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LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 hysts
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -1,12 +1,17 @@
 ---
-title: Animagine Xl 3.1
-emoji: 📊
-colorFrom: purple
-colorTo: blue
+title: Animagine XL 3.1
+emoji: 🌍
+colorFrom: gray
+colorTo: purple
 sdk: gradio
-sdk_version: 4.21.0
+sdk_version: 4.20.0
 app_file: app.py
+license: mit
 pinned: false
+suggested_hardware: a10g-small
+short_description: The most opinionated, anime-themed SDXL model
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+
+https://arxiv.org/abs/2307.01952

app.py

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+import os
+import gc
+import gradio as gr
+import numpy as np
+import torch
+import json
+import spaces
+import config
+import utils
+import logging
+from PIL import Image, PngImagePlugin
+from datetime import datetime
+from diffusers.models import AutoencoderKL
+from diffusers import (
+    StableDiffusionXLPipeline, 
+    StableDiffusionXLImg2ImgPipeline
+)
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+DESCRIPTION = "Animagine XL 3.1"
+if not torch.cuda.is_available():
+    DESCRIPTION += "\n<p>Running on CPU 🥶 This demo does not work on CPU. </p>"
+IS_COLAB = utils.is_google_colab() or os.getenv("IS_COLAB") == "1"
+HF_TOKEN = os.getenv("HF_TOKEN")
+CACHE_EXAMPLES = torch.cuda.is_available() and os.getenv("CACHE_EXAMPLES") == "1"
+MIN_IMAGE_SIZE = int(os.getenv("MIN_IMAGE_SIZE", "512"))
+MAX_IMAGE_SIZE = int(os.getenv("MAX_IMAGE_SIZE", "2048"))
+USE_TORCH_COMPILE = os.getenv("USE_TORCH_COMPILE") == "1"
+ENABLE_CPU_OFFLOAD = os.getenv("ENABLE_CPU_OFFLOAD") == "1"
+OUTPUT_DIR = os.getenv("OUTPUT_DIR", "./outputs")
+
+MODEL = os.getenv("MODEL", "cagliostrolab/animagine-xl-3.1")
+
+torch.backends.cudnn.deterministic = True
+torch.backends.cudnn.benchmark = False
+
+device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
+
+
+def load_pipeline(model_name):
+    vae = AutoencoderKL.from_pretrained(
+        "madebyollin/sdxl-vae-fp16-fix",
+        torch_dtype=torch.float16,
+    )
+    pipeline = (
+        StableDiffusionXLPipeline.from_single_file
+        if MODEL.endswith(".safetensors")
+        else StableDiffusionXLPipeline.from_pretrained
+    )
+
+    pipe = pipeline(
+        model_name,
+        vae=vae,
+        torch_dtype=torch.float16,
+        custom_pipeline="lpw_stable_diffusion_xl",
+        use_safetensors=True,
+        add_watermarker=False,
+        use_auth_token=HF_TOKEN,
+        variant="fp16",
+    )
+
+    pipe.to(device)
+    return pipe
+
+
+@spaces.GPU
+def generate(
+    prompt: str,
+    negative_prompt: str = "",
+    seed: int = 0,
+    custom_width: int = 1024,
+    custom_height: int = 1024,
+    guidance_scale: float = 7.0,
+    num_inference_steps: int = 28,
+    sampler: str = "Euler a",
+    aspect_ratio_selector: str = "896 x 1152",
+    style_selector: str = "(None)",
+    quality_selector: str = "Standard v3.1",
+    use_upscaler: bool = False,
+    upscaler_strength: float = 0.5,
+    upscale_by: float = 1.5,
+    add_quality_tags: bool = True,
+    progress=gr.Progress(track_tqdm=True),
+) -> Image:
+    generator = utils.seed_everything(seed)
+
+    width, height = utils.aspect_ratio_handler(
+        aspect_ratio_selector,
+        custom_width,
+        custom_height,
+    )
+
+    prompt = utils.add_wildcard(prompt, wildcard_files)
+
+    prompt, negative_prompt = utils.preprocess_prompt(
+        quality_prompt, quality_selector, prompt, negative_prompt, add_quality_tags
+    )
+    prompt, negative_prompt = utils.preprocess_prompt(
+        styles, style_selector, prompt, negative_prompt
+    )
+
+    width, height = utils.preprocess_image_dimensions(width, height)
+
+    backup_scheduler = pipe.scheduler
+    pipe.scheduler = utils.get_scheduler(pipe.scheduler.config, sampler)
+
+    if use_upscaler:
+        upscaler_pipe = StableDiffusionXLImg2ImgPipeline(**pipe.components)
+    metadata = {
+        "prompt": prompt,
+        "negative_prompt": negative_prompt,
+        "resolution": f"{width} x {height}",
+        "guidance_scale": guidance_scale,
+        "num_inference_steps": num_inference_steps,
+        "seed": seed,
+        "sampler": sampler,
+        "sdxl_style": style_selector,
+        "add_quality_tags": add_quality_tags,
+        "quality_tags": quality_selector,
+    }
+
+    if use_upscaler:
+        new_width = int(width * upscale_by)
+        new_height = int(height * upscale_by)
+        metadata["use_upscaler"] = {
+            "upscale_method": "nearest-exact",
+            "upscaler_strength": upscaler_strength,
+            "upscale_by": upscale_by,
+            "new_resolution": f"{new_width} x {new_height}",
+        }
+    else:
+        metadata["use_upscaler"] = None
+    logger.info(json.dumps(metadata, indent=4))
+
+    try:
+        if use_upscaler:
+            latents = pipe(
+                prompt=prompt,
+                negative_prompt=negative_prompt,
+                width=width,
+                height=height,
+                guidance_scale=guidance_scale,
+                num_inference_steps=num_inference_steps,
+                generator=generator,
+                output_type="latent",
+            ).images
+            upscaled_latents = utils.upscale(latents, "nearest-exact", upscale_by)
+            image = upscaler_pipe(
+                prompt=prompt,
+                negative_prompt=negative_prompt,
+                image=upscaled_latents,
+                guidance_scale=guidance_scale,
+                num_inference_steps=num_inference_steps,
+                strength=upscaler_strength,
+                generator=generator,
+                output_type="pil",
+            ).images[0]
+        else:
+            image = pipe(
+                prompt=prompt,
+                negative_prompt=negative_prompt,
+                width=width,
+                height=height,
+                guidance_scale=guidance_scale,
+                num_inference_steps=num_inference_steps,
+                generator=generator,
+                output_type="pil",
+            ).images[0]
+            
+        if image and IS_COLAB:
+            filepath = utils.save_image(image, metadata, OUTPUT_DIR)
+            logger.info(f"Image saved as {filepath} with metadata")
+            
+        return image, metadata
+    except Exception as e:
+        logger.exception(f"An error occurred: {e}")
+        raise
+    finally:
+        if use_upscaler:
+            del upscaler_pipe
+        pipe.scheduler = backup_scheduler
+        utils.free_memory()
+
+
+if torch.cuda.is_available():
+    pipe = load_pipeline(MODEL)
+    logger.info("Loaded on Device!")
+else:
+    pipe = None
+
+styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in config.style_list}
+quality_prompt = {
+    k["name"]: (k["prompt"], k["negative_prompt"]) for k in config.quality_prompt_list
+}
+
+wildcard_files = utils.load_wildcard_files("wildcard")
+
+with gr.Blocks(css="style.css", theme="NoCrypt/miku@1.2.1") as demo:
+    title = gr.HTML(
+        f"""<h1><span>{DESCRIPTION}</span></h1>""",
+        elem_id="title",
+    )
+    gr.Markdown(
