Delete app.py

app.py

@@ -1,540 +0,0 @@
-import os
-import random
-import uuid
-import json
-import gradio as gr
-import numpy as np
-from PIL import Image
-import spaces
-import torch
-from diffusers import DiffusionPipeline, StableDiffusionXLPipeline, EulerAncestralDiscreteScheduler
-from typing import Tuple
-
-#BaseConditions--
-bad_words = json.loads(os.getenv('BAD_WORDS', "[]"))
-bad_words_negative = json.loads(os.getenv('BAD_WORDS_NEGATIVE', "[]"))
-default_negative = os.getenv("default_negative","")
-
-def check_text(prompt, negative=""):
-    for i in bad_words:
-        if i in prompt:
-            return True
-    for i in bad_words_negative:
-        if i in negative:
-            return True
-    return False
-
-#Quality/Style-----------------------------------------------------------------------------------------------------------------------------------------------------------Quality/Style
-
-style_list = [
-    {
-        "name": "3840 x 2160",
-        "prompt": "hyper-realistic 8K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
-        "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
-    },
-    {
-        "name": "2560 x 1440",
-        "prompt": "hyper-realistic 4K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
-        "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
-    },
-
-    {
-        "name": "HD+",
-        "prompt": "hyper-realistic 2K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
-        "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
-    },
-    
-    {
-        "name": "Style Zero",
-        "prompt": "{prompt}",
-        "negative_prompt": "",
-    },
-    
-]
-
-#Clgstyle--------------------------------------------------------------------------------------------------------------------------------------------------------------Clgstyle
-
-collage_style_list = [
-    {
-        "name": "Hi-Res",
-        "prompt": "hyper-realistic 8K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic",
-        "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly",
-    },
-    {
-        "name": "B & W",
-        "prompt": "black and white collage of {prompt}. monochromatic, timeless, classic, dramatic contrast",
-        "negative_prompt": "colorful, vibrant, bright, flashy",
-    },
-    {
-        "name": "Polaroid",
-        "prompt": "collage of polaroid photos featuring {prompt}. vintage style, high contrast, nostalgic, instant film aesthetic",
-        "negative_prompt": "digital, modern, low quality, blurry",
-    },
-    {
-        "name": "Watercolor",
-        "prompt": "watercolor collage of {prompt}. soft edges, translucent colors, painterly effects",
-        "negative_prompt": "digital, sharp lines, solid colors",
-    },
-    {
-        "name": "Cinematic",
-        "prompt": "cinematic collage of {prompt}. film stills, movie posters, dramatic lighting",
-        "negative_prompt": "static, lifeless, mundane",
-    },
-    {
-        "name": "Nostalgic",
-        "prompt": "nostalgic collage of {prompt}. retro imagery, vintage objects, sentimental journey",
-        "negative_prompt": "contemporary, futuristic, forward-looking",
-    },
-    {
-        "name": "Vintage",
-        "prompt": "vintage collage of {prompt}. aged paper, sepia tones, retro imagery, antique vibes",
-        "negative_prompt": "modern, contemporary, futuristic, high-tech",
-    },
-    {
-        "name": "Scrapbook",
-        "prompt": "scrapbook style collage of {prompt}. mixed media, hand-cut elements, textures, paper, stickers, doodles",
-        "negative_prompt": "clean, digital, modern, low quality",
-    },
-    {
-        "name": "NeoNGlow",
-        "prompt": "neon glow collage of {prompt}. vibrant colors, glowing effects, futuristic vibes",
-        "negative_prompt": "dull, muted colors, vintage, retro",
-    },
-    {
-        "name": "Geometric",
-        "prompt": "geometric collage of {prompt}. abstract shapes, colorful, sharp edges, modern design, high quality",
-        "negative_prompt": "blurry, low quality, traditional, dull",
-    },
-    {
-        "name": "Thematic",
-        "prompt": "thematic collage of {prompt}. cohesive theme, well-organized, matching colors, creative layout",
-        "negative_prompt": "random, messy, unorganized, clashing colors",
-    },
-
-#DuoTones by Canva --------------------------------------------------------------------------------------------------------------- Alters only the i++ Part / not Zero Tones
