import os import json import copy import time import random import logging import numpy as np from typing import Any, Dict, List, Optional, Union from diffusers.utils import load_image 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) import spaces #---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) 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] 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] #------------------------------------------------------------------------------------------------------------------------------------------------------------# 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" }, #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-Blend { "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" }, #-----------------------------------------------------------------------------------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", "title": "Face Projection ", "repo": "Purz/face-projection", "trigger_word": "f4c3_p40j3ct10n" }, #35 { "image": "https://huggingface.co/martintomov/ecom-flux-v2/resolve/main/images/example_z30slf97z.png", "title": "Ecom Design Art", "repo": "martintomov/ecom-flux-v2", "trigger_word": "" }, #36 { "image": "https://huggingface.co/TheAwakenOne/max-headroom/resolve/main/sample/max-headroom_000900_00_20241015234926.png", "title": "Max Head-Room", "repo": "TheAwakenOne/max-headroom", "weights": "max-headroom-v1.safetensors", "trigger_word": "M2X, Max-Headroom" }, #37 { "image": "https://huggingface.co/renderartist/toyboxflux/resolve/main/images/3D__00366_.png", "title": "Toy Box Flux", "repo": "renderartist/toyboxflux", "weights": "Toy_Box_Flux_v2_renderartist.safetensors", "trigger_word": "t0yb0x, simple toy design, detailed toy design, 3D render" }, #38 { "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-live-3D/resolve/main/images/51a716fb6fe9ba5d54c260b70e7ff661d38acedc7fb725552fa77bcf.jpg", "title": "Live 3D", "repo": "Shakker-Labs/FLUX.1-dev-LoRA-live-3D", "trigger_word": "" }, #39 { "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Garbage-Bag-Art/resolve/main/images/42e944819b43869a03dc252d10409b5944a62494c7082816121016f9.jpg", "title": "Garbage Bag Art", "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Garbage-Bag-Art", "trigger_word": "Inflatable plastic bag" }, #40 { "image": "https://huggingface.co/Shakker-Labs/FLUX.1-dev-LoRA-Logo-Design/resolve/main/images/73e7db6a33550d05836ce285549de60075d05373c7b0660d631dac33.jpg", "title": "Logo Design", "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Logo-Design", "trigger_word": "wablogo, logo, Minimalist" }, #41 { "image": "https://huggingface.co/punzel/flux_sadie_sink/resolve/main/images/ComfyUI_Flux_Finetune_00069_.png", "title": "Sadie Sink", "repo": "punzel/flux_sadie_sink", "weights": "flux_sadie_sink.safetensors", "trigger_word": "Sadie Sink" }, #42 { "image": "https://huggingface.co/punzel/flux_jenna_ortega/resolve/main/images/ComfyUI_Flux_Finetune_00065_.png", "title": "Jenna ortega", "repo": "punzel/flux_jenna_ortega", "weights": "flux_jenna_ortega.safetensors", "trigger_word": "Jenna ortega" }, #43 { "image": "https://huggingface.co/Wakkamaruh/balatro-poker-cards/resolve/main/samples/01.png", "title": "Poker Cards", "repo": "Wakkamaruh/balatro-poker-cards", "weights": "balatro-poker-cards.safetensors", "trigger_word": "balatrocard" }, #44 { "image": "https://huggingface.co/lichorosario/flux-cubist-cartoon/resolve/main/samples/albert-einstein.png", "title": "Cubist Cartoon", "repo": "lichorosario/flux-cubist-cartoon", "weights": "lora.safetensors", "trigger_word": "CBSTCRTN" }, #45 { "image": "https://huggingface.co/iliketoasters/miniature-people/resolve/main/images/1757-over%20the%20shoulder%20shot%2C%20raw%20photo%2C%20a%20min-fluxcomfy-orgflux1-dev-fp8-128443497-converted.png", "title": "Miniature People", "repo": "iliketoasters/miniature-people", "trigger_word": "miniature people" }, #46 { "image": "https://huggingface.co/ampp/rough-kids-illustrations/resolve/main/samples/1725115106736__000001000_0.jpg", "title": "kids Illustrations", "repo": "ampp/rough-kids-illustrations", "weights": "rough-kids-illustrations.safetensors", "trigger_word": "r0ughkids4rt" }, #47 { "image": "https://huggingface.co/lichorosario/flux-lora-tstvctr/resolve/main/images/example_mo3jx93o6.png", "title": "TSTVCTR Cartoon", "repo": "lichorosario/flux-lora-tstvctr", "weights": "lora.safetensors", "trigger_word": "TSTVCTR cartoon