Upload 7 files

app.py

@@ -1,6 +1,11 @@
 import spaces
 import os
-from stablepy import Model_Diffusers
+from stablepy import (
+    Model_Diffusers,
+    SCHEDULE_TYPE_OPTIONS,
+    SCHEDULE_PREDICTION_TYPE_OPTIONS,
+    check_scheduler_compatibility,
+)
 from constants import (
     PREPROCESSOR_CONTROLNET,
     TASK_STABLEPY,
@@ -33,6 +38,7 @@ from utils import (
     download_diffuser_repo,
     progress_step_bar,
     html_template_message,
+    escape_html,
 )
 from datetime import datetime
 import gradio as gr
@@ -92,6 +98,7 @@ for url_embed in DOWNLOAD_EMBEDS:
 embed_list = get_model_list(DIRECTORY_EMBEDS)
 lora_model_list = get_lora_model_list()
 vae_model_list = get_model_list(DIRECTORY_VAES)
+vae_model_list.insert(0, "BakedVAE")
 vae_model_list.insert(0, "None")
 
 ## BEGIN MOD
@@ -177,7 +184,12 @@ class GuiSD:
 
         yield f"Loading model: {model_name}"
 
-        if vae_model:
+        if vae_model == "BakedVAE":
+            if not os.path.exists(model_name):
+                vae_model = model_name
+            else:
+                vae_model = None
+        elif vae_model:
             vae_type = "SDXL" if "sdxl" in vae_model.lower() else "SD 1.5"
             if model_type != vae_type:
                 gr.Warning(WARNING_MSG_VAE)
@@ -250,6 +262,8 @@ class GuiSD:
         lora5,
         lora_scale5,
         sampler,
+        schedule_type,
+        schedule_prediction_type,
         img_height,
         img_width,
         model_name,
@@ -289,6 +303,7 @@ class GuiSD:
         image_previews,
         display_images,
         save_generated_images,
+        filename_pattern,
         image_storage_location,
         retain_compel_previous_load,
         retain_detailfix_model_previous_load,
@@ -368,14 +383,15 @@ class GuiSD:
             (image_ip2, mask_ip2, model_ip2, mode_ip2, scale_ip2),
         ]
 
-        for imgip, mskip, modelip, modeip, scaleip in all_adapters:
-            if imgip:
-                params_ip_img.append(imgip)
-                if mskip:
-                    params_ip_msk.append(mskip)
-                params_ip_model.append(modelip)
-                params_ip_mode.append(modeip)
-                params_ip_scale.append(scaleip)
+        if not hasattr(self.model.pipe, "transformer"):
+            for imgip, mskip, modelip, modeip, scaleip in all_adapters:
+                if imgip:
+                    params_ip_img.append(imgip)
+                    if mskip:
+                        params_ip_msk.append(mskip)
+                    params_ip_model.append(modelip)
+                    params_ip_mode.append(modeip)
+                    params_ip_scale.append(scaleip)
 
         concurrency = 5
         self.model.stream_config(concurrency=concurrency, latent_resize_by=1, vae_decoding=False)
@@ -466,6 +482,8 @@ class GuiSD:
 ## END MOD
             "syntax_weights": syntax_weights,  # "Classic"
             "sampler": sampler,
+            "schedule_type": schedule_type,
+            "schedule_prediction_type": schedule_prediction_type,
             "xformers_memory_efficient_attention": xformers_memory_efficient_attention,
             "gui_active": True,
             "loop_generation": loop_generation,
@@ -483,6 +501,7 @@ class GuiSD:
             "image_previews": image_previews,
             "display_images": display_images,
             "save_generated_images": save_generated_images,
+            "filename_pattern": filename_pattern,
             "image_storage_location": image_storage_location,
             "retain_compel_previous_load": retain_compel_previous_load,
             "retain_detailfix_model_previous_load": retain_detailfix_model_previous_load,
@@ -515,7 +534,7 @@ class GuiSD:
 
         actual_progress = 0
         info_images = gr.update()
-        for img, seed, image_path, metadata in self.model(**pipe_params):
+        for img, [seed, image_path, metadata] in self.model(**pipe_params):
             info_state = progress_step_bar(actual_progress, steps)
             actual_progress += concurrency
             if image_path:
@@ -537,7 +556,7 @@ class GuiSD:
                 if msg_lora:
                     info_images += msg_lora
 
-                info_images = info_images + "<br>" + "GENERATION DATA:<br>" + metadata[0].replace("\n", "<br>") + "<br>-------<br>"
+                info_images = info_images + "<br>" + "GENERATION DATA:<br>" + escape_html(metadata[0]) + "<br>-------<br>"
 
                 download_links = "<br>".join(
                     [
@@ -601,6 +620,14 @@ def sd_gen_generate_pipeline(*args):
         )
         print(lora_status)
 
+    sampler_name = args[17]
+    schedule_type_name = args[18]
+    _, _, msg_sampler = check_scheduler_compatibility(
+        sd_gen.model.class_name, sampler_name, schedule_type_name
+    )
+    if msg_sampler:
+        gr.Warning(msg_sampler)
+
     if verbose_arg:
         for status, lora in zip(lora_status, lora_list):
             if status:
@@ -812,7 +839,8 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                             clip_skip_gui = gr.Checkbox(value=False, label="Layer 2 Clip Skip")
                             free_u_gui = gr.Checkbox(value=False, label="FreeU")
                         with gr.Row():
-                            sampler_gui = gr.Dropdown(label="Sampler", choices=scheduler_names, value="Euler a")
+                            sampler_gui = gr.Dropdown(label="Sampler", choices=scheduler_names, value="Euler")
+                            schedule_type_gui = gr.Dropdown(label="Schedule type", choices=SCHEDULE_TYPE_OPTIONS, value=SCHEDULE_TYPE_OPTIONS[0])
                             vae_model_gui = gr.Dropdown(label="VAE Model", choices=vae_model_list, value=vae_model_list[0])
                             prompt_syntax_gui = gr.Dropdown(label="Prompt Syntax", choices=PROMPT_W_OPTIONS, value=PROMPT_W_OPTIONS[1][1])
 
@@ -826,14 +854,26 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                 "width": gr.update(value=1024),
                                 "height": gr.update(value=1024),
                                 "Seed": gr.update(value=-1),
-                                "Sampler": gr.update(value="Euler a"),
-                                "scale": gr.update(value=7.),  # cfg
-                                "skip": gr.update(value=True),
+                                "Sampler": gr.update(value="Euler"),
+                                "CFG scale": gr.update(value=7.),  # cfg
+                                "Clip skip": gr.update(value=True),
                                 "Model": gr.update(value=name_model),
+                                "Schedule type": gr.update(value="Automatic"),
+                                "PAG": gr.update(value=.0),
+                                "FreeU": gr.update(value=False),
                             }
                             valid_keys = list(valid_receptors.keys())
 
                             parameters = extract_parameters(base_prompt)
+                            # print(parameters)
+
+                            if "Sampler" in parameters:
+                                value_sampler = parameters["Sampler"]
+                                for s_type in SCHEDULE_TYPE_OPTIONS:
+                                    if s_type in value_sampler:
+                                        value_sampler = value_sampler.replace(s_type, "").strip()
+                                        parameters["Sampler"] = value_sampler
+                                        parameters["Schedule type"] = s_type
 
