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Running on Zero
| import os | |
| import json | |
| import copy | |
| import time | |
| import random | |
| import logging | |
| import numpy as np | |
| from typing import Any, Dict, List, Optional, Union | |
| import torch | |
| from PIL import Image | |
| import gradio as gr | |
| import spaces | |
| 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 | |
| from typing import Iterable | |
| from gradio.themes import Soft | |
| from gradio.themes.utils import colors, fonts, sizes | |
| colors.steel_blue = colors.Color( | |
| name="steel_blue", | |
| c50="#EBF3F8", | |
| c100="#D3E5F0", | |
| c200="#A8CCE1", | |
| c300="#7DB3D2", | |
| c400="#529AC3", | |
| c500="#4682B4", | |
| c600="#3E72A0", | |
| c700="#36638C", | |
| c800="#2E5378", | |
| c900="#264364", | |
| c950="#1E3450", | |
| ) | |
| class SteelBlueTheme(Soft): | |
| def __init__( | |
| self, | |
| *, | |
| primary_hue: colors.Color | str = colors.gray, | |
| secondary_hue: colors.Color | str = colors.steel_blue, | |
| neutral_hue: colors.Color | str = colors.slate, | |
| text_size: sizes.Size | str = sizes.text_lg, | |
| font: fonts.Font | str | Iterable[fonts.Font | str] = ( | |
| fonts.GoogleFont("Outfit"), "Arial", "sans-serif", | |
| ), | |
| font_mono: fonts.Font | str | Iterable[fonts.Font | str] = ( | |
| fonts.GoogleFont("IBM Plex Mono"), "ui-monospace", "monospace", | |
| ), | |
| ): | |
| super().__init__( | |
| primary_hue=primary_hue, | |
| secondary_hue=secondary_hue, | |
| neutral_hue=neutral_hue, | |
| text_size=text_size, | |
| font=font, | |
| font_mono=font_mono, | |
| ) | |
| super().set( | |
| background_fill_primary="*primary_50", | |
| background_fill_primary_dark="*primary_900", | |
| body_background_fill="linear-gradient(135deg, *primary_200, *primary_100)", | |
| body_background_fill_dark="linear-gradient(135deg, *primary_900, *primary_800)", | |
| button_primary_text_color="white", | |
| button_primary_text_color_hover="white", | |
| button_primary_background_fill="linear-gradient(90deg, *secondary_500, *secondary_600)", | |
| button_primary_background_fill_hover="linear-gradient(90deg, *secondary_600, *secondary_700)", | |
| button_primary_background_fill_dark="linear-gradient(90deg, *secondary_600, *secondary_800)", | |
| button_primary_background_fill_hover_dark="linear-gradient(90deg, *secondary_500, *secondary_500)", | |
| button_secondary_text_color="black", | |
| button_secondary_text_color_hover="white", | |
| button_secondary_background_fill="linear-gradient(90deg, *primary_300, *primary_300)", | |
| button_secondary_background_fill_hover="linear-gradient(90deg, *primary_400, *primary_400)", | |
| button_secondary_background_fill_dark="linear-gradient(90deg, *primary_500, *primary_600)", | |
| button_secondary_background_fill_hover_dark="linear-gradient(90deg, *primary_500, *primary_500)", | |
| slider_color="*secondary_500", | |
| slider_color_dark="*secondary_600", | |
| block_title_text_weight="600", | |
| block_border_width="3px", | |
| block_shadow="*shadow_drop_lg", | |
| button_primary_shadow="*shadow_drop_lg", | |
| button_large_padding="11px", | |
| color_accent_soft="*primary_100", | |
| block_label_background_fill="*primary_200", | |
| ) | |
| steel_blue_theme = SteelBlueTheme() | |
| 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 | |
| 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 = [ | |
| { | |
| "title": "Koda", | |
| "repo": "alvdansen/flux-koda", | |
| "trigger_word": "flmft style" | |
| }, | |
| { | |
| "title": "Super Realism", | |
| "repo": "strangerzonehf/Flux-Super-Realism-LoRA", | |
| "weights": "super-realism.safetensors", | |
| "trigger_word": "Super Realism" | |
| }, | |
| { | |
| "title": "Dalle Mix", | |
| "repo": "prithivMLmods/Flux-Dalle-Mix-LoRA", | |
| "weights": "dalle-mix.safetensors", | |
| "trigger_word": "dalle-mix" | |
| }, | |
| { | |
| "title": "Ghibli Flux", | |
| "repo": "strangerzonehf/Ghibli-Flux-Cartoon-LoRA", | |
| "weights": "Ghibili-Cartoon-Art.safetensors", | |
| "trigger_word": "Ghibli Art" | |
| }, | |
| { | |
| "title": "Sketch_Smudge", | |
| "repo": "strangerzonehf/Flux-Sketch-Smudge-LoRA", | |
| "weights": "Sketch-Smudge.safetensors", | |
| "trigger_word": " Sketch Smudge" | |
| }, | |
| { | |
| "title": "Animeo Mix", | |
| "repo": "strangerzonehf/Flux-Animeo-v1-LoRA", | |
| "weights": "Animeo.safetensors", | |
| "trigger_word": "Animeo" | |
| }, | |
| { | |
| "title": "Animex Mix", | |
| "repo": "strangerzonehf/Flux-Animex-v2-LoRA", | |
| "weights": "Animex.safetensors", | |
| "trigger_word": "Animex" | |
| }, | |
| { | |
| "title": "Super Portraits", | |
| "repo": "strangerzonehf/Flux-Super-Portrait-LoRA", | |
| "weights": "Super-Portrait.safetensors", | |
| "trigger_word": "Super Portrait" | |
| }, | |
| { | |
| "title": "Super Blend", | |
| "repo": "strangerzonehf/Flux-Super-Blend-LoRA", | |
| "weights": "Super-Blend.safetensors", | |
| "trigger_word": "Super Blend" | |
| }, | |
| { | |
| "title": "Midjourney Mix 2", | |
| "repo": "strangerzonehf/Flux-Midjourney-Mix2-LoRA", | |
| "weights": "mjV6.safetensors", | |
| "trigger_word": "MJ v6" | |
| }, | |
| { | |
| "title": "SHOU_XIN", | |
| "repo": "Datou1111/shou_xin", | |
| "weights": "shou_xin.safetensors", | |
| "trigger_word": "shou_xin, pencil sketch" | |
| }, | |
| { | |
| "title": "Long Toons", | |
| "repo": "prithivMLmods/Flux-Long-Toon-LoRA", | |
| "weights": "Long-Toon.safetensors", | |
| "trigger_word": "Long toons" | |
| }, | |
| { | |
| "title": "Cute 3D Kawaii", | |
| "repo": "strangerzonehf/Flux-Cute-3D-Kawaii-LoRA", | |
| "weights": "Cute-3d-Kawaii.safetensors", | |
| "trigger_word": "Cute 3d Kawaii" | |
| }, | |
| { | |
| "title": "Isometric 3D", | |
| "repo": "strangerzonehf/Flux-Isometric-3D-LoRA", | |
| "weights": "Isometric-3D.safetensors", | |
| "trigger_word": "Isometric 3D" | |
| }, | |
| { | |
| "title": "Toon 2.5D", | |
| "repo": "prithivMLmods/Flux-Toonic-2.5D-LoRA", | |
| "weights": "toonic2.5D.safetensors", | |
| "trigger_word": "toonic 2.5D" | |
| }, | |
| { | |
| "title": "YWL Realism", | |
| "repo": "strangerzonehf/Flux-YWL-Realism-LoRA", | |
| "weights": "ywl-realism.safetensors", | |
| "trigger_word": "ylw realism" | |
| }, | |
| { | |
