Spaces:
Running
Running
adding Replicate and Fal as inference providers
Browse files
app.py
CHANGED
@@ -1,26 +1,20 @@
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import gradio as gr
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import requests
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import io
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import random
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import os
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import time
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from PIL import Image
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import json
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# Project by Nymbo
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# Timeout for requests
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timeout = 100
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def query(prompt, model, custom_lora, is_negative=False, steps=35, cfg_scale=7, sampler="DPM++ 2M Karras", seed=-1, strength=0.7, width=1024, height=1024):
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# Debug log to indicate function start
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print("Starting query function...")
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# Print the parameters for debugging purposes
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print(f"Prompt: {prompt}")
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print(f"Model: {model}")
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print(f"Custom LoRA: {custom_lora}")
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@@ -28,358 +22,320 @@ def query(prompt, model, custom_lora, is_negative=False, steps=35, cfg_scale=7,
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# Check if the prompt is empty or None
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if prompt == "" or prompt is None:
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print("Prompt is empty or None. Exiting query function.")
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return None
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# Generate a unique key for tracking the generation process
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key = random.randint(0, 999)
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print(f"Generated key: {key}")
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# Randomly select an API token from available options to distribute the load
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API_TOKEN = random.choice([os.getenv("HF_READ_TOKEN"), os.getenv("HF_READ_TOKEN_2"), os.getenv("HF_READ_TOKEN_3"), os.getenv("HF_READ_TOKEN_4"), os.getenv("HF_READ_TOKEN_5")])
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headers = {"Authorization": f"Bearer {API_TOKEN}"}
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print(f"Selected API token: {API_TOKEN}") # Debug log
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# Enhance the prompt with additional details for better quality
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print(f'Generation {key}: {
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# Set the API URL based on the selected model or custom LoRA
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if custom_lora.strip() != "":
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API_URL = f"https://api-inference.huggingface.co/models/{custom_lora.strip()}"
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else:
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if model == 'Stable Diffusion XL':
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API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-xl-base-1.0"
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if model == 'FLUX.1 [Dev]':
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API_URL = "https://api-inference.huggingface.co/models/black-forest-labs/FLUX.1-dev"
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if model == 'FLUX.1 [Schnell]':
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API_URL = "https://api-inference.huggingface.co/models/black-forest-labs/FLUX.1-schnell"
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if model == 'HiDream-I1-Full':
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API_URL = "https://api-inference.huggingface.co/models/HiDream-ai/HiDream-I1-Full"
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if model == 'HiDream-I1-Dev':
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API_URL = "https://api-inference.huggingface.co/models/HiDream-ai/HiDream-I1-Dev"
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if model == 'HiDream-I1-Fast':
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API_URL = "https://api-inference.huggingface.co/models/HiDream-ai/HiDream-I1-Fast"
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if model == 'Animagine 4.0':
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API_URL = "https://api-inference.huggingface.co/models/cagliostrolab/animagine-xl-4.0"
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prompt = f"masterpiece, high score, great score, absurdres, {prompt}"
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if model == 'Flux Icon Kit':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Icon-Kit-LoRA"
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prompt = f"Icon Kit, {prompt}"
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if model == 'Pixel Background':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Pixel-Background-LoRA"
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prompt = f"Pixel Background, {prompt}"
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if model == 'Meme XD':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Flux-Meme-Xd-LoRA"
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prompt = f"meme, {prompt}"
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if model == 'Chill Guy':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Flux-Chill-Guy-Zone"
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prompt = f"chill guy, {prompt}"
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if model == 'Pepe':
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API_URL = "https://api-inference.huggingface.co/models/openfree/pepe"
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prompt = f"pepe, {prompt}"
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if model == 'NSFWmodel':
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API_URL = "https://api-inference.huggingface.co/models/lexa862/NSFWmodel"
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prompt = f"nude, {prompt}"
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if model == 'Claude Art':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Claude-Art"
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prompt = f"claude art, {prompt}"
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if model == 'Open Genmoji':
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API_URL = "https://api-inference.huggingface.co/models/EvanZhouDev/open-genmoji"
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prompt = f"emoji, {prompt}"
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if model == 'EBook Creative Cover':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/EBook-Creative-Cover-Flux-LoRA"
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prompt = f"EBook Cover, {prompt}"
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if model == 'Flux Logo Design 2':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Logo-Design-Flux-LoRA"
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prompt = f"Logo Design, {prompt}"
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if model == 'Isometric 3D':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Isometric-3D-LoRA"
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prompt = f"Isometric 3D, {prompt}"
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if model == 'Flux Condensation':
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API_URL = "https://api-inference.huggingface.co/models/fofr/flux-condensation"
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prompt = f"CONDENSATION, {prompt}"