                             for key, val in parameters.items():
                                 # print(val)
@@ -842,7 +882,10 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                         if key == "Sampler":
                                             if val not in scheduler_names:
                                                 continue
-                                        elif key == "skip":
+                                        if key == "Schedule type":
+                                            if val not in SCHEDULE_TYPE_OPTIONS:
+                                                val = "Automatic"
+                                        elif key == "Clip skip":
                                             if "," in str(val):
                                                 val = val.replace(",", "")
                                             if int(val) >= 2:
@@ -855,7 +898,9 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                             val = re.sub(r'\s+', ' ', re.sub(r',+', ',', val)).strip()
                                         if key in ["Steps", "width", "height", "Seed"]:
                                             val = int(val)
-                                        if key == "scale":
+                                        if key == "FreeU":
+                                            val = True
+                                        if key in ["CFG scale", "PAG"]:
                                             val = float(val)
                                         if key == "Model":
                                             filtered_models = [m for m in model_list if val in m]
@@ -884,6 +929,9 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                 cfg_gui,
                                 clip_skip_gui,
                                 model_name_gui,
+                                schedule_type_gui,
+                                pag_scale_gui,
+                                free_u_gui,
                             ],
                         )
 
@@ -965,9 +1013,9 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                 search_civitai_gallery_lora = gr.Gallery([], label="Results", allow_preview=False, columns=5, show_share_button=False, interactive=False)
                             search_civitai_result_lora = gr.Dropdown(label="Search Results", choices=[("", "")], value="", allow_custom_value=True, visible=False)
                             with gr.Row():
-                                text_lora = gr.Textbox(label="LoRA URL", placeholder="https://civitai.com/api/download/models/28907", lines=1, scale=4)
+                                text_lora = gr.Textbox(label="LoRA's download URL", placeholder="https://civitai.com/api/download/models/28907", info="It has to be .safetensors files, and you can also download them from Hugging Face.", lines=1, scale=4)
                                 romanize_text = gr.Checkbox(value=False, label="Transliterate name", scale=1)
-                            button_lora = gr.Button("Get and update lists of LoRAs")
+                            button_lora = gr.Button("Get and Refresh the LoRA Lists")
                             new_lora_status = gr.HTML()
                         with gr.Accordion("From Local", open=True, visible=True):
                             file_output_lora = gr.File(label="Uploaded LoRA", file_types=['.ckpt', '.pt', '.pth', '.safetensors', '.bin'], file_count="multiple", interactive=False, visible=False)
@@ -1046,7 +1094,10 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                                     minimum=0.01, maximum=1.0, step=0.01, value=0.55, label="Strength",
                                     info="This option adjusts the level of changes for img2img and inpainting."
                                 )
-                                image_resolution_gui = gr.Slider(minimum=64, maximum=2048, step=64, value=1024, label="Image Resolution")
+                                image_resolution_gui = gr.Slider(
+                                    minimum=64, maximum=2048, step=64, value=1024, label="Image Resolution",
+                                    info="The maximum proportional size of the generated image based on the uploaded image."
+                                )
                                 preprocessor_name_gui = gr.Dropdown(label="Preprocessor Name", choices=PREPROCESSOR_CONTROLNET["canny"])
 
                                 def change_preprocessor_choices(task):
@@ -1130,6 +1181,10 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                             style_button.click(load_json_style_file, [style_json_gui], [style_prompt_gui])
 
                         with gr.Accordion("Other settings", open=False, visible=True) as menu_other:
+                            schedule_prediction_type_gui = gr.Dropdown(label="Discrete Sampling Type", choices=SCHEDULE_PREDICTION_TYPE_OPTIONS, value=SCHEDULE_PREDICTION_TYPE_OPTIONS[0])
+                            with gr.Row():
+                                save_generated_images_gui = gr.Checkbox(value=False, label="Save Generated Images")
+                                filename_pattern_gui = gr.Textbox(label="Filename pattern", value="model,seed", placeholder="model,seed,sampler,schedule_type,img_width,img_height,guidance_scale,num_steps,vae,prompt_section,neg_prompt_section", lines=1)
                             with gr.Row():
                                 hires_before_adetailer_gui = gr.Checkbox(value=False, label="Hires Before Adetailer")
                                 hires_after_adetailer_gui = gr.Checkbox(value=True, label="Hires After Adetailer")
@@ -1142,7 +1197,6 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                             disable_progress_bar_gui = gr.Checkbox(value=False, label="Disable Progress Bar")
                             display_images_gui = gr.Checkbox(value=False, label="Display Images")
                             image_previews_gui = gr.Checkbox(value=True, label="Image Previews")
-                            save_generated_images_gui = gr.Checkbox(value=False, label="Save Generated Images")
                             image_storage_location_gui = gr.Textbox(value="./images", label="Image Storage Location")
                             retain_compel_previous_load_gui = gr.Checkbox(value=False, label="Retain Compel Previous Load")
                             retain_detailfix_model_previous_load_gui = gr.Checkbox(value=False, label="Retain Detailfix Model Previous Load")
@@ -1398,6 +1452,8 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                 lora5_gui,
                 lora_scale_5_gui,
                 sampler_gui,
+                schedule_type_gui,
+                schedule_prediction_type_gui,
                 img_height_gui,
                 img_width_gui,
                 model_name_gui,
@@ -1437,6 +1493,7 @@ with gr.Blocks(theme='NoCrypt/miku@>=1.2.2', elem_id="main", fill_width=True, cs
                 image_previews_gui,
                 display_images_gui,
                 save_generated_images_gui,
+                filename_pattern_gui,
                 image_storage_location_gui,
                 retain_compel_previous_load_gui,
                 retain_detailfix_model_previous_load_gui,

