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| import gradio as gr | |
| from random import randint | |
| from all_models import models | |
| from datetime import datetime | |
| def get_current_time(): | |
| now = datetime.now() | |
| now2 = now | |
| current_time = now2.strftime("%Y-%m-%d %H:%M:%S") | |
| ki = f'{current_time}' | |
| return ki | |
| def load_fn(models): | |
| global models_load | |
| models_load = {} | |
| for model in models: | |
| if model not in models_load.keys(): | |
| try: | |
| m = gr.load(f'models/{model}') | |
| print(f"Loaded model {model} with interface: {m}") | |
| except Exception as error: | |
| m = gr.Interface(lambda txt: None, ['text'], ['image']) | |
| print(f"Failed to load model {model}: {error}") | |
| models_load.update({model: m}) | |
| load_fn(models) | |
| num_models = len(models) | |
| default_models = models[:num_models] | |
| def extend_choices(choices): | |
| return choices + (num_models - len(choices)) * ['NA'] | |
| def update_imgbox(choices): | |
| choices_plus = extend_choices(choices) | |
| return [gr.Image(None, label=m, visible=(m != 'NA'), elem_id="custom_image") for m in choices_plus] | |
| def gen_fn(model_str, prompt, negative_prompt, guidance_scale, seed, clip_skip, scheduler, randomize_seed): | |
| if model_str == 'NA': | |
| return None | |
| if randomize_seed: | |
| seed = randint(0, 99999999) | |
| retries = 0 | |
| while retries < 10: | |
| try: | |
| noise = str(seed) | |
| full_prompt = f"{prompt} {noise}" | |
| if negative_prompt: | |
| full_prompt += f" --negative_prompt {negative_prompt}" | |
| if guidance_scale: | |
| full_prompt += f" --guidance_scale {guidance_scale}" | |
| if clip_skip: | |
| full_prompt += f" --clip_skip {clip_skip}" | |
| if scheduler: | |
| full_prompt += f" --scheduler {scheduler}" | |
| result = models_load[model_str](full_prompt) | |
| return result | |
| except Exception as e: | |
| # Check for specific error messages or status codes | |
| if "CUDA out of memory" in str(e) or "500" in str(e): | |
| print(f"CUDA out of memory or server error: {e}") | |
| else: | |
| print(f"Error generating image: {e}") | |
| retries += 1 | |
| if retries >= 10: | |
| raise Exception(f"Failed to generate image after 10 retries.") | |
| return None | |
| def make_me(): | |
| with gr.Row(): | |
| with gr.Column(scale=1): | |
| txt_input = gr.Textbox(label='Your prompt:', lines=3, container=False, elem_id="custom_textbox", placeholder="Prompt") | |
| negative_txt_input = gr.Textbox(label='Negative prompt:', lines=3, container=False, elem_id="custom_negative_textbox", placeholder="Negative Prompt") | |
| with gr.Row(): | |
| gen_button = gr.Button('Generate images', elem_id="custom_gen_button") | |
| stop_button = gr.Button('Stop', variant='secondary', interactive=False, elem_id="custom_stop_button") | |
| def on_generate_click(): | |
| return gr.Button('Generate images', elem_id="custom_gen_button"), gr.Button('Stop', variant='secondary', interactive=True, elem_id="custom_stop_button") | |
| def on_stop_click(): | |
| return gr.Button('Generate images', elem_id="custom_gen_button"), gr.Button('Stop', variant='secondary', interactive=False, elem_id="custom_stop_button") | |
| gen_button.click(on_generate_click, inputs=None, outputs=[gen_button, stop_button]) | |
| stop_button.click(on_stop_click, inputs=None, outputs=[gen_button, stop_button]) | |
| with gr.Row(): | |
| guidance_scale = gr.Slider(minimum=0, maximum=20, step=0.1, label='Guidance Scale', value=7.5) | |
| seed = gr.Slider(minimum=0, maximum=99999999, step=1, label='Seed', value=randint(0, 99999999)) | |
| clip_skip = gr.Slider(minimum=0, maximum=5, step=1, label='CLIP Skip', value=1) | |
| scheduler = gr.Dropdown(['DDIM', 'PNDM', 'LMSDiscrete', 'EulerAncestralDiscrete', 'DPMSolverMultistep', 'HeunDiscrete', 'EulerDiscrete', 'DPMSolverSinglestep', 'DEISMultistep', 'UniPCMultistep'], label='Scheduler', value='DDIM') | |
| randomize_seed = gr.Checkbox(label='Randomize Seed', value=False) | |
| with gr.Row(): | |
| output = [gr.Image(label=m, min_width=250, height=250, elem_id="custom_image") for m in default_models] | |
| current_models = [gr.Textbox(m, visible=False) for m in default_models] | |
| for m, o in zip(current_models, output): | |
| gen_event = gen_button.click(gen_fn, [m, txt_input, negative_txt_input, guidance_scale, seed, clip_skip, scheduler, randomize_seed], o) | |
| stop_button.click(on_stop_click, inputs=None, outputs=[gen_button, stop_button], cancels=[gen_event]) | |