-    
-    {
-        "name": "Cherry",
-        "prompt": "Duotone style Cherry tone applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Fuchsia",
-        "prompt": "Duotone style Fuchsia tone applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Pop",
-        "prompt": "Duotone style Pop tone applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Violet",
-        "prompt": "Duotone style Violet applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Sea Blue",
-        "prompt": "Duotone style Sea Blue applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Sea Green",
-        "prompt": "Duotone style Sea Green applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Mustard",
-        "prompt": "Duotone style Mustard applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Amber",
-        "prompt": "Duotone style Amber applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Pomelo",
-        "prompt": "Duotone style Pomelo applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Peppermint",
-        "prompt": "Duotone style Peppermint applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Mystic",
-        "prompt": "Duotone style Mystic tone applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Pastel",
-        "prompt": "Duotone style Pastel applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "Coral",
-        "prompt": "Duotone style Coral applied to {prompt}",
-        "negative_prompt": "",
-    },
-    {
-        "name": "No Style",
-        "prompt": "{prompt}",
-        "negative_prompt": "",
-    },
-    
-]
-
-#filters------------------------------------------------------------------------------------------------------------------------------------------------filters
-
-filters = {
-    "Vivid": {
-        "prompt": "extra vivid {prompt}",
-        "negative_prompt": "washed out, dull"
-    },
-    "Playa": {
-        "prompt": "{prompt} set in a vast playa",
-        "negative_prompt": "forest, mountains"
-    },
-    "Desert": {
-        "prompt": "{prompt} set in a desert landscape",
-        "negative_prompt": "ocean, city"
-    },
-    "West": {
-        "prompt": "{prompt} with a western theme",
-        "negative_prompt": "eastern, modern"
-    },
-    "Blush": {
-        "prompt": "{prompt} with a soft blush color palette",
-        "negative_prompt": "harsh colors, neon"
-    },
-    "Minimalist": {
-        "prompt": "{prompt} with a minimalist design",
-        "negative_prompt": "cluttered, ornate"
-    },
-
-    "Zero filter": {
-        "prompt": "{prompt}",
-        "negative_prompt": ""
-    },
-    
-    
-}
-
-styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in style_list}
-collage_styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in collage_style_list}
-filter_styles = {k: (v["prompt"], v["negative_prompt"]) for k, v in filters.items()}
-
-STYLE_NAMES = list(styles.keys())
-COLLAGE_STYLE_NAMES = list(collage_styles.keys())
-FILTER_NAMES = list(filters.keys())
-DEFAULT_STYLE_NAME = "3840 x 2160"
-DEFAULT_COLLAGE_STYLE_NAME = "Hi-Res"
-DEFAULT_FILTER_NAME = "Zero filter"
-
-def apply_style(style_name: str, positive: str, negative: str = "") -> Tuple[str, str]:
-    if style_name in styles:
-        p, n = styles.get(style_name, styles[DEFAULT_STYLE_NAME])
-    elif style_name in collage_styles:
-        p, n = collage_styles.get(style_name, collage_styles[DEFAULT_COLLAGE_STYLE_NAME])
-    elif style_name in filter_styles:
-        p, n = filter_styles.get(style_name, filter_styles[DEFAULT_FILTER_NAME])
-    else:
-        p, n = styles[DEFAULT_STYLE_NAME]
-    
-    if not negative:
-        negative = ""
-    return p.replace("{prompt}", positive), n + negative
-
-    
-
-DESCRIPTION = """## Diffusion 🏞️
-"""
-
-MAX_SEED = np.iinfo(np.int32).max
-CACHE_EXAMPLES = torch.cuda.is_available() and os.getenv("CACHE_EXAMPLES", "0") == "1"
-MAX_IMAGE_SIZE = int(os.getenv("MAX_IMAGE_SIZE", "2048"))
-USE_TORCH_COMPILE = os.getenv("USE_TORCH_COMPILE", "0") == "1"
-ENABLE_CPU_OFFLOAD = os.getenv("ENABLE_CPU_OFFLOAD", "0") == "1"
-
-device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
-#Compile
-
-pipe = StableDiffusionXLPipeline.from_pretrained(
-        "SG161222/RealVisXL_V4.0_Lightning", #(or) use --- SG161222/RealVisXL_V4.0 / SG161222/RealVisXL_V4.0_Lightning --- for better results.