constants.py

@@ -1,453 +1,471 @@
-import os
-from stablepy.diffusers_vanilla.constants import FLUX_CN_UNION_MODES
-from stablepy import (
-    scheduler_names,
-    SD15_TASKS,
-    SDXL_TASKS,
-)
-
-# - **Download Models**
-DOWNLOAD_MODEL = "https://civitai.com/api/download/models/574369, https://huggingface.co/TechnoByte/MilkyWonderland/resolve/main/milkyWonderland_v40.safetensors"
-
-# - **Download VAEs**
-DOWNLOAD_VAE = "https://huggingface.co/nubby/blessed-sdxl-vae-fp16-fix/resolve/main/sdxl_vae-fp16fix-c-1.1-b-0.5.safetensors?download=true, https://huggingface.co/nubby/blessed-sdxl-vae-fp16-fix/resolve/main/sdxl_vae-fp16fix-blessed.safetensors?download=true, https://huggingface.co/digiplay/VAE/resolve/main/vividReal_v20.safetensors?download=true, https://huggingface.co/fp16-guy/anything_kl-f8-anime2_vae-ft-mse-840000-ema-pruned_blessed_clearvae_fp16_cleaned/resolve/main/vae-ft-mse-840000-ema-pruned_fp16.safetensors?download=true"
-
-# - **Download LoRAs**
-DOWNLOAD_LORA = "https://huggingface.co/Leopain/color/resolve/main/Coloring_book_-_LineArt.safetensors, https://civitai.com/api/download/models/135867, https://huggingface.co/Linaqruf/anime-detailer-xl-lora/resolve/main/anime-detailer-xl.safetensors?download=true, https://huggingface.co/Linaqruf/style-enhancer-xl-lora/resolve/main/style-enhancer-xl.safetensors?download=true, https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SD15-8steps-CFG-lora.safetensors?download=true, https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SDXL-8steps-CFG-lora.safetensors?download=true"
-
-LOAD_DIFFUSERS_FORMAT_MODEL = [
-    'stabilityai/stable-diffusion-xl-base-1.0',
-    'black-forest-labs/FLUX.1-dev',
-    'John6666/blue-pencil-flux1-v021-fp8-flux',
-    'John6666/wai-ani-flux-v10forfp8-fp8-flux',
-    'John6666/xe-anime-flux-v04-fp8-flux',
-    'John6666/lyh-anime-flux-v2a1-fp8-flux',
-    'John6666/carnival-unchained-v10-fp8-flux',
-    'cagliostrolab/animagine-xl-3.1',
-    'John6666/epicrealism-xl-v8kiss-sdxl',
-    'misri/epicrealismXL_v7FinalDestination',
-    'misri/juggernautXL_juggernautX',
-    'misri/zavychromaxl_v80',
-    'SG161222/RealVisXL_V4.0',
-    'SG161222/RealVisXL_V5.0',
-    'misri/newrealityxlAllInOne_Newreality40',
-    'eienmojiki/Anything-XL',
-    'eienmojiki/Starry-XL-v5.2',
-    'gsdf/CounterfeitXL',
-    'KBlueLeaf/Kohaku-XL-Zeta',
-    'John6666/silvermoon-mix-01xl-v11-sdxl',
-    'WhiteAiZ/autismmixSDXL_autismmixConfetti_diffusers',
-    'kitty7779/ponyDiffusionV6XL',
-    'GraydientPlatformAPI/aniverse-pony',
-    'John6666/ras-real-anime-screencap-v1-sdxl',
-    'John6666/duchaiten-pony-xl-no-score-v60-sdxl',
-    'John6666/mistoon-anime-ponyalpha-sdxl',
-    'John6666/3x3x3mixxl-v2-sdxl',
-    'John6666/3x3x3mixxl-3dv01-sdxl',
-    'John6666/ebara-mfcg-pony-mix-v12-sdxl',
-    'John6666/t-ponynai3-v51-sdxl',
-    'John6666/t-ponynai3-v65-sdxl',
-    'John6666/prefect-pony-xl-v3-sdxl',
-    'John6666/mala-anime-mix-nsfw-pony-xl-v5-sdxl',
-    'John6666/wai-real-mix-v11-sdxl',
-    'John6666/wai-c-v6-sdxl',
-    'John6666/iniverse-mix-xl-sfwnsfw-pony-guofeng-v43-sdxl',
-    'John6666/photo-realistic-pony-v5-sdxl',
-    'John6666/pony-realism-v21main-sdxl',
-    'John6666/pony-realism-v22main-sdxl',
-    'John6666/cyberrealistic-pony-v63-sdxl',
-    'John6666/cyberrealistic-pony-v64-sdxl',
-    'John6666/cyberrealistic-pony-v65-sdxl',
-    'GraydientPlatformAPI/realcartoon-pony-diffusion',
-    'John6666/nova-anime-xl-pony-v5-sdxl',
-    'John6666/autismmix-sdxl-autismmix-pony-sdxl',
-    'John6666/aimz-dream-real-pony-mix-v3-sdxl',
-    'John6666/duchaiten-pony-real-v11fix-sdxl',
-    'John6666/duchaiten-pony-real-v20-sdxl',
-    'yodayo-ai/kivotos-xl-2.0',
-    'yodayo-ai/holodayo-xl-2.1',
-    'yodayo-ai/clandestine-xl-1.0',
-    'digiplay/majicMIX_sombre_v2',
-    'digiplay/majicMIX_realistic_v6',
-    'digiplay/majicMIX_realistic_v7',
-    'digiplay/DreamShaper_8',
-    'digiplay/BeautifulArt_v1',
-    'digiplay/DarkSushi2.5D_v1',
-    'digiplay/darkphoenix3D_v1.1',
-    'digiplay/BeenYouLiteL11_diffusers',
-    'Yntec/RevAnimatedV2Rebirth',
-    'youknownothing/cyberrealistic_v50',
-    'youknownothing/deliberate-v6',
-    'GraydientPlatformAPI/deliberate-cyber3',
-    'GraydientPlatformAPI/picx-real',
-    'GraydientPlatformAPI/perfectworld6',
-    'emilianJR/epiCRealism',
-    'votepurchase/counterfeitV30_v30',
-    'votepurchase/ChilloutMix',
-    'Meina/MeinaMix_V11',
-    'Meina/MeinaUnreal_V5',
-    'Meina/MeinaPastel_V7',
-    'GraydientPlatformAPI/realcartoon3d-17',
-    'GraydientPlatformAPI/realcartoon-pixar11',
-    'GraydientPlatformAPI/realcartoon-real17',
-]
-
-DIFFUSERS_FORMAT_LORAS = [
-    "nerijs/animation2k-flux",
-    "XLabs-AI/flux-RealismLora",
-]
-
-DOWNLOAD_EMBEDS = [
-    'https://huggingface.co/datasets/Nerfgun3/bad_prompt/blob/main/bad_prompt_version2.pt',
-    'https://huggingface.co/embed/negative/resolve/main/EasyNegativeV2.safetensors',
-    'https://huggingface.co/embed/negative/resolve/main/bad-hands-5.pt',
-    ]
-
-CIVITAI_API_KEY = os.environ.get("CIVITAI_API_KEY")
-HF_TOKEN = os.environ.get("HF_READ_TOKEN")
-
-DIRECTORY_MODELS = 'models'
-DIRECTORY_LORAS = 'loras'
-DIRECTORY_VAES = 'vaes'
-DIRECTORY_EMBEDS = 'embedings'
-
-PREPROCESSOR_CONTROLNET = {
-  "openpose": [
-    "Openpose",
-    "None",
-  ],
-  "scribble": [
-    "HED",
-    "PidiNet",
-    "None",
-  ],
-  "softedge": [
-    "PidiNet",
-    "HED",
-    "HED safe",
-    "PidiNet safe",
-    "None",
-  ],
-  "segmentation": [
-    "UPerNet",
-    "None",
-  ],
-  "depth": [
-    "DPT",
-    "Midas",
-    "None",
-  ],
-  "normalbae": [
-    "NormalBae",
-    "None",
-  ],
-  "lineart": [
-    "Lineart",
-    "Lineart coarse",
-    "Lineart (anime)",
-    "None",
-    "None (anime)",
-  ],
-  "lineart_anime": [
-    "Lineart",
-    "Lineart coarse",
-    "Lineart (anime)",
-    "None",
-    "None (anime)",
-  ],
-  "shuffle": [
-    "ContentShuffle",
-    "None",
-  ],
-  "canny": [
-    "Canny",
-    "None",
-  ],
-  "mlsd": [
-    "MLSD",
-    "None",
-  ],
-  "ip2p": [
-    "ip2p"
-  ],
-  "recolor": [
