diff --git "a/app.py" "b/app.py" --- "a/app.py" +++ "b/app.py" @@ -1,2424 +1,534 @@ import os -import json -import copy -import time import random -import logging +import uuid +import json +import gradio as gr import numpy as np -from typing import Any, Dict, List, Optional, Union - -import torch from PIL import Image -import gradio as gr - - -from diffusers import ( - DiffusionPipeline, - AutoencoderTiny, - AutoencoderKL, - AutoPipelineForImage2Image, - FluxPipeline, - FlowMatchEulerDiscreteScheduler) - -from huggingface_hub import ( - hf_hub_download, - HfFileSystem, - ModelCard, - snapshot_download) - -from diffusers.utils import load_image - import spaces +import torch +from diffusers import DiffusionPipeline, StableDiffusionXLPipeline, EulerAncestralDiscreteScheduler +from typing import Tuple -#---if workspace = local or colab--- - -# Authenticate with Hugging Face -# from huggingface_hub import login - -# Log in to Hugging Face using the provided token -# hf_token = 'hf-token-authentication' -# login(hf_token) - -def calculate_shift( - image_seq_len, - base_seq_len: int = 256, - max_seq_len: int = 4096, - base_shift: float = 0.5, - max_shift: float = 1.16, -): - m = (max_shift - base_shift) / (max_seq_len - base_seq_len) - b = base_shift - m * base_seq_len - mu = image_seq_len * m + b - return mu - -def retrieve_timesteps( - scheduler, - num_inference_steps: Optional[int] = None, - device: Optional[Union[str, torch.device]] = None, - timesteps: Optional[List[int]] = None, - sigmas: Optional[List[float]] = None, - **kwargs, -): - if timesteps is not None and sigmas is not None: - raise ValueError("Only one of `timesteps` or `sigmas` can be passed. Please choose one to set custom values") - if timesteps is not None: - scheduler.set_timesteps(timesteps=timesteps, device=device, **kwargs) - timesteps = scheduler.timesteps - num_inference_steps = len(timesteps) - elif sigmas is not None: - scheduler.set_timesteps(sigmas=sigmas, device=device, **kwargs) - timesteps = scheduler.timesteps - num_inference_steps = len(timesteps) - else: - scheduler.set_timesteps(num_inference_steps, device=device, **kwargs) - timesteps = scheduler.timesteps - return timesteps, num_inference_steps - -# FLUX pipeline -@torch.inference_mode() -def flux_pipe_call_that_returns_an_iterable_of_images( - self, - prompt: Union[str, List[str]] = None, - prompt_2: Optional[Union[str, List[str]]] = None, - height: Optional[int] = None, - width: Optional[int] = None, - num_inference_steps: int = 28, - timesteps: List[int] = None, - guidance_scale: float = 3.5, - num_images_per_prompt: Optional[int] = 1, - generator: Optional[Union[torch.Generator, List[torch.Generator]]] = None, - latents: Optional[torch.FloatTensor] = None, - prompt_embeds: Optional[torch.FloatTensor] = None, - pooled_prompt_embeds: Optional[torch.FloatTensor] = None, - output_type: Optional[str] = "pil", - return_dict: bool = True, - joint_attention_kwargs: Optional[Dict[str, Any]] = None, - max_sequence_length: int = 512, - good_vae: Optional[Any] = None, -): - height = height or self.default_sample_size * self.vae_scale_factor - width = width or self.default_sample_size * self.vae_scale_factor - - self.check_inputs( - prompt, - prompt_2, - height, - width, - prompt_embeds=prompt_embeds, - pooled_prompt_embeds=pooled_prompt_embeds, - max_sequence_length=max_sequence_length, - ) - - self._guidance_scale = guidance_scale - self._joint_attention_kwargs = joint_attention_kwargs - self._interrupt = False - - batch_size = 1 if isinstance(prompt, str) else len(prompt) - device = self._execution_device - - lora_scale = joint_attention_kwargs.get("scale", None) if joint_attention_kwargs is not None else None - prompt_embeds, pooled_prompt_embeds, text_ids = self.encode_prompt( - prompt=prompt, - prompt_2=prompt_2, - prompt_embeds=prompt_embeds, - pooled_prompt_embeds=pooled_prompt_embeds, - device=device, - num_images_per_prompt=num_images_per_prompt, - max_sequence_length=max_sequence_length, - lora_scale=lora_scale, - ) - - num_channels_latents = self.transformer.config.in_channels // 4 - latents, latent_image_ids = self.prepare_latents( - batch_size * num_images_per_prompt, - num_channels_latents, - height, - width, - prompt_embeds.dtype, - device, - generator, - latents, - ) - - sigmas = np.linspace(1.0, 1 / num_inference_steps, num_inference_steps) - image_seq_len = latents.shape[1] - mu = calculate_shift( - image_seq_len, - self.scheduler.config.base_image_seq_len, - self.scheduler.config.max_image_seq_len, - self.scheduler.config.base_shift, - self.scheduler.config.max_shift, - ) - timesteps, num_inference_steps = retrieve_timesteps( - self.scheduler, - num_inference_steps, - device, - timesteps, - sigmas, - mu=mu, - ) - self._num_timesteps = len(timesteps) - - guidance = torch.full([1], guidance_scale, device=device, dtype=torch.float32).expand(latents.shape[0]) if self.transformer.config.guidance_embeds else None - - for i, t in enumerate(timesteps): - if self.interrupt: - continue - - timestep = t.expand(latents.shape[0]).to(latents.dtype) +bad_words = json.loads(os.getenv('BAD_WORDS', "[]")) +bad_words_negative = json.loads(os.getenv('BAD_WORDS_NEGATIVE', "[]")) +default_negative = os.getenv("default_negative","") - noise_pred = self.transformer( - hidden_states=latents, - timestep=timestep / 1000, - guidance=guidance, - pooled_projections=pooled_prompt_embeds, - encoder_hidden_states=prompt_embeds, - txt_ids=text_ids, - img_ids=latent_image_ids, - joint_attention_kwargs=self.joint_attention_kwargs, - return_dict=False, - )[0] +def check_text(prompt, negative=""): + for i in bad_words: + if i in prompt: + return True + for i in bad_words_negative: + if i in negative: + return True + return False - latents_for_image = self._unpack_latents(latents, height, width, self.vae_scale_factor) - latents_for_image = (latents_for_image / self.vae.config.scaling_factor) + self.vae.config.shift_factor - image = self.vae.decode(latents_for_image, return_dict=False)[0] - yield self.image_processor.postprocess(image, output_type=output_type)[0] - latents = self.scheduler.step(noise_pred, t, latents, return_dict=False)[0] - torch.cuda.empty_cache() - - latents = self._unpack_latents(latents, height, width, self.vae_scale_factor) - latents = (latents / good_vae.config.scaling_factor) + good_vae.config.shift_factor - image = good_vae.decode(latents, return_dict=False)[0] - self.maybe_free_model_hooks() - torch.cuda.empty_cache() - yield self.image_processor.postprocess(image, output_type=output_type)[0] +#Quality/Style-----------------------------------------------------------------------------------------------------------------------------------------------------------Quality/Style -#------------------------------------------------------------------------------------------------------------------------------------------------------------# -loras = [ - #Super-Realism - { - "image": "https://huggingface.co/strangerzonehf/Flux-Super-Realism-LoRA/resolve/main/images/1.png", - "title": "Super Realism", - "repo": "strangerzonehf/Flux-Super-Realism-LoRA", - "weights": "super-realism.safetensors", - "trigger_word": "Super Realism" - }, - #Dalle-Mix - { - "image": "https://huggingface.co/prithivMLmods/Flux-Dalle-Mix-LoRA/resolve/main/images/D3.png", - "title": "Dalle Mix", - "repo": "prithivMLmods/Flux-Dalle-Mix-LoRA", - "weights": "dalle-mix.safetensors", - "trigger_word": "dalle-mix" - }, - #smudge - { - "image": "https://huggingface.co/strangerzonehf/Flux-Sketch-Smudge-LoRA/resolve/main/images/5.png", - "title": "Sketch_Smudge", - "repo": "strangerzonehf/Flux-Sketch-Smudge-LoRA", - "weights": "Sketch-Smudge.safetensors", - "trigger_word": " Sketch Smudge" - }, - #anime-v1 - { - "image": "https://huggingface.co/strangerzonehf/Flux-Animeo-v1-LoRA/resolve/main/images/A4.png", - "title": "Animeo Mix", - "repo": "strangerzonehf/Flux-Animeo-v1-LoRA", - "weights": "Animeo.safetensors", - "trigger_word": "Animeo" - }, - #anime-v2 - { - "image": "https://huggingface.co/strangerzonehf/Flux-Animex-v2-LoRA/resolve/main/images/A33.png", - "title": "Animex Mix", - "repo": "strangerzonehf/Flux-Animex-v2-LoRA", - "weights": "Animex.safetensors", - "trigger_word": "Animex" - }, - #Super Portrait - { - "image": "https://huggingface.co/strangerzonehf/Flux-Super-Portrait-LoRA/resolve/main/images/3.png", - "title": "Super