+        f"""Gradio demo for [cagliostrolab/animagine-xl-3.1](https://huggingface.co/cagliostrolab/animagine-xl-3.1)""",
+        elem_id="subtitle",
+    )
+    gr.DuplicateButton(
+        value="Duplicate Space for private use",
+        elem_id="duplicate-button",
+        visible=os.getenv("SHOW_DUPLICATE_BUTTON") == "1",
+    )
+    with gr.Row():
+        with gr.Column(scale=2):
+            with gr.Tab("Txt2img"):
+                with gr.Group():
+                    prompt = gr.Text(
+                        label="Prompt",
+                        max_lines=5,
+                        placeholder="Enter your prompt",
+                    )
+                    negative_prompt = gr.Text(
+                        label="Negative Prompt",
+                        max_lines=5,
+                        placeholder="Enter a negative prompt",
+                    )
+                    with gr.Accordion(label="Quality Tags", open=True):
+                        add_quality_tags = gr.Checkbox(
+                            label="Add Quality Tags", value=True
+                        )
+                        quality_selector = gr.Dropdown(
+                            label="Quality Tags Presets",
+                            interactive=True,
+                            choices=list(quality_prompt.keys()),
+                            value="Standard v3.1",
+                        )
+            with gr.Tab("Advanced Settings"):
+                with gr.Group():
+                    style_selector = gr.Radio(
+                        label="Style Preset",
+                        container=True,
+                        interactive=True,
+                        choices=list(styles.keys()),
+                        value="(None)",
+                    )
+                with gr.Group():
+                    aspect_ratio_selector = gr.Radio(
+                        label="Aspect Ratio",
+                        choices=config.aspect_ratios,
+                        value="896 x 1152",
+                        container=True,
+                    )
+                with gr.Group():
+                    use_upscaler = gr.Checkbox(label="Use Upscaler", value=False)
+                    with gr.Row() as upscaler_row:
+                        upscaler_strength = gr.Slider(
+                            label="Strength",
+                            minimum=0,
+                            maximum=1,
+                            step=0.05,
+                            value=0.55,
+                            visible=False,
+                        )
+                        upscale_by = gr.Slider(
+                            label="Upscale by",
+                            minimum=1,
+                            maximum=1.5,
+                            step=0.1,
+                            value=1.5,
+                            visible=False,
+                        )
+                with gr.Group(visible=False) as custom_resolution:
+                    with gr.Row():
+                        custom_width = gr.Slider(
+                            label="Width",
+                            minimum=MIN_IMAGE_SIZE,
+                            maximum=MAX_IMAGE_SIZE,
+                            step=8,
+                            value=1024,
+                        )
+                        custom_height = gr.Slider(
+                            label="Height",
+                            minimum=MIN_IMAGE_SIZE,
+                            maximum=MAX_IMAGE_SIZE,
+                            step=8,
+                            value=1024,
+                        )
+                with gr.Group():
+                    sampler = gr.Dropdown(
+                        label="Sampler",
+                        choices=config.sampler_list,
+                        interactive=True,
+                        value="Euler a",
+                    )
+                with gr.Group():
+                    seed = gr.Slider(
+                        label="Seed", minimum=0, maximum=utils.MAX_SEED, step=1, value=0
+                    )
+                    randomize_seed = gr.Checkbox(label="Randomize seed", value=True)
+                with gr.Group():
+                    with gr.Row():
+                        guidance_scale = gr.Slider(
+                            label="Guidance scale",
+                            minimum=1,
+                            maximum=12,
+                            step=0.1,
+                            value=7.0,
+                        )
+                        num_inference_steps = gr.Slider(
+                            label="Number of inference steps",
+                            minimum=1,
+                            maximum=50,
+                            step=1,
+                            value=28,
+                        )
+        with gr.Column(scale=3):
+            with gr.Blocks():
+                run_button = gr.Button("Generate", variant="primary")
+            result = gr.Image(label="Result", show_label=False)
+            with gr.Accordion(label="Generation Parameters", open=False):
+                gr_metadata = gr.JSON(label="Metadata", show_label=False)
+            gr.Examples(
+                examples=config.examples,
+                inputs=prompt,
+                outputs=[result, gr_metadata],
+                fn=lambda *args, **kwargs: generate(*args, use_upscaler=True, **kwargs),
+                cache_examples=CACHE_EXAMPLES,
+            )
+    use_upscaler.change(
+        fn=lambda x: [gr.update(visible=x), gr.update(visible=x)],
+        inputs=use_upscaler,
+        outputs=[upscaler_strength, upscale_by],
+        queue=False,
+        api_name=False,
+    )
+    aspect_ratio_selector.change(
+        fn=lambda x: gr.update(visible=x == "Custom"),
+        inputs=aspect_ratio_selector,
+        outputs=custom_resolution,
+        queue=False,
+        api_name=False,
+    )
+
+    inputs = [
+        prompt,
+        negative_prompt,
+        seed,
+        custom_width,
+        custom_height,
+        guidance_scale,
+        num_inference_steps,
+        sampler,
+        aspect_ratio_selector,
+        style_selector,
+        quality_selector,
+        use_upscaler,
+        upscaler_strength,
+        upscale_by,
+        add_quality_tags,
+    ]
+
+    prompt.submit(
+        fn=utils.randomize_seed_fn,
+        inputs=[seed, randomize_seed],
+        outputs=seed,
+        queue=False,
+        api_name=False,
+    ).then(
+        fn=generate,
+        inputs=inputs,
+        outputs=result,
+        api_name="run",
+    )
+    negative_prompt.submit(
+        fn=utils.randomize_seed_fn,
+        inputs=[seed, randomize_seed],
+        outputs=seed,
+        queue=False,
+        api_name=False,
+    ).then(
+        fn=generate,
+        inputs=inputs,
+        outputs=result,
+        api_name=False,
+    )
+    run_button.click(
+        fn=utils.randomize_seed_fn,
+        inputs=[seed, randomize_seed],
+        outputs=seed,
+        queue=False,
+        api_name=False,
+    ).then(
+        fn=generate,
+        inputs=inputs,
+        outputs=[result, gr_metadata],
+        api_name=False,
+    )
+demo.queue(max_size=20).launch(debug=IS_COLAB, share=IS_COLAB)