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if model == 'Flux Handwriting':
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API_URL = "https://api-inference.huggingface.co/models/fofr/flux-handwriting"
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prompt = f"HWRIT handwriting, {prompt}"
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if model == 'Shou Xin':
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API_URL = "https://api-inference.huggingface.co/models/Datou1111/shou_xin"
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prompt = f"shou_xin, pencil sketch, {prompt}"
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if model == 'Sketch Smudge':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Sketch-Smudge-LoRA"
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prompt = f"Sketch Smudge, {prompt}"
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if model == '80s Cyberpunk':
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API_URL = "https://api-inference.huggingface.co/models/fofr/flux-80s-cyberpunk"
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prompt = f"80s cyberpunk, {prompt}"
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if model == 'Coloring Book Flux':
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API_URL = "https://api-inference.huggingface.co/models/renderartist/coloringbookflux"
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prompt = f"c0l0ringb00k, coloring book, coloring book page, {prompt}"
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if model == 'Flux Miniature LoRA':
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API_URL = "https://api-inference.huggingface.co/models/gokaygokay/Flux-Miniature-LoRA"
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prompt = f"MNTR, miniature drawing, {prompt}"
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if model == 'Sketch Paint':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Sketch-Paint"
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prompt = f"Sketch paint, {prompt}"
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if model == 'Flux UltraRealism 2.0':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0"
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prompt = f"Ultra realistic, {prompt}"
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if model == 'Midjourney Mix':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Midjourney-Mix-LoRA"
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prompt = f"midjourney mix, {prompt}"
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if model == 'Midjourney Mix 2':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Midjourney-Mix2-LoRA"
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prompt = f"MJ v6, {prompt}"
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if model == 'Flux Logo Design':
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API_URL = "https://api-inference.huggingface.co/models/Shakker-Labs/FLUX.1-dev-LoRA-Logo-Design"
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prompt = f"wablogo, logo, Minimalist, {prompt}"
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if model == 'Flux Uncensored':
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API_URL = "https://api-inference.huggingface.co/models/enhanceaiteam/Flux-uncensored"
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if model == 'Flux Uncensored V2':
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API_URL = "https://api-inference.huggingface.co/models/enhanceaiteam/Flux-Uncensored-V2"
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if model == 'Flux Tarot Cards':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Ton618-Tarot-Cards-Flux-LoRA"
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prompt = f"Tarot card, {prompt}"
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if model == 'Pixel Art Sprites':
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API_URL = "https://api-inference.huggingface.co/models/sWizad/pokemon-trainer-sprites-pixelart-flux"
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prompt = f"a pixel image, {prompt}"
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if model == '3D Sketchfab':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Castor-3D-Sketchfab-Flux-LoRA"
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prompt = f"3D Sketchfab, {prompt}"
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if model == 'Retro Comic Flux':
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API_URL = "https://api-inference.huggingface.co/models/renderartist/retrocomicflux"
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prompt = f"c0m1c, comic book panel, {prompt}"
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if model == 'Caricature':
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API_URL = "https://api-inference.huggingface.co/models/TheAwakenOne/caricature"
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prompt = f"CCTUR3, {prompt}"
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if model == 'Huggieverse':
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API_URL = "https://api-inference.huggingface.co/models/Chunte/flux-lora-Huggieverse"
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prompt = f"HGGRE, {prompt}"
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if model == 'Propaganda Poster':
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API_URL = "https://api-inference.huggingface.co/models/AlekseyCalvin/Propaganda_Poster_Schnell_by_doctor_diffusion"
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prompt = f"propaganda poster, {prompt}"
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if model == 'Flux Game Assets V2':
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API_URL = "https://api-inference.huggingface.co/models/gokaygokay/Flux-Game-Assets-LoRA-v2"
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prompt = f"wbgmsst, white background, {prompt}"
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if model == 'SDXL HS Card Style':
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API_URL = "https://api-inference.huggingface.co/models/Norod78/sdxl-hearthstone-card-style-lora"
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prompt = f"Hearthstone Card, {prompt}"
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if model == 'SLDR FLUX NSFW v2 Studio':
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API_URL = "https://api-inference.huggingface.co/models/xey/sldr_flux_nsfw_v2-studio"
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if model == 'SoftPasty Flux':
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API_URL = "https://api-inference.huggingface.co/models/alvdansen/softpasty-flux-dev"
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prompt = f"araminta_illus illustration style, {prompt}"
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if model == 'Flux Stickers':
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API_URL = "https://api-inference.huggingface.co/models/diabolic6045/Flux_Sticker_Lora"
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prompt = f"5t1cker 5ty1e, {prompt}"
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if model == 'Flux Animex V2':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Animex-v2-LoRA"
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prompt = f"Animex, {prompt}"
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if model == 'Flux Animeo V1':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Animeo-v1-LoRA"
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prompt = f"Animeo, {prompt}"
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if model == 'Movie Board':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA"
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prompt = f"movieboard, {prompt}"
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if model == 'Purple Dreamy':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Purple-Dreamy-Flux-LoRA"
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prompt = f"Purple Dreamy, {prompt}"
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if model == 'PS1 Style Flux':