-        torch_dtype=torch.float16,
-        use_safetensors=True,
-        add_watermarker=False,
-        variant="fp16"
-    ).to(device)
-
-    if ENABLE_CPU_OFFLOAD:
-        pipe.enable_model_cpu_offload()
-    else:
-        pipe.to(device)
-        print("Loaded on Device!")
-
-    if USE_TORCH_COMPILE:
-        pipe.unet = torch.compile(pipe.unet, mode="reduce-overhead", fullgraph=True)
-        print("Model Compiled!")
-
-def save_image(img, path):
-    img.save(path)
-#seeding
-def randomize_seed_fn(seed: int, randomize_seed: bool) -> int:
-    if randomize_seed:
-        seed = random.randint(0, MAX_SEED)
-    return seed
-
-
-@spaces.GPU(enable_queue=True)
-def generate(
-    prompt: str,
-    negative_prompt: str = "",
-    use_negative_prompt: bool = False,
-    style: str = DEFAULT_STYLE_NAME,
-    collage_style: str = DEFAULT_COLLAGE_STYLE_NAME,
-    filter_name: str = DEFAULT_FILTER_NAME,
-    grid_size: str = "2x2",
-    seed: int = 0,
-    width: int = 1024,
-    height: int = 1024,
-    guidance_scale: float = 3,
-    randomize_seed: bool = False,
-    use_resolution_binning: bool = True,
-    progress=gr.Progress(track_tqdm=True),
-):
-    if check_text(prompt, negative_prompt):
-        raise ValueError("Prompt contains restricted words.")
-    
-    if collage_style != "No Style":
-        prompt, negative_prompt = apply_style(collage_style, prompt, negative_prompt)
-    elif filter_name != "No Filter":
-        prompt, negative_prompt = apply_style(filter_name, prompt, negative_prompt)
-    else:
-        prompt, negative_prompt = apply_style(style, prompt, negative_prompt)
-    
-    seed = int(randomize_seed_fn(seed, randomize_seed))
-    generator = torch.Generator().manual_seed(seed)
-
-    if not use_negative_prompt:
-        negative_prompt = ""  # type: ignore
-    negative_prompt += default_negative    
-
-    grid_sizes = {
-        "2x1": (2, 1),
-        "1x2": (1, 2),
-        "2x2": (2, 2),
-        "2x3": (2, 3),
-        "3x2": (3, 2),
-        "1x1": (1, 1)
-    }
-    
-    grid_size_x, grid_size_y = grid_sizes.get(grid_size, (2, 2))
-    num_images = grid_size_x * grid_size_y
-
-    options = {
-        "prompt": prompt,
-        "negative_prompt": negative_prompt,
-        "width": width,
-        "height": height,
-        "guidance_scale": guidance_scale,
-        "num_inference_steps": 20,
-        "generator": generator,
-        "num_images_per_prompt": num_images,
-        "use_resolution_binning": use_resolution_binning,
-        "output_type": "pil",
-    }
-    
-    torch.cuda.empty_cache()  # Clear GPU memory
-    images = pipe(**options).images
-
-    grid_img = Image.new('RGB', (width * grid_size_x, height * grid_size_y))
-
-    for i, img in enumerate(images[:num_images]):
-        grid_img.paste(img, (i % grid_size_x * width, i // grid_size_x * height))
-
-    unique_name = str(uuid.uuid4()) + ".png"
-    save_image(grid_img, unique_name)
-    return [unique_name], seed
-
-
-    
-    
-examples = [
-
-    "Chocolate dripping from a donut against a yellow background, in the style of brocore, hyper-realistic oil --ar 2:3 --q 2 --s 750 --v 5  --ar 2:3 --q 2 --s 750 --v 5",
-    "3d image, cute girl, in the style of Pixar --ar 1:2 --stylize 750, 4K resolution highlights, Sharp focus, octane render, ray tracing, Ultra-High-Definition, 8k, UHD, HDR, (Masterpiece:1.5), (best quality:1.5)",
-    "Cold coffee in a cup bokeh --ar 85:128 --v 6.0 --style raw5, 4K, Photo-Realistic",
-    "Food photography of a milk shake with flying strawberrys against a pink background, professionally studio shot with cinematic lighting. The image is in the style of a professional studio shot --ar 85:128 --v 6.0 --style raw"
-    
-]
-
-css = '''
-.gradio-container{max-width: 600px !important}
-h1{text-align:center}
-'''
-
-with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo:
-    gr.Markdown(DESCRIPTION)
-    gr.DuplicateButton(
-        value="Duplicate Space for private use",
-        elem_id="duplicate-button",
-        visible=os.getenv("SHOW_DUPLICATE_BUTTON") == "1",
-    )
-    with gr.Group():
-        with gr.Row():
-            prompt = gr.Text(
-                label="Prompt",
-                show_label=False,
-                max_lines=1,
