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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() |