Portraits", - "repo": "strangerzonehf/Flux-Super-Portrait-LoRA", - "weights": "Super-Portrait.safetensors", - "trigger_word": "Super Portrait" - }, - #Super-Blend +style_list = [ { - "image": "https://huggingface.co/strangerzonehf/Flux-Super-Blend-LoRA/resolve/main/images/SB1.png", - "title": "Super Blend", - "repo": "strangerzonehf/Flux-Super-Blend-LoRA", - "weights": "Super-Blend.safetensors", - "trigger_word": "Super Blend" + "name": "3840 x 2160", + "prompt": "hyper-realistic 8K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic", + "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly", }, - #3DXL P@1 { - "image": "https://huggingface.co/strangerzonehf/Flux-3DXL-Partfile-0001/resolve/main/images/4.png", - "title": "3DXLP1", - "repo": "strangerzonehf/Flux-3DXL-Partfile-0001", - "weights": "3DXLP1.safetensors", - "trigger_word": "3DXLP1" - }, - #Mixer2.0 - { - "image": "https://huggingface.co/strangerzonehf/Flux-Midjourney-Mix2-LoRA/resolve/main/images/3.png", - "title": "Midjourney Mix 2", - "repo": "strangerzonehf/Flux-Midjourney-Mix2-LoRA", - "weights": "mjV6.safetensors", - "trigger_word": "MJ v6" - }, - #Datou1111/shou_xin - { - "image": "https://huggingface.co/strangerzonehf/Flux-Ultimate-LoRA-Collection/resolve/main/images/example_aqz3dv60n.jpeg", - "title": "SHOU_XIN", - "repo": "Datou1111/shou_xin", - "weights": "shou_xin.safetensors", - "trigger_word": "shou_xin, pencil sketch" - }, - { - "image": "https://huggingface.co/prithivMLmods/Flux-Long-Toon-LoRA/resolve/main/images/LT5.png", - "title": "Long Toons", - "repo": "prithivMLmods/Flux-Long-Toon-LoRA", - "weights": "Long-Toon.safetensors", - "trigger_word": "Long toons" + "name": "2560 x 1440", + "prompt": "hyper-realistic 4K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic", + "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly", }, + { - "image": "https://huggingface.co/strangerzonehf/Flux-Cute-3D-Kawaii-LoRA/resolve/main/images/CK3.png", - "title": "Cute 3D Kawaii", - "repo": "strangerzonehf/Flux-Cute-3D-Kawaii-LoRA", - "weights": "Cute-3d-Kawaii.safetensors", - "trigger_word": "Cute 3d Kawaii" + "name": "HD+", + "prompt": "hyper-realistic 2K image of {prompt}. ultra-detailed, lifelike, high-resolution, sharp, vibrant colors, photorealistic", + "negative_prompt": "cartoonish, low resolution, blurry, simplistic, abstract, deformed, ugly", }, { - "image": "https://huggingface.co/strangerzonehf/Flux-Isometric-3D-LoRA/resolve/main/images/ID2.png", - "title": "Isometric 3D", - "repo": "strangerzonehf/Flux-Isometric-3D-LoRA", - "weights": "Isometric-3D.safetensors", - "trigger_word": "Isometric 3D" - }, - { - "image": "https://huggingface.co/prithivMLmods/Flux-Toonic-2.5D-LoRA/resolve/main/images/T2.png", - "title": "Toon 2.5D", - "repo": "prithivMLmods/Flux-Toonic-2.5D-LoRA", - "weights": "toonic2.5D.safetensors", - "trigger_word": "toonic 2.5D" - }, - { - "image": "https://huggingface.co/strangerzonehf/Flux-YWL-Realism-LoRA/resolve/main/images/R3.png", - "title": "YWL Realism", - "repo": "strangerzonehf/Flux-YWL-Realism-LoRA", - "weights": "ywl-realism.safetensors", - "trigger_word": "ylw realism" - }, - #chill-guy - { - "image": "https://huggingface.co/prithivMLmods/Flux-Chill-Guy-Zone/resolve/main/images/8.png", - "title": "Chill Guy", - "repo": "prithivMLmods/Flux-Chill-Guy-Zone", - "weights": "chill-guy.safetensors", - "trigger_word": "chill guy" - }, - { - "image": "https://huggingface.co/p1atdev/flux.1-schnell-pvc-style-lora/resolve/main/images/flux_lora_00221_.png", - "title": "Anime PVC Style", - "repo": "p1atdev/flux.1-schnell-pvc-style-lora", - "weights": "pvc-shnell-7250+7500.safetensors", - "trigger_word": "pvc figure, nendoroid, figma" - }, - { - "image": "https://huggingface.co/strangerzonehf/Flux-C4C-Design-LoRA/resolve/main/images/4.png", - "title": "Smiley C4C", - "repo": "strangerzonehf/Flux-C4C-Design-LoRA", - "weights": "Smiley-C4C.safetensors", - "trigger_word": "Smiley C4C" - }, -#-----------------------------------------------------------------------------------LoRA's----------------------------------------------------------------------# - #0 - { - "image": "https://huggingface.co/prithivMLmods/Purple-Dreamy-Flux-LoRA/resolve/main/images/PD3.png", - "title": "Purple Dream", - "repo": "prithivMLmods/Purple-Dreamy-Flux-LoRA", - "weights": "Purple-Dreamy.safetensors", - "trigger_word": "Purple Dreamy" - }, - #1 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-FaceRealism/resolve/main/images/11.png", - "title": "Flux Face Realism", - "repo": "prithivMLmods/Canopus-LoRA-Flux-FaceRealism", - "trigger_word": "Realism" - }, - #2 - { - "image": "https://huggingface.co/alvdansen/softserve_anime/resolve/main/images/ComfyUI_00134_.png", - "title": "Softserve Anime", - "repo": "alvdansen/softserve_anime", - "trigger_word": "sftsrv style illustration" - }, - #3 - { - "image": "https://huggingface.co/prithivMLmods/Fashion-Hut-Modeling-LoRA/resolve/main/images/MO1.png", - "title": "Modeling Hut", - "repo": "prithivMLmods/Fashion-Hut-Modeling-LoRA", - "trigger_word": "Modeling of" - }, - #4 - { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-One-Click-Creative-Template/resolve/main/images/f2cc649985648e57b9b9b14ca7a8744ac8e50d75b3a334ed4df0f368.jpg", - "title": "Creative Template", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-One-Click-Creative-Template", - "trigger_word": "The background is 4 real photos, and in the middle is a cartoon picture summarizing the real photos." - }, - #5 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0/resolve/main/images/XX.png", - "title": "Ultra Realism", - "repo": "prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0", - "trigger_word": "Ultra realistic" - }, - #6 - { - "image": "https://huggingface.co/gokaygokay/Flux-Game-Assets-LoRA-v2/resolve/main/images/example_y2bqpuphc.png", - "title": "Game Assets", - "repo": "gokaygokay/Flux-Game-Assets-LoRA-v2", - "trigger_word": "wbgmsst, white background" - }, - #7 - { - "image": "https://huggingface.co/alvdansen/softpasty-flux-dev/resolve/main/images/ComfyUI_00814_%20(2).png", - "title": "Softpasty", - "repo": "alvdansen/softpasty-flux-dev", - "trigger_word": "araminta_illus illustration style" - }, - #8 - { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-add-details/resolve/main/images/0.png", - "title": "Details Add", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-add-details", - "trigger_word": "" - }, - #9 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-Anime/resolve/main/assets/4.png", - "title": "Flux Anime", - "repo": "prithivMLmods/Canopus-LoRA-Flux-Anime", - "trigger_word": "Anime" - }, - #10 - { - "image": "https://huggingface.co/aleksa-codes/flux-ghibsky-illustration/resolve/main/images/example5.jpg", - "title": "Ghibsky Illustration", - "repo": "aleksa-codes/flux-ghibsky-illustration", - "trigger_word": "GHIBSKY style painting" - }, - #11 - { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Dark-Fantasy/resolve/main/images/c2215bd73da9f14fcd63cc93350e66e2901bdafa6fb8abaaa2c32a1b.jpg", - "title": "Dark Fantasy", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Dark-Fantasy", - "trigger_word": "" - }, - #12 - { - "image": "https://huggingface.co/Norod78/Flux_1_Dev_LoRA_Paper-Cutout-Style/resolve/main/d13591878d5043f3989dd6eb1c25b710_233c18effb4b491cb467ca31c97e90b5.png", - "title": "Paper Cutout", - "repo": "Norod78/Flux_1_Dev_LoRA_Paper-Cutout-Style", - "trigger_word": "Paper Cutout Style" - }, - #13 - { - "image": "https://huggingface.co/alvdansen/mooniverse/resolve/main/images/out-0%20(17).webp", - "title": "Mooniverse", - "repo": "alvdansen/mooniverse", - "trigger_word": "surreal style" - }, - #14 - { - "image": "https://huggingface.co/alvdansen/pola-photo-flux/resolve/main/images/out-0%20-%202024-09-22T130819.351.webp", - "title": "Pola Photo", - "repo": "alvdansen/pola-photo-flux", - "trigger_word": "polaroid style" - }, - #15 - { - "image": "https://huggingface.co/multimodalart/flux-tarot-v1/resolve/main/images/7e180627edd846e899b6cd307339140d_5b2a09f0842c476b83b6bd2cb9143a52.png", - "title": "Flux Tarot", - "repo": "multimodalart/flux-tarot-v1", - "trigger_word": "in the style of TOK a trtcrd tarot style" - }, - #16 - { - "image": "https://huggingface.co/prithivMLmods/Flux-Dev-Real-Anime-LoRA/resolve/main/images/111.png", - "title": "Real Anime", - "repo": "prithivMLmods/Flux-Dev-Real-Anime-LoRA", - "trigger_word": "Real Anime" - }, - #17 - { - "image": "https://huggingface.co/diabolic6045/Flux_Sticker_Lora/resolve/main/images/example_s3pxsewcb.png", - "title": "Stickers", - "repo": "diabolic6045/Flux_Sticker_Lora", - "trigger_word": "5t1cker 5ty1e" - }, - #18 - { - "image": "https://huggingface.co/VideoAditor/Flux-Lora-Realism/resolve/main/images/feel-the-difference-between-using-flux-with-lora-from-xlab-v0-j0ehybmvxehd1.png", - "title": "Realism", - "repo": "XLabs-AI/flux-RealismLora", - "trigger_word": "" - }, - #19 - { - "image": "https://huggingface.co/alvdansen/flux-koda/resolve/main/images/ComfyUI_00583_%20(1).png", - "title": "Koda", - "repo": "alvdansen/flux-koda", - "trigger_word": "flmft style" - }, - #20 - { - "image": "https://huggingface.co/mgwr/Cine-Aesthetic/resolve/main/images/00019-1333633802.png", - "title": "Cine Aesthetic", - "repo": "mgwr/Cine-Aesthetic", - "trigger_word": "mgwr/cine" - }, - #21 - { - "image": "https://huggingface.co/SebastianBodza/flux_cute3D/resolve/main/images/astronaut.webp", - "title": "Cute 3D", - "repo": "SebastianBodza/flux_cute3D", - "trigger_word": "NEOCUTE3D" - }, - #22 - { - "image": "https://huggingface.co/bingbangboom/flux_dreamscape/resolve/main/images/3.jpg", - "title": "Dreamscape", - "repo": "bingbangboom/flux_dreamscape", - "trigger_word": "in the style of BSstyle004" - }, - #23 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-LoRA-Flux-FaceRealism/resolve/main/images/xc.webp", - "title": "Cute Kawaii", - "repo": "prithivMLmods/Canopus-Cute-Kawaii-Flux-LoRA", - "trigger_word": "cute-kawaii" - }, - #24 - { - "image": "https://cdn-uploads.huggingface.co/production/uploads/64b24543eec33e27dc9a6eca/_jyra-jKP_prXhzxYkg1O.png", - "title": "Pastel Anime", - "repo": "Raelina/Flux-Pastel-Anime", - "trigger_word": "Anime" - }, - #25 - { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Vector-Journey/resolve/main/images/f7a66b51c89896854f31bef743dc30f33c6ea3c0ed8f9ff04d24b702.jpg", - "title": "Vector", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Vector-Journey", - "trigger_word": "artistic style blends reality and illustration elements" - }, - #26 - { - "image": "https://huggingface.co/bingbangboom/flux-miniature-worlds/resolve/main/images/2.jpg", - "title": "Miniature", - "repo": "bingbangboom/flux-miniature-worlds", - "weights": "flux_MNTRWRLDS.safetensors", - "trigger_word": "Image in the style of MNTRWRLDS" - }, - #27 - { - "image": "https://huggingface.co/glif-loradex-trainer/bingbangboom_flux_surf/resolve/main/samples/1729012111574__000002000_0.jpg", - "title": "Surf Bingbangboom", - "repo": "glif-loradex-trainer/bingbangboom_flux_surf", - "weights": "flux_surf.safetensors", - "trigger_word": "SRFNGV01" - }, - #28 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-Snoopy-Charlie-Brown-Flux-LoRA/resolve/main/000.png", - "title": "Snoopy Charlie", - "repo": "prithivMLmods/Canopus-Snoopy-Charlie-Brown-Flux-LoRA", - "trigger_word": "Snoopy Charlie Brown" - }, - #29 - { - "image": "https://huggingface.co/alvdansen/sonny-anime-fixed/resolve/main/images/uqAuIMqA6Z7mvPkHg4qJE_f4c3cbe64e0349e7b946d02adeacdca3.png", - "title": "Fixed Sonny", - "repo": "alvdansen/sonny-anime-fixed", - "trigger_word": "nm22 style" - }, - #30 - { - "image": "https://huggingface.co/davisbro/flux-multi-angle/resolve/main/multi-angle-examples/3.png", - "title": "Multi Angle", - "repo": "davisbro/flux-multi-angle", - "trigger_word": "A TOK composite photo of a person posing at different angles" - }, - #31 - { - "image": "https://huggingface.co/glif/how2draw/resolve/main/images/glif-how2draw-araminta-k-vbnvy94npt8m338r2vm02m50.jpg", - "title": "How2Draw", - "repo": "glif/how2draw", - "trigger_word": "How2Draw" - - }, - #32 - { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Text-Poster/resolve/main/images/6dd1a918d89991ad5e40513ab88e7d892077f89dac93edcf4b660dd2.jpg", - "title": "Text Poster", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Text-Poster", - "trigger_word": "text poster" - }, - #33 - { - "image": "https://huggingface.co/SebastianBodza/Flux_Aquarell_Watercolor_v2/resolve/main/images/coffee.webp", - "title": "Aquarell Watercolor", - "repo": "SebastianBodza/Flux_Aquarell_Watercolor_v2", - "trigger_word": "AQUACOLTOK" - }, - #34 - { - "image": "https://huggingface.co/Purz/face-projection/resolve/main/34031797.jpeg", - 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"title": "Yellow Pop Flux", - "repo": "prithivMLmods/Yellow-Pop-Flux-Dev-LoRA", - "weights": "Yellow_Pop.safetensors", - "trigger_word": "Yellow Pop" - }, - #155 - { - "image": "https://huggingface.co/prithivMLmods/Purple-Grid-Flux-LoRA/resolve/main/images/PG2.png", - "title": "Purple Grid Flux", - "repo": "prithivMLmods/Purple-Grid-Flux-LoRA", - "weights": "Purple_Grid.safetensors", - "trigger_word": "Purple Grid" - }, - #156 - { - "image": "https://huggingface.co/prithivMLmods/Dark-Thing-Flux-LoRA/resolve/main/images/DT2.png", - "title": "Dark Thing Flux", - "repo": "prithivMLmods/Dark-Thing-Flux-LoRA", - "weights": "Dark_Creature.safetensors", - "trigger_word": "Dark Creature" - }, - #157 - { - "image": "https://huggingface.co/prithivMLmods/Shadow-Projection-Flux-LoRA/resolve/main/images/SP2.png", - "title": "Shadow Projection", - "repo": "prithivMLmods/Shadow-Projection-Flux-LoRA", - "weights": "Shadow-Projection.safetensors", - "trigger_word": "Shadow Projection" - }, - #158 - { - "image": "https://huggingface.co/prithivMLmods/Street-Bokeh-Flux-LoRA/resolve/main/images/SB2.png", - "title": "Street Bokeh", - "repo": "prithivMLmods/Street-Bokeh-Flux-LoRA", - "weights": "Street_Bokeh.safetensors", - "trigger_word": "Street Bokeh" - }, - #159 - { - "image": "https://huggingface.co/prithivMLmods/Abstract-Cartoon-Flux-LoRA/resolve/main/images/AC2.png", - "title": "Abstract Cartoon", - "repo": "prithivMLmods/Abstract-Cartoon-Flux-LoRA", - "weights": "Abstract-Cartoon.safetensors", - "trigger_word": "Abstract Cartoon" - }, - #160 - { - "image": "https://huggingface.co/Norod78/CartoonStyle-flux-lora/resolve/main/samples/1725344450635__000003800_1.jpg", - "title": "Cartoon Style Flux", - "repo": "Norod78/CartoonStyle-flux-lora", - "weights": "CartoonStyle_flux_lora.safetensors", - "trigger_word": "" - }, - #161 - { - "image": "https://huggingface.co/prithivMLmods/Digital-Chaos-Flux-LoRA/resolve/main/images/HDRDC3.webp", - "title": "HDR Digital Chaos", - "repo": "prithivMLmods/Digital-Chaos-Flux-LoRA", - "weights": "HDR-Digital-Chaos.safetensors", - "trigger_word": "Digital Chaos" - }, - #162 - { - "image": "https://huggingface.co/prithivMLmods/Yellow-Laser-Flux-LoRA/resolve/main/images/YL1.png", - "title": "Yellow Laser", - "repo": "prithivMLmods/Yellow-Laser-Flux-LoRA", - "weights": "Yellow-Laser.safetensors", - "trigger_word": "Yellow Lasers" - }, - #163 - { - "image": "https://huggingface.co/prithivMLmods/Bold-Shadows-Flux-LoRA/resolve/main/images/BS1.png", - "title": "Bold Shadows", - "repo": "prithivMLmods/Bold-Shadows-Flux-LoRA", - "weights": "Bold-Shadows.safetensors", - "trigger_word": "Bold Shadows" - }, - #164 - { - "image": "https://huggingface.co/prithivMLmods/Knitted-Character-Flux-LoRA/resolve/main/images/KC1.png", - "title": "Knitted Character", - "repo": "prithivMLmods/Knitted-Character-Flux-LoRA", - "weights": "Knitted-Character.safetensors", - "trigger_word": "Knitted Character" - }, - #165 - { - "image": "https://huggingface.co/alvdansen/frosting_lane_flux/resolve/main/images/content%20-%202024-08-11T010011.238.jpeg", - "title": "Frosting Lane", - "repo": "alvdansen/frosting_lane_flux", - "trigger_word": "frstingln illustration" - }, - #166 - { - "image": "https://huggingface.co/prithivMLmods/Flux-Realism-FineDetailed/resolve/main/images/FD2.png", - "title": "Fine Detailed Character", - "repo": "prithivMLmods/Flux-Realism-FineDetailed", - "weights": "Flux-Realism-FineDetailed.safetensors", - "trigger_word": "Fine Detailed" - }, - #167 - { - "image": "https://huggingface.co/prithivMLmods/Aura-9999/resolve/main/images/A3.png", - "title": "Aura 9999+", - "repo": "prithivMLmods/Aura-9999", - "weights": "Aura-9999.safetensors", - "trigger_word": "Aura 9999" - }, - #168 - { - "image": "https://huggingface.co/prithivMLmods/Pastel-BG-Flux-LoRA/resolve/main/images/PB2.png", - "title": "Pastel BG", - "repo": "prithivMLmods/Pastel-BG-Flux-LoRA", - "weights": "Pastel-BG.safetensors", - "trigger_word": "Pastel BG" - }, - #169 - { - "image": "https://huggingface.co/prithivMLmods/Green-Cartoon-Flux-LoRA/resolve/main/images/GC1.png", - "title": "Green