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API_URL = "https://api-inference.huggingface.co/models/veryVANYA/ps1-style-flux"
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prompt = f"ps1 game screenshot, {prompt}"
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if model == 'Softserve Anime':
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API_URL = "https://api-inference.huggingface.co/models/alvdansen/softserve_anime"
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prompt = f"sftsrv style illustration, {prompt}"
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if model == 'Flux Tarot v1':
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API_URL = "https://api-inference.huggingface.co/models/multimodalart/flux-tarot-v1"
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prompt = f"in the style of TOK a trtcrd tarot style, {prompt}"
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if model == 'Half Illustration':
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API_URL = "https://api-inference.huggingface.co/models/davisbro/half_illustration"
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prompt = f"in the style of TOK, {prompt}"
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if model == 'OpenDalle v1.1':
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API_URL = "https://api-inference.huggingface.co/models/dataautogpt3/OpenDalleV1.1"
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if model == 'Flux Ghibsky Illustration':
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API_URL = "https://api-inference.huggingface.co/models/aleksa-codes/flux-ghibsky-illustration"
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prompt = f"GHIBSKY style, {prompt}"
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if model == 'Flux Koda':
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API_URL = "https://api-inference.huggingface.co/models/alvdansen/flux-koda"
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prompt = f"flmft style, {prompt}"
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if model == 'Soviet Diffusion XL':
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API_URL = "https://api-inference.huggingface.co/models/openskyml/soviet-diffusion-xl"
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prompt = f"soviet poster, {prompt}"
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if model == 'Flux Realism LoRA':
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API_URL = "https://api-inference.huggingface.co/models/XLabs-AI/flux-RealismLora"
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if model == 'Frosting Lane Flux':
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API_URL = "https://api-inference.huggingface.co/models/alvdansen/frosting_lane_flux"
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prompt = f"frstingln illustration, {prompt}"
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if model == 'Phantasma Anime':
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API_URL = "https://api-inference.huggingface.co/models/alvdansen/phantasma-anime"
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if model == 'Boreal':
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API_URL = "https://api-inference.huggingface.co/models/kudzueye/Boreal"
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prompt = f"photo, {prompt}"
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if model == 'How2Draw':
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API_URL = "https://api-inference.huggingface.co/models/glif/how2draw"
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prompt = f"How2Draw, {prompt}"
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if model == 'Flux AestheticAnime':
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API_URL = "https://api-inference.huggingface.co/models/dataautogpt3/FLUX-AestheticAnime"
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if model == 'Fashion Hut Modeling LoRA':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Fashion-Hut-Modeling-LoRA"
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prompt = f"Modeling of, {prompt}"
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if model == 'Flux SyntheticAnime':
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API_URL = "https://api-inference.huggingface.co/models/dataautogpt3/FLUX-SyntheticAnime"
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prompt = f"1980s anime screengrab, VHS quality, syntheticanime, {prompt}"
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if model == 'Flux Midjourney Anime':
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API_URL = "https://api-inference.huggingface.co/models/brushpenbob/flux-midjourney-anime"
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prompt = f"egmid, {prompt}"
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if model == 'Coloring Book Generator':
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API_URL = "https://api-inference.huggingface.co/models/robert123231/coloringbookgenerator"
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if model == 'Collage Flux':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Castor-Collage-Dim-Flux-LoRA"
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prompt = f"collage, {prompt}"
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if model == 'Flux Product Ad Backdrop':
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API_URL = "https://api-inference.huggingface.co/models/prithivMLmods/Flux-Product-Ad-Backdrop"
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prompt = f"Product Ad, {prompt}"
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if model == 'Product Design':
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API_URL = "https://api-inference.huggingface.co/models/multimodalart/product-design"
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prompt = f"product designed by prdsgn, {prompt}"
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if model == '90s Anime Art':
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API_URL = "https://api-inference.huggingface.co/models/glif/90s-anime-art"
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if model == 'Brain Melt Acid Art':
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API_URL = "https://api-inference.huggingface.co/models/glif/Brain-Melt-Acid-Art"
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prompt = f"maximalism, in an acid surrealism style, {prompt}"
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if model == 'Lustly Flux Uncensored v1':
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API_URL = "https://api-inference.huggingface.co/models/lustlyai/Flux_Lustly.ai_Uncensored_nsfw_v1"
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if model == 'NSFW Master Flux':
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API_URL = "https://api-inference.huggingface.co/models/Keltezaa/NSFW_MASTER_FLUX"
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prompt = f"NSFW, {prompt}"
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if model == 'Flux Outfit Generator':
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API_URL = "https://api-inference.huggingface.co/models/tryonlabs/FLUX.1-dev-LoRA-Outfit-Generator"
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if model == 'Midjourney':
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API_URL = "https://api-inference.huggingface.co/models/Jovie/Midjourney"
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if model == 'DreamPhotoGASM':
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API_URL = "https://api-inference.huggingface.co/models/Yntec/DreamPhotoGASM"
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if model == 'Flux Super Realism LoRA':
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API_URL = "https://api-inference.huggingface.co/models/strangerzonehf/Flux-Super-Realism-LoRA"
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if model == 'Stable Diffusion 2-1':
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API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-2-1-base"
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if model == 'Stable Diffusion 3.5 Large':
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API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-3.5-large"
