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Running
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prithivMLmods
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Delete app.py
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app.py
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import gradio as gr
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import numpy as np
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import random
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import spaces
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import torch
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from diffusers import DiffusionPipeline
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from PIL import Image
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import uuid
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from typing import Tuple
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dtype = torch.bfloat16
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device = "cuda" if torch.cuda.is_available() else "cpu"
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pipe = DiffusionPipeline.from_pretrained("black-forest-labs/FLUX.1-schnell", torch_dtype=dtype).to(device)
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MAX_SEED = np.iinfo(np.int32).max
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MAX_IMAGE_SIZE = 2048
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style_list = [
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{
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"name": "8K",
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"prompt": "hyper-realistic 8K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
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},
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{
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"name": "4K",
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"prompt": "hyper-realistic 4K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
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},
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{
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"name": "HD",
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"prompt": "hyper-realistic 2K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
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},
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{
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"name": "BW",
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"prompt": "black and white collage of {prompt}. monochromatic, timeless, classic, dramatic contrast",
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},
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{
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"name": "Polar",
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"prompt": "collage of polaroid photos featuring {prompt}. vintage style, high contrast, nostalgic, instant film aesthetic",
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},
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{
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"name": "Mustard",
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"prompt": "Duotone style Mustard applied to {prompt}",
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},
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{
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"name": "Cinema",
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"prompt": "cinematic collage of {prompt}. film stills, movie posters, dramatic lighting",
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},
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{
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"name": "Coral",
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"prompt": "Duotone style Coral applied to {prompt}",
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},
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{
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"name": "Scrap",
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"prompt": "scrapbook style collage of {prompt}. mixed media, hand-cut elements, textures, paper, stickers, doodles",
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},
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{
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"name": "Fuchsia",
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"prompt": "Duotone style Fuchsia tone applied to {prompt}",
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},
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{
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"name": "Violet",
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"prompt": "Duotone style Violet applied to {prompt}",
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},
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{
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"name": "Pastel",
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"prompt": "Duotone style Pastel applied to {prompt}",
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},
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{
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"name": "Style Zero",
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"prompt": "{prompt}",
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},
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]
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css="""
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#col-container {
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margin: 0 auto;
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max-width: 530px;
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}
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"""
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styles = {k["name"]: k["prompt"] for k in style_list}
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DEFAULT_STYLE_NAME = "Style Zero"
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STYLE_NAMES = list(styles.keys())
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def apply_style(style_name: str, positive: str) -> str:
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if style_name in styles:
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p = styles[style_name]
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positive = p.format(prompt=positive)
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return positive
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def set_wallpaper_size(size):
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if size == "Mobile (1080x1920)":
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return 1080, 1920
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elif size == "Desktop (1920x1080)":
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return 1920, 1080
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elif size == "Extented (1920x512)":
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return 1920, 512
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elif size == "Headers (1080x512)":
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return 1080, 512
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else:
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return 1024, 1024 # Default return if none of the conditions are met
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@spaces.GPU(duration=60, enable_queue=True)
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def infer(prompt, seed=42, randomize_seed=False, wallpaper_size="Desktop(1920x1080)", num_inference_steps=4, style_name=DEFAULT_STYLE_NAME, progress=gr.Progress(track_tqdm=True)):
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if randomize_seed:
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seed = random.randint(0, MAX_SEED)
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generator = torch.Generator().manual_seed(seed)
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width, height = set_wallpaper_size(wallpaper_size)
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styled_prompt = apply_style(style_name, prompt)
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options = {
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"prompt": styled_prompt,
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"width": width,
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"height": height,
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"guidance_scale": 0.0,
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"num_inference_steps": num_inference_steps,
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"generator": generator,
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}
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torch.cuda.empty_cache()
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images = pipe(**options).images
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grid_img = Image.new('RGB', (width, height))
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grid_img.paste(images[0], (0, 0))
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unique_name = str(uuid.uuid4()) + ".png"
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grid_img.save(unique_name)
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return unique_name, seed
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examples = [
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"chocolate dripping from a donut a yellow background",
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"cold coffee in a cup bokeh --ar 85:128 --style",
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"an anime illustration of a wiener schnitzel",
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"a delicious ceviche cheesecake slice, ultra-hd+",
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]
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def load_predefined_images1():
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predefined_images1 = [
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"assets/ww.webp",
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"assets/xx.webp",
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"assets/yy.webp",
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]
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return predefined_images1
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with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
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with gr.Column(elem_id="col-container"):
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gr.Markdown(f"""# FLUX.1 SIM""")
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with gr.Row():
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prompt = gr.Text(
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label="Prompt",
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show_label=False,
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max_lines=1,
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placeholder="Enter your prompt",
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container=False,
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)
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run_button = gr.Button("Run", scale=0)
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result = gr.Image(label="Result", show_label=False)
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with gr.Row(visible=True):
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wallpaper_size = gr.Radio(
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choices=["Mobile (1080x1920)", "Desktop (1920x1080)", "Extented (1920x512)", "Headers (1080x512)", "Default (1024x1024)"],
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label="Pixel Size(x*y)",
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value="Default (1024x1024)"
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)
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with gr.Row(visible=True):
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style_selection = gr.Radio(
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show_label=True,
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container=True,
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interactive=True,
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choices=STYLE_NAMES,
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value=DEFAULT_STYLE_NAME,
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label="Quality Style",
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)
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with gr.Accordion("Advanced Settings", open=True):
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seed = gr.Slider(
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label="Seed",
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minimum=0,
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maximum=MAX_SEED,
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step=1,
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value=0,
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)
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randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
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with gr.Row():
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num_inference_steps = gr.Slider(
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label="Number of inference steps",
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minimum=1,
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maximum=50,
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step=1,
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value=4,
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)
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gr.Examples(
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examples=examples,
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fn=infer,
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inputs=[prompt],
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outputs=[result, seed],
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cache_examples=False,
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)
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gr.on(
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triggers=[prompt.submit, run_button.click],
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fn=infer,
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inputs=[prompt, seed, randomize_seed, wallpaper_size, num_inference_steps, style_selection],
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outputs=[result, seed]
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)
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gr.Markdown("### Image Sample")
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predefined_gallery = gr.Gallery(label="## Images Sample", columns=3, show_label=False, value=load_predefined_images1())
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gr.Markdown("**Disclaimer/Note:**")
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gr.Markdown("🍕Model used in the space <a href='https://huggingface.co/black-forest-labs/FLUX.1-schnell' target='_blank'>black-forest-labs/FLUX.1-schnell</a>. More: 12B param rectified flow transformer distilled from [FLUX.1 [pro]](https://blackforestlabs.ai/) for 4 step generation[[blog](https://blackforestlabs.ai/announcing-black-forest-labs/)] [[model](https://huggingface.co/black-forest-labs/FLUX.1-schnell)]")
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gr.Markdown("⚠️ users are accountable for the content they generate and are responsible for ensuring it meets appropriate ethical standards.")
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demo.launch()
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