Cartoon", - "repo": "prithivMLmods/Green-Cartoon-Flux-LoRA", - "weights": "Green-Cartoon.safetensors", - "trigger_word": "Green Cartoon" - }, - #170 - { - "image": "https://huggingface.co/prithivMLmods/Retro-Pixel-Flux-LoRA/resolve/main/images/RP1.png", - "title": "Retro Pixel", - "repo": "prithivMLmods/Retro-Pixel-Flux-LoRA", - "weights": "Retro-Pixel.safetensors", - "trigger_word": "Retro Pixel" - }, - #171 - { - "image": "https://huggingface.co/prithivMLmods/Teen-Outfit/resolve/main/images/TO2.png", - "title": "Teen Outfit", - "repo": "prithivMLmods/Teen-Outfit", - "weights": "Teen-Outfit.safetensors", - "trigger_word": "Teen Outfit" - }, - #172 - { - "image": "https://huggingface.co/prithivMLmods/CAnime-LoRA/resolve/main/images/CA3.png", - "title": "CAnime", - "repo": "prithivMLmods/CAnime-LoRA", - "weights": "CAnime.safetensors", - "trigger_word": "CAnime" - }, - #173 - { - "image": "https://huggingface.co/prithivMLmods/Super-Pencil-Flux-LoRA/resolve/main/images/SP1.png", - "title": "Simple Pencil", - "repo": "prithivMLmods/Super-Pencil-Flux-LoRA", - "weights": "Pencil.safetensors", - "trigger_word": "Simple Pencil" - }, - #174 - { - "image": "https://huggingface.co/martintomov/retrofuturism-flux/resolve/main/images/2e40deba-858e-454f-ae1c-d1ba2adb6a65.jpeg", - "title": "Retro futurism", - "repo": "martintomov/retrofuturism-flux", - "weights": "retrofuturism_flux_lora_martintomov_v1.safetensors", - "trigger_word": "retrofuturism" - }, - #175 - { - "image": "https://huggingface.co/Bootoshi/retroanime/resolve/main/images/9f21dffe-c4da-46c0-b0a6-e06257cf98d6.webp", - "title": "Retro Anime", - "repo": "Bootoshi/retroanime", - "weights": "RetroAnimeFluxV1.safetensors", - "trigger_word": "retro anime" - }, - #176 - { - "image": "https://huggingface.co/alvdansen/plushy-world-flux/resolve/main/images/ComfyUI_00666_%20(1).png", - "title": "Plushy world", - "repo": "alvdansen/plushy-world-flux", - "weights": "plushy_world_flux_araminta_k.safetensors", - "trigger_word": "3dcndylnd style" - }, - #177 - { - "image": "https://huggingface.co/renderartist/ROYGBIVFlux/resolve/main/images/ComfyUI_temp_qpxhm_00154_.png", - "title": "ROYGBIVFlux", - "repo": "renderartist/ROYGBIVFlux", - "weights": "ROYGBIV_Flux_v1_renderartist.safetensors", - "trigger_word": "r0ygb1v, digital illustration, textured" - }, - #178 - { - "image": "https://huggingface.co/alvdansen/sonny-anime-flex/resolve/main/images/GLuFasaLyEoBaAUQMREVf_20b5cf5b178a404296978e360a9ac435.png", - "title": "sonny anime", - "repo": "alvdansen/sonny-anime-flex", - "weights": "araminta_k_sonnyanime_fluxd_flex.safetensors", - "trigger_word": "nm22 [style] style" - }, - #179 - { - "image": "https://huggingface.co/bingbangboom/flux_whimscape/resolve/main/images/2.png", - "title": "flux whimscape", - "repo": "bingbangboom/flux_whimscape", - "weights": "WHMSCPE001.safetensors", - "trigger_word": "illustration in the style of WHMSCPE001" - }, - #180 - { - "image": "https://huggingface.co/glif-loradex-trainer/AP123_movie_shots_ic_lora_experiment_v1/resolve/main/samples/1730923312010__000000500_1.jpg", - "title": "movie shots ic lora", - "repo": "glif-loradex-trainer/AP123_movie_shots_ic_lora_experiment_v1", - "weights": "movie_shots_ic_lora_experiment_v1.safetensors", - "trigger_word": "MOVIE-SHOTS" - }, - #181 - { - "image": "https://huggingface.co/glif/LiDAR-Vision/resolve/main/images/f8f1995e-c583-425b-b73a-f3e873ce1005.png", - "title": "LiDAR", - "repo": "glif/LiDAR-Vision", - "weights": "Lidar.safetensors", - "trigger_word": "L1d4r" - }, - #182 - { - "image": "https://huggingface.co/prithivMLmods/Canopus-Flux-LoRA-Hoodies/resolve/main/images/XXX.png", - "title": "Hoodies", - "repo": "prithivMLmods/Canopus-Flux-LoRA-Hoodies", - "weights": "Canopus-Flux-LoRA-Hoodies.safetensors", - "trigger_word": "Hoodie" - }, - #183 - { - "image": "https://huggingface.co/dvyio/flux-lora-rdr2/resolve/main/images/RTqPoC9s0M1wNhago27OV_dda06f47ee764202aa5e55efa923b94e.jpg", - "title": "World of RDR", - "repo": "dvyio/flux-lora-rdr2", - "weights": "eb79a593332f40458ea36fe0782f01a4_pytorch_lora_weights.safetensors", - "trigger_word": "in the style of RDRGM" - }, - #184 - { - "image": "https://huggingface.co/Fihade/Retro-Collage-Art-Flux-Dev/resolve/main/images/005.jpeg", - "title": "Retro Collage Art", - "repo": "Fihade/Retro-Collage-Art-Flux-Dev", - "weights": "flux_dev_ff_collage_artstyle.safetensors", - "trigger_word": "ff-collage" - }, - #185 - { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Quote-LoRA/resolve/main/images/QQ2.png", - "title": "Quote", - "repo": "prithivMLmods/Flux.1-Dev-Quote-LoRA", - "weights": "quoter001.safetensors", - "trigger_word": "quoter" - }, - #186 - { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Stamp-Art-LoRA/resolve/main/images/SS2.png", - "title": "Stamp", - "repo": "prithivMLmods/Flux.1-Dev-Stamp-Art-LoRA", - "weights": "stam9.safetensors", - "trigger_word": "stam9" - }, - #187 - { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Hand-Sticky-LoRA/resolve/main/images/H3.png", - "title": "Hand Sticky", - "repo": "prithivMLmods/Flux.1-Dev-Hand-Sticky-LoRA", - "weights": "handstick69.safetensors", - "trigger_word": "handstick69" - }, - #188 - { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Poster-HQ-LoRA/resolve/main/images/PP2.png", - "title": "Poster Foss", - "repo": "prithivMLmods/Flux.1-Dev-Poster-HQ-LoRA", - "weights": "poster-foss.safetensors", - "trigger_word": "poster foss" - }, - #189 - { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Ctoon-LoRA/resolve/main/images/C3.png", - "title": "Ctoon", - "repo": "prithivMLmods/Flux.1-Dev-Ctoon-LoRA", - "weights": "ctoon.safetensors", - "trigger_word": "ctoon" - }, - #190 - { - "image": "https://huggingface.co/prithivMLmods/Flux-C33-Design-LoRA/resolve/main/images/3.png", - "title": "C33 Design", - "repo": "prithivMLmods/Flux-C33-Design-LoRA", - "weights": "C33.safetensors", - "trigger_word": "C33 Design" - }, - #191 + +] + +#Clgstyle--------------------------------------------------------------------------------------------------------------------------------------------------------------Clgstyle + +collage_style_list = [ { - 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"title": "Movie Board", - "repo": "prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA", - "weights": "movieboard.safetensors", - "trigger_word": "movieboard" + "name": "Polaroid", + "prompt": "collage of polaroid photos featuring {prompt}. vintage style, high contrast, nostalgic, instant film aesthetic", + "negative_prompt": "digital, modern, low quality, blurry", }, - #194 { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Pov-DoorEye-LoRA/resolve/main/images/L4.png", - "title": "Door Eye View", - "repo": "prithivMLmods/Flux.1-Dev-Pov-DoorEye-LoRA", - "weights": "look-in-2.safetensors", - "trigger_word": "look in 2" + "name": "Watercolor", + "prompt": "watercolor collage of {prompt}. soft edges, translucent colors, painterly effects", + "negative_prompt": "digital, sharp lines, solid colors", }, - #195 { - "image": "https://huggingface.co/alvdansen/enna-sketch-style/resolve/main/images/out-0%20(23).webp", - "title": "Enna Sketch", - "repo": "alvdansen/enna-sketch-style", - "weights": "enna_sketch_style_araminta_k.safetensors", - "trigger_word": "sketch illustration style" + "name": "Cinematic", + "prompt": "cinematic collage of {prompt}. film stills, movie posters, dramatic lighting", + "negative_prompt": "static, lifeless, mundane", }, - #196 { - "image": "https://huggingface.co/jbilcke-hf/flux-dev-panorama-lora-2/resolve/main/samples/HDRI%20panoramic%20view%20of%20TOK%2C%20visiting%20an%20amusement%20park%20about%20harry%20potter.webp", - "title": "Panorama", - "repo": "jbilcke-hf/flux-dev-panorama-lora-2", - "weights": "flux_train_replicate.safetensors", - "trigger_word": "HDRI panoramic view of TOK" + "name": "Nostalgic", + "prompt": "nostalgic collage of {prompt}. retro imagery, vintage objects, sentimental journey", + "negative_prompt": "contemporary, futuristic, forward-looking", }, - #197 { - "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Micro-landscape-on-Mobile-Phone/resolve/main/images/a29b8763a8f733dea09c1ab07a42263ef6e304cb81be3f5c97fbf8f6.jpg", - "title": "Micro Landscape", - "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Micro-landscape-on-Mobile-Phone", - "weights": "FLUX-dev-lora-micro-landscape.safetensors", - "trigger_word": "miniature