| "title": "Chill Guy", | |
| "repo": "prithivMLmods/Flux-Chill-Guy-Zone", | |
| "weights": "chill-guy.safetensors", | |
| "trigger_word": "chill guy" | |
| }, | |
| { | |
| "title": "Anime PVC Style", | |
| "repo": "p1atdev/flux.1-schnell-pvc-style-lora", | |
| "weights": "pvc-shnell-7250+7500.safetensors", | |
| "trigger_word": "pvc figure, nendoroid, figma" | |
| }, | |
| { | |
| "title": "Smiley C4C", | |
| "repo": "strangerzonehf/Flux-C4C-Design-LoRA", | |
| "weights": "Smiley-C4C.safetensors", | |
| "trigger_word": "Smiley C4C" | |
| }, | |
| { | |
| "title": "Purple Dream", | |
| "repo": "prithivMLmods/Purple-Dreamy-Flux-LoRA", | |
| "weights": "Purple-Dreamy.safetensors", | |
| "trigger_word": "Purple Dreamy" | |
| }, | |
| { | |
| "title": "Flux Face Realism", | |
| "repo": "prithivMLmods/Canopus-LoRA-Flux-FaceRealism", | |
| "trigger_word": "Realism" | |
| }, | |
| { | |
| "title": "Softserve Anime", | |
| "repo": "alvdansen/softserve_anime", | |
| "trigger_word": "sftsrv style illustration" | |
| }, | |
| { | |
| "title": "Modeling Hut", | |
| "repo": "prithivMLmods/Fashion-Hut-Modeling-LoRA", | |
| "trigger_word": "Modeling of" | |
| }, | |
| { | |
| "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." | |
| }, | |
| { | |
| "title": "Ultra Realism", | |
| "repo": "prithivMLmods/Canopus-LoRA-Flux-UltraRealism-2.0", | |
| "trigger_word": "Ultra realistic" | |
| }, | |
| { | |
| "title": "Game Assets", | |
| "repo": "gokaygokay/Flux-Game-Assets-LoRA-v2", | |
| "trigger_word": "wbgmsst, white background" | |
| }, | |
| { | |
| "title": "Softpasty", | |
| "repo": "alvdansen/softpasty-flux-dev", | |
| "trigger_word": "araminta_illus illustration style" | |
| }, | |
| { | |
| "title": "Details Add", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-add-details", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Flux Anime", | |
| "repo": "prithivMLmods/Canopus-LoRA-Flux-Anime", | |
| "trigger_word": "Anime" | |
| }, | |
| { | |
| "title": "Ghibsky Illustration", | |
| "repo": "aleksa-codes/flux-ghibsky-illustration", | |
| "trigger_word": "GHIBSKY style painting" | |
| }, | |
| { | |
| "title": "Dark Fantasy", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Dark-Fantasy", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Paper Cutout", | |
| "repo": "Norod78/Flux_1_Dev_LoRA_Paper-Cutout-Style", | |
| "trigger_word": "Paper Cutout Style" | |
| }, | |
| { | |
| "title": "Mooniverse", | |
| "repo": "alvdansen/mooniverse", | |
| "trigger_word": "surreal style" | |
| }, | |
| { | |
| "title": "Pola Photo", | |
| "repo": "alvdansen/pola-photo-flux", | |
| "trigger_word": "polaroid style" | |
| }, | |
| { | |
| "title": "Flux Tarot", | |
| "repo": "multimodalart/flux-tarot-v1", | |
| "trigger_word": "in the style of TOK a trtcrd tarot style" | |
| }, | |
| { | |
| "title": "Real Anime", | |
| "repo": "prithivMLmods/Flux-Dev-Real-Anime-LoRA", | |
| "trigger_word": "Real Anime" | |
| }, | |
| { | |
| "title": "Stickers", | |
| "repo": "diabolic6045/Flux_Sticker_Lora", | |
| "trigger_word": "5t1cker 5ty1e" | |
| }, | |
| { | |
| "title": "Realism", | |
| "repo": "XLabs-AI/flux-RealismLora", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Cine Aesthetic", | |
| "repo": "mgwr/Cine-Aesthetic", | |
| "trigger_word": "mgwr/cine" | |
| }, | |
| { | |
| "title": "Cute 3D", | |
| "repo": "SebastianBodza/flux_cute3D", | |
| "trigger_word": "NEOCUTE3D" | |
| }, | |
| { | |
| "title": "Dreamscape", | |
| "repo": "bingbangboom/flux_dreamscape", | |
| "trigger_word": "in the style of BSstyle004" | |
| }, | |
| { | |
| "title": "Cute Kawaii", | |
| "repo": "prithivMLmods/Canopus-Cute-Kawaii-Flux-LoRA", | |
| "trigger_word": "cute-kawaii" | |
| }, | |
| { | |
| "title": "Pastel Anime", | |
| "repo": "Raelina/Flux-Pastel-Anime", | |
| "trigger_word": "Anime" | |
| }, | |
| { | |
| "title": "Vector", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Vector-Journey", | |
| "trigger_word": "artistic style blends reality and illustration elements" | |
| }, | |
| { | |
| "title": "Miniature", | |
| "repo": "bingbangboom/flux-miniature-worlds", | |
| "weights": "flux_MNTRWRLDS.safetensors", | |
| "trigger_word": "Image in the style of MNTRWRLDS" | |
| }, | |
| { | |
| "title": "Surf Bingbangboom", | |
| "repo": "glif-loradex-trainer/bingbangboom_flux_surf", | |
| "weights": "flux_surf.safetensors", | |
| "trigger_word": "SRFNGV01" | |
| }, | |
| { | |
| "title": "Snoopy Charlie", | |
| "repo": "prithivMLmods/Canopus-Snoopy-Charlie-Brown-Flux-LoRA", | |
| "trigger_word": "Snoopy Charlie Brown" | |
| }, | |
| { | |
| "title": "Fixed Sonny", | |
| "repo": "alvdansen/sonny-anime-fixed", | |
| "trigger_word": "nm22 style" | |
| }, | |
| { | |
| "title": "Multi Angle", | |
| "repo": "davisbro/flux-multi-angle", | |
| "trigger_word": "A TOK composite photo of a person posing at different angles" | |
| }, | |
| { | |
| "title": "How2Draw", | |
| "repo": "glif/how2draw", | |
| "trigger_word": "How2Draw" | |
| }, | |
| { | |
| "title": "Text Poster", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Text-Poster", | |
| "trigger_word": "text poster" | |
| }, | |
| { | |
| "title": "Aquarell Watercolor", | |
| "repo": "SebastianBodza/Flux_Aquarell_Watercolor_v2", | |
| "trigger_word": "AQUACOLTOK" | |
| }, | |
| { | |
| "title": "Face Projection ", | |
| "repo": "Purz/face-projection", | |
| "trigger_word": "f4c3_p40j3ct10n" | |
| }, | |
| { | |
| "title": "Ecom Design Art", | |
| "repo": "martintomov/ecom-flux-v2", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Max Head-Room", | |
| "repo": "TheAwakenOne/max-headroom", | |
| "weights": "max-headroom-v1.safetensors", | |
| "trigger_word": "M2X, Max-Headroom" | |
| }, | |
| { | |
| "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" | |
| }, | |
| { | |
| "title": "Live 3D", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-live-3D", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Garbage Bag Art", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Garbage-Bag-Art", | |
| "trigger_word": "Inflatable plastic bag" | |
| }, | |
| { | |
| "title": "Logo Design", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Logo-Design", | |
| "trigger_word": "wablogo, logo, Minimalist" | |
| }, | |
| { | |
| "title": "Sadie Sink", | |