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if model == 'Stable Diffusion 3.5 Large Turbo':
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API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-3.5-large-turbo"
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if model == 'Stable Diffusion 3 Medium':
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API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-3-medium-diffusers"
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prompt = f"A, {prompt}"
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if model == 'Duchaiten Real3D NSFW XL':
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272 |
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API_URL = "https://api-inference.huggingface.co/models/stablediffusionapi/duchaiten-real3d-nsfw-xl"
|
273 |
-
if model == 'Pixel Art XL':
|
274 |
-
API_URL = "https://api-inference.huggingface.co/models/nerijs/pixel-art-xl"
|
275 |
-
prompt = f"pixel art, {prompt}"
|
276 |
-
if model == 'Character Design':
|
277 |
-
API_URL = "https://api-inference.huggingface.co/models/KappaNeuro/character-design"
|
278 |
-
prompt = f"Character Design, {prompt}"
|
279 |
-
if model == 'Sketched Out Manga':
|
280 |
-
API_URL = "https://api-inference.huggingface.co/models/alvdansen/sketchedoutmanga"
|
281 |
-
prompt = f"daiton, {prompt}"
|
282 |
-
if model == 'Archfey Anime':
|
283 |
-
API_URL = "https://api-inference.huggingface.co/models/alvdansen/archfey_anime"
|
284 |
-
if model == 'Lofi Cuties':
|
285 |
-
API_URL = "https://api-inference.huggingface.co/models/alvdansen/lofi-cuties"
|
286 |
-
if model == 'YiffyMix':
|
287 |
-
API_URL = "https://api-inference.huggingface.co/models/Yntec/YiffyMix"
|
288 |
-
if model == 'Analog Madness Realistic v7':
|
289 |
-
API_URL = "https://api-inference.huggingface.co/models/digiplay/AnalogMadness-realistic-model-v7"
|
290 |
-
if model == 'Selfie Photography':
|
291 |
-
API_URL = "https://api-inference.huggingface.co/models/artificialguybr/selfiephotographyredmond-selfie-photography-lora-for-sdxl"
|
292 |
-
prompt = f"instagram model, discord profile picture, {prompt}"
|
293 |
-
if model == 'Filmgrain':
|
294 |
-
API_URL = "https://api-inference.huggingface.co/models/artificialguybr/filmgrain-redmond-filmgrain-lora-for-sdxl"
|
295 |
-
prompt = f"Film Grain, FilmGrainAF, {prompt}"
|
296 |
-
if model == 'Leonardo AI Style Illustration':
|
297 |
-
API_URL = "https://api-inference.huggingface.co/models/goofyai/Leonardo_Ai_Style_Illustration"
|
298 |
-
prompt = f"leonardo style, illustration, vector art, {prompt}"
|
299 |
-
if model == 'Cyborg Style XL':
|
300 |
-
API_URL = "https://api-inference.huggingface.co/models/goofyai/cyborg_style_xl"
|
301 |
-
prompt = f"cyborg style, {prompt}"
|
302 |
-
if model == 'Little Tinies':
|
303 |
-
API_URL = "https://api-inference.huggingface.co/models/alvdansen/littletinies"
|
304 |
-
if model == 'NSFW XL':
|
305 |
-
API_URL = "https://api-inference.huggingface.co/models/Dremmar/nsfw-xl"
|
306 |
-
if model == 'Analog Redmond':
|
307 |
-
API_URL = "https://api-inference.huggingface.co/models/artificialguybr/analogredmond"
|
308 |
-
prompt = f"timeless style, {prompt}"
|
309 |
-
if model == 'Pixel Art Redmond':
|
310 |
-
API_URL = "https://api-inference.huggingface.co/models/artificialguybr/PixelArtRedmond"
|
311 |
-
prompt = f"Pixel Art, {prompt}"
|
312 |
-
if model == 'Ascii Art':
|
313 |
-
API_URL = "https://api-inference.huggingface.co/models/CiroN2022/ascii-art"
|
314 |
-
prompt = f"ascii art, {prompt}"
|
315 |
-
if model == 'Analog':
|
316 |
-
API_URL = "https://api-inference.huggingface.co/models/Yntec/Analog"
|
317 |
-
if model == 'Maple Syrup':
|
318 |
-
API_URL = "https://api-inference.huggingface.co/models/Yntec/MapleSyrup"
|
319 |
-
if model == 'Perfect Lewd Fantasy':
|
320 |
-
API_URL = "https://api-inference.huggingface.co/models/digiplay/perfectLewdFantasy_v1.01"
|
321 |
-
if model == 'AbsoluteReality 1.8.1':
|
322 |
-
API_URL = "https://api-inference.huggingface.co/models/digiplay/AbsoluteReality_v1.8.1"
|
323 |
-
if model == 'Disney':
|
324 |
-
API_URL = "https://api-inference.huggingface.co/models/goofyai/disney_style_xl"
|
325 |
-
prompt = f"Disney style, {prompt}"
|
326 |
-
if model == 'Redmond SDXL':
|
327 |
-
API_URL = "https://api-inference.huggingface.co/models/artificialguybr/LogoRedmond-LogoLoraForSDXL-V2"
|
328 |
-
if model == 'epiCPhotoGasm':
|
329 |
-
API_URL = "https://api-inference.huggingface.co/models/Yntec/epiCPhotoGasm"
|
330 |
-
print(f"API URL set to: {API_URL}") # Debug log
|
331 |
-
|
332 |
-
# Define the payload for the request
|
333 |
-
payload = {
|
334 |
-
"inputs": prompt,
|
335 |
-
"is_negative": is_negative, # Whether to use a negative prompt
|
336 |
-
"steps": steps, # Number of sampling steps
|
337 |
-
"cfg_scale": cfg_scale, # Scale for controlling adherence to prompt
|
338 |
-
"seed": seed if seed != -1 else random.randint(1, 1000000000), # Random seed for reproducibility
|
339 |
-
"strength": strength, # How strongly the model should transform the image
|
340 |
-
"parameters": {
|
341 |
-
"width": width, # Width of the generated image
|
342 |
-
"height": height # Height of the generated image
|
343 |
-
}
|
344 |
-
}
|
345 |
-
print(f"Payload: {json.dumps(payload, indent=2)}") # Debug log
|
346 |
|
347 |
-
# Make a request to the API to generate the image
|
348 |
try:
|
349 |
-
|
350 |
-
|
351 |
-
|
352 |
-
|
353 |
-
|
354 |
-
|
355 |
-
|
356 |
-
|
357 |
-
|
358 |
-
|
359 |
-
|
360 |
-
|
361 |
-
raise gr.Error(f"{response.status_code}: Bad Request - There might be an issue with the input parameters.")
|
362 |
-
elif response.status_code == 401:
|
363 |
-
raise gr.Error(f"{response.status_code}: Unauthorized - Please check your API token.")
|
364 |
-
elif response.status_code == 403:
|
365 |
-
raise gr.Error(f"{response.status_code}: Forbidden - You do not have permission to access this model.")
|
366 |
-
elif response.status_code == 404:
|
367 |
-
raise gr.Error(f"{response.status_code}: Not Found - The requested model could not be found.")
|
368 |
-
elif response.status_code == 503:
|
369 |
-
raise gr.Error(f"{response.status_code}: The model is being loaded. Please try again later.")
|
370 |
else:
|
371 |
-
|
372 |
-
|
373 |
-
|
374 |
-
#
|
375 |
-
|
376 |
-
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377 |
-
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|
378 |
return image
|
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|
379 |
except Exception as e:
|
380 |
-
|
381 |
-
|
382 |
-
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|
383 |
|
384 |
# Custom CSS to hide the footer in the interface
|
385 |
css = """
|
@@ -644,9 +600,9 @@ with gr.Blocks(theme='Nymbo/Nymbo_Theme') as dalle:
|
|
644 |
with gr.Row():
|
645 |
image_output = gr.Image(type="pil", label="Image Output", elem_id="gallery")
|
646 |
|
647 |
-
# Set up button click event to call the query function
|
648 |
text_button.click(query, inputs=[text_prompt, model, custom_lora, negative_prompt, steps, cfg, method, seed, strength, width, height], outputs=image_output)
|
649 |
|
650 |
print("Launching Gradio interface...") # Debug log
|
651 |
# Launch the Gradio interface without showing the API or sharing externally
|
652 |
-
dalle.launch(show_api=
|
|
|
1 |
+
import gradio as gr # type: ignore
|
2 |
+
import requests # type: ignore
|
3 |
import io
|
4 |
import random
|
5 |
import os
|
6 |
import time
|
7 |
from PIL import Image
|
8 |
import json
|
9 |
+
from huggingface_hub import InferenceClient
|
10 |
|
11 |
# Project by Nymbo
|
12 |
|
13 |
+
def query_with_auto_routing(prompt, model, custom_lora, is_negative=False, steps=35, cfg_scale=7, sampler="DPM++ 2M Karras", seed=-1, strength=0.7, width=1024, height=1024):
|
14 |
+
"""
|
15 |
+
Generate images using HF's automatic provider routing
|
16 |
+
"""
|
17 |
+
print(f"Starting query with automatic provider routing")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
18 |
print(f"Prompt: {prompt}")
|
19 |
print(f"Model: {model}")
|
20 |
print(f"Custom LoRA: {custom_lora}")
|
|
|
22 |
|
23 |
# Check if the prompt is empty or None
|
24 |
if prompt == "" or prompt is None:
|
25 |
+
print("Prompt is empty or None. Exiting query function.")