-    "Recolor luminance",
-    "Recolor intensity",
-    "None",
-  ],
-  "tile": [
-    "Mild Blur",
-    "Moderate Blur",
-    "Heavy Blur",
-    "None",
-  ],
-
-}
-
-TASK_STABLEPY = {
-    'txt2img': 'txt2img',
-    'img2img': 'img2img',
-    'inpaint': 'inpaint',
-    # 'canny T2I Adapter': 'sdxl_canny_t2i',  # NO HAVE STEP CALLBACK PARAMETERS SO NOT WORKS WITH DIFFUSERS 0.29.0
-    # 'sketch  T2I Adapter': 'sdxl_sketch_t2i',
-    # 'lineart  T2I Adapter': 'sdxl_lineart_t2i',
-    # 'depth-midas  T2I Adapter': 'sdxl_depth-midas_t2i',
-    # 'openpose  T2I Adapter': 'sdxl_openpose_t2i',
-    'openpose ControlNet': 'openpose',
-    'canny ControlNet': 'canny',
-    'mlsd ControlNet': 'mlsd',
-    'scribble ControlNet': 'scribble',
-    'softedge ControlNet': 'softedge',
-    'segmentation ControlNet': 'segmentation',
-    'depth ControlNet': 'depth',
-    'normalbae ControlNet': 'normalbae',
-    'lineart ControlNet': 'lineart',
-    'lineart_anime ControlNet': 'lineart_anime',
-    'shuffle ControlNet': 'shuffle',
-    'ip2p ControlNet': 'ip2p',
-    'optical pattern ControlNet': 'pattern',
-    'recolor ControlNet': 'recolor',
-    'tile ControlNet': 'tile',
-}
-
-TASK_MODEL_LIST = list(TASK_STABLEPY.keys())
-
-UPSCALER_DICT_GUI = {
-    None: None,
-    "Lanczos": "Lanczos",
-    "Nearest": "Nearest",
-    'Latent': 'Latent',
-    'Latent (antialiased)': 'Latent (antialiased)',
-    'Latent (bicubic)': 'Latent (bicubic)',
-    'Latent (bicubic antialiased)': 'Latent (bicubic antialiased)',
-    'Latent (nearest)': 'Latent (nearest)',
-    'Latent (nearest-exact)': 'Latent (nearest-exact)',
-    "RealESRGAN_x4plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth",
-    "RealESRNet_x4plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.1/RealESRNet_x4plus.pth",
-    "RealESRGAN_x4plus_anime_6B": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth",
-    "RealESRGAN_x2plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.1/RealESRGAN_x2plus.pth",
-    "realesr-animevideov3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-animevideov3.pth",
-    "realesr-general-x4v3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-general-x4v3.pth",
-    "realesr-general-wdn-x4v3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-general-wdn-x4v3.pth",
-    "4x-UltraSharp": "https://huggingface.co/Shandypur/ESRGAN-4x-UltraSharp/resolve/main/4x-UltraSharp.pth",
-    "4x_foolhardy_Remacri": "https://huggingface.co/FacehugmanIII/4x_foolhardy_Remacri/resolve/main/4x_foolhardy_Remacri.pth",
-    "Remacri4xExtraSmoother": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/Remacri%204x%20ExtraSmoother.pth",
-    "AnimeSharp4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/AnimeSharp%204x.pth",
-    "lollypop": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/lollypop.pth",
-    "RealisticRescaler4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/RealisticRescaler%204x.pth",
-    "NickelbackFS4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/NickelbackFS%204x.pth"
-}
-
-UPSCALER_KEYS = list(UPSCALER_DICT_GUI.keys())
-
-PROMPT_W_OPTIONS = [
-    ("Compel format: (word)weight", "Compel"),
-    ("Classic format: (word:weight)", "Classic"),
-    ("Classic-original format: (word:weight)", "Classic-original"),
-    ("Classic-no_norm format: (word:weight)", "Classic-no_norm"),
-    ("Classic-ignore", "Classic-ignore"),
-    ("None", "None"),
-]
-
-WARNING_MSG_VAE = (
-    "Use the right VAE for your model to maintain image quality. The wrong"
-    " VAE can lead to poor results, like blurriness in the generated images."
-)
-
-SDXL_TASK = [k for k, v in TASK_STABLEPY.items() if v in SDXL_TASKS]
-SD_TASK = [k for k, v in TASK_STABLEPY.items() if v in SD15_TASKS]
-FLUX_TASK = list(TASK_STABLEPY.keys())[:3] + [k for k, v in TASK_STABLEPY.items() if v in FLUX_CN_UNION_MODES.keys()]
-
-MODEL_TYPE_TASK = {
-    "SD 1.5": SD_TASK,
-    "SDXL": SDXL_TASK,
-    "FLUX": FLUX_TASK,
-}
-
-MODEL_TYPE_CLASS = {
-    "diffusers:StableDiffusionPipeline": "SD 1.5",
-    "diffusers:StableDiffusionXLPipeline": "SDXL",
-    "diffusers:FluxPipeline": "FLUX",
-}
-
-POST_PROCESSING_SAMPLER = ["Use same sampler"] + scheduler_names[:-2]
-
-SUBTITLE_GUI = (
-    "### This demo uses [diffusers](https://github.com/huggingface/diffusers)"
-    " to perform different tasks in image generation."
-)
-
-HELP_GUI = (
-    """### Help:
-    - The current space runs on a ZERO GPU which is assigned for approximately 60 seconds; Therefore, if you submit expensive tasks, the operation may be canceled upon reaching the maximum allowed time with 'GPU TASK ABORTED'.
-    - Distorted or strange images often result from high prompt weights, so it's best to use low weights and scales, and consider using Classic variants like 'Classic-original'.
-    - For better results with Pony Diffusion, try using sampler DPM++ 1s or DPM2 with Compel or Classic prompt weights.
-    """
-)
-
-EXAMPLES_GUI_HELP = (
-    """### The following examples perform specific tasks:
-    1. Generation with SDXL and upscale
-    2. Generation with FLUX dev
-    3. ControlNet Canny SDXL
-    4. Optical pattern (Optical illusion) SDXL
-    5. Convert an image to a coloring drawing
-    6. ControlNet OpenPose SD 1.5 and Latent upscale
-
-    - Different tasks can be performed, such as img2img or using the IP adapter, to preserve a person's appearance or a specific style based on an image.
-    """
-)
-
-EXAMPLES_GUI = [
-    [
-        "1girl, souryuu asuka langley, neon genesis evangelion, rebuild of evangelion, lance of longinus, cat hat, plugsuit, pilot suit, red bodysuit, sitting, crossed legs, black eye patch, throne, looking down, from bottom, looking at viewer, outdoors, (masterpiece), (best quality), (ultra-detailed), very aesthetic, illustration, disheveled hair, perfect composition, moist skin, intricate details",
-        "nfsw, lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry, unfinished, very displeasing, oldest, early, chromatic aberration, artistic error, scan, abstract",
-        28,
-        7.0,
-        -1,
-        "None",