| "repo": "punzel/flux_sadie_sink", | |
| "weights": "flux_sadie_sink.safetensors", | |
| "trigger_word": "Sadie Sink" | |
| }, | |
| { | |
| "title": "Jenna ortega", | |
| "repo": "punzel/flux_jenna_ortega", | |
| "weights": "flux_jenna_ortega.safetensors", | |
| "trigger_word": "Jenna ortega" | |
| }, | |
| { | |
| "title": "Poker Cards", | |
| "repo": "Wakkamaruh/balatro-poker-cards", | |
| "weights": "balatro-poker-cards.safetensors", | |
| "trigger_word": "balatrocard" | |
| }, | |
| { | |
| "title": "Cubist Cartoon", | |
| "repo": "lichorosario/flux-cubist-cartoon", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "CBSTCRTN" | |
| }, | |
| { | |
| "title": "Miniature People", | |
| "repo": "iliketoasters/miniature-people", | |
| "trigger_word": "miniature people" | |
| }, | |
| { | |
| "title": "kids Illustrations", | |
| "repo": "ampp/rough-kids-illustrations", | |
| "weights": "rough-kids-illustrations.safetensors", | |
| "trigger_word": "r0ughkids4rt" | |
| }, | |
| { | |
| "title": "TSTVCTR Cartoon", | |
| "repo": "lichorosario/flux-lora-tstvctr", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "TSTVCTR cartoon illustration" | |
| }, | |
| { | |
| "title": "Tosti Vector", | |
| "repo": "lichorosario/flux-lora-gliff-tosti-vector-no-captions-2500s", | |
| "weights": "flux_dev_tosti_vector_without_captions_000002500.safetensors", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Propaganda Poster", | |
| "repo": "AlekseyCalvin/Propaganda_Poster_Schnell_by_doctor_diffusion", | |
| "weights": "propaganda_schnell_v1.safetensors", | |
| "trigger_word": "propaganda poster" | |
| }, | |
| { | |
| "title": "Ringside Portrait", | |
| "repo": "WizWhite/Wiz-PunchOut_Ringside_Portrait", | |
| "trigger_word": "punch0ut, ringside pixel portrait depicting" | |
| }, | |
| { | |
| "title": "Long Exposure", | |
| "repo": "glif-loradex-trainer/kklors_flux_dev_long_exposure", | |
| "weights": "flux_dev_long_exposure.safetensors", | |
| "trigger_word": "LE" | |
| }, | |
| { | |
| "title": "Street Wear", | |
| "repo": "DamarJati/streetwear-flux", | |
| "weights": "Streetwear.safetensors", | |
| "trigger_word": "Handling Information Tshirt template" | |
| }, | |
| { | |
| "title": "NFT V4", | |
| "repo": "strangerzonehf/Flux-NFTv4-Designs-LoRA", | |
| "weights": "NFTv4.safetensors", | |
| "trigger_word": "NFT V4" | |
| }, | |
| { | |
| "title": "Product Design", | |
| "repo": "multimodalart/product-design", | |
| "weights": "product-design.safetensors", | |
| "trigger_word": "product designed by prdsgn" | |
| }, | |
| { | |
| "title": "Typography", | |
| "repo": "prithivMLmods/Canopus-LoRA-Flux-Typography-ASCII", | |
| "weights": "Typography.safetensors", | |
| "trigger_word": "Typography, ASCII Art" | |
| }, | |
| { | |
| "title": "Mosoco", | |
| "repo": "mateo-19182/mosoco", | |
| "weights": "mosoco.safetensors", | |
| "trigger_word": "moscos0" | |
| }, | |
| { | |
| "title": "Latent Pop", | |
| "repo": "jakedahn/flux-latentpop", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "latentpop" | |
| }, | |
| { | |
| "title": "Dstyl3xl", | |
| "repo": "glif-loradex-trainer/ddickinson_dstyl3xl", | |
| "weights": "dstyl3xl.safetensors", | |
| "trigger_word": "in the style of dstyl3xl" | |
| }, | |
| { | |
| "title": "Retouch FLux", | |
| "repo": "TDN-M/RetouchFLux", | |
| "weights": "TDNM_Retouch.safetensors", | |
| "trigger_word": "luxury, enhance, hdr" | |
| }, | |
| { | |
| "title": "Block Print", | |
| "repo": "glif/anime-blockprint-style", | |
| "weights": "bwmanga.safetensors", | |
| "trigger_word": "blockprint style" | |
| }, | |
| { | |
| "title": "Weird Things Flux", | |
| "repo": "renderartist/weirdthingsflux", | |
| "weights": "Weird_Things_Flux_v1_renderartist.safetensors", | |
| "trigger_word": "w3irdth1ngs, illustration" | |
| }, | |
| { | |
| "title": "Replicate Flux LoRA", | |
| "repo": "lucataco/ReplicateFluxLoRA", | |
| "weights": "flux_train_replicate.safetensors", | |
| "trigger_word": "TOK" | |
| }, | |
| { | |
| "title": "Linework", | |
| "repo": "alvdansen/haunted_linework_flux", | |
| "weights": "hauntedlinework_flux_araminta_k.safetensors", | |
| "trigger_word": "hntdlnwrk style" | |
| }, | |
| { | |
| "title": "Cassette Futurism", | |
| "repo": "fofr/flux-cassette-futurism", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "cassette futurism" | |
| }, | |
| { | |
| "title": "Mojo Style", | |
| "repo": "Wadaka/Mojo_Style_LoRA", | |
| "weights": "Mojo_Style_LoRA.safetensors", | |
| "trigger_word": "Mojo_Style" | |
| }, | |
| { | |
| "title": "Jojoso Style", | |
| "repo": "Norod78/JojosoStyle-flux-lora", | |
| "weights": "JojosoStyle_flux_lora.safetensors", | |
| "trigger_word": "JojosoStyle" | |
| }, | |
| { | |
| "title": "Huggieverse", | |
| "repo": "Chunte/flux-lora-Huggieverse", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "HGGRE" | |
| }, | |
| { | |
| "title": "Wallpaper LoRA", | |
| "repo": "diabolic6045/Flux_Wallpaper_Lora", | |
| "weights": "tost-2024-09-20-07-35-44-wallpap3r5.safetensors", | |
| "trigger_word": "wallpap3r5" | |
| }, | |
| { | |
| "title": "Geo Pop", | |
| "repo": "bingbangboom/flux_geopop", | |
| "weights": "geopop_NWGMTRCPOPV01.safetensors", | |
| "trigger_word": "illustration in the style of NWGMTRCPOPV01" | |
| }, | |
| { | |
| "title": "Colorscape", | |
| "repo": "bingbangboom/flux_colorscape", | |
| "weights": "flux_colorscape.safetensors", | |
| "trigger_word": "illustration in the style of ASstyle001" | |
| }, | |
| { | |
| "title": "Thermal Image", | |
| "repo": "dvyio/flux-lora-thermal-image", | |
| "weights": "79b5004c57ef4c4390dead1c65977bbb_pytorch_lora_weights.safetensors", | |
| "trigger_word": "thermal image in the style of THRML" | |
| }, | |
| { | |
| "title": "Clothing Flux", | |
| "repo": "prithivMLmods/Canopus-Clothing-Flux-LoRA", | |
| "weights": "Canopus-Clothing-Flux-Dev-Florence2-LoRA.safetensors", | |
| "trigger_word": "Hoodie, Clothes, Shirt, Pant" | |
| }, | |
| { | |
| "title": "Stippled Illustration", | |
| "repo": "dvyio/flux-lora-stippled-illustration", | |
| "weights": "31984be602a04a1fa296d9ccb244fb29_pytorch_lora_weights.safetensors", | |
| "trigger_word": "stippled illustration in the style of STPPLD" | |
| }, | |
| { | |
| "title": "Fruitlabels", | |