|
26 |
return None
|
27 |
|
28 |
# Generate a unique key for tracking the generation process
|
29 |
key = random.randint(0, 999)
|
30 |
+
print(f"Generated key: {key}")
|
|
|
|
|
|
|
|
|
|
|
31 |
|
32 |
# Enhance the prompt with additional details for better quality
|
33 |
+
enhanced_prompt = f"{prompt} | ultra detail, ultra elaboration, ultra quality, perfect."
|
34 |
+
print(f'Generation {key}: {enhanced_prompt}')
|
|
|
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|
35 |
|
|
|
36 |
try:
|
37 |
+
# Use automatic provider routing
|
38 |
+
api_key = os.getenv("HF_READ_TOKEN")
|
39 |
+
if not api_key:
|
40 |
+
raise gr.Error("HF_READ_TOKEN not found. Please set your Hugging Face API token.")
|
41 |
+
|
42 |
+
# Initialize client with automatic provider selection (default is "auto")
|
43 |
+
client = InferenceClient(api_key=api_key)
|
44 |
+
|
45 |
+
# Determine the model to use
|
46 |
+
if custom_lora.strip() != "":
|
47 |
+
model_id = custom_lora.strip()
|
48 |
+
print(f"Using custom LoRA: {model_id}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
49 |
else:
|
50 |
+
model_id = get_model_id_from_name(model)
|
51 |
+
print(f"Using model: {model_id}")
|
52 |
+
|
53 |
+
# Apply model-specific prompt enhancements
|
54 |
+
enhanced_prompt = apply_model_prompt_enhancements(model, enhanced_prompt)
|
55 |
+
|
56 |
+
# Generate image using automatic provider routing
|
57 |
+
image = client.text_to_image(
|
58 |
+
prompt=enhanced_prompt,
|
59 |
+
model=model_id,
|
60 |
+
width=width,
|
61 |
+
height=height,
|
62 |
+
num_inference_steps=steps,
|
63 |
+
guidance_scale=cfg_scale,
|
64 |
+
seed=seed if seed != -1 else None,
|
65 |
+
)
|
66 |
+
|
67 |
+
print(f'Generation {key} completed with automatic routing!')
|
68 |
return image
|
69 |
+
|
70 |
except Exception as e:
|
71 |
+
print(f"Error with automatic routing: {e}")
|
72 |
+
raise gr.Error(f"Failed to generate image: {str(e)}")
|
73 |
+
|
74 |
+
def get_model_id_from_name(model_name):
|
75 |
+
"""
|
76 |
+
Convert user-friendly model names to actual HuggingFace model IDs
|
77 |
+
"""
|
78 |
+
model_mapping = {
|
79 |
+
'FLUX.1 [Dev]': "black-forest-labs/FLUX.1-dev",
|
80 |
+
'FLUX.1 [Schnell]': "black-forest-labs/FLUX.1-schnell",
|
81 |
+
'Stable Diffusion XL': "stabilityai/stable-diffusion-xl-base-1.0",
|
82 |
+
'Stable Diffusion 3.5 Large': "stabilityai/stable-diffusion-3.5-large",
|
83 |
+
'Stable Diffusion 3.5 Large Turbo': "stabilityai/stable-diffusion-3.5-large-turbo",
|
84 |
+
'Stable Diffusion 3 Medium': "stabilityai/stable-diffusion-3-medium-diffusers",
|
85 |
+
'HiDream-I1-Full': "HiDream-ai/HiDream-I1-Full",
|
86 |
+
'HiDream-I1-Dev': "HiDream-ai/HiDream-I1-Dev",
|
87 |
+
'HiDream-I1-Fast': "HiDream-ai/HiDream-I1-Fast",
|
88 |
+
'Animagine 4.0': "cagliostrolab/animagine-xl-4.0",
|
89 |
+
'Flux Icon Kit': "strangerzonehf/Flux-Icon-Kit-LoRA",
|
90 |
+
'Pixel Background': "strangerzonehf/Flux-Pixel-Background-LoRA",
|
91 |
+
'Meme XD': "prithivMLmods/Flux-Meme-Xd-LoRA",
|
92 |
+
'Chill Guy': "prithivMLmods/Flux-Chill-Guy-Zone",
|
93 |
+
'Pepe': "openfree/pepe",
|
94 |
+
'NSFWmodel': "lexa862/NSFWmodel",
|
95 |
+
'Claude Art': "strangerzonehf/Flux-Claude-Art",
|
96 |
+
'Open Genmoji': "EvanZhouDev/open-genmoji",
|
97 |
+
'EBook Creative Cover': "prithivMLmods/EBook-Creative-Cover-Flux-LoRA",
|
98 |
+
'Flux Logo Design 2': "prithivMLmods/Logo-Design-Flux-LoRA",
|
99 |
+
'Isometric 3D': "strangerzonehf/Flux-Isometric-3D-LoRA",
|
100 |
+
'Flux Condensation': "fofr/flux-condensation",
|
101 |
+
'Flux Handwriting': "fofr/flux-handwriting",
|
102 |
+
'Shou Xin': "Datou1111/shou_xin",
|
103 |
+
'Sketch Smudge': "strangerzonehf/Flux-Sketch-Smudge-LoRA",
|
104 |
+
'80s Cyberpunk': "fofr/flux-80s-cyberpunk",
|
105 |
+
'Coloring Book Flux': "renderartist/coloringbookflux",
|
106 |
+
'Flux Miniature LoRA': "gokaygokay/Flux-Miniature-LoRA",
|
107 |
+
'Sketch Paint': "strangerzonehf/Sketch-Paint",
|
108 |
+
'Flux UltraRealism 2.0': "prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0",
|
109 |
+
'Midjourney Mix': "strangerzonehf/Flux-Midjourney-Mix-LoRA",
|
110 |
+
'Midjourney Mix 2': "strangerzonehf/Flux-Midjourney-Mix2-LoRA",
|
111 |
+
'Flux Logo Design': "Shakker-Labs/FLUX.1-dev-LoRA-Logo-Design",