-        0.33,
-        "Euler a",
-        1152,
-        896,
-        "cagliostrolab/animagine-xl-3.1",
-        "txt2img",
-        "image.webp",  # img conttol
-        1024,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.0,  # cn start
-        1.0,  # cn end
-        "Classic",
-        "Nearest",
-        45,
-        False,
-    ],
-    [
-        "a digital illustration of a movie poster titled 'Finding Emo', finding nemo parody poster, featuring a depressed cartoon clownfish with black emo hair, eyeliner, and piercings, bored expression, swimming in a dark underwater scene, in the background, movie title in a dripping, grungy font, moody blue and purple color palette",
-        "",
-        24,
-        3.5,
-        -1,
-        "None",
-        0.33,
-        "Euler a",
-        1152,
-        896,
-        "black-forest-labs/FLUX.1-dev",
-        "txt2img",
-        None,  # img conttol
-        1024,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.0,  # cn start
-        1.0,  # cn end
-        "Classic",
-        None,
-        70,
-        True,
-    ],
-    [
-        "((masterpiece)), best quality, blonde disco girl, detailed face, realistic face, realistic hair, dynamic pose, pink pvc, intergalactic disco background, pastel lights, dynamic contrast, airbrush, fine detail, 70s vibe, midriff",
-        "(worst quality:1.2), (bad quality:1.2), (poor quality:1.2), (missing fingers:1.2), bad-artist-anime, bad-artist, bad-picture-chill-75v",
-        48,
-        3.5,
-        -1,
-        "None",
-        0.33,
-        "DPM++ 2M SDE Lu",
-        1024,
-        1024,
-        "misri/epicrealismXL_v7FinalDestination",
-        "canny ControlNet",
-        "image.webp",  # img conttol
-        1024,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.0,  # cn start
-        1.0,  # cn end
-        "Classic",
-        None,
-        44,
-        False,
-    ],
-    [
-        "cinematic scenery old city ruins",
-        "(worst quality, low quality, illustration, 3d, 2d, painting, cartoons, sketch), (illustration, 3d, 2d, painting, cartoons, sketch, blurry, film grain, noise), (low quality, worst quality:1.2)",
-        50,
-        4.0,
-        -1,
-        "None",
-        0.33,
-        "Euler a",
-        1024,
-        1024,
-        "misri/juggernautXL_juggernautX",
-        "optical pattern ControlNet",
-        "spiral_no_transparent.png",  # img conttol
-        1024,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.05,  # cn start
-        0.75,  # cn end
-        "Classic",
-        None,
-        35,
-        False,
-    ],
-    [
-        "black and white, line art, coloring drawing, clean line art, black strokes, no background, white, black, free lines, black scribbles, on paper, A blend of comic book art and lineart full of black and white color, masterpiece, high-resolution, trending on Pixiv fan box, palette knife, brush strokes, two-dimensional, planar vector, T-shirt design, stickers, and T-shirt design, vector art, fantasy art, Adobe Illustrator, hand-painted, digital painting, low polygon, soft lighting, aerial view, isometric style, retro aesthetics, 8K resolution, black sketch lines, monochrome, invert color",
-        "color, red, green, yellow, colored, duplicate, blurry, abstract, disfigured, deformed, animated, toy, figure, framed, 3d, bad art, poorly drawn, extra limbs, close up, b&w, weird colors, blurry, watermark, blur haze, 2 heads, long neck, watermark, elongated body, cropped image, out of frame, draft, deformed hands, twisted fingers, double image, malformed hands, multiple heads, extra limb, ugly, poorly drawn hands, missing limb, cut-off, over satured, grain, lowères, bad anatomy, poorly drawn face, mutation, mutated, floating limbs, disconnected limbs, out of focus, long body, disgusting, extra fingers, groos proportions, missing arms, mutated hands, cloned face, missing legs, ugly, tiling, poorly drawn hands, poorly drawn feet, poorly drawn face, out of frame, extra limbs, disfigured, deformed, body out of frame, blurry, bad anatomy, blurred, watermark, grainy, signature, cut off, draft, deformed, blurry, bad anatomy, disfigured, poorly drawn face, mutation, bluelish, blue",
-        20,
-        4.0,
-        -1,
-        "loras/Coloring_book_-_LineArt.safetensors",
-        1.0,
-        "DPM++ 2M SDE Karras",
-        1024,
-        1024,
-        "cagliostrolab/animagine-xl-3.1",
-        "lineart ControlNet",
-        "color_image.png",  # img conttol
-        896,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.0,  # cn start
-        1.0,  # cn end
-        "Compel",
-        None,
-        35,
-        False,
-    ],
-    [
-        "1girl,face,curly hair,red hair,white background,",
-        "(worst quality:2),(low quality:2),(normal quality:2),lowres,watermark,",
-        38,
-        5.0,
-        -1,
-        "None",
-        0.33,
-        "DPM++ 2M SDE Karras",
-        512,
-        512,
-        "digiplay/majicMIX_realistic_v7",
-        "openpose ControlNet",
-        "image.webp",  # img conttol
-        1024,  # img resolution
-        0.35,  # strength
-        1.0,  # cn scale
-        0.0,  # cn start
-        0.9,  # cn end
-        "Compel",
-        "Latent (antialiased)",
-        46,
-        False,
-    ],
-]
-
-RESOURCES = (
-    """### Resources
-    - John6666's space has some great features you might find helpful [link](https://huggingface.co/spaces/John6666/DiffuseCraftMod).
-    - You can also try the image generator in Colab’s free tier, which provides free GPU [link](https://github.com/R3gm/SD_diffusers_interactive).
-    """
-)
+import os
+from stablepy.diffusers_vanilla.constants import FLUX_CN_UNION_MODES
+from stablepy import (
+    scheduler_names,
+    SD15_TASKS,
+    SDXL_TASKS,
+)
+
+# - **Download Models**
+DOWNLOAD_MODEL = "https://civitai.com/api/download/models/574369, https://huggingface.co/TechnoByte/MilkyWonderland/resolve/main/milkyWonderland_v40.safetensors"
+
+# - **Download VAEs**
