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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 = len(models) |
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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'), elem_id="custom_image") for m in choices_plus] |
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def gen_fn(model_str, prompt): |
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if model_str == 'NA': |
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return None |
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noise = str(randint(0, 9999999)) |
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return models_load[model_str](f'{prompt} {noise}') |
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def make_me(): |
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with gr.Row(): |
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with gr.Column(scale=1): |
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txt_input = gr.Textbox(label='Your prompt:', lines=3, container=False, elem_id="custom_textbox", placeholder="Prompt") |
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with gr.Row(): |
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gen_button = gr.Button('Generate images', elem_id="custom_gen_button") |
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stop_button = gr.Button('Stop', variant='secondary', interactive=False, elem_id="custom_stop_button") |
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def on_generate_click(): |
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return gr.Button('Generate images', elem_id="custom_gen_button"), gr.Button('Stop', variant='secondary', interactive=True, elem_id="custom_stop_button") |
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def on_stop_click(): |
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return gr.Button('Generate images', elem_id="custom_gen_button"), gr.Button('Stop', variant='secondary', interactive=False, elem_id="custom_stop_button") |
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gen_button.click(on_generate_click, inputs=None, outputs=[gen_button, stop_button]) |
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stop_button.click(on_stop_click, inputs=None, outputs=[gen_button, stop_button]) |
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with gr.Row(): |
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output = [gr.Image(label=m, min_width=250, height=250, elem_id="custom_image") 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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for m, o in zip(current_models, output): |
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gen_event = gen_button.click(gen_fn, [m, txt_input], o) |
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stop_button.click(on_stop_click, inputs=None, outputs=[gen_button, stop_button], cancels=[gen_event]) |
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with gr.Accordion('Model selection', elem_id="custom_accordion"): |
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model_choice = gr.CheckboxGroup(models, label=f'{num_models} different models selected', value=default_models, interactive=True, elem_id="custom_checkbox_group") |
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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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with gr.Row(): |
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gr.HTML("") |
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try: |
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with gr.Blocks(theme="DazDin/Go_Theme") as demo: |
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make_me() |
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except Exception as e: |
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print(f"An error occurred while setting up the Gradio interface: {e}") |
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demo = None |
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if demo is not None: |
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demo.queue(concurrency_count=100) |
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demo.launch() |
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else: |
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print("Failed to set up the Gradio interface. Exiting.") |
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