|
112 |
+
'Flux Uncensored': "enhanceaiteam/Flux-uncensored",
|
113 |
+
'Flux Uncensored V2': "enhanceaiteam/Flux-Uncensored-V2",
|
114 |
+
'Flux Tarot Cards': "prithivMLmods/Ton618-Tarot-Cards-Flux-LoRA",
|
115 |
+
'Pixel Art Sprites': "sWizad/pokemon-trainer-sprites-pixelart-flux",
|
116 |
+
'3D Sketchfab': "prithivMLmods/Castor-3D-Sketchfab-Flux-LoRA",
|
117 |
+
'Retro Comic Flux': "renderartist/retrocomicflux",
|
118 |
+
'Caricature': "TheAwakenOne/caricature",
|
119 |
+
'Huggieverse': "Chunte/flux-lora-Huggieverse",
|
120 |
+
'Propaganda Poster': "AlekseyCalvin/Propaganda_Poster_Schnell_by_doctor_diffusion",
|
121 |
+
'Flux Game Assets V2': "gokaygokay/Flux-Game-Assets-LoRA-v2",
|
122 |
+
'SDXL HS Card Style': "Norod78/sdxl-hearthstone-card-style-lora",
|
123 |
+
'SLDR FLUX NSFW v2 Studio': "xey/sldr_flux_nsfw_v2-studio",
|
124 |
+
'SoftPasty Flux': "alvdansen/softpasty-flux-dev",
|
125 |
+
'Flux Stickers': "diabolic6045/Flux_Sticker_Lora",
|
126 |
+
'Flux Animex V2': "strangerzonehf/Flux-Animex-v2-LoRA",
|
127 |
+
'Flux Animeo V1': "strangerzonehf/Flux-Animeo-v1-LoRA",
|
128 |
+
'Movie Board': "prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA",
|
129 |
+
'Purple Dreamy': "prithivMLmods/Purple-Dreamy-Flux-LoRA",
|
130 |
+
'PS1 Style Flux': "veryVANYA/ps1-style-flux",
|
131 |
+
'Softserve Anime': "alvdansen/softserve_anime",
|
132 |
+
'Flux Tarot v1': "multimodalart/flux-tarot-v1",
|
133 |
+
'Half Illustration': "davisbro/half_illustration",
|
134 |
+
'OpenDalle v1.1': "dataautogpt3/OpenDalleV1.1",
|
135 |
+
'Flux Ghibsky Illustration': "aleksa-codes/flux-ghibsky-illustration",
|
136 |
+
'Flux Koda': "alvdansen/flux-koda",
|
137 |
+
'Soviet Diffusion XL': "openskyml/soviet-diffusion-xl",
|
138 |
+
'Flux Realism LoRA': "XLabs-AI/flux-RealismLora",
|
139 |
+
'Frosting Lane Flux': "alvdansen/frosting_lane_flux",
|
140 |
+
'Phantasma Anime': "alvdansen/phantasma-anime",
|
141 |
+
'Boreal': "kudzueye/Boreal",
|
142 |
+
'How2Draw': "glif/how2draw",
|
143 |
+
'Flux AestheticAnime': "dataautogpt3/FLUX-AestheticAnime",
|
144 |
+
'Fashion Hut Modeling LoRA': "prithivMLmods/Fashion-Hut-Modeling-LoRA",
|
145 |
+
'Flux SyntheticAnime': "dataautogpt3/FLUX-SyntheticAnime",
|
146 |
+
'Flux Midjourney Anime': "brushpenbob/flux-midjourney-anime",
|
147 |
+
'Coloring Book Generator': "robert123231/coloringbookgenerator",
|
148 |
+
'Collage Flux': "prithivMLmods/Castor-Collage-Dim-Flux-LoRA",
|
149 |
+
'Flux Product Ad Backdrop': "prithivMLmods/Flux-Product-Ad-Backdrop",
|
150 |
+
'Product Design': "multimodalart/product-design",
|
151 |
+
'90s Anime Art': "glif/90s-anime-art",
|
152 |
+
'Brain Melt Acid Art': "glif/Brain-Melt-Acid-Art",
|
153 |
+
'Lustly Flux Uncensored v1': "lustlyai/Flux_Lustly.ai_Uncensored_nsfw_v1",
|
154 |
+
'NSFW Master Flux': "Keltezaa/NSFW_MASTER_FLUX",
|
155 |
+
'Flux Outfit Generator': "tryonlabs/FLUX.1-dev-LoRA-Outfit-Generator",
|
156 |
+
'Midjourney': "Jovie/Midjourney",
|
157 |
+
'DreamPhotoGASM': "Yntec/DreamPhotoGASM",
|
158 |
+
'Flux Super Realism LoRA': "strangerzonehf/Flux-Super-Realism-LoRA",
|
159 |
+
'Stable Diffusion 2-1': "stabilityai/stable-diffusion-2-1-base",
|
160 |
+
'Duchaiten Real3D NSFW XL': "stablediffusionapi/duchaiten-real3d-nsfw-xl",
|
161 |
+
'Pixel Art XL': "nerijs/pixel-art-xl",
|
162 |
+
'Character Design': "KappaNeuro/character-design",
|
163 |
+
'Sketched Out Manga': "alvdansen/sketchedoutmanga",
|
164 |
+
'Archfey Anime': "alvdansen/archfey_anime",
|
165 |
+
'Lofi Cuties': "alvdansen/lofi-cuties",
|
166 |
+
'YiffyMix': "Yntec/YiffyMix",
|
167 |
+
'Analog Madness Realistic v7': "digiplay/AnalogMadness-realistic-model-v7",
|
168 |
+
'Selfie Photography': "artificialguybr/selfiephotographyredmond-selfie-photography-lora-for-sdxl",
|
169 |
+
'Filmgrain': "artificialguybr/filmgrain-redmond-filmgrain-lora-for-sdxl",
|
170 |
+
'Leonardo AI Style Illustration': "goofyai/Leonardo_Ai_Style_Illustration",
|
171 |
+
'Cyborg Style XL': "goofyai/cyborg_style_xl",
|
172 |
+
'Little Tinies': "alvdansen/littletinies",
|
173 |
+
'NSFW XL': "Dremmar/nsfw-xl",
|
174 |
+
'Analog Redmond': "artificialguybr/analogredmond",
|
175 |
+
'Pixel Art Redmond': "artificialguybr/PixelArtRedmond",