+DOWNLOAD_VAE = "https://huggingface.co/nubby/blessed-sdxl-vae-fp16-fix/resolve/main/sdxl_vae-fp16fix-c-1.1-b-0.5.safetensors?download=true, https://huggingface.co/nubby/blessed-sdxl-vae-fp16-fix/resolve/main/sdxl_vae-fp16fix-blessed.safetensors?download=true, https://huggingface.co/digiplay/VAE/resolve/main/vividReal_v20.safetensors?download=true, https://huggingface.co/fp16-guy/anything_kl-f8-anime2_vae-ft-mse-840000-ema-pruned_blessed_clearvae_fp16_cleaned/resolve/main/vae-ft-mse-840000-ema-pruned_fp16.safetensors?download=true"
+
+# - **Download LoRAs**
+DOWNLOAD_LORA = "https://huggingface.co/Leopain/color/resolve/main/Coloring_book_-_LineArt.safetensors, https://civitai.com/api/download/models/135867, https://huggingface.co/Linaqruf/anime-detailer-xl-lora/resolve/main/anime-detailer-xl.safetensors?download=true, https://huggingface.co/Linaqruf/style-enhancer-xl-lora/resolve/main/style-enhancer-xl.safetensors?download=true, https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SD15-8steps-CFG-lora.safetensors?download=true, https://huggingface.co/ByteDance/Hyper-SD/resolve/main/Hyper-SDXL-8steps-CFG-lora.safetensors?download=true"
+
+LOAD_DIFFUSERS_FORMAT_MODEL = [
+    'stabilityai/stable-diffusion-xl-base-1.0',
+    'black-forest-labs/FLUX.1-dev',
+    'John6666/blue-pencil-flux1-v021-fp8-flux',
+    'John6666/wai-ani-flux-v10forfp8-fp8-flux',
+    'John6666/xe-anime-flux-v04-fp8-flux',
+    'John6666/lyh-anime-flux-v2a1-fp8-flux',
+    'John6666/carnival-unchained-v10-fp8-flux',
+    'Freepik/flux.1-lite-8B-alpha',
+    'ostris/OpenFLUX.1',
+    'John6666/noobai-xl-nai-xl-epsilonpred10version-sdxl',
+    'John6666/noobai-xl-nai-xl-epsilonpred075version-sdxl',
+    'John6666/noobai-xl-nai-xl-epsilonpred05version-sdxl',
+    'John6666/noobai-cyberfix-v10-sdxl',
+    'John6666/noobaiiter-xl-vpred-v075-sdxl',
+    'John6666/complicated-noobai-merge-vprediction-sdxl',
+    'John6666/noobai-fusion2-vpred-itercomp-v1-sdxl',
+    'John6666/noobai-xl-nai-xl-vpredtestversion-sdxl',
+    'John6666/chadmix-noobai075-illustrious01-v10-sdxl',
+    'OnomaAIResearch/Illustrious-xl-early-release-v0',
+    'John6666/obsession-illustriousxl-v21-sdxl',
+    'eienmojiki/Anything-XL',
+    'eienmojiki/Starry-XL-v5.2',
+    'John6666/meinaxl-v2-sdxl',
+    'John6666/epicrealism-xl-v10kiss2-sdxl',
+    'John6666/epicrealism-xl-v8kiss-sdxl',
+    'misri/zavychromaxl_v80',
+    'SG161222/RealVisXL_V4.0',
+    'SG161222/RealVisXL_V5.0',
+    'misri/newrealityxlAllInOne_Newreality40',
+    'gsdf/CounterfeitXL',
+    'John6666/silvermoon-mix-01xl-v11-sdxl',
+    'WhiteAiZ/autismmixSDXL_autismmixConfetti_diffusers',
+    'kitty7779/ponyDiffusionV6XL',
+    'GraydientPlatformAPI/aniverse-pony',
+    'John6666/ras-real-anime-screencap-v1-sdxl',
+    'John6666/duchaiten-pony-xl-no-score-v60-sdxl',
+    'John6666/mistoon-anime-ponyalpha-sdxl',
+    'John6666/3x3x3mixxl-v2-sdxl',
+    'John6666/3x3x3mixxl-3dv01-sdxl',
+    'John6666/ebara-mfcg-pony-mix-v12-sdxl',
+    'John6666/t-ponynai3-v51-sdxl',
+    'John6666/t-ponynai3-v65-sdxl',
+    'John6666/prefect-pony-xl-v3-sdxl',
+    'John6666/mala-anime-mix-nsfw-pony-xl-v5-sdxl',
+    'John6666/wai-real-mix-v11-sdxl',
+    'John6666/wai-c-v6-sdxl',
+    'John6666/iniverse-mix-xl-sfwnsfw-pony-guofeng-v43-sdxl',
+    'John6666/sifw-annihilation-xl-v2-sdxl',
+    'John6666/photo-realistic-pony-v5-sdxl',
+    'John6666/pony-realism-v21main-sdxl',
+    'John6666/pony-realism-v22main-sdxl',
+    'John6666/cyberrealistic-pony-v63-sdxl',
+    'John6666/cyberrealistic-pony-v64-sdxl',
+    'John6666/cyberrealistic-pony-v65-sdxl',
+    'GraydientPlatformAPI/realcartoon-pony-diffusion',
+    'John6666/nova-anime-xl-pony-v5-sdxl',
+    'John6666/autismmix-sdxl-autismmix-pony-sdxl',
+    'John6666/aimz-dream-real-pony-mix-v3-sdxl',
+    'John6666/duchaiten-pony-real-v11fix-sdxl',
+    'John6666/duchaiten-pony-real-v20-sdxl',
+    'John6666/duchaiten-pony-xl-no-score-v70-sdxl',
+    'Eugeoter/artiwaifu-diffusion-2.0',
+    'comin/IterComp',
+    'KBlueLeaf/Kohaku-XL-Zeta',
+    'cagliostrolab/animagine-xl-3.1',
+    'yodayo-ai/kivotos-xl-2.0',
+    'yodayo-ai/holodayo-xl-2.1',
+    'yodayo-ai/clandestine-xl-1.0',
+    'digiplay/majicMIX_sombre_v2',
+    'digiplay/majicMIX_realistic_v6',
+    'digiplay/majicMIX_realistic_v7',
+    'digiplay/DreamShaper_8',
+    'digiplay/BeautifulArt_v1',
+    'digiplay/DarkSushi2.5D_v1',
+    'digiplay/darkphoenix3D_v1.1',
+    'digiplay/BeenYouLiteL11_diffusers',
+    'Yntec/RevAnimatedV2Rebirth',
+    'youknownothing/cyberrealistic_v50',
+    'youknownothing/deliberate-v6',
+    'GraydientPlatformAPI/deliberate-cyber3',
+    'GraydientPlatformAPI/picx-real',
+    'GraydientPlatformAPI/perfectworld6',
+    'emilianJR/epiCRealism',
+    'votepurchase/counterfeitV30_v30',
+    'votepurchase/ChilloutMix',
+    'Meina/MeinaMix_V11',
+    'Meina/MeinaUnreal_V5',
+    'Meina/MeinaPastel_V7',
+    'GraydientPlatformAPI/realcartoon3d-17',
+    'GraydientPlatformAPI/realcartoon-pixar11',
+    'GraydientPlatformAPI/realcartoon-real17',
+    'nitrosocke/Ghibli-Diffusion',
+]
+
+DIFFUSERS_FORMAT_LORAS = [
+    "nerijs/animation2k-flux",
+    "XLabs-AI/flux-RealismLora",
+]
+
+DOWNLOAD_EMBEDS = [
+    'https://huggingface.co/datasets/Nerfgun3/bad_prompt/blob/main/bad_prompt_version2.pt',
+    'https://huggingface.co/embed/negative/resolve/main/EasyNegativeV2.safetensors',
+    'https://huggingface.co/embed/negative/resolve/main/bad-hands-5.pt',
+    ]
+
+CIVITAI_API_KEY = os.environ.get("CIVITAI_API_KEY")
+HF_TOKEN = os.environ.get("HF_READ_TOKEN")
+
+DIRECTORY_MODELS = 'models'
+DIRECTORY_LORAS = 'loras'
+DIRECTORY_VAES = 'vaes'
+DIRECTORY_EMBEDS = 'embedings'
+
+PREPROCESSOR_CONTROLNET = {
+  "openpose": [
+    "Openpose",
+    "None",
+  ],
+  "scribble": [
+    "HED",
+    "PidiNet",
+    "None",
+  ],
+  "softedge": [
+    "PidiNet",
+    "HED",
+    "HED safe",
+    "PidiNet safe",
+    "None",
+  ],
+  "segmentation": [
+    "UPerNet",
+    "None",
+  ],
+  "depth": [
+    "DPT",
+    "Midas",
+    "None",
+  ],
+  "normalbae": [
+    "NormalBae",
+    "None",
+  ],
+  "lineart": [
+    "Lineart",
+    "Lineart coarse",
+    "Lineart (anime)",