-                placeholder="Enter your prompt",
-                container=False,
-            )
-            run_button = gr.Button("Run")
-        result = gr.Gallery(label="Grid", columns=1, preview=True)
-
-    
-    with gr.Row(visible=True):
-        grid_size_selection = gr.Dropdown(
-            choices=["2x1", "1x2", "2x2", "2x3", "3x2", "1x1"],
-            value="1x1",
-            label="Grid Size"
-        )
-
-    with gr.Row(visible=True):
-        filter_selection = gr.Radio(
-            show_label=True,
-            container=True,
-            interactive=True,
-            choices=FILTER_NAMES,
-            value=DEFAULT_FILTER_NAME,
-            label="Filter Type",
-        )
-
-    with gr.Row(visible=True):
-        collage_style_selection = gr.Radio(
-            show_label=True,
-            container=True,
-            interactive=True,
-            choices=COLLAGE_STYLE_NAMES,
-            value=DEFAULT_COLLAGE_STYLE_NAME,
-            label="Collage Template + Duotone Canvas",
-        )
-    
-    with gr.Row(visible=True):
-        style_selection = gr.Radio(
-            show_label=True,
-            container=True,
-            interactive=True,
-            choices=STYLE_NAMES,
-            value=DEFAULT_STYLE_NAME,
-            label="Quality Style",
-        )
-
-    with gr.Accordion("Advanced options", open=False):
-        use_negative_prompt = gr.Checkbox(label="Use negative prompt", value=True, visible=True)
-        negative_prompt = gr.Text(
-            label="Negative prompt",
-            max_lines=1,
-            placeholder="Enter a negative prompt",
-            value="(deformed, distorted, disfigured:1.3), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation",
-            visible=True,
-        )
-        with gr.Row():
-            num_inference_steps = gr.Slider(
-                label="Steps",
-                minimum=10,
-                maximum=30,
-                step=1,
-                value=15,
-            )
-        with gr.Row():
-            num_images_per_prompt = gr.Slider(
-                label="Images",
-                minimum=1,
-                maximum=5,
-                step=1,
-                value=2,
-            )
-        seed = gr.Slider(
-            label="Seed",
-            minimum=0,
-            maximum=MAX_SEED,
-            step=1,
-            value=0,
-            visible=True
-        )
-        randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
-
-        with gr.Row(visible=True):
-            width = gr.Slider(
-                label="Width",
-                minimum=512,
-                maximum=2048,
-                step=64,
-                value=1024,
-            )
-            height = gr.Slider(
-                label="Height",
-                minimum=512,
-                maximum=2048,
-                step=64,
-                value=1024,
-            )
-
-        with gr.Row():
-            guidance_scale = gr.Slider(
-                label="Guidance Scale",
-                minimum=0.1,
-                maximum=20.0,
-                step=0.1,
-                value=6,
-            )
-
-    gr.Examples(
-        examples=examples,
-        inputs=prompt,
-        outputs=[result, seed],
-        fn=generate,
-        #cache_examples=True,
-        cache_examples=CACHE_EXAMPLES,
-    )
-
-    use_negative_prompt.change(
-        fn=lambda x: gr.update(visible=x),
-        inputs=use_negative_prompt,
-        outputs=negative_prompt,
-        api_name=False,
-    )
-
-    gr.on(
-        triggers=[
-            prompt.submit,
-            negative_prompt.submit,
-            run_button.click,
-        ],
-        fn=generate,
-        inputs=[
-            prompt,
-            negative_prompt,
-            use_negative_prompt,
-            style_selection,
-            collage_style_selection,
-            filter_selection,
-            grid_size_selection,
-            seed,
-            width,
-            height,
-            guidance_scale,
-            randomize_seed,
-        ],
-        outputs=[result, seed],
-        api_name="run",
-    )
-
-    gr.Markdown("### Duotone Canvas")
-    
-if __name__ == "__main__":
-    demo.queue(max_size=40).launch()