|
176 |
+
'Ascii Art': "CiroN2022/ascii-art",
|
177 |
+
'Analog': "Yntec/Analog",
|
178 |
+
'Maple Syrup': "Yntec/MapleSyrup",
|
179 |
+
'Perfect Lewd Fantasy': "digiplay/perfectLewdFantasy_v1.01",
|
180 |
+
'AbsoluteReality 1.8.1': "digiplay/AbsoluteReality_v1.8.1",
|
181 |
+
'Disney': "goofyai/disney_style_xl",
|
182 |
+
'Redmond SDXL': "artificialguybr/LogoRedmond-LogoLoraForSDXL-V2",
|
183 |
+
'epiCPhotoGasm': "Yntec/epiCPhotoGasm"
|
184 |
+
}
|
185 |
+
|
186 |
+
# Return the mapped model ID or default to FLUX.1 Schnell
|
187 |
+
return model_mapping.get(model_name, "black-forest-labs/FLUX.1-schnell")
|
188 |
+
|
189 |
+
def apply_model_prompt_enhancements(model_name, prompt):
|
190 |
+
"""
|
191 |
+
Apply model-specific prompt enhancements
|
192 |
+
"""
|
193 |
+
if model_name == 'Animagine 4.0':
|
194 |
+
return f"masterpiece, high score, great score, absurdres, {prompt}"
|
195 |
+
elif model_name == 'Flux Icon Kit':
|
196 |
+
return f"Icon Kit, {prompt}"
|
197 |
+
elif model_name == 'Pixel Background':
|
198 |
+
return f"Pixel Background, {prompt}"
|
199 |
+
elif model_name == 'Meme XD':
|
200 |
+
return f"meme, {prompt}"
|
201 |
+
elif model_name == 'Chill Guy':
|
202 |
+
return f"chill guy, {prompt}"
|
203 |
+
elif model_name == 'Pepe':
|
204 |
+
return f"pepe, {prompt}"
|
205 |
+
elif model_name == 'NSFWmodel':
|
206 |
+
return f"nude, {prompt}"
|
207 |
+
elif model_name == 'Claude Art':
|
208 |
+
return f"claude art, {prompt}"
|
209 |
+
elif model_name == 'Open Genmoji':
|
210 |
+
return f"emoji, {prompt}"
|
211 |
+
elif model_name == 'EBook Creative Cover':
|
212 |
+
return f"EBook Cover, {prompt}"
|
213 |
+
elif model_name == 'Flux Logo Design 2':
|
214 |
+
return f"Logo Design, {prompt}"
|
215 |
+
elif model_name == 'Isometric 3D':
|
216 |
+
return f"Isometric 3D, {prompt}"
|
217 |
+
elif model_name == 'Flux Condensation':
|
218 |
+
return f"CONDENSATION, {prompt}"
|
219 |
+
elif model_name == 'Flux Handwriting':
|
220 |
+
return f"HWRIT handwriting, {prompt}"
|
221 |
+
elif model_name == 'Shou Xin':
|
222 |
+
return f"shou_xin, pencil sketch, {prompt}"
|
223 |
+
elif model_name == 'Sketch Smudge':
|
224 |
+
return f"Sketch Smudge, {prompt}"
|
225 |
+
elif model_name == '80s Cyberpunk':
|
226 |
+
return f"80s cyberpunk, {prompt}"
|
227 |
+
elif model_name == 'Coloring Book Flux':
|
228 |
+
return f"c0l0ringb00k, coloring book, coloring book page, {prompt}"
|
229 |
+
elif model_name == 'Flux Miniature LoRA':
|
230 |
+
return f"MNTR, miniature drawing, {prompt}"
|
231 |
+
elif model_name == 'Sketch Paint':
|
232 |
+
return f"Sketch paint, {prompt}"
|
233 |
+
elif model_name == 'Flux UltraRealism 2.0':
|
234 |
+
return f"Ultra realistic, {prompt}"
|
235 |
+
elif model_name == 'Midjourney Mix':
|
236 |
+
return f"midjourney mix, {prompt}"
|
237 |
+
elif model_name == 'Midjourney Mix 2':
|
238 |
+
return f"MJ v6, {prompt}"
|
239 |
+
elif model_name == 'Flux Logo Design':
|
240 |
+
return f"wablogo, logo, Minimalist, {prompt}"
|
241 |
+
elif model_name == 'Flux Tarot Cards':
|
242 |
+
return f"Tarot card, {prompt}"
|
243 |
+
elif model_name == 'Pixel Art Sprites':
|
244 |
+
return f"a pixel image, {prompt}"
|
245 |
+
elif model_name == '3D Sketchfab':
|
246 |
+
return f"3D Sketchfab, {prompt}"
|
247 |
+
elif model_name == 'Retro Comic Flux':
|
248 |
+
return f"c0m1c, comic book panel, {prompt}"
|
249 |
+
elif model_name == 'Caricature':
|
250 |
+
return f"CCTUR3, {prompt}"
|
251 |
+
elif model_name == 'Huggieverse':
|
252 |
+
return f"HGGRE, {prompt}"
|
253 |
+
elif model_name == 'Stable Diffusion 3 Medium':
|
254 |
+
return f"A, {prompt}"
|
255 |
+
elif model_name == 'Propaganda Poster':
|
256 |
+
return f"propaganda poster, {prompt}"
|
257 |
+
elif model_name == 'Flux Game Assets V2':
|
258 |
+
return f"wbgmsst, white background, {prompt}"
|
259 |
+
elif model_name == 'SDXL HS Card Style':
|
260 |
+
return f"Hearthstone Card, {prompt}"
|
261 |
+
elif model_name == 'SoftPasty Flux':
|
262 |
+
return f"araminta_illus illustration style, {prompt}"
|
263 |
+
elif model_name == 'Flux Stickers':
|
264 |
+
return f"5t1cker 5ty1e, {prompt}"
|
265 |
+
elif model_name == 'Flux Animex V2':
|
266 |
+