| "repo": "wayned/fruitlabels", | |
| "weights": "fruitlabels2.safetensors", | |
| "trigger_word": "fruit labels" | |
| }, | |
| { | |
| "title": "Margot Robbie", | |
| "repo": "punzel/flux_margot_robbie", | |
| "weights": "flux_margot_robbie.safetensors", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Formula 1 Lego", | |
| "repo": "punzel/flux_margot_robbie", | |
| "weights": "tost-2024-09-20-09-58-33-f1leg0s.safetensors", | |
| "trigger_word": "f1leg0s" | |
| }, | |
| { | |
| "title": "Melt Acid", | |
| "repo": "glif/Brain-Melt-Acid-Art", | |
| "weights": "Brain_Melt.safetensors", | |
| "trigger_word": "in an acid surrealism style, maximalism" | |
| }, | |
| { | |
| "title": "Enso", | |
| "repo": "jeremytai/enso-zen", | |
| "weights": "enso-zen.safetensors", | |
| "trigger_word": "enso" | |
| }, | |
| { | |
| "title": "Opus Ascii", | |
| "repo": "veryVANYA/opus-ascii-flux", | |
| "weights": "flux_opus_ascii.safetensors", | |
| "trigger_word": "opus_ascii" | |
| }, | |
| { | |
| "title": "Cybrpnkz", | |
| "repo": "crystantine/cybrpnkz", | |
| "weights": "cybrpnkz.safetensors", | |
| "trigger_word": "architecture style of CYBRPNKZ" | |
| }, | |
| { | |
| "title": "Pattern Generation", | |
| "repo": "fyp1/pattern_generation", | |
| "weights": "flux_dev_finetune.safetensors", | |
| "trigger_word": "pattern" | |
| }, | |
| { | |
| "title": "Caricature", | |
| "repo": "TheAwakenOne/caricature", | |
| "weights": "caricature.safetensors", | |
| "trigger_word": "CCTUR3" | |
| }, | |
| { | |
| "title": "3DXLC1", | |
| "repo": "strangerzonehf/Flux-3DXL-Partfile-C0001", | |
| "weights": "3DXLC1.safetensors", | |
| "trigger_word": "3DXLC1" | |
| }, | |
| { | |
| "title": "Neon", | |
| "repo": "Purz/neon-sign", | |
| "weights": "purz-n30n_51gn.safetensors", | |
| "trigger_word": "n30n_51gn" | |
| }, | |
| { | |
| "title": "Vintage Sardine Tins", | |
| "repo": "WizWhite/wizard-s-vintage-sardine-tins", | |
| "weights": "Wiz-SardineTins_Flux.safetensors", | |
| "trigger_word": "Vintage Sardine Tin, Tinned Fish, vintage xyz tin" | |
| }, | |
| { | |
| "title": "Float Ballon Character", | |
| "repo": "TheAwakenOne/mtdp-balloon-character", | |
| "weights": "mtdp-balloon-character.safetensors", | |
| "trigger_word": "FLOAT" | |
| }, | |
| { | |
| "title": "Golden Haggadah", | |
| "repo": "glif/golden-haggadah", | |
| "weights": "golden_haggadah.safetensors", | |
| "trigger_word": "golden haggadah style" | |
| }, | |
| { | |
| "title": "Ftw Balaclava", | |
| "repo": "glif-loradex-trainer/usernametaken420__oz_ftw_balaclava", | |
| "weights": "oz_ftw_balaclava.safetensors", | |
| "trigger_word": "ftw balaclava" | |
| }, | |
| { | |
| "title": "Undraw", | |
| "repo": "AlloReview/flux-lora-undraw", | |
| "weights": "lora.safetensors", | |
| "trigger_word": "in the style of UndrawPurple" | |
| }, | |
| { | |
| "title": "Anime Test", | |
| "repo": "Disra/lora-anime-test-02", | |
| "weights": "pytorch_lora_weights.safetensors", | |
| "trigger_word": "anime" | |
| }, | |
| { | |
| "title": "Black Myth Wukong", | |
| "repo": "wanghaofan/Black-Myth-Wukong-FLUX-LoRA", | |
| "weights": "pytorch_lora_weights.safetensors", | |
| "trigger_word": "wukong" | |
| }, | |
| { | |
| "title": "Pastelcomic", | |
| "repo": "nerijs/pastelcomic-flux", | |
| "weights": "pastelcomic_v1.safetensors", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Moonman", | |
| "repo": "RareConcepts/Flux.1-dev-LoKr-Moonman", | |
| "weights": "pytorch_lora_weights.safetensors", | |
| "trigger_word": "moonman" | |
| }, | |
| { | |
| "title": "Ascii Flux", | |
| "repo": "martintomov/ascii-flux-v1", | |
| "weights": "ascii-art-v1.safetensors", | |
| "trigger_word": "ASCII art" | |
| }, | |
| { | |
| "title": "Ascii Flux", | |
| "repo": "Omarito2412/Stars-Galaxy-Flux", | |
| "weights": "Stars_Galaxy_Flux.safetensors", | |
| "trigger_word": "mlkwglx" | |
| }, | |
| { | |
| "title": "Pencil V2", | |
| "repo": "brushpenbob/flux-pencil-v2", | |
| "weights": "Flux_Pencil_v2_r1.safetensors", | |
| "trigger_word": "evang style" | |
| }, | |
| { | |
| "title": "Children Simple Sketch", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-Children-Simple-Sketch", | |
| "weights": "FLUX-dev-lora-children-simple-sketch.safetensors", | |
| "trigger_word": "sketched style" | |
| }, | |
| { | |
| "title": "Contemporarink", | |
| "repo": "victor/contemporarink", | |
| "weights": "inky-colors.safetensors", | |
| "trigger_word": "ECACX" | |
| }, | |
| { | |
| "title": "OverlordStyle", | |
| "repo": "wavymulder/OverlordStyleFLUX", | |
| "weights": "ovld_style_overlord_wavymulder.safetensors", | |
| "trigger_word": "ovld style anime" | |
| }, | |
| { | |
| "title": "Canny quest", | |
| "repo": "marceloxp/canny-quest", | |
| "weights": "Canny_Quest-000004.safetensors", | |
| "trigger_word": "blonde, silver silk dress, perfectly round sunglasses, pearl necklace" | |
| }, | |
| { | |
| "title": "Building Flux", | |
| "repo": "busetolunay/building_flux_lora_v1", | |
| "weights": "building_flux_lora_v4.safetensors", | |
| "trigger_word": "a0ce" | |
| }, | |
| { | |
| "title": "Tinker Bell Flux", | |
| "repo": "Omarito2412/Tinker-Bell-Flux", | |
| "weights": "TinkerBellV2-FLUX.safetensors", | |
| "trigger_word": "TinkerWaifu, blue eyes, single hair bun" | |
| }, | |
| { | |
| "title": "Playful Metropolis", | |
| "repo": "Shakker-Labs/FLUX.1-dev-LoRA-playful-metropolis", | |
| "weights": "FLUX-dev-lora-playful_metropolis.safetensors", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "Character Polygon", | |
| "repo": "prithivMLmods/Castor-Character-Polygon-Flux-LoRA", | |
| "weights": "Castor-Character-Polygon-LoRA.safetensors", | |
| "trigger_word": "3D Polygon" | |
| }, | |
| { | |
| "title": "GTA 6 Theme", | |
| "repo": "prithivMLmods/Castor-Gta6-Theme-Flux-LoRA", | |
| "weights": "Gta6.safetensors", | |
| "trigger_word": "GTA 6 Theme, World of GTA 6" | |
| }, | |
| { | |
| "title": "GTA Character Concept", | |
| "repo": "prithivMLmods/Castor-Flux-Concept-Gta6-Character-Design", | |
| "weights": "Gta6-Concept-Charecter.safetensors", | |
| "trigger_word": "Jason, Lucia, GTA 6" | |
| }, | |
| { | |
| "title": "3D Sketchfab", | |
| "repo": "prithivMLmods/Castor-3D-Sketchfab-Flux-LoRA", | |
| "weights": "Castor-3D-Sketchfab-Flux-LoRA.safetensors", | |
