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| # Copyright (c) 2024 Bytedance Ltd. and/or its affiliates | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| import gradio as gr | |
| from inference.pipeline import RealCustomInferencePipeline | |
| def create_demo(): | |
| pipeline = RealCustomInferencePipeline( | |
| unet_config="configs/realcustom_sigdino_highres.json", | |
| unet_checkpoint="ckpts/sdxl/unet/sdxl-unet.bin", | |
| realcustom_checkpoint="ckpts/realcustom/RealCustom_highres.pth", | |
| vae_config="ckpts/sdxl/vae/sdxl.json", | |
| vae_checkpoint="ckpts/sdxl/vae/sdxl-vae.pth", | |
| model_type="fp32", | |
| device="cpu", | |
| ) | |
| badges_text = r""" | |
| <div style="text-align: center; display: flex; justify-content: left; gap: 5px;"> | |
| <a href="https://corleone-huang.github.io/RealCustom_plus_plus/"><img alt="Build" src="https://img.shields.io/badge/Project%20Page-RealCustom-yellow"></a> | |
| <a href="https://arxiv.org/pdf/2408.09744?"><img alt="Build" src="https://img.shields.io/badge/arXiv%20paper-RealCustom-b31b1b.svg"></a> | |
| </div> | |
| """.strip() | |
| with gr.Blocks() as demo: | |
| gr.Markdown(f"# RealCustom") | |
| gr.Markdown(badges_text) | |
| with gr.Row(): | |
| with gr.Column(): | |
| prompt = gr.Textbox(label="Prompt", value="") | |
| target_phrase = gr.Textbox(label="Target Phrase", value="") | |
| with gr.Row(): | |
| image_prompt = gr.Image(label="Ref Img", visible=True, interactive=True, type="pil") | |
| with gr.Row(): | |
| with gr.Column(): | |
| width = gr.Slider(512, 2048, 1024, step=16, label="Gneration Width") | |
| height = gr.Slider(512, 2048, 1024, step=16, label="Gneration Height") | |
| with gr.Accordion("Advanced Options", open=False): | |
| with gr.Row(): | |
| guidance = gr.Slider(1.0, 15, 3.5, step=0.5, label="Guidance Scale", interactive=True) | |
| mask_scope = gr.Slider(0.05, 1.0, 0.2, step=0.05, label="Mask Scope", interactive=True) | |
| seed = gr.Number(0, label="Seed (-1 for random)") | |
| num = gr.Number(4, label="Generation Number") | |
| new_unet_local_path = gr.Textbox(label="New Unet Local Path", value="") | |
| new_realcustom_local_path = gr.Textbox(label="New RealCustom Local Path", value="") | |
| generate_btn = gr.Button("Generate") | |
| with gr.Column(): | |
| output_image = gr.Image(label="Generated Image") | |
| output_mask = gr.Image(label="Guidance Mask") | |
| inputs = [ | |
| prompt, image_prompt, target_phrase, | |
| height, width, guidance, seed, num, | |
| mask_scope, | |
| new_unet_local_path, new_realcustom_local_path, | |
| ] | |
| generate_btn.click( | |
| fn=pipeline.generation, | |
| inputs=inputs, | |
| outputs=[output_image, output_mask], | |
| ) | |
| return demo | |
| if __name__ == "__main__": | |
| demo = create_demo() | |
| demo.launch(server_name='0.0.0.0', server_port=7860) |