+    "None",
+    "None (anime)",
+  ],
+  "lineart_anime": [
+    "Lineart",
+    "Lineart coarse",
+    "Lineart (anime)",
+    "None",
+    "None (anime)",
+  ],
+  "shuffle": [
+    "ContentShuffle",
+    "None",
+  ],
+  "canny": [
+    "Canny",
+    "None",
+  ],
+  "mlsd": [
+    "MLSD",
+    "None",
+  ],
+  "ip2p": [
+    "ip2p"
+  ],
+  "recolor": [
+    "Recolor luminance",
+    "Recolor intensity",
+    "None",
+  ],
+  "tile": [
+    "Mild Blur",
+    "Moderate Blur",
+    "Heavy Blur",
+    "None",
+  ],
+
+}
+
+TASK_STABLEPY = {
+    'txt2img': 'txt2img',
+    'img2img': 'img2img',
+    'inpaint': 'inpaint',
+    # 'canny T2I Adapter': 'sdxl_canny_t2i',  # NO HAVE STEP CALLBACK PARAMETERS SO NOT WORKS WITH DIFFUSERS 0.29.0
+    # 'sketch  T2I Adapter': 'sdxl_sketch_t2i',
+    # 'lineart  T2I Adapter': 'sdxl_lineart_t2i',
+    # 'depth-midas  T2I Adapter': 'sdxl_depth-midas_t2i',
+    # 'openpose  T2I Adapter': 'sdxl_openpose_t2i',
+    'openpose ControlNet': 'openpose',
+    'canny ControlNet': 'canny',
+    'mlsd ControlNet': 'mlsd',
+    'scribble ControlNet': 'scribble',
+    'softedge ControlNet': 'softedge',
+    'segmentation ControlNet': 'segmentation',
+    'depth ControlNet': 'depth',
+    'normalbae ControlNet': 'normalbae',
+    'lineart ControlNet': 'lineart',
+    'lineart_anime ControlNet': 'lineart_anime',
+    'shuffle ControlNet': 'shuffle',
+    'ip2p ControlNet': 'ip2p',
+    'optical pattern ControlNet': 'pattern',
+    'recolor ControlNet': 'recolor',
+    'tile ControlNet': 'tile',
+}
+
+TASK_MODEL_LIST = list(TASK_STABLEPY.keys())
+
+UPSCALER_DICT_GUI = {
+    None: None,
+    "Lanczos": "Lanczos",
+    "Nearest": "Nearest",
+    'Latent': 'Latent',
+    'Latent (antialiased)': 'Latent (antialiased)',
+    'Latent (bicubic)': 'Latent (bicubic)',
+    'Latent (bicubic antialiased)': 'Latent (bicubic antialiased)',
+    'Latent (nearest)': 'Latent (nearest)',
+    'Latent (nearest-exact)': 'Latent (nearest-exact)',
+    "RealESRGAN_x4plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth",
+    "RealESRNet_x4plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.1/RealESRNet_x4plus.pth",
+    "RealESRGAN_x4plus_anime_6B": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.2.4/RealESRGAN_x4plus_anime_6B.pth",
+    "RealESRGAN_x2plus": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.1/RealESRGAN_x2plus.pth",
+    "realesr-animevideov3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-animevideov3.pth",
+    "realesr-general-x4v3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-general-x4v3.pth",
+    "realesr-general-wdn-x4v3": "https://github.com/xinntao/Real-ESRGAN/releases/download/v0.2.5.0/realesr-general-wdn-x4v3.pth",
+    "4x-UltraSharp": "https://huggingface.co/Shandypur/ESRGAN-4x-UltraSharp/resolve/main/4x-UltraSharp.pth",
+    "4x_foolhardy_Remacri": "https://huggingface.co/FacehugmanIII/4x_foolhardy_Remacri/resolve/main/4x_foolhardy_Remacri.pth",
+    "Remacri4xExtraSmoother": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/Remacri%204x%20ExtraSmoother.pth",
+    "AnimeSharp4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/AnimeSharp%204x.pth",
+    "lollypop": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/lollypop.pth",
+    "RealisticRescaler4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/RealisticRescaler%204x.pth",
+    "NickelbackFS4x": "https://huggingface.co/hollowstrawberry/upscalers-backup/resolve/main/ESRGAN/NickelbackFS%204x.pth"
+}
+
+UPSCALER_KEYS = list(UPSCALER_DICT_GUI.keys())
+
+PROMPT_W_OPTIONS = [
+    ("Compel format: (word)weight", "Compel"),
+    ("Classic format: (word:weight)", "Classic"),
+    ("Classic-original format: (word:weight)", "Classic-original"),
+    ("Classic-no_norm format: (word:weight)", "Classic-no_norm"),
+    ("Classic-ignore", "Classic-ignore"),
+    ("None", "None"),
+]
+
+WARNING_MSG_VAE = (
+    "Use the right VAE for your model to maintain image quality. The wrong"
+    " VAE can lead to poor results, like blurriness in the generated images."
+)
+
+SDXL_TASK = [k for k, v in TASK_STABLEPY.items() if v in SDXL_TASKS]
+SD_TASK = [k for k, v in TASK_STABLEPY.items() if v in SD15_TASKS]
+FLUX_TASK = list(TASK_STABLEPY.keys())[:3] + [k for k, v in TASK_STABLEPY.items() if v in FLUX_CN_UNION_MODES.keys()]
+
+MODEL_TYPE_TASK = {
+    "SD 1.5": SD_TASK,
+    "SDXL": SDXL_TASK,
+    "FLUX": FLUX_TASK,
+}
+
+MODEL_TYPE_CLASS = {
+    "diffusers:StableDiffusionPipeline": "SD 1.5",
+    "diffusers:StableDiffusionXLPipeline": "SDXL",
+    "diffusers:FluxPipeline": "FLUX",
+}
+
+POST_PROCESSING_SAMPLER = ["Use same sampler"] + scheduler_names[:-2]
+
+SUBTITLE_GUI = (
+    "### This demo uses [diffusers](https://github.com/huggingface/diffusers)"
+    " to perform different tasks in image generation."
+)
+
+HELP_GUI = (
+    """### Help:
+    - The current space runs on a ZERO GPU which is assigned for approximately 60 seconds; Therefore, if you submit expensive tasks, the operation may be canceled upon reaching the maximum allowed time with 'GPU TASK ABORTED'.
+    - Distorted or strange images often result from high prompt weights, so it's best to use low weights and scales, and consider using Classic variants like 'Classic-original'.
+    - For better results with Pony Diffusion, try using sampler DPM++ 1s or DPM2 with Compel or Classic prompt weights.
+    """
+)
+
+EXAMPLES_GUI_HELP = (
+    """### The following examples perform specific tasks:
+    1. Generation with SDXL and upscale
+    2. Generation with FLUX dev
+    3. ControlNet Canny SDXL
+    4. Optical pattern (Optical illusion) SDXL
+    5. Convert an image to a coloring drawing
+    6. ControlNet OpenPose SD 1.5 and Latent upscale
+
+    - Different tasks can be performed, such as img2img or using the IP adapter, to preserve a person's appearance or a specific style based on an image.
+    """
+)
+
+EXAMPLES_GUI = [
+    [