config.py

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+examples = [
+    "1girl, souryuu asuka langley, neon genesis evangelion, plugsuit, pilot suit, red bodysuit, sitting, crossing legs, black eye patch, cat hat, throne, symmetrical, looking down, from bottom, looking at viewer, outdoors",
+    "1boy, male focus, yuuki makoto \(persona 3\), persona 3, black jacket, white shirt, long sleeves, closed mouth, glowing eyes, gun, hair over one eye, holding gun, handgun, looking at viewer, solo, upper body",
+    "1girl, makima \(chainsaw man\), chainsaw man, black jacket, black necktie, black pants, braid, business suit, fingernails, formal, hand on own chin, jacket on shoulders, light smile, long sleeves, looking at viewer, looking up, medium breasts, office lady, smile, solo, suit, upper body, white shirt, outdoors",
+    "1boy, male focus, gojou satoru, jujutsu kaisen, black jacket, blindfold lift, blue eyes, glowing, glowing eyes, high collar, jacket, jujutsu tech uniform, solo, grin, white hair",
+    "1girl, cagliostro, granblue fantasy, violet eyes, standing, hand on own chin, looking at object, smile, closed mouth, table, beaker, glass tube, experiment apparatus, dark room, laboratory",
+    "kimi no na wa., building, cityscape, cloud, cloudy sky, gradient sky, lens flare, no humans, outdoors, power lines, scenery, shooting star, sky, sparkle, star \(sky\), starry sky, sunset, tree, utility pole",
+]
+
+quality_prompt_list = [
+    {
+        "name": "(None)",
+        "prompt": "{prompt}",
+        "negative_prompt": "nsfw, lowres",
+    },
+    {
+        "name": "Standard v3.0",
+        "prompt": "{prompt}, masterpiece, best quality",
+        "negative_prompt": "nsfw, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, artist name",
+    },
+    {
+        "name": "Standard v3.1",
+        "prompt": "{prompt}, masterpiece, best quality, very aesthetic, absurdres",
+        "negative_prompt": "nsfw, lowres, (bad), text, error, fewer, extra, missing, worst quality, jpeg artifacts, low quality, watermark, unfinished, displeasing, oldest, early, chromatic aberration, signature, extra digits, artistic error, username, scan, [abstract]",
+    },
+    {
+        "name": "Light v3.1",
+        "prompt": "{prompt}, (masterpiece), best quality, very aesthetic, perfect face",
+        "negative_prompt": "nsfw, (low quality, worst quality:1.2), very displeasing, 3d, watermark, signature, ugly, poorly drawn",
+    },
+    {
+        "name": "Heavy v3.1",
+        "prompt": "{prompt}, (masterpiece), (best quality), (ultra-detailed), very aesthetic, illustration, disheveled hair, perfect composition, moist skin, intricate details",
+        "negative_prompt": "nsfw, longbody, lowres, bad anatomy, bad hands, missing fingers, pubic hair, extra digit, fewer digits, cropped, worst quality, low quality, very displeasing",
+    },
+]
+
+sampler_list = [
+    "DPM++ 2M Karras",
+    "DPM++ SDE Karras",
+    "DPM++ 2M SDE Karras",
+    "Euler",
+    "Euler a",
+    "DDIM",
+]
+
+aspect_ratios = [
+    "1024 x 1024",
+    "1152 x 896",
+    "896 x 1152",
+    "1216 x 832",
+    "832 x 1216",
+    "1344 x 768",
+    "768 x 1344",
+    "1536 x 640",
+    "640 x 1536",
+    "Custom",
+]
+
+style_list = [
+    {
+        "name": "(None)",
+        "prompt": "{prompt}",
+        "negative_prompt": "",
+    },
+    {
+        "name": "Cinematic",
+        "prompt": "{prompt}, cinematic still, emotional, harmonious, vignette, highly detailed, high budget, bokeh, cinemascope, moody, epic, gorgeous, film grain, grainy",
+        "negative_prompt": "nsfw, cartoon, graphic, text, painting, crayon, graphite, abstract, glitch, deformed, mutated, ugly, disfigured",
+    },
+    {
+        "name": "Photographic",
+        "prompt": "{prompt}, cinematic photo, 35mm photograph, film, bokeh, professional, 4k, highly detailed",
+        "negative_prompt": "nsfw, drawing, painting, crayon, sketch, graphite, impressionist, noisy, blurry, soft, deformed, ugly",
+    },
+    {
+        "name": "Anime",
+        "prompt": "{prompt}, anime artwork, anime style, key visual, vibrant, studio anime, highly detailed",
+        "negative_prompt": "nsfw, photo, deformed, black and white, realism, disfigured, low contrast",
+    },
+    {
+        "name": "Manga",
+        "prompt": "{prompt}, manga style, vibrant, high-energy, detailed, iconic, Japanese comic style",
+        "negative_prompt": "nsfw, ugly, deformed, noisy, blurry, low contrast, realism, photorealistic, Western comic style",
+    },
+    {
+        "name": "Digital Art",
+        "prompt": "{prompt}, concept art, digital artwork, illustrative, painterly, matte painting, highly detailed",
+        "negative_prompt": "nsfw, photo, photorealistic, realism, ugly",
+    },
+    {
+        "name": "Pixel art",
+        "prompt": "{prompt}, pixel-art, low-res, blocky, pixel art style, 8-bit graphics",
+        "negative_prompt": "nsfw, sloppy, messy, blurry, noisy, highly detailed, ultra textured, photo, realistic",
+    },
+    {
+        "name": "Fantasy art",
+        "prompt": "{prompt}, ethereal fantasy concept art, magnificent, celestial, ethereal, painterly, epic, majestic, magical, fantasy art, cover art, dreamy",
+        "negative_prompt": "nsfw, photographic, realistic, realism, 35mm film, dslr, cropped, frame, text, deformed, glitch, noise, noisy, off-center, deformed, cross-eyed, closed eyes, bad anatomy, ugly, disfigured, sloppy, duplicate, mutated, black and white",
+    },
+    {
+        "name": "Neonpunk",
+        "prompt": "{prompt}, neonpunk style, cyberpunk, vaporwave, neon, vibes, vibrant, stunningly beautiful, crisp, detailed, sleek, ultramodern, magenta highlights, dark purple shadows, high contrast, cinematic, ultra detailed, intricate, professional",
+        "negative_prompt": "nsfw, painting, drawing, illustration, glitch, deformed, mutated, cross-eyed, ugly, disfigured",
+    },
+    {
+        "name": "3D Model",
+        "prompt": "{prompt}, professional 3d model, octane render, highly detailed, volumetric, dramatic lighting",
+        "negative_prompt": "nsfw, ugly, deformed, noisy, low poly, blurry, painting",
+    },
+]

demo.ipynb

@@ -0,0 +1,93 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "538a3f0c-50c1-4952-9fcc-070d365c9a0f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import subprocess\n",
+    "from threading import Timer\n",
+    "from queue import Queue\n",
+    "\n",
+    "ROOT_DIR = \"/content\"\n",
+    "REPO_URL = \"https://huggingface.co/spaces/Linaqruf/animagine-xl\"\n",
+    "REPO_DIR = os.path.join(ROOT_DIR, \"cagliostro-webui\")\n",
+    "NGROK_TOKEN = \"\"\n",
+    "\n",
+    "os.environ[\"HF_TOKEN\"] = \"\"\n",
+    "os.environ[\"IS_COLAB\"] = \"1\"\n",
+    "os.environ[\"MODEL\"] = \"https://huggingface.co/cagliostrolab/animagine-xl-3.0/blob/main/animagine-xl-3.0.safetensors\"\n",
+    "os.environ[\"CACHE_EXAMPLES\"] = \"1\"\n",
+    "\n",
+    "def clone(url, dir, branch=None):\n",
+    "    subprocess.run([\"git\", \"clone\", url, dir], check=True)\n",
+    "    if branch:\n",
+    "        subprocess.run([\"git\", \"checkout\", branch], cwd=dir, check=True)\n",
+    "\n",
+    "def install_deps(dir):\n",
+    "    subprocess.run([\"pip\", \"install\", \"-r\", \"requirements.txt\"], cwd=dir, check=True)\n",
+    "\n",
+    "def ngrok_tunnel(port,queue,auth_token):\n",
+    "    ngrok.set_auth_token(auth_token)\n",
+    "    url = ngrok.connect(port)\n",
+    "    queue.put(url)\n",
+    "\n",
+    "def main():\n",
+    "    if not os.path.exists(REPO_DIR):\n",
+    "        print(f\"Cloning Repository to {REPO_DIR}\")\n",
+    "        clone(REPO_URL, REPO_DIR)\n",
+    "    print(f\"Installing required python libraries\")\n",
+    "    install_deps(REPO_DIR)\n",
+    "    print(\"Done!\")\n",
+    "\n",
+    "    os.chdir(REPO_DIR)\n",
+    "    \n",
+    "    if NGROK_TOKEN:\n",
+    "        try:\n",
+    "            from pyngrok import conf,ngrok\n",
+    "        except:\n",
+    "            !pip install -qqqq --upgrade setuptools\n",
+    "            !pip install -qqqq -U pyngrok\n",
+    "            from pyngrok import conf,ngrok\n",
+    "                                \n",
+    "        ngrok_output_queue = Queue()\n",
+    "        ngrok_thread = Timer(2, ngrok_tunnel, args=(7860, ngrok_output_queue, NGROK_TOKEN))\n",
+    "        ngrok_thread.start()\n",
+    "        ngrok_thread.join()\n",
+    "        \n",
+    "        print(ngrok_output_queue.get())  \n",
+    "    \n",
+    "    !python app.py\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    main()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

requirements.txt

@@ -0,0 +1,10 @@
+accelerate==0.27.2
+diffusers==0.26.3
+gradio==4.20.0
+invisible-watermark==0.2.0
+Pillow==10.2.0
+spaces==0.24.0
+torch==2.0.1
+transformers==4.38.1
+omegaconf==2.3.0
+timm==0.9.10

style.css

@@ -0,0 +1,63 @@
+:root {
+  --title-font-size: clamp(1.5rem, 6vw, 3rem);
+  --subtitle-font-size: clamp(1rem, 2vw, 1.2rem);
+}
+
+h1 {
+  text-align: center;
+  font-size: var(--title-font-size);
+  display: block;
+}
+
+h2 {
+  text-align: center;
+  font-size: 2rem;
+  display: block;
+}
+
+#duplicate-button {
+  display: block;
+  margin: 1rem auto;
+  color: #fff;
+  background: #1565c0;
+  border-radius: 100vh;
+  padding: 0.5rem 1rem;
+}
+
+#component-0 {
+  max-width: 85%;
+  margin: 2rem auto;
+  padding: 2rem;
+}
+
+@media (max-width: 600px) {
+  #component-0 {
+    max-width: 100%;
+    padding: 0.5rem;
+  }
+}
+
+#title-container {
+  text-align: center;
+  padding: 2rem 0;
+}
+
+#title {
+  font-size: var(--title-font-size);
+  color: #333;
+  font-family: 'Helvetica Neue', sans-serif;
+  text-transform: uppercase;
+  background: transparent;
+}
+
+#title span {
+  background: linear-gradient(45deg, #4EACEF, #28b485);
+  background-clip: text;
+  color: transparent;
+}
+
+#subtitle {
+  text-align: center;
+  font-size: var(--subtitle-font-size);
+  margin-top: 1rem;
+}