| "trigger_word": "3D Sketchfab" | |
| }, | |
| { | |
| "title": "In Image Collage", | |
| "repo": "prithivMLmods/Castor-Collage-Dim-Flux-LoRA", | |
| "weights": "Castor-Collage-Dim-Flux-LoRA.safetensors", | |
| "trigger_word": "collage" | |
| }, | |
| { | |
| "title": "Anime Journey", | |
| "repo": "brushpenbob/flux-midjourney-anime", | |
| "weights": "FLUX_MidJourney_Anime.safetensors", | |
| "trigger_word": "egmid" | |
| }, | |
| { | |
| "title": "Min Pastel", | |
| "repo": "glif-loradex-trainer/maxxd4240_minimalistPastel", | |
| "weights": "minimalistPastel.safetensors", | |
| "trigger_word": "minimalistPastel" | |
| }, | |
| { | |
| "title": "RDR2", | |
| "repo": "prithivMLmods/Castor-Red-Dead-Redemption-2-Flux-LoRA", | |
| "weights": "Castor-Red-Dead-Redemption-2-Flux-LoRA.safetensors", | |
| "trigger_word": "Red Dead Redemption 2" | |
| }, | |
| { | |
| "title": "Paper Model", | |
| "repo": "WizWhite/wizard-s-paper-model-universe", | |
| "weights": "Wiz-Paper_Model_Universe.safetensors", | |
| "trigger_word": "A paper model" | |
| }, | |
| { | |
| "title": "Retrocomic Flux", | |
| "repo": "renderartist/retrocomicflux", | |
| "weights": "Retro_Comic_Flux_v1_renderartist.safetensors", | |
| "trigger_word": "comic book panel" | |
| }, | |
| { | |
| "title": "Halloween Flux", | |
| "repo": "prithivMLmods/Castor-Happy-Halloween-Flux-LoRA", | |
| "weights": "Castor-Happy-Halloween-Flux-LoRA.safetensors", | |
| "trigger_word": "happy halloween" | |
| }, | |
| { | |
| "title": "Castor-3D-Portrait", | |
| "repo": "prithivMLmods/Castor-3D-Portrait-Flux-LoRA", | |
| "weights": "Castor-3D-Portrait-Flux-LoRA.safetensors", | |
| "trigger_word": "3D Portrait" | |
| }, | |
| { | |
| "title": "Coloring book flux", | |
| "repo": "renderartist/coloringbookflux", | |
| "weights": "c0l0ringb00k_Flux_v1_renderartist.safetensors", | |
| "trigger_word": "c0l0ringb00k, coloring book, coloring book page" | |
| }, | |
| { | |
| "title": "Uncoloured Polygon", | |
| "repo": "prithivMLmods/Uncoloured-Polygon-Flux-LoRA", | |
| "weights": "Uncoloured-3D-Polygon.safetensors", | |
| "trigger_word": "uncoloured polygon" | |
| }, | |
| { | |
| "title": "Past Present Mix", | |
| "repo": "prithivMLmods/Past-Present-Deep-Mix-Flux-LoRA", | |
| "weights": "Past-Present-Deep-Mix-Flux-LoRA.safetensors", | |
| "trigger_word": "Mixing Past and Present" | |
| }, | |
| { | |
| "title": "Double Exposure", | |
| "repo": "gokaygokay/Flux-Double-Exposure-LoRA", | |
| "weights": "double_exposure.safetensors", | |
| "trigger_word": "dblxpsr" | |
| }, | |
| { | |
| "title": "Seamless Texture", | |
| "repo": "gokaygokay/Flux-Seamless-Texture-LoRA", | |
| "weights": "seamless_texture.safetensors", | |
| "trigger_word": "smlstxtr" | |
| }, | |
| { | |
| "title": "Mockup Texture", | |
| "repo": "prithivMLmods/Mockup-Texture-Flux-LoRA", | |
| "weights": "Mockup-Texture.safetensors", | |
| "trigger_word": "Mockup" | |
| }, | |
| { | |
| "title": "Tarot Cards", | |
| "repo": "prithivMLmods/Ton618-Tarot-Cards-Flux-LoRA", | |
| "weights": "Tarot-card.safetensors", | |
| "trigger_word": "Tarot card" | |
| }, | |
| { | |
| "title": "Amxtoon", | |
| "repo": "prithivMLmods/Ton618-Amxtoon-Flux-LoRA", | |
| "weights": "Amxtoon.safetensors", | |
| "trigger_word": "Amxtoon" | |
| }, | |
| { | |
| "title": "Epic Realism", | |
| "repo": "prithivMLmods/Ton618-Epic-Realism-Flux-LoRA", | |
| "weights": "Epic-Realism-Unpruned.safetensors", | |
| "trigger_word": "Epic Realism" | |
| }, | |
| { | |
| "title": "Mixed Reality", | |
| "repo": "bingbangboom/flux-mixReality", | |
| "weights": "HLFILSTHLFPHTO_000002500.safetensors", | |
| "trigger_word": "in the style of HLFILSTHLFPHTO" | |
| }, | |
| { | |
| "title": "Pixelart", | |
| "repo": "sWizad/pokemon-trainer-sprites-pixelart-flux", | |
| "weights": "pktrainer_F1-v1-0.safetensors", | |
| "trigger_word": "pixel image of, pixel art" | |
| }, | |
| { | |
| "title": "Colorscape", | |
| "repo": "bingbangboom/flux_colorscape", | |
| "weights": "flux_colorscape.safetensors", | |
| "trigger_word": "illustration in the style of ASstyle001" | |
| }, | |
| { | |
| "title": "Modern Pixel art", | |
| "repo": "UmeAiRT/FLUX.1-dev-LoRA-Modern_Pixel_art", | |
| "weights": "ume_modern_pixelart.safetensors", | |
| "trigger_word": "umempart" | |
| }, | |
| { | |
| "title": "Sticker", | |
| "repo": "prithivMLmods/Ton618-Only-Stickers-Flux-LoRA", | |
| "weights": "only-stickers.safetensors", | |
| "trigger_word": "Only Sticker" | |
| }, | |
| { | |
| "title": "Space Wallpaper", | |
| "repo": "prithivMLmods/Ton618-Space-Wallpaper-LoRA", | |
| "weights": "space-wallpaper-xl.safetensor", | |
| "trigger_word": "Space Wallpaper" | |
| }, | |
| { | |
| "title": "Pixar 3D", | |
| "repo": "prithivMLmods/Canopus-Pixar-3D-Flux-LoRA", | |
| "weights": "Canopus-Pixar-3D-FluxDev-LoRA.safetensors", | |
| "trigger_word": "Pixar 3D" | |
| }, | |
| { | |
| "title": "EBook Cover", | |
| "repo": "prithivMLmods/EBook-Creative-Cover-Flux-LoRA", | |
| "weights": "EBook-Cover.safetensors", | |
| "trigger_word": "EBook Cover" | |
| }, | |
| { | |
| "title": "Minimal Futuristic", | |
| "repo": "prithivMLmods/Minimal-Futuristic-Flux-LoRA", | |
| "weights": "Minimal-Futuristic.safetensors", | |
| "trigger_word": "Minimal Futuristic" | |
| }, | |
| { | |
| "title": "Seamless Pattern", | |
| "repo": "prithivMLmods/Seamless-Pattern-Design-Flux-LoRA", | |
| "weights": "Seamless-Pattern-Design.safetensors", | |
| "trigger_word": "Seamless Pattern Design" | |
| }, | |
| { | |
| "title": "Logo Design", | |
| "repo": "prithivMLmods/Logo-Design-Flux-LoRA", | |
| "weights": "Logo-design.safetensors", | |
| "trigger_word": "Logo Design" | |
| }, | |
| { | |
| "title": "Coloring Book", | |
| "repo": "prithivMLmods/Coloring-Book-Flux-LoRA", | |
| "weights": "coloring-book.safetensors", | |
| "trigger_word": "Coloring Book" | |
| }, | |
| { | |
| "title": "Intense Red", | |
| "repo": "prithivMLmods/Intense-Red-Flux-LoRA", | |
| "weights": "Intense-Red.safetensors", | |
| "trigger_word": "Intense Red" | |
| }, | |
| { | |
| "title": "Glowing Body Flux", | |
| "repo": "prithivMLmods/Glowing-Body-Flux-LoRA", | |
| "weights": "Glowing-Body.safetensors", | |
| "trigger_word": "Glowing Body" | |
| }, | |
| { | |
