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| from cldm.ddim_hacked import DDIMSampler | |
| import math | |
| from omegaconf import OmegaConf | |
| from scripts.rendertext_tool import Render_Text, load_model_from_config | |
| import gradio as gr | |
| def process_multi_wrapper(rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3, | |
| shared_prompt, | |
| width_0, width_1, width_2, width_3, | |
| ratio_0, ratio_1, ratio_2, ratio_3, | |
| top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3, | |
| top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3, | |
| yaw_0, yaw_1, yaw_2, yaw_3, | |
| num_rows_0, num_rows_1, num_rows_2, num_rows_3, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt): | |
| rendered_txt_values = [rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3] | |
| width_values = [width_0, width_1, width_2, width_3] | |
| ratio_values = [ratio_0, ratio_1, ratio_2, ratio_3] | |
| top_left_x_values = [top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3] | |
| top_left_y_values = [top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3] | |
| yaw_values = [yaw_0, yaw_1, yaw_2, yaw_3] | |
| num_rows_values = [num_rows_0, num_rows_1, num_rows_2, num_rows_3] | |
| return render_tool.process_multi(rendered_txt_values, shared_prompt, | |
| width_values, ratio_values, | |
| top_left_x_values, top_left_y_values, | |
| yaw_values, num_rows_values, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt | |
| ) | |
| def process_multi_wrapper_only_show_rendered(rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3, | |
| shared_prompt, | |
| width_0, width_1, width_2, width_3, | |
| ratio_0, ratio_1, ratio_2, ratio_3, | |
| top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3, | |
| top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3, | |
| yaw_0, yaw_1, yaw_2, yaw_3, | |
| num_rows_0, num_rows_1, num_rows_2, num_rows_3, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt): | |
| rendered_txt_values = [rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3] | |
| width_values = [width_0, width_1, width_2, width_3] | |
| ratio_values = [ratio_0, ratio_1, ratio_2, ratio_3] | |
| top_left_x_values = [top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3] | |
| top_left_y_values = [top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3] | |
| yaw_values = [yaw_0, yaw_1, yaw_2, yaw_3] | |
| num_rows_values = [num_rows_0, num_rows_1, num_rows_2, num_rows_3] | |
| return render_tool.process_multi(rendered_txt_values, shared_prompt, | |
| width_values, ratio_values, | |
| top_left_x_values, top_left_y_values, | |
| yaw_values, num_rows_values, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt, | |
| only_show_rendered_image=True) | |
| # cfg = OmegaConf.load("config.yaml") | |
| # model = load_model_from_config(cfg, "model_states.pt", verbose=True) | |
| cfg = OmegaConf.load("config.yaml") | |
| model = load_model_from_config(cfg, "model.ckpt", verbose=True) | |
| ddim_sampler = DDIMSampler(model) | |
| render_tool = Render_Text(model) | |
| block = gr.Blocks().queue() | |
| with block: | |
| with gr.Row(): | |
| gr.Markdown("## Control Stable Diffusion with Glyph Images") | |
| only_show_rendered_image = gr.Number(value=1, visible=False) | |
| with gr.Column(): | |
| with gr.Row(): | |
| for i in range(4): | |
| with gr.Column(): | |
| exec(f"""rendered_txt_{i} = gr.Textbox(label=f"rendered_txt {i+1}")""") | |
| with gr.Accordion(f"Advanced options {i+1}", open=False): | |
| exec(f"""width_{i} = gr.Slider(label="bbox_width", minimum=0., maximum=1, value=0.3, step=0.01) """) | |
| exec(f"""ratio_{i} = gr.Slider(label="bbox_width_height_ratio", minimum=0., maximum=5, value=0., step=0.02) """) | |
| exec(f"""top_left_x_{i} = gr.Slider(label="bbox_top_left_x", minimum=0., maximum=1, value={0.35 - 0.25 * math.cos(math.pi * i)}, step=0.01) """) | |
| exec(f"""top_left_y_{i} = gr.Slider(label="bbox_top_left_y", minimum=0., maximum=1, value={0.1 if i < 2 else 0.6}, step=0.01) """) | |
| exec(f"""yaw_{i} = gr.Slider(label="bbox_yaw", minimum=-180, maximum=180, value=0, step=5) """) | |
| exec(f"""num_rows_{i} = gr.Slider(label="num_rows", minimum=1, maximum=4, value=1, step=1) """) | |
| with gr.Row(): | |
| with gr.Column(): | |
| shared_prompt = gr.Textbox(label="Shared Prompt") | |
| with gr.Row(): | |
| run_button = gr.Button(value="Run") | |
| show_render_button = gr.Button(value="Only Rendered") | |
| with gr.Accordion("Shared Advanced options", open=False): | |
| shared_num_samples = gr.Slider(label="Images", minimum=1, maximum=12, value=1, step=1) | |
| shared_image_resolution = gr.Slider(label="Image Resolution", minimum=256, maximum=768, value=512, step=64) | |
| shared_strength = gr.Slider(label="Control Strength", minimum=0.0, maximum=2.0, value=1.0, step=0.01) | |
| shared_guess_mode = gr.Checkbox(label='Guess Mode', value=False) | |
| shared_scale = gr.Slider(label="Guidance Scale", minimum=0.1, maximum=30.0, value=9.0, step=0.1) | |
| shared_ddim_steps = gr.Slider(label="Steps", minimum=1, maximum=100, value=20, step=1) | |
| shared_seed = gr.Slider(label="Seed", minimum=-1, maximum=2147483647, step=1, randomize=True) | |
| shared_eta = gr.Number(label="eta (DDIM)", value=0.0) | |
| shared_a_prompt = gr.Textbox(label="Added Prompt", value='best quality, extremely detailed') | |
| shared_n_prompt = gr.Textbox(label="Negative Prompt", | |
| value='longbody, lowres, bad anatomy, bad hands, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality') | |
| with gr.Row(): | |
| result_gallery = gr.Gallery(label='Output', show_label=False, elem_id="gallery").style(grid=2, height='auto') | |
| run_button.click(fn=process_multi_wrapper, | |
| inputs=[rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3, | |
| shared_prompt, | |
| width_0, width_1, width_2, width_3, | |
| ratio_0, ratio_1, ratio_2, ratio_3, | |
| top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3, | |
| top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3, | |
| yaw_0, yaw_1, yaw_2, yaw_3, | |
| num_rows_0, num_rows_1, num_rows_2, num_rows_3, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt], | |
| outputs=[result_gallery]) | |
| show_render_button.click(fn=process_multi_wrapper_only_show_rendered, | |
| inputs=[rendered_txt_0, rendered_txt_1, rendered_txt_2, rendered_txt_3, | |
| shared_prompt, | |
| width_0, width_1, width_2, width_3, | |
| ratio_0, ratio_1, ratio_2, ratio_3, | |
| top_left_x_0, top_left_x_1, top_left_x_2, top_left_x_3, | |
| top_left_y_0, top_left_y_1, top_left_y_2, top_left_y_3, | |
| yaw_0, yaw_1, yaw_2, yaw_3, | |
| num_rows_0, num_rows_1, num_rows_2, num_rows_3, | |
| shared_num_samples, shared_image_resolution, | |
| shared_ddim_steps, shared_guess_mode, | |
| shared_strength, shared_scale, shared_seed, | |
| shared_eta, shared_a_prompt, shared_n_prompt], | |
| outputs=[result_gallery]) | |
| block.launch() |