utils.py

@@ -0,0 +1,179 @@
+import gc
+import os
+import random
+import numpy as np
+import json
+import torch
+from PIL import Image, PngImagePlugin
+from datetime import datetime
+from dataclasses import dataclass
+from typing import Callable, Dict, Optional, Tuple
+from diffusers import (
+    DDIMScheduler,
+    DPMSolverMultistepScheduler,
+    DPMSolverSinglestepScheduler,
+    EulerAncestralDiscreteScheduler,
+    EulerDiscreteScheduler,
+)
+
+MAX_SEED = np.iinfo(np.int32).max
+
+
+@dataclass
+class StyleConfig:
+    prompt: str
+    negative_prompt: str
+
+
+def randomize_seed_fn(seed: int, randomize_seed: bool) -> int:
+    if randomize_seed:
+        seed = random.randint(0, MAX_SEED)
+    return seed
+
+
+def seed_everything(seed: int) -> torch.Generator:
+    torch.manual_seed(seed)
+    torch.cuda.manual_seed_all(seed)
+    np.random.seed(seed)
+    generator = torch.Generator()
+    generator.manual_seed(seed)
+    return generator
+
+
+def parse_aspect_ratio(aspect_ratio: str) -> Optional[Tuple[int, int]]:
+    if aspect_ratio == "Custom":
+        return None
+    width, height = aspect_ratio.split(" x ")
+    return int(width), int(height)
+
+
+def aspect_ratio_handler(
+    aspect_ratio: str, custom_width: int, custom_height: int
+) -> Tuple[int, int]:
+    if aspect_ratio == "Custom":
+        return custom_width, custom_height
+    else:
+        width, height = parse_aspect_ratio(aspect_ratio)
+        return width, height
+
+
+def get_scheduler(scheduler_config: Dict, name: str) -> Optional[Callable]:
+    scheduler_factory_map = {
+        "DPM++ 2M Karras": lambda: DPMSolverMultistepScheduler.from_config(
+            scheduler_config, use_karras_sigmas=True
+        ),
+        "DPM++ SDE Karras": lambda: DPMSolverSinglestepScheduler.from_config(
+            scheduler_config, use_karras_sigmas=True
+        ),
+        "DPM++ 2M SDE Karras": lambda: DPMSolverMultistepScheduler.from_config(
+            scheduler_config, use_karras_sigmas=True, algorithm_type="sde-dpmsolver++"
+        ),
+        "Euler": lambda: EulerDiscreteScheduler.from_config(scheduler_config),
+        "Euler a": lambda: EulerAncestralDiscreteScheduler.from_config(
+            scheduler_config
+        ),
+        "DDIM": lambda: DDIMScheduler.from_config(scheduler_config),
+    }
+    return scheduler_factory_map.get(name, lambda: None)()
+
+
+def free_memory() -> None:
+    torch.cuda.empty_cache()
+    gc.collect()
+
+
+def preprocess_prompt(
+    style_dict,
+    style_name: str,
+    positive: str,
+    negative: str = "",
+    add_style: bool = True,
+) -> Tuple[str, str]:
+    p, n = style_dict.get(style_name, style_dict["(None)"])
+
+    if add_style and positive.strip():
+        formatted_positive = p.format(prompt=positive)
+    else:
+        formatted_positive = positive
+
+    combined_negative = n
+    if negative.strip():
+        if combined_negative:
+            combined_negative += ", " + negative
+        else:
+            combined_negative = negative
+
+    return formatted_positive, combined_negative
+
+
+def common_upscale(
+    samples: torch.Tensor,
+    width: int,
+    height: int,
+    upscale_method: str,
+) -> torch.Tensor:
+    return torch.nn.functional.interpolate(
+        samples, size=(height, width), mode=upscale_method
+    )
+
+
+def upscale(
+    samples: torch.Tensor, upscale_method: str, scale_by: float
+) -> torch.Tensor:
+    width = round(samples.shape[3] * scale_by)
+    height = round(samples.shape[2] * scale_by)
+    return common_upscale(samples, width, height, upscale_method)
+
+
+def load_wildcard_files(wildcard_dir: str) -> Dict[str, str]:
+    wildcard_files = {}
+    for file in os.listdir(wildcard_dir):
+        if file.endswith(".txt"):
+            key = f"__{file.split('.')[0]}__"  # Create a key like __character__
+            wildcard_files[key] = os.path.join(wildcard_dir, file)
+    return wildcard_files
+
+
+def get_random_line_from_file(file_path: str) -> str:
+    with open(file_path, "r") as file:
+        lines = file.readlines()
+        if not lines:
+            return ""
+        return random.choice(lines).strip()
+
+
+def add_wildcard(prompt: str, wildcard_files: Dict[str, str]) -> str:
+    for key, file_path in wildcard_files.items():
+        if key in prompt:
+            wildcard_line = get_random_line_from_file(file_path)
+            prompt = prompt.replace(key, wildcard_line)
+    return prompt
+
+
+def preprocess_image_dimensions(width, height):
+    if width % 8 != 0:
+        width = width - (width % 8)
+    if height % 8 != 0:
+        height = height - (height % 8)
+    return width, height
+
+
+def save_image(image, metadata, output_dir):
+    current_time = datetime.now().strftime("%Y%m%d_%H%M%S")
+    os.makedirs(output_dir, exist_ok=True)
+    filename = f"image_{current_time}.png"
+    filepath = os.path.join(output_dir, filename)
+
+    metadata_str = json.dumps(metadata)
+    info = PngImagePlugin.PngInfo()
+    info.add_text("metadata", metadata_str)
+    image.save(filepath, "PNG", pnginfo=info)
+    return filepath
+    
+    
+def is_google_colab():
+    try:
+        import google.colab
+        return True
+    except:
+        return False