return f"Animex, {prompt}"
|
267 |
+
elif model_name == 'Flux Animeo V1':
|
268 |
+
return f"Animeo, {prompt}"
|
269 |
+
elif model_name == 'Movie Board':
|
270 |
+
return f"movieboard, {prompt}"
|
271 |
+
elif model_name == 'Purple Dreamy':
|
272 |
+
return f"Purple Dreamy, {prompt}"
|
273 |
+
elif model_name == 'PS1 Style Flux':
|
274 |
+
return f"ps1 game screenshot, {prompt}"
|
275 |
+
elif model_name == 'Softserve Anime':
|
276 |
+
return f"sftsrv style illustration, {prompt}"
|
277 |
+
elif model_name == 'Flux Tarot v1':
|
278 |
+
return f"in the style of TOK a trtcrd tarot style, {prompt}"
|
279 |
+
elif model_name == 'Half Illustration':
|
280 |
+
return f"in the style of TOK, {prompt}"
|
281 |
+
elif model_name == 'Flux Ghibsky Illustration':
|
282 |
+
return f"GHIBSKY style, {prompt}"
|
283 |
+
elif model_name == 'Flux Koda':
|
284 |
+
return f"flmft style, {prompt}"
|
285 |
+
elif model_name == 'Soviet Diffusion XL':
|
286 |
+
return f"soviet poster, {prompt}"
|
287 |
+
elif model_name == 'Frosting Lane Flux':
|
288 |
+
return f"frstingln illustration, {prompt}"
|
289 |
+
elif model_name == 'Boreal':
|
290 |
+
return f"photo, {prompt}"
|
291 |
+
elif model_name == 'How2Draw':
|
292 |
+
return f"How2Draw, {prompt}"
|
293 |
+
elif model_name == 'Fashion Hut Modeling LoRA':
|
294 |
+
return f"Modeling of, {prompt}"
|
295 |
+
elif model_name == 'Flux SyntheticAnime':
|
296 |
+
return f"1980s anime screengrab, VHS quality, syntheticanime, {prompt}"
|
297 |
+
elif model_name == 'Flux Midjourney Anime':
|
298 |
+
return f"egmid, {prompt}"
|
299 |
+
elif model_name == 'Collage Flux':
|
300 |
+
return f"collage, {prompt}"
|
301 |
+
elif model_name == 'Flux Product Ad Backdrop':
|
302 |
+
return f"Product Ad, {prompt}"
|
303 |
+
elif model_name == 'Product Design':
|
304 |
+
return f"product designed by prdsgn, {prompt}"
|
305 |
+
elif model_name == 'Brain Melt Acid Art':
|
306 |
+
return f"maximalism, in an acid surrealism style, {prompt}"
|
307 |
+
elif model_name == 'NSFW Master Flux':
|
308 |
+
return f"NSFW, {prompt}"
|
309 |
+
elif model_name == 'Pixel Art XL':
|
310 |
+
return f"pixel art, {prompt}"
|
311 |
+
elif model_name == 'Character Design':
|
312 |
+
return f"Character Design, {prompt}"
|
313 |
+
elif model_name == 'Sketched Out Manga':
|
314 |
+
return f"daiton, {prompt}"
|
315 |
+
elif model_name == 'Selfie Photography':
|
316 |
+
return f"instagram model, discord profile picture, {prompt}"
|
317 |
+
elif model_name == 'Filmgrain':
|
318 |
+
return f"Film Grain, FilmGrainAF, {prompt}"
|
319 |
+
elif model_name == 'Leonardo AI Style Illustration':
|
320 |
+
return f"leonardo style, illustration, vector art, {prompt}"
|
321 |
+
elif model_name == 'Cyborg Style XL':
|
322 |
+
return f"cyborg style, {prompt}"
|
323 |
+
elif model_name == 'Analog Redmond':
|
324 |
+
return f"timeless style, {prompt}"
|
325 |
+
elif model_name == 'Pixel Art Redmond':
|
326 |
+
return f"Pixel Art, {prompt}"
|
327 |
+
elif model_name == 'Ascii Art':
|
328 |
+
return f"ascii art, {prompt}"
|
329 |
+
elif model_name == 'Disney':
|
330 |
+
return f"Disney style, {prompt}"
|
331 |
+
|
332 |
+
return prompt
|
333 |
+
|
334 |
+
def query(prompt, model, custom_lora, is_negative=False, steps=35, cfg_scale=7, sampler="DPM++ 2M Karras", seed=-1, strength=0.7, width=1024, height=1024):
|
335 |
+
"""
|
336 |
+
Main query function - now uses automatic provider routing
|
337 |
+
"""
|
338 |
+
return query_with_auto_routing(prompt, model, custom_lora, is_negative, steps, cfg_scale, sampler, seed, strength, width, height)
|
339 |
|
340 |
# Custom CSS to hide the footer in the interface
|
341 |
css = """
|
|
|
600 |
with gr.Row():
|
601 |
image_output = gr.Image(type="pil", label="Image Output", elem_id="gallery")
|
602 |
|
603 |
+
# Set up button click event to call the main query function
|
604 |
text_button.click(query, inputs=[text_prompt, model, custom_lora, negative_prompt, steps, cfg, method, seed, strength, width, height], outputs=image_output)
|
605 |
|
606 |
print("Launching Gradio interface...") # Debug log
|
607 |
# Launch the Gradio interface without showing the API or sharing externally
|
608 |
+
dalle.launch(show_api=False, share=False)
|