| "title": "Electric Blue", | |
| "repo": "prithivMLmods/Electric-Blue-Flux-LoRA", | |
| "weights": "Electric-Blue.safetensors", | |
| "trigger_word": "Electric Blue" | |
| }, | |
| { | |
| "title": "Clouds Illusion", | |
| "repo": "prithivMLmods/Clouds-Illusion-Flux-LoRA", | |
| "weights": "Clouds-Illusion.safetensors", | |
| "trigger_word": "Clouds Illusion" | |
| }, | |
| { | |
| "title": "Digital Yellow", | |
| "repo": "prithivMLmods/Digital-Yellow-Flux-LoRA", | |
| "weights": "Digital-Yellow.safetensors", | |
| "trigger_word": "Digital Yellow" | |
| }, | |
| { | |
| "title": "Flux Qwen Capybara", | |
| "repo": "cfahlgren1/flux-qwen-capybara", | |
| "weights": "flux-qwen-capybara.safetensors", | |
| "trigger_word": "QWENCAPY" | |
| }, | |
| { | |
| "title": "Plein Air Art ", | |
| "repo": "dasdsff/PleinAirArt", | |
| "weights": "PleinAir_000002500.safetensors", | |
| "trigger_word": "P1e!n" | |
| }, | |
| { | |
| "title": "Orange Chroma", | |
| "repo": "prithivMLmods/Orange-Chroma-Flux-LoRA", | |
| "weights": "Orange-Chroma.safetensors", | |
| "trigger_word": "Orange Chroma" | |
| }, | |
| { | |
| "title": "Lime Green", | |
| "repo": "prithivMLmods/Lime-Green-Flux-LoRA", | |
| "weights": "Lime-Green.safetensors", | |
| "trigger_word": "Lime Green" | |
| }, | |
| { | |
| "title": "Line Flare", | |
| "repo": "prithivMLmods/Fractured-Line-Flare", | |
| "weights": "Fractured-Line-Flare.safetensors", | |
| "trigger_word": "Fractured Line Flare" | |
| }, | |
| { | |
| "title": "Golden Dust", | |
| "repo": "prithivMLmods/Golden-Dust-Flux-LoRA", | |
| "weights": "Golden-Dust.safetensors", | |
| "trigger_word": "Golden Dust" | |
| }, | |
| { | |
| "title": "Dramatic Neon", | |
| "repo": "prithivMLmods/Castor-Dramatic-Neon-Flux-LoRA", | |
| "weights": "Dramatic-Neon-Flux-LoRA.safetensors", | |
| "trigger_word": "Dramatic Neon" | |
| }, | |
| { | |
| "title": "Outfit Generator", | |
| "repo": "tryonlabs/FLUX.1-dev-LoRA-Outfit-Generator", | |
| "weights": "outfit-generator.safetensors", | |
| "trigger_word": "Outfit" | |
| }, | |
| { | |
| "title": "Half Illustration", | |
| "repo": "davisbro/half_illustration", | |
| "weights": "flux_train_replicate.safetensors", | |
| "trigger_word": "in the style of TOK" | |
| }, | |
| { | |
| "title": "Oilscape", | |
| "repo": "bingbangboom/flux_oilscape", | |
| "weights": "flux_Oilstyle.safetensors", | |
| "trigger_word": "in the style of Oilstyle002" | |
| }, | |
| { | |
| "title": "Red Undersea Flux", | |
| "repo": "prithivMLmods/Red-Undersea-Flux-LoRA", | |
| "weights": "Red-Undersea.safetensors", | |
| "trigger_word": "Red Undersea" | |
| }, | |
| { | |
| "title": "3D Render Flux LoRA", | |
| "repo": "prithivMLmods/3D-Render-Flux-LoRA", | |
| "weights": "3D_Portrait.safetensors", | |
| "trigger_word": "3D Portrait, 3d render" | |
| }, | |
| { | |
| "title": "Yellow Pop Flux", | |
| "repo": "prithivMLmods/Yellow-Pop-Flux-Dev-LoRA", | |
| "weights": "Yellow_Pop.safetensors", | |
| "trigger_word": "Yellow Pop" | |
| }, | |
| { | |
| "title": "Purple Grid Flux", | |
| "repo": "prithivMLmods/Purple-Grid-Flux-LoRA", | |
| "weights": "Purple_Grid.safetensors", | |
| "trigger_word": "Purple Grid" | |
| }, | |
| { | |
| "title": "Dark Thing Flux", | |
| "repo": "prithivMLmods/Dark-Thing-Flux-LoRA", | |
| "weights": "Dark_Creature.safetensors", | |
| "trigger_word": "Dark Creature" | |
| }, | |
| { | |
| "title": "Shadow Projection", | |
| "repo": "prithivMLmods/Shadow-Projection-Flux-LoRA", | |
| "weights": "Shadow-Projection.safetensors", | |
| "trigger_word": "Shadow Projection" | |
| }, | |
| { | |
| "title": "Street Bokeh", | |
| "repo": "prithivMLmods/Street-Bokeh-Flux-LoRA", | |
| "weights": "Street_Bokeh.safetensors", | |
| "trigger_word": "Street Bokeh" | |
| }, | |
| { | |
| "title": "Abstract Cartoon", | |
| "repo": "prithivMLmods/Abstract-Cartoon-Flux-LoRA", | |
| "weights": "Abstract-Cartoon.safetensors", | |
| "trigger_word": "Abstract Cartoon" | |
| }, | |
| { | |
| "title": "Cartoon Style Flux", | |
| "repo": "Norod78/CartoonStyle-flux-lora", | |
| "weights": "CartoonStyle_flux_lora.safetensors", | |
| "trigger_word": "" | |
| }, | |
| { | |
| "title": "HDR Digital Chaos", | |
| "repo": "prithivMLmods/Digital-Chaos-Flux-LoRA", | |
| "weights": "HDR-Digital-Chaos.safetensors", | |
| "trigger_word": "Digital Chaos" | |
| }, | |
| { | |
| "title": "Yellow Laser", | |
| "repo": "prithivMLmods/Yellow-Laser-Flux-LoRA", | |
| "weights": "Yellow-Laser.safetensors", | |
| "trigger_word": "Yellow Lasers" | |
| }, | |
| { | |
| "title": "Bold Shadows", | |
| "repo": "prithivMLmods/Bold-Shadows-Flux-LoRA", | |
| "weights": "Bold-Shadows.safetensors", | |
| "trigger_word": "Bold Shadows" | |
| }, | |
| { | |
| "title": "Knitted Character", | |
| "repo": "prithivMLmods/Knitted-Character-Flux-LoRA", | |
| "weights": "Knitted-Character.safetensors", | |
| "trigger_word": "Knitted Character" | |
| }, | |
| { | |
| "title": "Frosting Lane", | |
| "repo": "alvdansen/frosting_lane_flux", | |
| "trigger_word": "frstingln illustration" | |
| }, | |
| { | |
| "title": "Fine Detailed Character", | |
| "repo": "prithivMLmods/Flux-Realism-FineDetailed", | |
| "weights": "Flux-Realism-FineDetailed.safetensors", | |
| "trigger_word": "Fine Detailed" | |
| }, | |
| { | |
| "title": "Aura 9999+", | |
| "repo": "prithivMLmods/Aura-9999", | |
| "weights": "Aura-9999.safetensors", | |
| "trigger_word": "Aura 9999" | |
| }, | |
| { | |
| "title": "Pastel BG", | |
| "repo": "prithivMLmods/Pastel-BG-Flux-LoRA", | |
| "weights": "Pastel-BG.safetensors", | |
| "trigger_word": "Pastel BG" | |
| }, | |
| { | |
| "title": "Green Cartoon", | |
| "repo": "prithivMLmods/Green-Cartoon-Flux-LoRA", | |
| "weights": "Green-Cartoon.safetensors", | |
| "trigger_word": "Green Cartoon" | |
| }, | |
| { | |
| "title": "Retro Pixel", | |
| "repo": "prithivMLmods/Retro-Pixel-Flux-LoRA", | |
| "weights": "Retro-Pixel.safetensors", | |
| "trigger_word": "Retro Pixel" | |
| }, | |
| { | |
| "title": "Teen Outfit", | |
| "repo": "prithivMLmods/Teen-Outfit", | |
| "weights": "Teen-Outfit.safetensors", | |
| "trigger_word": "Teen Outfit" | |
| }, | |
| { | |
| "title": "CAnime", | |
| "repo": "prithivMLmods/CAnime-LoRA", | |
| "weights": "CAnime.safetensors", | |
| "trigger_word": "CAnime" | |