wildcard/artist30.txt

@@ -0,0 +1,2139 @@
+minaba hideo
+nanashi \(nlo\)
+shiseki hirame
+fumihiko \(fu mihi ko\)
+sofra
+saku usako \(rabbit\)
+yopparai oni
+hara \(harayutaka\)
+kou hiyoyo
+horosuke
+kukie-nyan
+mikozin
+yd \(orange maru\)
+kuavera
+riyo \(lyomsnpmp\)
+samip
+takiki
+deadnooodles
+hews
+echo \(circa\)
+horn/wood
+kashikaze
+moyoron
+hori \(hori no su\)
+dokomon
+asaya minoru
+momo no sukebe
+kopaka \(karda nui\)
+eiri \(eirri\)
+dikko
+m-da s-tarou
+mashuu \(neko no oyashiro\)
+gweda
+kanta \(kanta 077\)
+xinzoruo
+hisahiko
+ru zhai
+erere
+ginhaha
+madcore
+blade \(galaxist\)
+silence girl
+hana kazari
+mikan \(chipstar182\)
+taisa \(kari\)
+shengtian
+beni shake
+syhan
+gmkj
+jako \(jakoo21\)
+varniskarnis
+kurukurumagical
+chihuri
+guin guin
+hiroki \(yyqw7151\)
+clearite
+scottie \(phantom2\)
+hagoonha
+kanikama
+chacharan
+greem bang
+bow \(bhp\)
+tsunako
+hm \(hmongt\)
+b-ginga
+frapowa
+kouji \(campus life\)
+waterring
+omone hokoma agm
+azumi \(myameco\)
+donguri suzume
+yamabukiiro
+waka \(wk4444\)
+chan co
+pononozo
+mitsurugi sugar
+nyantcha
+harada \(sansei rain\)
+jazz jack
+hinghoi
+felutiahime
+xiujia yihuizi
+ha akabouzu
+mujinbensin
+nyaru \(nyaru 4126\)
+bee \(deadflow\)
+radish p
+cle masahiro
+sakuramochi \(sakura frappe\)
+yuano
+sorimachi-doufu
+kurotofu
+pottsness
+satou daiji
+hxd
+elfenlied22
+waero
+mauve
+saru
+echj
+deaver
+eonsang
+aztodio
+himiya jouzu
+alp
+yoshio \(55level\)
+tab head
+topu
+sabamen
+duke \(inu daimyou\)
+hirunagi
+mimonel
+moisture \(chichi\)
+lack
+ame.
+damda
+meito \(maze\)
+akitsuki karasu
+nozo \(hitomiz\)
+lvl \(sentrythe2310\)
+dishwasher1910
+wisespeak
+mukakin
+fujisaki hikari
+marugoshi \(54burger\)
+magowasabi
+csyday
+tonarikeru
+yonedatomo mizu
+yakisobapan tarou & negitoro-ko
+shimokirin
+asamura hiori
+hikawa shou
+infukun
+tenken \(gotannda\)
+mamerakkkkko
+ixy
+gachou
+suujiniku
+toosaka asagi
+harimoji
+hanpenmaru
+siu \(siu0207\)
+mabing
+torriet
+hibiki \(zerocodo\)
+miya \(miyaruta\)
+obiwan
+beijuu
+kurozawa yui
+thomas 8000
+pako \(pakosun\)
+tonee
+pochimaru \(marumaru wanwan\)
+reia 76
+utsusumi kio
+misekai 555
+huqu
+yu-ta
+untue
+asanagi
+papajay \(jennygin2\)
+laserflip
+nekoya \(liu\)
+k mugura
+o \(rakkasei\)
+klaius
+foxyreine
+totatokeke
+ndgd
+mitya
+no-kan
+kisaragi nana
+hane yuki
+sankuro \(agoitei\)
+kkopoli
+myth1carts
+misumi \(macaroni\)
+uneg
+beudelb
+okota mikan
+colorful palette
+misu kasumi
+zaphn
+92m
+kino \(m6t2a\)
+daram \(shappydude\)
+unfairr
+ohisashiburi
+tem10
+club3
+redrop
+hajika
+mirin chikuwa
+muuran
+aningay
+akitokage
+tsukareta san
+uenoryoma
+isshiki \(ffmania7\)
+hotate-chan
+kawai \(purplrpouni\)
+kanno takanori
+ririko \(zhuoyandesailaer\)
+kitahara tomoe \(kitahara koubou\)
+melon22
+morizono shiki
+zen33n
+yusha m
+yuureidoushi \(yuurei6214\)
+yukie \(kusaka shi\)
+gin moku
+kakage
+rebe11
+aogisa
+yanyo \(ogino atsuki\)
+ittokyu
+imoko \(imonatsuki\)
+nasuno \(nasuno42\)
+suito
+kousaki rui
+festa11307070
+sakiyamama
+kitaku \(nakamachi machi\)
+sak \(lemondisk\)
+ayamy
+darjeeling \(reley\)
+846-gou
+nekoda \(maoda\)
+swkl:d
+mochirong
+ao banana
+hanada yanochi
+selcky
+hitotsuki nebura
+piukute062
+keenh
+jjanda
+ninai
+huanxiang heitu
+vahn yourdoom
+shamakho
+ao oni \(onioni-aoi\)
+hoshino ouka
+hana mori
+torino aqua
+racchi.
+hominamia
+rei kun
+ulrich \(tagaragakuin\)
+nopetroto
+jilu
+harigane shinshi
+migolu
+ido \(teketeke\)
+hanato \(seonoaiko\)
+neon-tetora
+ajishio
+genyaky
+skai kun
+riichu
+sasa onigiri
+duoyuanjun
+wsman
+yoako
+miazi
+shipii \(jigglypuff\)
+simao \(x x36131422\)
+haimura kiyotaka
+yajuu
+mogu \(au1127\)
+deyui
+matsumoto tomoyohi
+jan azure
+hong \(white spider\)
+rioshi
+pinta \(ayashii bochi\)
+icehotmilktea
+na tarapisu153
+silver \(chenwen\)
+modare
+cait aron
+swd3e2
+shirokuma a
+kawai ritsu \(rits meg\)
+yuyaiyaui
+keita naruzawa
+kuroi suna
+z.taiga
+applekun
+shin'yashiki
+muteppona hito
+kokone \(coconeeeco\)
+masabodo
+wanimaru
+distr
+akeyama kitsune
+nanoless
+aster crowley
+cirilla lin
+moral cacoethes
+watao
+3 small spiders
+goom \(goomyparty\)
+ikuchan kaoru
+goma \(gomasamune\)
+ringeko-chan
+misaka 12003-gou
+oni-noboru
+hyde \(tabakko\)
+haoni
+catnnn
+squchan
+haruakira
+mpien
+marshall k
+seiru \(prairie\)
+gawako
+leviathan \(hikinito0902\)
+kazepana
+yayoi maka
+kokihanada
+kaede \(yumesaki kaede\)
+akaoni \(zumt3548\)
+yunekoko
+aoba \(smartbeat\)
+seramikku
+junsuina fujunbutsu
+namiorii
+misaki nonaka
+kankan33333
+vyragami
+aldehyde
+koyuki \(kotatsu358\)
+baram
+zucchini
+wada kazu
+greenteaneko
+koretsuki azuma
+box wonderland
+shirase \(shirose\)
+gnns
+kazenokaze
+pekeko \(pepekekeko\)
+mushi024
+machismo fuji
+gin00
+momoko \(momopoco\)
+myusha
+kion-kun
+halcon
+vivi \(eve no hakoniwa\)
+zuo daoxing
+coroha
+yukineko1018
+engiyoshi
+ast
+yuki \(asayuki101\)
+sbs
+hxxg
+binggong asylum
+takatsuki nato
+nakano maru
+shimogamo \(shimomo 12\)
+hidulume
+rin yuu
+hitsukuya
+kitajima yuuki
+wakura \(gcdan\)
+inuyama nanami