| with gr.Accordion('Model selection', elem_id="custom_accordion"): | |
| model_choice = gr.CheckboxGroup(models, label=f'{num_models} different models selected', value=default_models, interactive=True, elem_id="custom_checkbox_group") | |
| model_choice.change(update_imgbox, model_choice, output) | |
| model_choice.change(extend_choices, model_choice, current_models) | |
| with gr.Row(): | |
| gr.HTML("") | |
| custom_css = """ | |
| :root { | |
| --body-background-fill: #2d3d4f; | |
| } | |
| body { | |
| background-color: var(--body-background-fill) !important; | |
| color: #2d3d4f; | |
| margin: 0; | |
| padding: 0; | |
| font-family: Arial, sans-serif; | |
| height: 100vh; | |
| overflow-y: auto; | |
| } | |
| .gradio-container { | |
| background-color: #2d3d4f; | |
| color: #c5c6c7; | |
| padding: 20px; | |
| border-radius: 8px; | |
| box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2); | |
| width: 100%; | |
| max-width: 1200px; | |
| margin: 20px auto; | |
| display: block; | |
| min-height: 100vh; | |
| } | |
| .app_title { | |
| background-color: #2d3d4f; | |
| color: #c5c6c7; | |
| padding: 10px 20px; | |
| border-bottom: 1px solid #3b4252; | |
| text-align: center; | |
| font-size: 24px; | |
| font-weight: bold; | |
| width: 100%; | |
| box-sizing: border-box; | |
| margin-bottom: 20px; | |
| } | |
| .custom_textbox, .custom_negative_textbox { | |
| background-color: #2d343f; | |
| border: 1px solid #3b4252; | |
| color: #7f8184; | |
| padding: 10px; | |
| border-radius: 4px; | |
| margin-bottom: 10px; | |
| width: 100%; | |
| box-sizing: border-box; | |
| } | |
| .custom_gen_button { | |
| background-color: #8b38ff; | |
| border: 1px solid #ffffff; | |
| color: blue; | |
| padding: 15px 32px; | |
| text-align: center; | |
| text-decoration: none; | |
| display: inline-block; | |
| font-size: 16px; | |
| margin: 4px 2px; | |
| cursor: pointer; | |
| box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2); | |
| transition: transform 0.2s, box-shadow 0.2s; | |
| border-radius: 4px; | |
| } | |
| .custom_gen_button:hover { | |
| transform: translateY(-2px); | |
| box-shadow: 0 6px 10px rgba(0, 0, 0, 0.3); | |
| } | |
| .custom_stop_button { | |
| background-color: #6200ea; | |
| border: 1px solid #ffffff; | |
| color: blue; | |
| padding: 15px 32px; | |
| text-align: center; | |
| text-decoration: none; | |
| display: inline-block; | |
| font-size: 16px; | |
| margin: 4px 2px; | |
| cursor: pointer; | |
| box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2); | |
| transition: transform 0.2s, box-shadow 0.2s; | |
| border-radius: 4px; | |
| } | |
| .custom_stop_button:hover { | |
| transform: translateY(-2px); | |
| box-shadow: 0 6px 10px rgba(0, 0, 0, 0.3); | |
| } | |
| .custom_image { | |
| border: 1px solid #3b4252; | |
| background-color: #2d343f; | |
| border-radius: 4px; | |
| margin: 10px; | |
| max-width: 100%; | |
| box-sizing: border-box; | |
| } | |
| .custom_accordion { | |
| background-color: #2d3d4f; | |
| color: #7f8184; | |
| border: 1px solid #3b4252; | |
| border-radius: 4px; | |
| margin-top: 20px; | |
| width: 100%; | |
| box-sizing: border-box; | |
| transition: margin 0.2s ease; | |
| } | |
| .custom_accordion .gr-accordion-header { | |
| background-color: #2d3d4f; | |
| color: #7f8184; | |
| padding: 10px 20px; | |
| border-bottom: 1px solid #5b6270; | |
| cursor: pointer; | |
| font-size: 18px; | |
| font-weight: bold; | |
| height: 40px; | |
| display: flex; | |
| align-items: center; | |
| } | |
| .custom_accordion .gr-accordion-header:hover { | |
| background-color: #2d3d4f; | |
| } | |
| .custom_accordion .gr-accordion-content { | |
| padding: 10px 20px; | |
| background-color: #2d3d4f; | |
| border-top: 1px solid #5b6270; | |
| max-height: 0; | |
| overflow: hidden; | |
| transition: max-height 0.2s ease; | |
| } | |
| .custom_accordion .gr-accordion-content.open { | |
| max-height: 500px; | |
| } | |
| .custom_checkbox_group { | |
| background-color: #2d343f; | |
| border: 1px solid #3b4252; | |
| color: #7f8184; | |
| border-radius: 4px; | |
| padding: 10px; | |
| width: 100%; | |
| box-sizing: border-box; | |
| } | |
| @media (max-width: 768px) { | |
| .gradio-container { | |
| width: 100%; | |
| margin: 0; | |
| padding: 10px; | |
| } | |
| .custom_textbox, .custom_negative_textbox, .custom_image, .custom_checkbox_group { | |
| width: 100%; | |
| box-sizing: border-box; | |
| } | |
| } | |
| """ | |
| with gr.Blocks(css=custom_css) as demo: | |
| make_me() | |
| demo.queue(concurrency_count=500) | |
| demo.launch() |