stereoscopic scene" + "name": "Vintage", + "prompt": "vintage collage of {prompt}. aged paper, sepia tones, retro imagery, antique vibes", + "negative_prompt": "modern, contemporary, futuristic, high-tech", }, - #198 { - "image": "https://huggingface.co/glif-loradex-trainer/goldenark__Ancient_Greece_Watercolor_Sketch_Style/resolve/main/samples/1727152322975__000002000_0.jpg", - "title": "Ancient Greece Watercolor", - "repo": "glif-loradex-trainer/goldenark__Ancient_Greece_Watercolor_Sketch_Style", - "weights": "Ancient_Greece_Watercolor_Sketch_Style.safetensors", - "trigger_word": "AncientWaterColorStyle" + "name": "Scrapbook", + "prompt": "scrapbook style collage of {prompt}. mixed media, hand-cut elements, textures, paper, stickers, doodles", + "negative_prompt": "clean, digital, modern, low quality", }, - #199 { - "image": "https://huggingface.co/glif-loradex-trainer/i12bp8_appelsiensam_mii_v1/resolve/main/samples/1731918886531__000003000_0.jpg", - "title": "M11 PPLSNSM", - "repo": "glif-loradex-trainer/i12bp8_appelsiensam_mii_v1", - "weights": "appelsiensam_mii_v1.safetensors", - "trigger_word": "M11_PPLSNSM" + "name": "NeoNGlow", + "prompt": "neon glow collage of {prompt}. vibrant colors, glowing effects, futuristic vibes", + "negative_prompt": "dull, muted colors, vintage, retro", }, - #200 { - "image": "https://huggingface.co/glif-loradex-trainer/an303042_RisographPrint_v1/resolve/main/samples/1731852835625__000003000_5.jpg", - "title": "RisographPrint", - "repo": "glif-loradex-trainer/an303042_RisographPrint_v1", - "weights": "RisographPrint_v1.safetensors", - "trigger_word": "rsgrf , risograph" + "name": "Geometric", + "prompt": "geometric collage of {prompt}. abstract shapes, colorful, sharp edges, modern design, high quality", + "negative_prompt": "blurry, low quality, traditional, dull", }, - #201 { - "image": "https://huggingface.co/gokaygokay/Flux-White-Background-LoRA/resolve/main/images/example_mtojzmerf.png", - "title": "White Background", - "repo": "gokaygokay/Flux-White-Background-LoRA", - "weights": "80cfbf52faf541d49c6abfe1ac571112_lora.safetensors", - "trigger_word": "in the middle ,white background" + "name": "Thematic", + "prompt": "thematic collage of {prompt}. cohesive theme, well-organized, matching colors, creative layout", + "negative_prompt": "random, messy, unorganized, clashing colors", }, - #202 + +#DuoTones by Canva --------------------------------------------------------------------------------------------------------------- Alters only the i++ Part / not Zero Tones + { - "image": "https://huggingface.co/glif/Gesture-Draw/resolve/main/images/cf8697fb-d6b4-4684-8a1d-82beb9d266ed.jpg", - "title": "Gesture Draw", - "repo": "glif/Gesture-Draw", - "weights": "Gesture_Draw_v1.safetensors", - "trigger_word": "gstdrw style" + "name": "Cherry", + "prompt": "Duotone style Cherry tone applied to {prompt}", + "negative_prompt": "", }, - #203 { - "image": "https://huggingface.co/MuninStudio/FLUX.1-dev-LoRA-Hard-Flash/resolve/main/images/02.jpg", - "title": "Hard Flash", - "repo": "MuninStudio/FLUX.1-dev-LoRA-Hard-Flash", - "weights": "HRDFLS.safetensors", - "trigger_word": "HRDFLS" + "name": "Fuchsia", + "prompt": "Duotone style Fuchsia tone applied to {prompt}", + "negative_prompt": "", }, - #204 { - "image": "https://huggingface.co/dvyio/flux-lora-the-sims/resolve/main/images/dunBAVBsALOepaE_dsWFI_6b0fef6b0fc4472aa07d00edea7c75b3.jpg", - "title": "SIMS", - "repo": "dvyio/flux-lora-the-sims", - "weights": "011ed14848b3408c8d70d3ecfa14f122_lora.safetensors", - "trigger_word": "video game screenshot in the style of THSMS" + "name": "Pop", + "prompt": "Duotone style Pop tone applied to {prompt}", + "negative_prompt": "", }, - #205 { - "image": "https://huggingface.co/UmeAiRT/FLUX.1-dev-LoRA-Ume_Sky/resolve/main/images/flux_00171_.png", - "title": "Umesky", - "repo": "UmeAiRT/FLUX.1-dev-LoRA-Ume_Sky", - "weights": "ume_sky_v2.safetensors", - "trigger_word": "umesky" + "name": "Violet", + "prompt": "Duotone style Violet applied to {prompt}", + "negative_prompt": "", }, - #206 { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Realtime-Toon-Mix/resolve/main/images/T1.png", - "title": "Realtime Toon Mix", - "repo": "prithivMLmods/Flux.1-Dev-Realtime-Toon-Mix", - "weights": "toon-mix.safetensors", - "trigger_word": "toon mix" + "name": "Sea Blue", + "prompt": "Duotone style Sea Blue applied to {prompt}", + "negative_prompt": "", }, - #207 { - "image": "https://huggingface.co/oshtz/flux-pointcrayonstyle/resolve/main/images/pointcrayonstyle%20illustration%2C%20at%20a%20lighthouse%2C%20the%20ambiance%20is%20exotic%20and%20mysterious.png", - "title": "Pointcrayonstyle", - "repo": "oshtz/flux-pointcrayonstyle", - "weights": "flux-pointcrayonstyle.safetensors", - "trigger_word": "pointcrayonstyle" + "name": "Sea Green", + "prompt": "Duotone style Sea Green applied to {prompt}", + "negative_prompt": "", }, - #208 { - "image": "https://huggingface.co/Purz/vhs-box/resolve/main/33727059.jpeg", - "title": "VSH Box", - "repo": "Purz/vhs-box", - "weights": "purz-vhs_box.safetensors", - "trigger_word": "vhs_box" + "name": "Mustard", + "prompt": "Duotone style Mustard applied to {prompt}", + "negative_prompt": "", }, - #209 { - "image": "https://huggingface.co/nerijs/flux_prettyshot_v1/resolve/main/images/image_5.png", - "title": "Prettyshot", - "repo": "nerijs/flux_prettyshot_v1", - "weights": "flux_prettyshot_v1.safetensors", - "trigger_word": "pr3ttysh0t" + "name": "Amber", + "prompt": "Duotone style Amber applied to {prompt}", + "negative_prompt": "", }, - #210 { - "image": "https://huggingface.co/glif-loradex-trainer/insectagon_pipo_hippo1/resolve/main/samples/1729839793051__000001500_1.jpg", - "title": "Insectagon pipo", - "repo": "glif-loradex-trainer/insectagon_pipo_hippo1", - "weights": "pipo_hippo1.safetensors", - "trigger_word": "pipo_meme" + "name": "Pomelo", + "prompt": "Duotone style Pomelo applied to {prompt}", + "negative_prompt": "", }, - #211 { - "image": "https://huggingface.co/prithivMLmods/Flux-Polaroid-Plus/resolve/main/images/P1.png", - "title": "Polaroid Plus", - "repo": "prithivMLmods/Flux-Polaroid-Plus", - "weights": "polaroid-plus.safetensors", - "trigger_word": "Polaroid Collage" + "name": "Peppermint", + "prompt": "Duotone style Peppermint applied to {prompt}", + "negative_prompt": "", }, - #212 { - "image": "https://huggingface.co/prithivMLmods/Flux-Product-Ad-Backdrop/resolve/main/images/PA1.png", - "title": "Product Ad", - "repo": "prithivMLmods/Flux-Product-Ad-Backdrop", - "weights": "Prod-Ad.safetensors", - "trigger_word": "Product Ad" + "name": "Mystic", + "prompt": "Duotone style Mystic tone applied to {prompt}", + "negative_prompt": "", }, - #213 { - "image": "https://huggingface.co/prithivMLmods/Flux-Art-Nightmare-99/resolve/main/images/NM4.png", - "title": "Nightmare 99", - "repo": "prithivMLmods/Flux-Art-Nightmare-99", - "weights": "nm99.safetensors", - "trigger_word": "nm99" + "name": "Pastel", + "prompt": "Duotone style Pastel applied to {prompt}", + "negative_prompt": "", }, - #214 { - "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Frosted-Container-LoRA/resolve/main/images/FG1.png", - "title": "Frosted Container", - "repo": "prithivMLmods/Flux.1-Dev-Frosted-Container-LoRA", - "weights": "frosted-gc.safetensors", - "trigger_word": "frosted GC" + "name": "Coral", + "prompt": "Duotone style Coral applied to {prompt}", + "negative_prompt": "", }, - #215 { - "image": "https://huggingface.co/glif-loradex-trainer/swap_magenta_kuki_roblox/resolve/main/samples/1731068408259__000001500_4.jpg", - "title": "Magenta Kuki Roblox", - "repo": "glif-loradex-trainer/swap_magenta_kuki_roblox", - "weights": "magenta_kuki_roblox.safetensors", - "trigger_word": "kuki_magenta, roblox" + "name": "No Style", + "prompt": "{prompt}", + "negative_prompt": "", }, - #216 - { - "image": "https://huggingface.co/glif-loradex-trainer/maxxd4240_PleinAir/resolve/main/samples/1730493095161__000003000_4.jpg", - "title": "Plein Air", - "repo": "glif-loradex-trainer/maxxd4240_PleinAir", - "weights": "PleinAir.safetensors", - "trigger_word": "P1e!n" + +] + +#filters------------------------------------------------------------------------------------------------------------------------------------------------filters + +filters = { + "Vivid": { + "prompt": "extra vivid {prompt}", + "negative_prompt": "washed out, dull" }, - #217 - { - "image": "https://huggingface.co/prithivMLmods/Flux-GArt-LoRA/resolve/main/images/G2.png", - "title": "GArt", - "repo": "prithivMLmods/Flux-GArt-LoRA", - "weights": "GArt.safetensors", - "trigger_word": "GArt" + "Playa": { + "prompt": "{prompt} set in a vast playa", + "negative_prompt": "forest, mountains" }, - #218 - { - "image": "https://huggingface.co/strangerzonehf/Flux-Super-Capybara-HF/resolve/main/images/C2.png", - "title": "Capybara HF", - "repo": "strangerzonehf/Flux-Super-Capybara-HF", - "weights": "capybara-hf.safetensors", - "trigger_word": "capybara hf" + "Desert": { + "prompt": "{prompt} set in a desert landscape", + "negative_prompt": "ocean, city" }, - #219 - { - "image": "https://huggingface.co/prithivMLmods/Flux-Fine-Detail-LoRA/resolve/main/images/SR1.png", - "title": "Fine Detail", - "repo": "prithivMLmods/Flux-Fine-Detail-LoRA", - "weights": "Fine-Detail.safetensors", - "trigger_word": "Super Detail" + "West": { + "prompt": "{prompt} with a western theme", + "negative_prompt": "eastern, modern" }, - #220 - { - "image": "https://huggingface.co/gokaygokay/Flux-Digital-Backgrounds-LoRA/resolve/main/images/image1.jpg", - "title": "Digital Backgrounds", - "repo": "gokaygokay/Flux-Digital-Backgrounds-LoRA", - "weights": "digital_background_lora.safetensors", - "trigger_word": "dgtlbg" + "Blush": { + "prompt": "{prompt} with a soft blush color palette", + "negative_prompt": "harsh colors, neon" }, - #221 - { - "image": "https://huggingface.co/gokaygokay/Flux-Realistic-Backgrounds-LoRA/resolve/main/images/image1.jpg", - "title": "Realistic Backgrounds", - "repo": "gokaygokay/Flux-Realistic-Backgrounds-LoRA", - "weights": "realistic_background_lora.safetensors", - "trigger_word": "rlstcbg" + "Minimalist": { + "prompt": "{prompt} with a minimalist design", + "negative_prompt": "cluttered, ornate" }, - #222 - { - "image": "https://huggingface.co/prithivMLmods/Flux-Lego-Ref-LoRA/resolve/main/images/2.png", - "title": "LEGO", - "repo": "prithivMLmods/Flux-Lego-Ref-LoRA", - "weights": "Lego.safetensors", - "trigger_word": "lego --fref --89890" - }, - #223 - { - "image": "https://huggingface.co/strangerzonehf/Flux-3DXL-Partfile-0002/resolve/main/images/44.png", - "title": "3DXLP2", - "repo": "strangerzonehf/Flux-3DXL-Partfile-0002", - "weights": "3DXLP2.safetensors", - "trigger_word": "3DXLP2" + + "Zero filter": { + "prompt": "{prompt}", + "negative_prompt": "" }, - #add new -] - -#--------------------------------------------------Model Initialization-----------------------------------------------------------------------------------------# - -dtype = torch.bfloat16 -device = "cuda" if torch.cuda.is_available() else "cpu" -base_model = "black-forest-labs/FLUX.1-dev" - -#TAEF1 is very tiny autoencoder which uses the same "latent API" as FLUX.1's VAE. FLUX.1 is useful for real-time previewing of the FLUX.1 generation process.# -taef1 = AutoencoderTiny.from_pretrained("madebyollin/taef1", torch_dtype=dtype).to(device) -good_vae = AutoencoderKL.from_pretrained(base_model, subfolder="vae", torch_dtype=dtype).to(device) -pipe = DiffusionPipeline.from_pretrained(base_model, torch_dtype=dtype, vae=taef1).to(device) -pipe_i2i = AutoPipelineForImage2Image.from_pretrained(base_model, - vae=good_vae, - transformer=pipe.transformer, - text_encoder=pipe.text_encoder, - tokenizer=pipe.tokenizer, - text_encoder_2=pipe.text_encoder_2, - tokenizer_2=pipe.tokenizer_2, - torch_dtype=dtype - ) - -MAX_SEED = 2**32-1 - -pipe.flux_pipe_call_that_returns_an_iterable_of_images = flux_pipe_call_that_returns_an_iterable_of_images.__get__(pipe) - -class calculateDuration: - def __init__(self, activity_name=""): - self.activity_name = activity_name - - def __enter__(self): - self.start_time = time.time() - return self - def __exit__(self, exc_type, exc_value, traceback): - self.end_time = time.time() - self.elapsed_time = self.end_time - self.start_time - if self.activity_name: - print(f"Elapsed time for {self.activity_name}: {self.elapsed_time:.6f} seconds") - else: - print(f"Elapsed time: {self.elapsed_time:.6f} seconds") - -def update_selection(evt: gr.SelectData, width, height): - selected_lora = loras[evt.index] - new_placeholder = f"Type a prompt for {selected_lora['title']}" - lora_repo = selected_lora["repo"] - updated_text = f"### Selected: [{lora_repo}](https://huggingface.co/{lora_repo}) ✅" - if "aspect" in selected_lora: - if selected_lora["aspect"] == "portrait": - width = 768 - height = 1024 - elif selected_lora["aspect"] == "landscape": - width = 1024 - height = 768 - else: - width = 1024 - height = 1024 - return ( - gr.update(placeholder=new_placeholder), - updated_text, - evt.index, - width, - height, - ) - -@spaces.GPU(duration=100) -def generate_image(prompt_mash, steps, seed, cfg_scale, width, height, lora_scale, progress): - pipe.to("cuda") - generator = torch.Generator(device="cuda").manual_seed(seed) - with calculateDuration("Generating image"): - # Generate image - for img in pipe.flux_pipe_call_that_returns_an_iterable_of_images( - prompt=prompt_mash, - num_inference_steps=steps, - guidance_scale=cfg_scale, - width=width, - height=height, - generator=generator, - joint_attention_kwargs={"scale": lora_scale}, - output_type="pil", - good_vae=good_vae, - ): - yield img - -def generate_image_to_image(prompt_mash, image_input_path, image_strength, steps, cfg_scale, width, height, lora_scale, seed): - generator = torch.Generator(device="cuda").manual_seed(seed) - pipe_i2i.to("cuda") - image_input = load_image(image_input_path) - final_image = pipe_i2i( - prompt=prompt_mash, - image=image_input, - strength=image_strength, - num_inference_steps=steps, - guidance_scale=cfg_scale, - width=width, - height=height, - generator=generator, - joint_attention_kwargs={"scale": lora_scale}, - output_type="pil", - ).images[0] - return final_image - -@spaces.GPU(duration=100) -def run_lora(prompt, image_input, image_strength, cfg_scale, steps, selected_index, randomize_seed, seed, width, height, lora_scale, progress=gr.Progress(track_tqdm=True)): - if selected_index is None: - raise gr.Error("You must select a LoRA before proceeding.🧨") - selected_lora = loras[selected_index] - lora_path = selected_lora["repo"] - trigger_word = selected_lora["trigger_word"] - if(trigger_word): - if "trigger_position" in selected_lora: - if selected_lora["trigger_position"] == "prepend": - prompt_mash = f"{trigger_word} {prompt}" - else: - prompt_mash = f"{prompt} {trigger_word}" - else: - prompt_mash = f"{trigger_word} {prompt}" +} + +styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in style_list} +collage_styles = {k["name"]: (k["prompt"], k["negative_prompt"]) for k in collage_style_list} +filter_styles = {k: (v["prompt"], v["negative_prompt"]) for k, v in filters.items()} + +STYLE_NAMES = list(styles.keys()) +COLLAGE_STYLE_NAMES = list(collage_styles.keys()) +FILTER_NAMES = list(filters.keys()) +DEFAULT_STYLE_NAME = "3840 x 2160" +DEFAULT_COLLAGE_STYLE_NAME = "Hi-Res" +DEFAULT_FILTER_NAME = "Zero filter" + +def apply_style(style_name: str, positive: str, negative: str = "") -> Tuple[str, str]: + if style_name in styles: + p, n = styles.get(style_name, styles[DEFAULT_STYLE_NAME]) + elif style_name in collage_styles: + p, n = collage_styles.get(style_name, collage_styles[DEFAULT_COLLAGE_STYLE_NAME]) + elif style_name in filter_styles: + p, n = filter_styles.get(style_name, filter_styles[DEFAULT_FILTER_NAME]) else: - prompt_mash = prompt - - with calculateDuration("Unloading LoRA"): - pipe.unload_lora_weights() - pipe_i2i.unload_lora_weights() - - #LoRA weights flow - with calculateDuration(f"Loading LoRA weights for {selected_lora['title']}"): - pipe_to_use = pipe_i2i if image_input is not None else pipe - weight_name = selected_lora.get("weights", None) - - pipe_to_use.load_lora_weights( - lora_path, - weight_name=weight_name, - low_cpu_mem_usage=True - ) - - with calculateDuration("Randomizing seed"): - if randomize_seed: - seed = random.randint(0, MAX_SEED) - - if(image_input is not None): - - final_image = generate_image_to_image(prompt_mash, image_input, image_strength, steps, cfg_scale, width, height, lora_scale, seed) - yield final_image, seed, gr.update(visible=False) + p, n = styles[DEFAULT_STYLE_NAME] + + if not negative: + negative = "" + return p.replace("{prompt}", positive), n + negative + +if not torch.cuda.is_available(): + DESCRIPTION = "\n

⚠️Running on CPU, This may not work on CPU.