+ribiadan
+ramchi
+dailybloopy
+feint721
+ichi-go
+ex idol
+nt00
+kotatsu kaya
+unsfrau
+namazu \(yamasonson\)
+kojima saya
+tenobe
+fuusuke \(fusuke208\)
+mm \(mm chair\)
+sasanon \(sasapoliton\)
+mile \(off8mile\)
+langbazi
+naokomama
+qing wu
+nanaken nana
+mmm \(ji1945\)
+nanohana \(november.\)
+spicy moo
+n9at
+totoki86
+rokkotsu
+0725akaba
+nakamura regura
+myuu \(arisumeria\)
+hey taisyou
+ruton-niki
+coffeekite
+syatey
+necomi
+ramanda
+redcomet
+tnolize
+reel \(riru\)
+sankakusui
+take \(trude1945oneetyan\)
+3 \(sanyako1\)
+hoxutixu
+clipe
+yasume yukito
+sakurato ototo shizuku
+sakura chiyo \(konachi000\)
+hamu koutarou
+sky-freedom
+mumu \(mumunyan\)
+dasdokter
+wewe
+goyain
+nyan \(reinyan 007\)
+isuka
+durindana 7
+chigusa minori
+tsukino \(nakajimaseiki\)
+kyutai x
+mcgunngu
+joshua \(shisanli934\)
+onikokko
+moketa
+kataokasan
+sakino shingetsu
+hirasawa seiji
+fantongjun
+shigetake \(buroira\)
+jyt
+magukappu
+qixia
+akusema
+yakob labo
+z282g
+qian wu atai
+fouriasensei
+ryara
+greatodoggo
+mishima kurone
+sheya
+brat \(brabrabrat00\)
+suzuho hotaru
+aramori susumu
+miyako hito
+gar32
+amazuki jou
+mika pikazo
+tobimura
+ziro \(zirorong\)
+fuya \(tempupupu\)
+kobinbin
+tokiwa midori \(kyokutou funamushi\)
+herohero \(higashi no dou\)
+cocozasa
+noi mine
+kaetzchen
+gaou \(umaiyo puyoman\)
+aile \(crossroads\)
+enkyo yuuichirou
+quasarcake
+dema hmw
+gomashio \(goma feet\)
+romi \(346 ura\)
+kougi hiroshi
+welt \(kinsei koutenkyoku\)
+tony guisado
+toritora
+thomasz
+advarcher
+hanarito
+hood \(james x\)
+soraneko hino
+aoi riko
+kisaragi tsurugi
+nagu
+sunhyun
+seseren
+asiri senpai
+shiming liangjing
+dermar
+shinomu \(cinomoon\)
+puuzaki puuna
+nidaime \(doronbo\)
+dadijiji
+nagato-chan
+wada arco
+mamaloni
+kannko bokujou
+yano mitsuki \(nanairo\)
+torimaru
+ricegnat
+yuki maccha \(yukimattya10\)
+ddolbang
+hikarikmy
+ateoyh
+coyucom
+eternity \(shadeh\)
+krirk
+ryu genshin77
+mishima hiroji
+gotyou
+akita hika
+eu03
+hayashi kewi
+steed \(steed enterprise\)
+dearonnus
+nagishiro mito
+tyone
+koshiro itsuki
+ueauwa
+kyou 039
+amonitto
+silly \(marinkomoe\)
+daiishori
+izumi sai
+putama
+sesield
+cla \(finesoda\)
+okitakung
+rei \(rei's room\)
+wasabi60
+jikatarou
+omizu \(omz\)
+deras
+ia \(ias1010\)
+daran9
+hinakisara
+i-pan
+meiji ken
+arind yudha
+hiroki ree
+kito koruta
+ruri rarako
+kichihachi
+kimoshi
+ikazu401
+leogust
+kurororo rororo
+lingshalan
+hinagi \(fox priest\)
+hella p
+kunabishi
+hirota fruit
+suisai \(suisao\)
+taka t
+mappaninatta
+tofuubear
+blazpu
+roina \(effj7473\)
+hero neisan
+eus ing
+sabaku chitai
+nanotsuki
+shiki \(catbox230123\)
+kuena
+tomari \(veryberry00\)
+akchu
+betabeet
+artpatient
+watosu
+eno yukimi
+sakazaki freddy
+casino \(casinoep\)
+suprii
+kanzarin
+efuri \(riarea00\)
+casul
+tonchinkan
+oza osuwari
+gukurosawa01
+irohara
+ayul \(ayulneri 92\)
+mikomachi \(35machi\)
+ohland
+turisasu
+melopun
+nipi27
+gou lianlian dogface
+gotou \(nekocat\)
+houraku
+rororo
+osiimi
+schreibe shura
+gogatsu fukuin
+shiitake nabe tsukami
+helloimtea
+t@ke-g
+gins
+haruhisky
+matsumotoke
+nabe puyo
+kitsune-neko
+chixiao
+jeze
+naga u
+momomo \(m0 3\)
+shirabi
+yue \(shemika98425261\)
+shiben \(ugvu5784\)
+shuuzo3
+capriccio
+kyuuri \(miyako\)
+e sky rugo
+roke \(taikodon\)
+mizuno kurage
+rikuguma
+dolri
+watarase piro
+kkato
+fumutarou
+marugoshi teppei
+wu ganlan cai
+citron 82
+sh \(shinh\)
+kurikara
+frikulu
+unadon
+kani biimu
+apple caramel
+douya \(233\)
+appleq
+sincos
+sen \(astronomy\)
+nahaki
+matarou \(matarou072\)
+mignon
+cyicheng
+5rwpvc
+rafaelaaa
+monobe yuri
+hanasaka houcha
+oekakizuki
+toraishi 666
+hinami047
+atahuta
+kiyama satoshi
+yoshimoto \(dear life\)
+uno ryoku
+tsuki tokage
+gryebooks
+maiqo
+ooyun
+haneramu
+free style \(yohan1754\)
+sky cappuccino
+yoshiheihe
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+yoshiwa tomo
+kofunami nana
+nardack
+takubon
+penguintake
+cheogtanbyeong
+kirima \(user danf8787\)
+hiki yuichi
+musanix
+gcg
+bannou ippoutsukou
+hayate fish
+reinama
+takuan \(taku1219oekaki\)
+kava
+whitem \(whiteemperor2020\)
+ayaoshiro
+valtor
+mania \(fd6060 60\)
+captain yue
+thin \(suzuneya\)
+hilamaru
+inukai mofu
+chyraliss
+getto
+renpc
+shogo \(4274732\)
+arablue
+mentaiko mamire
+gamarenji
+shuri \(84k\)
+shefu
+minamura haruki
+ha ze
+yun \(kbdenz9\)
+janyhero
+john zhang
+hakuishi aoi
+kinona
+lomocya
+eko
+ion \(cation\)
+yukinoshiro
+youshuu
+qinshi-ji
+hollomaru
+fangdan runiu
+mezashi \(mezamashi set\)
+ecoman
+ninjin \(ne f g o\)
+shimouki izui
+hoshimiya aki
+akino hamo
+crystal shoujo
+catsmoon
+pantheon eve
+dev \(dev0614\)
+zynxy
+timbougami
+yuutama2804
+nakura hakuto
+sarhce
+niac
+fumato
+hachimitsu hinako
+pepper0
+daisy cutter
+deathalice
+asanagi shion
+niii \(memstapak\)
+aaoshigatoutoi
+k@bu
+kagiyama \(clave\)
+m ko \(maxft2\)
+odawara hakone
+7010
+kitsunerider
+starheart
+sleepypudding
+tonton \(tonz159\)
+urutsu sahari
+zijou
+olys
+kanzaki hiro
+ten-chan \(eternal s\)
+komone ushio
