |
| '一只猫坐在椅子上，戴着一副墨镜, low poly 风格', | |
| '卡通' | |
| ], | |
| ] | |
| with block: | |
| gr.HTML( | |
| """ | |
| <div style="text-align: center; max-width: 650px; margin: 0 auto;"> | |
| <div | |
| style=" | |
| display: inline-flex; | |
| align-items: center; | |
| gap: 0.8rem; | |
| font-size: 1.75rem; | |
| margin-bottom: 10px; | |
| justify-content: center; | |
| " | |
| > | |
| <img src="https://user-images.githubusercontent.com/22424850/187387422-f6c9ccab-7fda-416e-a24d-7d6084c46f67.jpg" alt="Paddlehub" width="40%"> | |
| </div> | |
| <div | |
| style=" | |
| display: inline-flex; | |
| align-items: center; | |
| gap: 0.8rem; | |
| font-size: 1.75rem; | |
| margin-bottom: 10px; | |
| justify-content: center; | |
| "> | |
| <h1 style="font-weight: 900; margin-bottom: 7px;"> | |
| ERNIE-ViLG Demo | |
| </h1> | |
| </div> | |
| <p style="margin-bottom: 10px; font-size: 94%"> | |
| ERNIE-ViLG is a state-of-the-art text-to-image model that generates | |
| images from Chinese text. | |
| </p> | |
| </div> | |
| """ | |
| ) | |
| with gr.Group(): | |
| with gr.Box(): | |
| with gr.Row().style(mobile_collapse=False, equal_height=True): | |
| text = gr.Textbox( | |
| label="Prompt (Chinese)", | |
| show_label=False, | |
| max_lines=1, | |
| placeholder="Enter your Chinese prompt", | |
| ).style( | |
| border=(True, False, True, True), | |
| rounded=(True, False, False, True), | |
| container=False, | |
| ) | |
| btn = gr.Button("Generate image").style( | |
| margin=False, | |
| rounded=(False, True, True, False), | |
| ) | |
| styles = gr.Dropdown(label="style", choices=['水彩','油画', '粉笔画', '卡通', '蜡笔画', '儿童画', '探索无限'], value='油画') | |
| gallery = gr.Gallery( | |
| label="Generated images", show_label=False, elem_id="gallery" | |
| ).style(grid=[2, 3], height="auto") | |
| ex = gr.Examples(examples=examples, fn=inference, inputs=[text, styles], outputs=gallery, cache_examples=False) | |
| ex.dataset.headers = [""] | |
| text.submit(inference, inputs=[text, styles], outputs=gallery) | |
| btn.click(inference, inputs=[text, styles], outputs=gallery) | |
| gr.HTML( | |
| """ | |
| <div class="prompt"> | |
| <p><h4>Prompt公式</h4> | |
| <span> Prompt = [形容词] [主语] ，[细节设定]， [修饰语或者艺术家]。 </span> | |
| 关于各部分的构造方式和效果，可以参考<a href="https://github.com/PaddlePaddle/PaddleHub/tree/develop/modules/image/text_to_image/ernie_vilg#六-prompt-指南" style="text-decoration: underline;" target="_blank">YouPromptMe指南</a>。 | |
| </p> | |
| </div> | |
| <div class="footer"> | |
| <p>Model by <a href="https://github.com/PaddlePaddle/PaddleHub" style="text-decoration: underline;" target="_blank">PaddleHub</a> and <a href="https://wenxin.baidu.com" style="text-decoration: underline;" target="_blank">文心大模型</a> - Gradio Demo by 🤗 Hugging Face | |
| </p> | |
| </div> | |
| """ | |
| ) | |
| block.queue(concunrrency_count=100).launch() |