" + +MAX_SEED = np.iinfo(np.int32).max +CACHE_EXAMPLES = torch.cuda.is_available() and os.getenv("CACHE_EXAMPLES", "0") == "1" +MAX_IMAGE_SIZE = int(os.getenv("MAX_IMAGE_SIZE", "2048")) +USE_TORCH_COMPILE = os.getenv("USE_TORCH_COMPILE", "0") == "1" +ENABLE_CPU_OFFLOAD = os.getenv("ENABLE_CPU_OFFLOAD", "0") == "1" + +device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") +#Compile +if torch.cuda.is_available(): + pipe = StableDiffusionXLPipeline.from_pretrained( + "SG161222/RealVisXL_V5.0_Lightning", # / SG161222/RealVisXL_V4.0 / SG161222/RealVisXL_V4.0_Lightning + torch_dtype=torch.float16, + use_safetensors=True, + add_watermarker=False, + variant="fp16" + ).to(device) + + if ENABLE_CPU_OFFLOAD: + pipe.enable_model_cpu_offload() else: - image_generator = generate_image(prompt_mash, steps, seed, cfg_scale, width, height, lora_scale, progress) + pipe.to(device) + print("Loaded on Device!") + + if USE_TORCH_COMPILE: + pipe.unet = torch.compile(pipe.unet, mode="reduce-overhead", fullgraph=True) + print("Model Compiled!") + +def save_image(img, path): + img.save(path) +#seeding +def randomize_seed_fn(seed: int, randomize_seed: bool) -> int: + if randomize_seed: + seed = random.randint(0, MAX_SEED) + return seed + +@spaces.GPU(enable_queue=True) +def generate( + prompt: str, + negative_prompt: str = "", + use_negative_prompt: bool = False, + style: str = DEFAULT_STYLE_NAME, + collage_style: str = DEFAULT_COLLAGE_STYLE_NAME, + filter_name: str = DEFAULT_FILTER_NAME, + grid_size: str = "2x2", + seed: int = 0, + width: int = 1024, + height: int = 1024, + guidance_scale: float = 3, + randomize_seed: bool = False, + use_resolution_binning: bool = True, + progress=gr.Progress(track_tqdm=True), +): + if check_text(prompt, negative_prompt): + raise ValueError("Prompt contains restricted words.") - final_image = None - step_counter = 0 - for image in image_generator: - step_counter+=1 - final_image = image - progress_bar = f'
' - yield image, seed, gr.update(value=progress_bar, visible=True) - - yield final_image, seed, gr.update(value=progress_bar, visible=False) - -def get_huggingface_safetensors(link): - split_link = link.split("/") - if(len(split_link) == 2): - model_card = ModelCard.load(link) - base_model = model_card.data.get("base_model") - print(base_model) - - #Allows Both - if((base_model != "black-forest-labs/FLUX.1-dev") and (base_model != "black-forest-labs/FLUX.1-schnell")): - raise Exception("Flux LoRA Not Found!") - - # Only allow "black-forest-labs/FLUX.1-dev" - #if base_model != "black-forest-labs/FLUX.1-dev": - #raise Exception("Only FLUX.1-dev is supported, other LoRA models are not allowed!") - - image_path = model_card.data.get("widget", [{}])[0].get("output", {}).get("url", None) - trigger_word = model_card.data.get("instance_prompt", "") - image_url = f"https://huggingface.co/{link}/resolve/main/{image_path}" if image_path else None - fs = HfFileSystem() - try: - list_of_files = fs.ls(link, detail=False) - for file in list_of_files: - if(file.endswith(".safetensors")): - safetensors_name = file.split("/")[-1] - if (not image_url and file.lower().endswith((".jpg", ".jpeg", ".png", ".webp"))): - image_elements = file.split("/") - image_url = f"https://huggingface.co/{link}/resolve/main/{image_elements[-1]}" - except Exception as e: - print(e) - gr.Warning(f"You didn't include a link neither a valid Hugging Face repository with a *.safetensors LoRA") - raise Exception(f"You didn't include a link neither a valid Hugging Face repository with a *.safetensors LoRA") - return split_link[1], link, safetensors_name, trigger_word, image_url + if collage_style != "No Style": + prompt, negative_prompt = apply_style(collage_style, prompt, negative_prompt) + elif filter_name != "No Filter": + prompt, negative_prompt = apply_style(filter_name, prompt, negative_prompt) + else: + prompt, negative_prompt = apply_style(style, prompt, negative_prompt) + + seed = int(randomize_seed_fn(seed, randomize_seed)) + generator = torch.Generator().manual_seed(seed) + + if not use_negative_prompt: + negative_prompt = "" # type: ignore + negative_prompt += default_negative + + grid_sizes = { + "2x1": (2, 1), + "1x2": (1, 2), + "2x2": (2, 2), + "2x3": (2, 3), + "3x2": (3, 2), + "1x1": (1, 1) + } + + grid_size_x, grid_size_y = grid_sizes.get(grid_size, (2, 2)) + num_images = grid_size_x * grid_size_y + + options = { + "prompt": prompt, + "negative_prompt": negative_prompt, + "width": width, + "height": height, + "guidance_scale": guidance_scale, + "num_inference_steps": 30, + "generator": generator, + "num_images_per_prompt": num_images, + "use_resolution_binning": use_resolution_binning, + "output_type": "pil", + } + + torch.cuda.empty_cache() # Clear GPU memory + images = pipe(**options).images -def check_custom_model(link): - if(link.startswith("https://")): - if(link.startswith("https://huggingface.co") or link.startswith("https://www.huggingface.co")): - link_split = link.split("huggingface.co/") - return get_huggingface_safetensors(link_split[1]) - else: - return get_huggingface_safetensors(link) + grid_img = Image.new('RGB', (width * grid_size_x, height * grid_size_y)) -def add_custom_lora(custom_lora): - global loras - if(custom_lora): - try: - title, repo, path, trigger_word, image = check_custom_model(custom_lora) - print(f"Loaded custom LoRA: {repo}") - card = f''' -
- Loaded custom LoRA: -
- -
-

{title}

- {"Using: "+trigger_word+" as the trigger word" if trigger_word else "No trigger word found. If there's a trigger word, include it in your prompt"}
 -
-
-
- ''' - existing_item_index = next((index for (index, item) in enumerate(loras) if item['repo'] == repo), None) - if(not existing_item_index): - new_item = { - "image": image, - "title": title, - "repo": repo, - "weights": path, - "trigger_word": trigger_word - } - print(new_item) - existing_item_index = len(loras) - loras.append(new_item) - - return gr.update(visible=True, value=card), gr.update(visible=True), gr.Gallery(selected_index=None), f"Custom: {path}", existing_item_index, trigger_word - except Exception as e: - gr.Warning(f"Invalid LoRA: either you entered an invalid link, or a non-FLUX LoRA") - return gr.update(visible=True, value=f"Invalid LoRA: either you entered an invalid link, a non-FLUX LoRA"), gr.update(visible=False), gr.update(), "", None, "" - else: - return gr.update(visible=False), gr.update(visible=False), gr.update(), "", None, "" + for i, img in enumerate(images[:num_images]): + grid_img.paste(img, (i % grid_size_x * width, i // grid_size_x * height)) -def remove_custom_lora(): - return gr.update(visible=False), gr.update(visible=False), gr.update(), "", None, "" + unique_name = str(uuid.uuid4()) + ".png" + save_image(grid_img, unique_name) + return [unique_name], seed -run_lora.zerogpu = True +examples = [ + + "Chocolate dripping from a donut against a yellow background, in the style of brocore, hyper-realistic oil --ar 2:3 --q 2 --s 750 --v 5 --ar 2:3 --q 2 --s 750 --v 5", + "3d image, cute girl, in the style of Pixar --ar 1:2 --stylize 750, 4K resolution highlights, Sharp focus, octane render, ray tracing, Ultra-High-Definition, 8k, UHD, HDR, (Masterpiece:1.5), (best quality:1.5)", + "Cold coffee in a cup bokeh --ar 85:128 --v 6.0 --style raw5,4k", + "Food photography of a milk shake with flying