| }, | |
| { | |
| "title": "Simple Pencil", | |
| "repo": "prithivMLmods/Super-Pencil-Flux-LoRA", | |
| "weights": "Pencil.safetensors", | |
| "trigger_word": "Simple Pencil" | |
| }, | |
| { | |
| "title": "Retro futurism", | |
| "repo": "martintomov/retrofuturism-flux", | |
| "weights": "retrofuturism_flux_lora_martintomov_v1.safetensors", | |
| "trigger_word": "retrofuturism" | |
| }, | |
| { | |
| "title": "Retro Anime", | |
| "repo": "Bootoshi/retroanime", | |
| "weights": "RetroAnimeFluxV1.safetensors", | |
| "trigger_word": "retro anime" | |
| }, | |
| { | |
| "title": "Plushy world", | |
| "repo": "alvdansen/plushy-world-flux", | |
| "weights": "plushy_world_flux_araminta_k.safetensors", | |
| "trigger_word": "3dcndylnd style" | |
| }, | |
| { | |
| "title": "ROYGBIVFlux", | |
| "repo": "renderartist/ROYGBIVFlux", | |
| "weights": "ROYGBIV_Flux_v1_renderartist.safetensors", | |
| "trigger_word": "r0ygb1v, digital illustration, textured" | |
| }, | |
| { | |
| "title": "sonny anime", | |
| "repo": "alvdansen/sonny-anime-flex", | |
| "weights": "araminta_k_sonnyanime_fluxd_flex.safetensors", | |
| "trigger_word": "nm22 [style] style" | |
| }, | |
| { | |
| "title": "flux whimscape", | |
| "repo": "bingbangboom/flux_whimscape", | |
| "weights": "WHMSCPE001.safetensors", | |
| "trigger_word": "illustration in the style of WHMSCPE001" | |
| }, | |
| { | |
| "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" | |
| }, | |
| { | |
| "title": "LiDAR", | |
| "repo": "glif/LiDAR-Vision", | |
| "weights": "Lidar.safetensors", | |
| "trigger_word": "L1d4r" | |
| }, | |
| { | |
| "title": "Hoodies", | |
| "repo": "prithivMLmods/Canopus-Flux-LoRA-Hoodies", | |
| "weights": "Canopus-Flux-LoRA-Hoodies.safetensors", | |
| "trigger_word": "Hoodie" | |
| }, | |
| { | |
| "title": "World of RDR", | |
| "repo": "dvyio/flux-lora-rdr2", | |
| "weights": "eb79a593332f40458ea36fe0782f01a4_pytorch_lora_weights.safetensors", | |
| "trigger_word": "in the style of RDRGM" | |
| }, | |
| { | |
| "title": "Retro Collage Art", | |
| "repo": "Fihade/Retro-Collage-Art-Flux-Dev", | |
| "weights": "flux_dev_ff_collage_artstyle.safetensors", | |
| "trigger_word": "ff-collage" | |
| }, | |
| { | |
| "title": "Quote", | |
| "repo": "prithivMLmods/Flux.1-Dev-Quote-LoRA", | |
| "weights": "quoter001.safetensors", | |
| "trigger_word": "quoter" | |
| }, | |
| { | |
| "title": "Stamp", | |
| "repo": "prithivMLmods/Flux.1-Dev-Stamp-Art-LoRA", | |
| "weights": "stam9.safetensors", | |
| "trigger_word": "stam9" | |
| }, | |
| { | |
| "title": "Hand Sticky", | |
| "repo": "prithivMLmods/Flux.1-Dev-Hand-Sticky-LoRA", | |
| "weights": "handstick69.safetensors", | |
| "trigger_word": "handstick69" | |
| }, | |
| { | |
| "title": "Poster Foss", | |
| "repo": "prithivMLmods/Flux.1-Dev-Poster-HQ-LoRA", | |
| "weights": "poster-foss.safetensors", | |
| "trigger_word": "poster foss" | |
| }, | |
| { | |
| "title": "Ctoon", | |
| "repo": "prithivMLmods/Flux.1-Dev-Ctoon-LoRA", | |
| "weights": "ctoon.safetensors", | |
| "trigger_word": "ctoon" | |
| }, | |
| { | |
| "title": "C33 Design", | |
| "repo": "prithivMLmods/Flux-C33-Design-LoRA", | |
| "weights": "C33.safetensors", | |
| "trigger_word": "C33 Design" | |
| }, | |
| { | |
| "title": "Indo Realism", | |
| "repo": "prithivMLmods/Flux.1-Dev-Indo-Realism-LoRA", | |
| "weights": "indo-realism.safetensors", | |
| "trigger_word": "indo-realism" | |
| }, | |
| { | |
| "title": "Sketch Card", | |
| "repo": "prithivMLmods/Flux.1-Dev-Sketch-Card-LoRA", | |
| "weights": "sketchcard.safetensors", | |
| "trigger_word": "sketch card" | |
| }, | |
| { | |
| "title": "Movie Board", | |
| "repo": "prithivMLmods/Flux.1-Dev-Movie-Boards-LoRA", | |
| "weights": "movieboard.safetensors", | |
| "trigger_word": "movieboard" | |
| }, | |
| { | |
| "title": "Door Eye View", | |
| "repo": "prithivMLmods/Flux.1-Dev-Pov-DoorEye-LoRA", | |
| "weights": "look-in-2.safetensors", | |
| "trigger_word": "look in 2" | |
| }, | |
| { | |
| "title": "Enna Sketch", | |
| "repo": "alvdansen/enna-sketch-style", | |
| "weights": "enna_sketch_style_araminta_k.safetensors", | |
| "trigger_word": "sketch illustration style" | |
| }, | |
| { | |
| "title": "Panorama", | |
| "repo": "jbilcke-hf/flux-dev-panorama-lora-2", | |
| "weights": "flux_train_replicate.safetensors", | |
| "trigger_word": "HDRI panoramic view of TOK" | |
| }, | |
| { | |
| "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" | |
| }, | |
| { | |
| "title": "Ancient Greece Watercolor", | |
| "repo": "glif-loradex-trainer/goldenark__Ancient_Greece_Watercolor_Sketch_Style", | |
| "weights": "Ancient_Greece_Watercolor_Sketch_Style.safetensors", | |
| "trigger_word": "AncientWaterColorStyle" | |
| }, | |
| { | |
| "title": "M11 PPLSNSM", | |
| "repo": "glif-loradex-trainer/i12bp8_appelsiensam_mii_v1", | |
| "weights": "appelsiensam_mii_v1.safetensors", | |
| "trigger_word": "M11_PPLSNSM" | |
| }, | |
| { | |
| "title": "RisographPrint", | |
| "repo": "glif-loradex-trainer/an303042_RisographPrint_v1", | |
| "weights": "RisographPrint_v1.safetensors", | |
| "trigger_word": "rsgrf , risograph" | |
| }, | |
| { | |
| "title": "White Background", | |
| "repo": "gokaygokay/Flux-White-Background-LoRA", | |
| "weights": "80cfbf52faf541d49c6abfe1ac571112_lora.safetensors", | |
| "trigger_word": "in the middle ,white background" | |
| }, | |
| { | |
| "title": "Gesture Draw", | |
| "repo": "glif/Gesture-Draw", | |
| "weights": "Gesture_Draw_v1.safetensors", | |
| "trigger_word": "gstdrw style" | |
| }, | |
| { | |
| "title": "Black of Art", | |
| "repo": "strangerzonehf/Black-of-Art-Flux", | |
| "weights": "Black-of-Art.safetensors", | |
| "trigger_word": "Black of Art" | |
| }, | |
| { | |
| "title": "SIMS", | |
| "repo": "dvyio/flux-lora-the-sims", | |
| "weights": "011ed14848b3408c8d70d3ecfa14f122_lora.safetensors", | |
| "trigger_word": "video game screenshot in the style of THSMS" | |
| }, | |
| { | |
| "title": "Umesky", | |
| "repo": "UmeAiRT/FLUX.1-dev-LoRA-Ume_Sky", | |
| "weights": "ume_sky_v2.safetensors", | |
| "trigger_word": "umesky" | |
| }, | |
| { | |
| "title": "Realtime Toon Mix", | |
| "repo": "prithivMLmods/Flux.1-Dev-Realtime-Toon-Mix", | |
| "weights": "toon-mix.safetensors", | |
