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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() |