+songchuan li
+mhunter 45
+aya \(lezon\)
+majunjuu
+kanniiepan
+zomzomzomsauce
+yoruhachi
+tutsucha illust
+pizzasi
+epi zero
+mofu07519
+shiiki \(love-saber\)
+yufou
+aona \(anagasaki\)
+narue
+wujurana
+miyabino \(miyabi1616\)
+chunta
+xyunx
+cocq taichou
+ten no hoshi
+azuazu 0405
+nishiki kazue
+soramuko
+haru yu
+morisobo
+heirou
+flasso
+dasha
+enumiyaa
+ohihil
+yapo \(croquis side\)
+doldol \(rkwowlqrp\)
+qi7pi
+tokkyu
+kutata
+haraya manawari
+hinamori \(18ar0\)
+minyom
+toki \(toki ship8\)
+cl \(summer sama\)
+hemorina
+119
+kamishiro \(rsg10679\)
+hoshi-toge
+sukuna136
+xiang yu pai
+otsukemono
+iroha \(shiki\)
+gyoukan \(jfxc\)
+shibakame
+bae.c
+nompang
+mapar
+vardan
+blue sealad
+shotgunman
+aochoku
+yuu \(mboj fdk\)
+neit ni sei
+shinsaku \(stan-art\)
+okuri banto
+hafuku
+guree \(haiiro\)
+kageshio \(276006\)
+metsu end
+fizz \(pixiv34498626\)
+yamada auto
+lunch \(shin new\)
+seele0907
+mx2j
+nishino eri
+maou \(maoudaisukiya\)
+hahakigi
+yayoichi \(yoruyoru108\)
+ero waifu
+ihobus
+carimarica
+morikura en
+none \(kameko227\)
+goomrrat
+guriguri \(arayotto4351\)
+yamiiv
+basa rutan
+ark john up
+netural
+pkpkpppk
+maruro
+samoore
+togo \(korlsj1235\)
+oukawa yuu
+katou shinobu
+poligon \(046\)
+akirannu
+kani fish
+wakamesan
+shennai misha
+kyousaru
+isana615
+aos
+shinnasuka025
+m r b
+veryhardloco
+218
+jmao
+14 \(vision5032\)
+zero-theme
+shashaki
+popqn
+gusha s
+seungju lee
+moeanime
+hyoin
+7aka ne11
+nui \(nuinui0300\)
+yuzu-aki
+fujiko \(emnprmn\)
+habu rin
+hinata sora
+shirayuiii
+zhili xingzou
+2poet
+shibaebi \(yasaip game\)
+yaruku
+mizuyan
+kotobuki \(momoko factory\)
+yellowseeds
+eitopondo
+shanguier
+yukiri \(l ii\)
+mutang
+seorang
+guardian-panda
+kcar66t
+yu hydra
+kanikou
+donutman
+tatsumiya kagari
+neko lu \(wofud453\)
+an fyhx
+kandori
+terry \(pixiv3274443\)
+uchida shou
+signal 1120
+hasebe akira
+dishui tangni
+peanut \(shokan\)
+pukonuu
+umibouzu \(niito\)
+rity
+freed turing
+yua \(argaoffroad\)
+shiraishi \(siraisi00\)
+chiroron
+ariso kaoru
+renzu \(lens 02\)
+hirotaka0125
+maroonabyss
+mashima saki \(mashimasa\)
+kinomiki nobori
+pensuke
+hyouta \(yoneya\)
+utu \(ldnsft\)
+saboten teishoku
+aiuti
+afnroll
+deto
+sherryqq
+nogi takayoshi
+amashiro natsuki
+arima \(arima bn\)
+yotsugi
+daydarion
+hoshara
+hagino kouta
+noeejang
+mi \(pic52pic\)
+yuriwhale
+mitsu \(mitsu art\)
+shino \(eefy\)
+haerge
+liumang tu shua p zhan
+wsfw
+agnamore
+shirosaba
+ash \(cat7evy\)
+shenqi \(toid310\)
+mildt
+kuon bb
+rumiko \(rmeco\)
+ashino moto
+ndtwofives
+izumo neru
+shadowsinking
+maitei roppa
+merrytail
+vivo \(vivo sun 0222\)
+ki no nekko
+aga marino
+hikawayunn
+cowengium
+fuzukikai
+martinreaction
+terras
+fuji yoshida
+roco \(rocoroco1115\)
+loveloveknight
+kyaku tatsu
+dsmile
+tam-u
+icwine
+menthako
+qiandaiyiyu
+joko jmc
+nikuku \(kazedesune\)
+homare \(g hmr88\)
+warubo
+ayase-mio
+sino42
+deca purio
+rryiup
+yamasan
+ricochet-gou
+vilor
+mkiiiiii
+haruhina purple
+skade
+sawara noa
+ac130
+fongban illust
+tallgeese \(lgeesel\)
+mugimugigo
+kakult2017
+nishiide kengorou
+gin \(tttetu123\)
+tetopetesone
+mashicono
+kabu usagi
+yanje
+maria \(syake-uni\)
+deitaku
+usagi poi
+shibuya \(kurokamishain\)
+abbystea
+primamiya
+hakusai \(tiahszld\)
+pinki o64
+donmin h
+izumi kei
+gomrang
+karukan \(monjya\)
+mofu namako
+so dasui1
+menmen \(menmen13s\)
+ogipote
+dobure18
+sankyo \(821-scoville\)
+ran \(bukeranwu\)
+duan henglong
+yakota \(usuk-yako\)
+uni8
+itefu
+pienahenggou
+sha2mo
+aneco \(westsea1227\)
+dio nand
+ryuuneart
+renxzd
+ookuma nekosuke
+youta
+nanahara fuyuki
+haru \(hiyori-kohal\)
+kupa \(jesterwii\)
+yan \(nicknikg\)
+kuri \(animejpholic\)
+aliceblue
+ponta \(velmar\)
+lalazyt
+kashimu
+rikui \(rella2930\)
+risshu
+sd bigpie
+beruko14
+suraimu \(suraimuraimu\)
+osakana \(denpa yun'yun\)
+skeptycally
+azumi akitake
+hikichi sakuya
+shimon \(31426784\)
+suzuki toto
+shugao
+hozumi kaoru
+dongsheng
+rabb horn
+yude
+nodachi \(artist\)
+shino \(ponjiyuusu\)
+togemaru34
+ae iueo
+wagashi928
+akino sora
+dolechan
+royboy
+sakanomachico
+shisantian
+sorani \(kaeru0768\)
+miryoryo9
+ev \(dai00888\)
+amano kusatsu
+k-y
+sue \(bg-bros\)
+kabedoru
+rui \(rei leyi\)
+meyamu
+naguru \(cyoroama\)
+djheycha
+big shine
+paundo2
+monja \(monja0521\)
+mola mola
+minikon
+tomyoo
+tama yu
+nonon \(xenonbot\)
+haniwa \(leaf garden\)
+the mad mimic
+phdpigeon
+tsumetsume zerii
+miel \(lessontome\)
+chado
+shiromako
+maskwolf
+eruthika
+nenobi \(nenorium\)
+sylvia \(huajiuhuajiu\)
+edobox
+hizuki miya
+musicatopos
+daylightallure
+miyako draw
+lightria
+yan wan
+ichibi
+kasumi komo
+unapoppo
+cisyo
+neonbeat
+skysign ft
+sironora
+pixel \(yuxian\)
+jingai modoki
+eudetenis
+infi
+sayika
+morumoru x
+jtleeklm
+otakummm
+nakazawa aki
+ekoru
+alphy
+mutugorou u
+nokachoco114
+ryuya
+sanazura hiroyuki
+oriue wato
+yorugami rei
+aikawa ryou
+akitsuki \(oenothera\)
+shibasaki shouji
+rat huang
+koutate
+kuma no bansoukou
+urokong
+tata \(tataice\)
+tsukasawa takamatsu
+sami \(object dump\)