strawberrys against a pink background, professionally studio shot with cinematic lighting. The image is in the style of a professional studio shot --ar 85:128 --v 6.0 --style raw" + +] css = ''' -#gen_btn{height: 100%} -#gen_column{align-self: stretch} -#title{text-align: center} -#title h1{font-size: 3em; display:inline-flex; align-items:center} -#title img{width: 100px; margin-right: 0.5em} -#gallery .grid-wrap{height: 10vh} -#lora_list{background: var(--block-background-fill);padding: 0 1em .3em; font-size: 90%} -.card_internal{display: flex;height: 100px;margin-top: .5em} -.card_internal img{margin-right: 1em} -.styler{--form-gap-width: 0px !important} -#progress{height:30px} -#progress .generating{display:none} -.progress-container {width: 100%;height: 30px;background-color: #f0f0f0;border-radius: 15px;overflow: hidden;margin-bottom: 20px} -.progress-bar {height: 100%;background-color: #4f46e5;width: calc(var(--current) / var(--total) * 100%);transition: width 0.5s ease-in-out} +.gradio-container{max-width: 888px !important} +h1{text-align:center} + +.submit-btn { + background: linear-gradient(90deg, #4B79A1 0%, #283E51 100%) !important; + border: none !important; + color: white !important; +} +.submit-btn:hover { + background-color: #ff581e !important; +} ''' -with gr.Blocks(theme="YTheme/Minecraft", css=css, delete_cache=(60, 60)) as app: - title = gr.HTML( - """

FLUX LoRA DLC🥳

""", - elem_id="title", - ) - selected_index = gr.State(None) +with gr.Blocks(css=css, theme="bethecloud/storj_theme") as demo: with gr.Row(): - with gr.Column(scale=3): - prompt = gr.Textbox(label="Prompt", lines=1, placeholder=":/ choose the LoRA and type the prompt ") - with gr.Column(scale=1, elem_id="gen_column"): - generate_button = gr.Button("Generate", variant="primary", elem_id="gen_btn") - with gr.Row(): - with gr.Column(): - selected_info = gr.Markdown("") - gallery = gr.Gallery( - [(item["image"], item["title"]) for item in loras], - label="LoRA DLC's", - allow_preview=False, - columns=3, - elem_id="gallery", - show_share_button=False + with gr.Column(scale=1): + prompt = gr.Text( + label="Prompt", + show_label=False, + max_lines=1, + placeholder="Enter your prompt", + container=False, ) - with gr.Group(): - custom_lora = gr.Textbox(label="Enter Custom LoRA", placeholder="prithivMLmods/Canopus-LoRA-Flux-Anime") - gr.Markdown("[Check the list of FLUX LoRA's](https://huggingface.co/models?other=base_model:adapter:black-forest-labs/FLUX.1-dev)", elem_id="lora_list") - custom_lora_info = gr.HTML(visible=False) - custom_lora_button = gr.Button("Remove custom LoRA", visible=False) - with gr.Column(): - progress_bar = gr.Markdown(elem_id="progress",visible=False) - result = gr.Image(label="Generated Image") - - with gr.Row(): - with gr.Accordion("Advanced Settings", open=False): - with gr.Row(): - input_image = gr.Image(label="Input image", type="filepath") - image_strength = gr.Slider(label="Denoise Strength", info="Lower means more image influence", minimum=0.1, maximum=1.0, step=0.01, value=0.75) - with gr.Column(): + run_button = gr.Button("Generate as (1024 x 1024)🍺", scale=0, elem_classes="submit-btn") + + with gr.Row(visible=True): + grid_size_selection = gr.Dropdown( + choices=["2x1", "1x2", "2x2", "2x3", "3x2", "1x1"], + value="1x1", + label="Grid Size" + ) + + with gr.Row(visible=True): + filter_selection = gr.Dropdown( + show_label=True, + container=True, + interactive=True, + choices=FILTER_NAMES, + value=DEFAULT_FILTER_NAME, + label="Filter Type", + ) + + with gr.Row(visible=True): + collage_style_selection = gr.Dropdown( + show_label=True, + container=True, + interactive=True, + choices=COLLAGE_STYLE_NAMES, + value=DEFAULT_COLLAGE_STYLE_NAME, + label="Collage Template + Duotone Canvas", + ) + + with gr.Row(visible=True): + style_selection = gr.Dropdown( + show_label=True, + container=True, + interactive=True, + choices=STYLE_NAMES, + value=DEFAULT_STYLE_NAME, + label="Quality Style", + ) + + with gr.Accordion("Advanced options", open=False): + use_negative_prompt = gr.Checkbox(label="Use negative prompt", value=True, visible=True) + negative_prompt = gr.Text( + label="Negative prompt", + max_lines=1, + placeholder="Enter a negative prompt", + value="(deformed, distorted, disfigured:1.3), poorly drawn, bad anatomy, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation", + visible=True, + ) with gr.Row(): - cfg_scale = gr.Slider(label="CFG Scale", minimum=1, maximum=20, step=0.5, value=3.5) - steps = gr.Slider(label="Steps", minimum=1, maximum=50, step=1, value=28) - + num_inference_steps = gr.Slider( + label="Steps", + minimum=10, + maximum=60, + step=1, + value=30, + ) with gr.Row(): - width = gr.Slider(label="Width", minimum=256, maximum=1536, step=64, value=1024) - height = gr.Slider(label="Height", minimum=256, maximum=1536, step=64, value=1024) - + num_images_per_prompt = gr.Slider( + label="Images", + minimum=1, + maximum=5, + step=1, + value=2, + ) + seed = gr.Slider( + label="Seed", + minimum=0, + maximum=MAX_SEED, + step=1, + value=0, + visible=True + ) + randomize_seed = gr.Checkbox(label="Randomize seed", value=True) + + with gr.Row(visible=True): + width = gr.Slider( + label="Width", + minimum=512, + maximum=2048, + step=64, + value=1024, + ) + height = gr.Slider( + label="Height", + minimum=512, + maximum=2048, + step=64, + value=1024, + ) + with gr.Row(): - randomize_seed = gr.Checkbox(True, label="Randomize seed") - seed = gr.Slider(label="Seed", minimum=0, maximum=MAX_SEED, step=1, value=0, randomize=True) - lora_scale = gr.Slider(label="LoRA Scale", minimum=0, maximum=3, step=0.01, value=0.95) + guidance_scale = gr.Slider( + label="Guidance Scale", + minimum=0.1, + maximum=20.0, + step=0.1, + value=6, + ) + + with gr.Column(scale=2): + result = gr.Gallery(label="Result", columns=1, show_label=False) + + gr.Examples( + examples=examples, + inputs=prompt, + outputs=[result, seed], + fn=generate, + cache_examples=CACHE_EXAMPLES, + ) + + use_negative_prompt.change( + fn=lambda x: gr.update(visible=x), + inputs=use_negative_prompt, + outputs=negative_prompt, + api_name=False, + ) - gallery.select( - update_selection, - inputs=[width, height], - outputs=[prompt, selected_info, selected_index, width, height] - ) - custom_lora.input( - add_custom_lora, - inputs=[custom_lora], - outputs=[custom_lora_info, custom_lora_button, gallery, selected_info, selected_index, prompt] - ) - custom_lora_button.click( - remove_custom_lora, - outputs=[custom_lora_info, custom_lora_button, gallery, selected_info, selected_index, custom_lora] - ) gr.on( - triggers=[generate_button.click, prompt.submit], - fn=run_lora, - inputs=[prompt, input_image, image_strength, cfg_scale, steps, selected_index, randomize_seed, seed, width, height, lora_scale], - outputs=[result, seed, progress_bar] + triggers=[ + prompt.submit, + negative_prompt.submit, + run_button.click, + ], + fn=generate, + inputs=[ + prompt, + negative_prompt, + use_negative_prompt, + style_selection, + collage_style_selection, + filter_selection, + grid_size_selection, + seed, + width, + height, + guidance_scale, + randomize_seed, + ], + outputs=[result, seed], + api_name="run", ) -app.queue() -app.launch() \ No newline at end of file +if __name__ == "__main__": + demo.queue(max_size=40).launch() \ No newline at end of file