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import gradio as gr |
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from random import randint |
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from all_models import models |
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def load_fn(models): |
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global models_load |
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models_load = {} |
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for model in models: |
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if model not in models_load.keys(): |
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try: |
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m = gr.load(f'models/{model}') |
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except Exception as error: |
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m = gr.Interface(lambda txt: None, ['text'], ['image']) |
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models_load.update({model: m}) |
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load_fn(models) |
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num_models = 32 |
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default_models = models[:num_models] |
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def extend_choices(choices): |
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return choices + (num_models - len(choices)) * ['NA'] |
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def update_imgbox(choices): |
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choices_plus = extend_choices(choices) |
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return [gr.Image(None, label=m, visible=(m != 'NA')) for m in choices_plus] |
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def gen_fn(model_str, prompt, width, height): |
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if model_str == 'NA': |
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return None |
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noise = str(randint(0, 99999999999)) |
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return models_load[model_str](f'{prompt} {noise}') |
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with gr.Blocks() as demo: |
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with gr.Tab('Multiple models'): |
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with gr.Accordion('Model selection'): |
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model_choice = gr.CheckboxGroup( |
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choices=models, |
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label=f'Choose up to {num_models} different models', |
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value=default_models, |
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interactive=True |
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) |
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txt_input = gr.Textbox(label='Prompt text') |
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with gr.Row(): |
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width_slider = gr.Slider(256, 1024, value=512, step=64, label='Image Width') |
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height_slider = gr.Slider(256, 1024, value=512, step=64, label='Image Height') |
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gen_button = gr.Button('Generate') |
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stop_button = gr.Button('Stop', variant='secondary', interactive=False) |
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gen_button.click(lambda: gr.update(interactive=True), None, stop_button) |
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with gr.Row(): |
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output = [gr.Image(label=m) for m in default_models] |
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current_models = [gr.Textbox(m, visible=False) for m in default_models] |
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model_choice.change(update_imgbox, model_choice, output) |
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model_choice.change(extend_choices, model_choice, current_models) |
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for m, o in zip(current_models, output): |
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gen_event = gen_button.click(gen_fn, [m, txt_input, width_slider, height_slider], o, queue=False) |
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with gr.Tab('Single model'): |
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model_choice2 = gr.Dropdown(models, label='Choose model', value=models[0]) |
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txt_input2 = gr.Textbox(label='Prompt text') |
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with gr.Row(): |
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width_slider2 = gr.Slider(256, 1024, value=512, step=64, label='Image Width') |
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height_slider2 = gr.Slider(256, 1024, value=512, step=64, label='Image Height') |
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max_images = 16 |
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num_images = gr.Slider(1, max_images, value=max_images, step=1, label='Number of images') |
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gen_button2 = gr.Button('Generate') |
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stop_button2 = gr.Button('Stop', variant='secondary', interactive=False) |
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gen_button2.click(lambda: gr.update(interactive=True), None, stop_button2) |
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with gr.Row(): |
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output2 = [gr.Image(label='') for _ in range(max_images)] |
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for i, o in enumerate(output2): |
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img_i = gr.Number(i, visible=False) |
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num_images.change(lambda i, n: gr.update(visible=(i < n)), [img_i, num_images], o) |
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gen_event2 = gen_button2.click( |
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lambda i, n, m, t, w, h: gen_fn(m, t, w, h) if (i < n) else None, |
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[img_i, num_images, model_choice2, txt_input2, width_slider2, height_slider2], |
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o |
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) |
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stop_button2.click(lambda: gr.update(interactive=False), None, stop_button2, cancels=[gen_event2]) |
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demo.queue() |
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demo.launch() |