wildcard/artist31.txt

@@ -0,0 +1,3697 @@
+kantoku
+creayus
+k-suwabe
+gweda
+happoubi jin
+tsunako
+nekotoufu
+utano
+kemachiku
+kujou karasuma
+mery \(yangmalgage\)
+neocoill
+mika pikazo
+criis-chan
+do m kaeru
+hews
+izawa \(bhive003\)
+as109
+fuzichoco
+modare
+u u zan
+ke-ta
+amazuyu tatsuki
+haru \(nakajou-28\)
+boris \(noborhys\)
+ameno \(a meno0\)
+gonzarez
+hiten \(hitenkei\)
+afrobull
+hara \(harayutaka\)
+ewa \(seraphhuiyu\)
+shiroshi \(denpa eshidan\)
+gawako
+toukaairab
+kazutake hazano
+hiroki \(yyqw7151\)
+ginhaha
+hungry clicker
+iwashi dorobou -r-
+isshi pyuma
+mitya
+nakabayashi zun
+jmg
+ixy
+kedama milk
+tokkyu
+kurou \(quadruple zero\)
+momoshiki tsubaki
+ikari manatsu
+koi \(koisan\)
+ogipote
+krudears
+kyuuba melo
+segami daisuke
+cheer \(cheerpuppy14\)
+cutesexyrobutts
+yukia \(firstaid0\)
+soranamae
+mogudan
+youko-shima
+ayamy
+akisora
+mel \(melty pot\)
+soejima shigenori
+neki \(wakiko\)
+drawfag
+koyorin
+robaco
+aztodio
+ishiyumi
+btmr game
+hinghoi
+freng
+z-epto \(chat-noir86\)
+ormille
+buran buta
+greatm8
+hanpetos
+rom \(20\)
+kozaki yuusuke
+nii manabu
+makicha \(sasurainopink\)
+74
+oroborus
+ueyama michirou
+seiru \(prairie\)
+inanaki shiki
+mishima kurone
+kadeart
+nyantcha
+shexyo
+alphonse \(white datura\)
+ask \(askzy\)
+shpo
+kawase seiki
+a1
+wlop
+mizuki makoto
+club3
+raika9
+peach11 01
+mame1645
+dosugon
+kagami hirotaka
+kotatsu \(g-rough\)
+maccha \(mochancc\)
+chinomaron
+kita senri
+sadamoto yoshiyuki
+yoshio \(55level\)
+qosic
+shiseki hirame
+mosha
+tkgsize
+bunbun
+lasterk
+fushirun rung
+lambda \(kusowarota\)
+mina cream
+kouda suzu
+aduti momoyama
+kimoshi
+dannex009
+bb \(baalbuddy\)
+amog
+less end
+kinkymation
+kazenokaze
+sakuyu
+coro fae
+seraziel
+matsuryuu
+optionaltypo
+ragho no erika
+horiguchi yukiko
+hot vr
+j@ck
+chounorin
+tsukimori usako
+mitsumomo mamu
+fengling \(furin-jp\)
+ge-b
+yuiga naoha
+kakiko210
+minakami \(flyingman555\)
+khyle.
+kishida mel
+hidari \(left side\)
+takeuchi ryousuke
+hiyori \(rindou66\)
+raine \(acke2445\)
+mizumizuni
+xenon \(for achieve\)
+joman
+rasusurasu
+dandon fuga
+hammer \(sunset beach\)
+gacha-m
+kouji \(campus life\)
+kogatarou
+merunyaa
+hairu
+kobaji
+mitsugu
+hito komoru
+unfairr
+toosaka asagi
+furukawa \(yomawari\)
+fajyobore
+danimaru
+ririko \(zhuoyandesailaer\)
+huwari \(dnwls3010\)
+takatsuki akira
+tokunou shoutarou
+hazuki \(nyorosuke\)
+iumi urura
+re ghotion
+the golden smurf
+errant
+ningen mame
+mark gavatino
+mamaloni
+miura-n315
+kiriya \(552260\)
+amedamacon
+mamimi \(mamamimi\)
+sempon \(doppio note\)
+yepnean
+umanosuke
+daiaru
+branch \(blackrabbits\)
+kenshin187
+island \(kossori\)
+donburi \(donburikazoku\)
+akakura
+tsukudani \(coke-buta\)
+dars \(recolors\)
+quasarcake
+watanabe akio
+reoen
+inoue takuya \(tactactak\)
+taesi
+sendo \(sendrawz\)
+sincos
+daive
+miv4t
+yuno \(suke yuno\)
+ebinku
+niku \(ni23ku\)
+rito453
+sunhyun
+tofuubear
+lily \(artist\)
+risumi \(taka-fallcherryblossom\)
+igni tion
+fujitaka nasu
+green322
+aosora2823
+gabriel evangel
+mayo \(becky2006\)
+zd \(pixiv6210083\)
+iwao178
+kurosususu
+kiri \(2htkz\)
+tridisart
+bakkanki
+jurge
+kisw2010
+delsaber
+rnuyvm
+hitsukuya
+rikatan
+murata yuusuke
+liang xing
+pori \(kmt pori\)
+exlic
+gaou \(umaiyo puyoman\)
+cofffee
+kuzumosu
+horikou
+shanguier
+maiii \(smaii i\)
+nanin
+hoshi san 3
+maeshima shigeki
+kuramoto takato
+tanaka kaori
+blue-senpai
+neoartcore
+lewdamone
+momoko \(momopoco\)
+yuunamida uyu
+akina tsukako
+demorzel
+bodskih
+sakuremi
+noco \(adamas\)
+lindaroze
+cait aron
+wada sachiko
+suoiresnu
+misu kasumi
+aki99
+toujou sakana
+hamadaichi
+riru
+akairiot
+kotorai
+rtil
+doraeshi
+mattari illust
+ikeuchi tanuma
+yoon \(dmsco1803\)
+71
+sbel02
+foxyreine
+kanaria hisagi
+tasaka shinnosuke
+yuccoshi
+watarui
+cafekun
+redjet
+nitako
+fumio \(rsqkr\)
+kelvin hiu
+lazyprocrastinator
+goumonsha
+e20
+waterring
+echo saber
+shiki \(shikki46\)
+bimmy
+zihacheol
+kikumaru bunta
+liowig
+kero sweet
+ucmm
+vahn yourdoom
+agahari
+hayashiya zankurou
+lor \(roasyerizyonirapi\)
+houkisei
+skyrick9413
+kosmos beta
+faustsketcher
+horikoshi kouhei
+ponponmaru
+sciamano240
+maromi \(am97\)
+gzei
+valtor
+spykeee
+bulga
+ciloranko
+swordsouls
+mirai hikari
+mozukun43
+kanikama
+leonmandala
+kuena
+kimura takahiro
+moebell
+ai-wa
+igusaharu
+ootsuka shin'ichirou
+you shimizu
+hong \(white spider\)
+devilukez
+fadingz
+kairunoburogu
+chocojax
+yourfreakyneighbourh
+plum \(arch\)
+kakiman
+yazaki \(yazakc\)
+ayasaka
+sushio
+hima
+meipoi
+ks \(xephyrks\)
+kakeru \(dbskakeru\)
+fukutarou \(enji127\)
+hagiya masakage
+ui frara
+suiren yurei
+xin \(blueramen\)
+koyap
+mikao \(eanv5385\)
+clear glass \(mildmild1311\)
+satori \(aosky9077\)
+kurenai karasu
+dura
+shiren \(ourboy83\)
+tokiwa \(mukoku\)
+ryoutan
+kamishima kanon
+chocoblood
+sashiyu
+awara kayu
+wuliu heihuo
+deyui
+huke
+kamo \(kamonegioisi\)
+adsouto
+kaorihero
+lm \(legoman\)
+roropull
+visket53
+kizaki yuuri
+kara \(color\)
+kou hiyoyo
+jianmo sl
+pagong
+bow \(bhp\)
+sailen0
+eromame
+revolverwing
+boyaking
+diesel-turbo
+cuboon
+butcha-u
+azasuke
+aruma jiki
+merumeru626
+eudetenis
+hatoyama itsuru
+runa \(nori31291404\)
+jeneral
+araneesama
+emmmerald
+tomotsuka haruomi
+toridamono
+tina fate
+lyra-kotto
+onimaru \(onimal7802\)
+trevo \(trevoshere\)
+emg \(christain\)
+wengwengchim
+sofra
+janong
+gibun \(sozoshu\)
+aestheticc-meme
+takatisakana
+nai ga
+kajin \(kajinman\)
+ten \(tenchan man\)
+sasanomesi
+dresstrip
+thor \(deep rising\)
+fujiwara akina
+nori20170709
+mitsu \(mitsu art\)
+mirin \(coene65\)
+tsukuda0310
+goku suzume
+anbe yoshirou
+moshimoshibe
+beeeeen
+azuuru
+yasai \(getsu\)
+anzumame
+s gentian
+kuzu kow
+dr rex
+marimo danshaku
+hana kazari
+pomelomelon
+koohiitei shinbo
+morisobo
+wanke
+budgiepon
+buthikireta
+suan ringo
+tsukasawa takamatsu
+lack
+ramchi
+shellvi
+yamamori kinako
+ao \(flowerclasse\)
+hanasaka houcha
+fujima takuya
+evomanaphy
+yutohiroya
+marion-ville
+senzzang
+camui1104
+kurotama
+nt00
+amania orz
+sorimachi-doufu
+hetareeji
+shou937
+puge
+mukka
+kamimiya
+tariah furlow
+nemu \(nebusokugimi\)
+lee \(dragon garou\)
+ree \(re-19\)
+orphen \(pink seito\)
+fluffydango
+weri
+yandr4hope
+haru \(konomi 150\)
+eencya
+haoni
+lamb-oic029
+nini tw99
+maruki \(punchiki\)
+noyu \(noyu23386566\)
+rouka \(akatyann\)
+tukiwani
+sgk
+easonx
+nemu mohu
+makimura shunsuke
+ziling
+mazeran
+nanoless
+aikawa ryou
+suzuki rika
+shian \(my lonly life.\)
+funsexydb
+gogono pan'ya
+aster crowley
+gofelem
+ippers
+gorgeous mushroom
+finalcake
+hjz \(artemi\)
+mashima shima
+mizumori keiichi
+yuugen
+kankan33333
+sano \(hospital 0434\)
+sooon
+aisutabetao
+ringozaka mariko
+da-cart
+remsor076
+magatsumagic
+duoj ji
+fenyon
+netural
+shiro9jira
+geewhy
+yamada koutarou
+natto soup
+tsuyomaru
+yuki maru \(yukimaru 1\)
+eggman \(pixiv28975023\)
+suzumeko
+micosiva
+mochimochi \(xseynao\)
+hide \(hideout\)
+gochou \(kedama\)
+lrk
+okuragon
+ozaki \(tsukiko3\)
+kyou \(fr39\)
+shikei
+toshishikisai
+kamo kamen
+kamu \(kamuuei\)
+gaothun
+ametaro \(ixxxzu\)
+denhijou niki
+p-nekor
+ebi puri \(ebi-ebi\)
+huangdanlan
+kuri giepi
+gesugesu ahoaho
+rorobomb
+dishwasher1910
+yd \(orange maru\)
+lainart
+ishikei
+takatsuki ichi
+sema \(vivaviva 02\)
+sawara65
+dino \(dinoartforame\)
+melowh
+izuka daisuke
+nucomas
+rei \(tdn ng\)
+suzu \(tg 390\)
+nemunemu semi
+namu \(nurui cha\)
+ccccc \(jpn m0\)
+dakkalot
+hanasaki komugi
+atoatto
+morishita naochika
+h2o \(ddks2923\)
+miiko \(drops7\)
+iwamushi
+xter
+herozu \(xxhrd\)
+rakeemspoon
+bkub
+yuri kyanon
+midori \(310ri 21\)
+kokorozashi
+john kafka
+kiyuu
+binato lulu
+shinama
+relio db318
+zasshu
+ponkan 8
+bowwow \(hamju94\)
+core \(mayomayo\)
+juugonichi \(wheeliex2\)
+halu-ca
+hage tashuumi
+papajay \(jennygin2\)
+snowball22
+slugbox
+dismaiden
+ijiro suika
+kuroshinki
+shironeko haru
+qiandaiyiyu
+kakiuchi itsuki
+ibuo \(ibukht1015\)
+o-nashi neko
+qin \(7833198\)
+sekijaku
+giga omega
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