import gradio as gr
from random import randint
from all_models import models

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}')
            except Exception as error:
                m = gr.Interface(lambda txt: None, ['text'], ['image'])
            models_load.update({model: m})

load_fn(models)

num_models = 32
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')) for m in choices_plus]

def gen_fn(model_str, prompt, width, height):
    if model_str == 'NA':
        return None
    noise = str(randint(0, 99999999999))
    return models_load[model_str](f'{prompt} {noise}')

with gr.Blocks() as demo:
    with gr.Tab('Multiple models'): 
        with gr.Accordion('Model selection'):
            # Entferne multiselect und max_choices, da sie nicht mehr unterstützt werden
            model_choice = gr.CheckboxGroup(
                choices=models, 
                label=f'Choose up to {num_models} different models',
                value=default_models,
                interactive=True
            )

        txt_input = gr.Textbox(label='Prompt text')
        with gr.Row():
            width_slider = gr.Slider(256, 1024, value=512, step=64, label='Image Width')
            height_slider = gr.Slider(256, 1024, value=512, step=64, label='Image Height')
        gen_button = gr.Button('Generate')
        stop_button = gr.Button('Stop', variant='secondary', interactive=False)
        gen_button.click(lambda s: gr.update(interactive=True), None, stop_button)
           
        with gr.Row():
            output = [gr.Image(label=m) for m in default_models]
            current_models = [gr.Textbox(m, visible=False) for m in default_models]
            
            model_choice.change(update_imgbox, model_choice, output)
            model_choice.change(extend_choices, model_choice, current_models)

        for m, o in zip(current_models, output):
            gen_event = gen_button.click(gen_fn, [m, txt_input, width_slider, height_slider], o, queue=False)
                    
    with gr.Tab('Single model'):
        model_choice2 = gr.Dropdown(models, label='Choose model', value=models[0])
        txt_input2 = gr.Textbox(label='Prompt text')
        
        with gr.Row():
            width_slider2 = gr.Slider(256, 1024, value=512, step=64, label='Image Width')
            height_slider2 = gr.Slider(256, 1024, value=512, step=64, label='Image Height')
        
        max_images = 16
        num_images = gr.Slider(1, max_images, value=max_images, step=1, label='Number of images')
        
        gen_button2 = gr.Button('Generate')
        stop_button2 = gr.Button('Stop', variant='secondary', interactive=False)
        gen_button2.click(lambda s: gr.update(interactive=True), None, stop_button2)
        
        with gr.Row():
            output2 = [gr.Image(label='') for _ in range(max_images)]

        for i, o in enumerate(output2):
            img_i = gr.Number(i, visible=False)
            num_images.change(lambda i, n: gr.update(visible=(i < n)), [img_i, num_images], o)
            gen_event2 = gen_button2.click(
                lambda i, n, m, t, w, h: gen_fn(m, t, w, h) if (i < n) else None,
                [img_i, num_images, model_choice2, txt_input2, width_slider2, height_slider2],
                o
            )
            stop_button2.click(lambda s: gr.update(interactive=False), None, stop_button2, cancels=[gen_event2])

demo.queue(concurrency_count=36)                        
demo.launch()