illustration" }, #48 { "image": "https://huggingface.co/lichorosario/flux-lora-gliff-tosti-vector-no-captions-2500s/resolve/main/images/example_i6h6fi9sq.png", "title": "Tosti Vector", "repo": "lichorosario/flux-lora-gliff-tosti-vector-no-captions-2500s", "weights": "flux_dev_tosti_vector_without_captions_000002500.safetensors", "trigger_word": "" }, #49 { "image": "https://huggingface.co/AlekseyCalvin/Propaganda_Poster_Schnell_by_doctor_diffusion/resolve/main/Trashy.png", "title": "Propaganda Poster", "repo": "AlekseyCalvin/Propaganda_Poster_Schnell_by_doctor_diffusion", "weights": "propaganda_schnell_v1.safetensors", "trigger_word": "propaganda poster" }, #50 { "image": "https://huggingface.co/WizWhite/Wiz-PunchOut_Ringside_Portrait/resolve/main/images/punch0ut__ringside_pixel_portrait_depicting_chris_brown_wearing_a_veil__moonstone_gray_background_with_white_ropes___1923906484.png", "title": "Ringside Portrait", "repo": "WizWhite/Wiz-PunchOut_Ringside_Portrait", "trigger_word": "punch0ut, ringside pixel portrait depicting" }, #51 { "image": "https://huggingface.co/glif-loradex-trainer/kklors_flux_dev_long_exposure/resolve/main/samples/1729016926778__000003000_3.jpg", "title": "Long Exposure", "repo": "glif-loradex-trainer/kklors_flux_dev_long_exposure", "weights": "flux_dev_long_exposure.safetensors", "trigger_word": "LE" }, #52 { "image": "https://huggingface.co/DamarJati/streetwear-flux/resolve/main/img/79e891f9-ceb8-4f8a-a51d-bb432789d037.jpeg", "title": "Street Wear", "repo": "DamarJati/streetwear-flux", "weights": "Streetwear.safetensors", "trigger_word": "Handling Information Tshirt template" }, #53 { "image": "https://huggingface.co/multimodalart/vintage-ads-flux/resolve/main/samples/-FMpgla6rQ1hBwBpbr-Ao_da7b23c29de14a9cad94901879ae2e2b.png", "title": "Vintage Ads Flux", "repo": "multimodalart/vintage-ads-flux", "weights": "vintage-ads-flux-1350.safetensors", "trigger_word": "a vintage ad of" }, #54 { "image": 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"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/glif-loradex-trainer/_wezz_flux_dev_4li3nfur/resolve/main/samples/1726702721424__000003000_3.jpg", "title": "4li3nfur", "repo": "glif-loradex-trainer/_wezz_flux_dev_4li3nfur", "weights": "flux_dev_4li3nfur.safetensors", "trigger_word": "4li3nfur" }, #191 { "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Indo-Realism-LoRA/resolve/main/images/333.png", "title": "Indo Realism", "repo": "prithivMLmods/Flux.1-Dev-Indo-Realism-LoRA", "weights": "indo-realism.safetensors", "trigger_word": "indo-realism" }, #192 { "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Sketch-Card-LoRA/resolve/main/images/SC2.png", "title": "Sketch Card", "repo": "prithivMLmods/Flux.1-Dev-Sketch-Card-LoRA", "weights": "sketchcard.safetensors", "trigger_word": "sketch card" }, #193 { "image": "https://huggingface.co/prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA/resolve/main/images/MB1.png", "title": "Movie Board", "repo": "prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA", "weights": "movieboard.safetensors", "trigger_word": "movieboard" }, #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" }, #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" }, #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" }, #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" }, #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" }, #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" }, #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" }, #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" }, #202 { "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" }, #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" }, #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" }, #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" } #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 ( 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(image_input, image_strength, cfg_scale, steps, selected_index, randomize_seed, seed, width, height, lora_scale, prompt = "", 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}" 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) else: image_generator = generate_image(prompt_mash, steps, seed, cfg_scale, width, height, lora_scale, progress) final_image = None step_counter = 0 for image in image_generator: step_counter+=1 final_image = image progress_bar = f'
"+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"}