| "trigger_word": "toon mix" | |
| }, | |
| { | |
| "title": "Pointcrayonstyle", | |
| "repo": "oshtz/flux-pointcrayonstyle", | |
| "weights": "flux-pointcrayonstyle.safetensors", | |
| "trigger_word": "pointcrayonstyle" | |
| }, | |
| { | |
| "title": "VSH Box", | |
| "repo": "Purz/vhs-box", | |
| "weights": "purz-vhs_box.safetensors", | |
| "trigger_word": "vhs_box" | |
| }, | |
| { | |
| "title": "Prettyshot", | |
| "repo": "nerijs/flux_prettyshot_v1", | |
| "weights": "flux_prettyshot_v1.safetensors", | |
| "trigger_word": "pr3ttysh0t" | |
| }, | |
| { | |
| "title": "Insectagon pipo", | |
| "repo": "glif-loradex-trainer/insectagon_pipo_hippo1", | |
| "weights": "pipo_hippo1.safetensors", | |
| "trigger_word": "pipo_meme" | |
| }, | |
| { | |
| "title": "Polaroid Plus", | |
| "repo": "prithivMLmods/Flux-Polaroid-Plus", | |
| "weights": "polaroid-plus.safetensors", | |
| "trigger_word": "Polaroid Collage" | |
| }, | |
| { | |
| "title": "Product Ad", | |
| "repo": "prithivMLmods/Flux-Product-Ad-Backdrop", | |
| "weights": "Prod-Ad.safetensors", | |
| "trigger_word": "Product Ad" | |
| }, | |
| { | |
| "title": "Nightmare 99", | |
| "repo": "prithivMLmods/Flux-Art-Nightmare-99", | |
| "weights": "nm99.safetensors", | |
| "trigger_word": "nm99" | |
| }, | |
| { | |
| "title": "Frosted Container", | |
| "repo": "prithivMLmods/Flux.1-Dev-Frosted-Container-LoRA", | |
| "weights": "frosted-gc.safetensors", | |
| "trigger_word": "frosted GC" | |
| }, | |
| { | |
| "title": "Magenta Kuki Roblox", | |
| "repo": "glif-loradex-trainer/swap_magenta_kuki_roblox", | |
| "weights": "magenta_kuki_roblox.safetensors", | |
| "trigger_word": "kuki_magenta, roblox" | |
| }, | |
| { | |
| "title": "Plein Air", | |
| "repo": "glif-loradex-trainer/maxxd4240_PleinAir", | |
| "weights": "PleinAir.safetensors", | |
| "trigger_word": "P1e!n" | |
| }, | |
| { | |
| "title": "GArt", | |
| "repo": "prithivMLmods/Flux-GArt-LoRA", | |
| "weights": "GArt.safetensors", | |
| "trigger_word": "GArt" | |
| }, | |
| { | |
| "title": "Capybara HF", | |
| "repo": "strangerzonehf/Flux-Super-Capybara-HF", | |
| "weights": "capybara-hf.safetensors", | |
| "trigger_word": "capybara hf" | |
| }, | |
| { | |
| "title": "Fine Detail", | |
| "repo": "prithivMLmods/Flux-Fine-Detail-LoRA", | |
| "weights": "Fine-Detail.safetensors", | |
| "trigger_word": "Super Detail" | |
| }, | |
| { | |
| "title": "Digital Backgrounds", | |
| "repo": "gokaygokay/Flux-Digital-Backgrounds-LoRA", | |
| "weights": "digital_background_lora.safetensors", | |
| "trigger_word": "dgtlbg" | |
| }, | |
| { | |
| "title": "Realistic Backgrounds", | |
| "repo": "gokaygokay/Flux-Realistic-Backgrounds-LoRA", | |
| "weights": "realistic_background_lora.safetensors", | |
| "trigger_word": "rlstcbg" | |
| }, | |
| { | |
| "title": "LEGO", | |
| "repo": "prithivMLmods/Flux-Lego-Ref-LoRA", | |
| "weights": "Lego.safetensors", | |
| "trigger_word": "lego --fref --89890" | |
| }, | |
| { | |
| "title": "Qd-Sketch", | |
| "repo": "strangerzonehf/Qd-Sketch", | |
| "weights": "Qd Sketch.safetensors", | |
| "trigger_word": "Qd-Sketch" | |
| }, | |
| ] | |
| # --- جادوی اتصال خودکار به تصاویر دیتاست شما بدون نوشتن 150 خط لینک --- | |
| for idx, item in enumerate(loras): | |
| safe_name = item["repo"].replace("/", "_").replace(".", "_") | |
| item["image"] = f"https://huggingface.co/datasets/Opera8/imagelora/resolve/main/thumbnails/thumb_{idx}_{safe_name}.webp" | |
| # ------------------------------------------------------------------------ | |
| dtype = torch.bfloat16 | |
| device = "cuda" if torch.cuda.is_available() else "cpu" | |
| base_model = "black-forest-labs/FLUX.1-dev" | |
| 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, | |
| ) | |
| 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 | |
| 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}" | |
| else: | |
| prompt_mash = prompt | |
| with calculateDuration("Unloading LoRA"): | |
| pipe.unload_lora_weights() | |
| pipe_i2i.unload_lora_weights() | |
| 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'<div class="progress-container"><div class="progress-bar" style="--current: {step_counter}; --total: {steps};"></div></div>' | |
| 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) | |
| if((base_model != "black-forest-labs/FLUX.1-dev") and (base_model != "black-forest-labs/FLUX.1-schnell")): | |
| raise Exception("Flux LoRA Not Found!") | |
| 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 | |
| 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) | |
| 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''' | |
| <div class="custom_lora_card"> | |
| <span>Loaded custom LoRA:</span> | |
| <div class="card_internal"> | |
| <img src="{image}" /> | |
| <div> | |
| <h3>{title}</h3> | |
| <small>{"Using: <code><b>"+trigger_word+"</code></b> as the trigger word" if trigger_word else "No trigger word found. If there's a trigger word, include it in your prompt"}<br></small> | |
| </div> | |
| </div> | |
| </div> | |
| ''' | |
| 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, "" | |
| def remove_custom_lora(): | |
| return gr.update(visible=False), gr.update(visible=False), gr.update(), "", None, "" | |
| run_lora.zerogpu = True | |
| 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} | |
| ''' | |
| with gr.Blocks(delete_cache=(60, 60)) as demo: | |
| title = gr.HTML("""<h1>FLUX LoRA DLC🥳</h1>""", elem_id="title",) | |
| selected_index = gr.State(None) | |
| with gr.Row(): | |
| with gr.Column(scale=3): | |
| prompt = gr.Textbox(label="Enter 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="250+ LoRA DLC's", | |
| allow_preview=False, | |
| columns=3, | |
| elem_id="gallery", | |
| #show_share_button=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", format="png", height=610) | |
| 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(): | |
| 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) | |
| 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) | |
| 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) | |
| 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] | |
| ) | |
| demo.queue() | |
| demo.launch( | |
| theme=steel_blue_theme, | |
| css=css, | |
| mcp_server=True, | |
| ssr_mode=False, | |
| show_error=True | |
| ) |