+        "splatter paint theme, 1girl, frame center, pretty face, face with artistic paint artwork, feminism, long hair, upper body view, futuristic expression illustrative painted background, origami, stripes, explosive paint splashes behind her, hand on cheek pose, strobe lighting, masterpiece photography creative artwork, golden morning light, highly detailed, masterpiece, best quality, very aesthetic, absurdres",
+        "logo, artist name, (worst quality, normal quality), bad-artist, ((bad anatomy)), ((bad hands)), ((bad proportions)), ((duplicate limbs)), ((fused limbs)), ((interlocking fingers)), ((poorly drawn face)), high contrast., score_6, score_5, score_4, lowres, (bad), text, error, fewer, extra, missing, worst quality, jpeg artifacts, low quality, watermark, unfinished, displeasing, oldest, early, chromatic aberration, signature, extra digits, artistic error, username, scan, [abstract]",
+        28,
+        5.0,
+        -1,
+        "None",
+        0.33,
+        "DPM++ 2M SDE",
+        1152,
+        896,
+        "John6666/noobai-xl-nai-xl-epsilonpred10version-sdxl",
+        "txt2img",
+        "image.webp",  # img conttol
+        1024,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.0,  # cn start
+        1.0,  # cn end
+        "Classic",
+        "Nearest",
+        45,
+        False,
+    ],
+    [
+        "a digital illustration of a movie poster titled 'Finding Emo', finding nemo parody poster, featuring a depressed cartoon clownfish with black emo hair, eyeliner, and piercings, bored expression, swimming in a dark underwater scene, in the background, movie title in a dripping, grungy font, moody blue and purple color palette",
+        "",
+        24,
+        3.5,
+        -1,
+        "None",
+        0.33,
+        "FlowMatchEuler",
+        1152,
+        896,
+        "black-forest-labs/FLUX.1-dev",
+        "txt2img",
+        None,  # img conttol
+        1024,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.0,  # cn start
+        1.0,  # cn end
+        "Classic",
+        None,
+        70,
+        True,
+    ],
+    [
+        "((masterpiece)), best quality, blonde disco girl, detailed face, realistic face, realistic hair, dynamic pose, pink pvc, intergalactic disco background, pastel lights, dynamic contrast, airbrush, fine detail, 70s vibe, midriff",
+        "(worst quality:1.2), (bad quality:1.2), (poor quality:1.2), (missing fingers:1.2), bad-artist-anime, bad-artist, bad-picture-chill-75v",
+        48,
+        3.5,
+        -1,
+        "None",
+        0.33,
+        "DPM++ 2M SDE Lu",
+        1024,
+        1024,
+        "John6666/epicrealism-xl-v10kiss2-sdxl",
+        "canny ControlNet",
+        "image.webp",  # img conttol
+        1024,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.0,  # cn start
+        1.0,  # cn end
+        "Classic",
+        None,
+        44,
+        False,
+    ],
+    [
+        "cinematic scenery old city ruins",
+        "(worst quality, low quality, illustration, 3d, 2d, painting, cartoons, sketch), (illustration, 3d, 2d, painting, cartoons, sketch, blurry, film grain, noise), (low quality, worst quality:1.2)",
+        50,
+        4.0,
+        -1,
+        "None",
+        0.33,
+        "Euler a",
+        1024,
+        1024,
+        "SG161222/RealVisXL_V5.0",
+        "optical pattern ControlNet",
+        "spiral_no_transparent.png",  # img conttol
+        1024,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.05,  # cn start
+        0.75,  # cn end
+        "Classic",
+        None,
+        35,
+        False,
+    ],
+    [
+        "black and white, line art, coloring drawing, clean line art, black strokes, no background, white, black, free lines, black scribbles, on paper, A blend of comic book art and lineart full of black and white color, masterpiece, high-resolution, trending on Pixiv fan box, palette knife, brush strokes, two-dimensional, planar vector, T-shirt design, stickers, and T-shirt design, vector art, fantasy art, Adobe Illustrator, hand-painted, digital painting, low polygon, soft lighting, aerial view, isometric style, retro aesthetics, 8K resolution, black sketch lines, monochrome, invert color",
+        "color, red, green, yellow, colored, duplicate, blurry, abstract, disfigured, deformed, animated, toy, figure, framed, 3d, bad art, poorly drawn, extra limbs, close up, b&w, weird colors, blurry, watermark, blur haze, 2 heads, long neck, watermark, elongated body, cropped image, out of frame, draft, deformed hands, twisted fingers, double image, malformed hands, multiple heads, extra limb, ugly, poorly drawn hands, missing limb, cut-off, over satured, grain, lowères, bad anatomy, poorly drawn face, mutation, mutated, floating limbs, disconnected limbs, out of focus, long body, disgusting, extra fingers, groos proportions, missing arms, mutated hands, cloned face, missing legs, ugly, tiling, poorly drawn hands, poorly drawn feet, poorly drawn face, out of frame, extra limbs, disfigured, deformed, body out of frame, blurry, bad anatomy, blurred, watermark, grainy, signature, cut off, draft, deformed, blurry, bad anatomy, disfigured, poorly drawn face, mutation, bluelish, blue",
+        20,
+        4.0,
+        -1,
+        "loras/Coloring_book_-_LineArt.safetensors",
+        1.0,
+        "DPM++ 2M SDE",
+        1024,
+        1024,
+        "eienmojiki/Anything-XL",
+        "lineart ControlNet",
+        "color_image.png",  # img conttol
+        896,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.0,  # cn start
+        1.0,  # cn end
+        "Compel",
+        None,
+        35,
+        False,
+    ],
+    [
+        "1girl,face,curly hair,red hair,white background,",
+        "(worst quality:2),(low quality:2),(normal quality:2),lowres,watermark,",
+        38,
+        5.0,
+        -1,
+        "None",
+        0.33,
+        "DPM++ 2M SDE",
+        512,
+        512,
+        "digiplay/majicMIX_realistic_v7",
+        "openpose ControlNet",
+        "image.webp",  # img conttol
+        1024,  # img resolution
+        0.35,  # strength
+        1.0,  # cn scale
+        0.0,  # cn start
+        0.9,  # cn end
+        "Compel",
+        "Latent (antialiased)",
+        46,
+        False,
+    ],
+]
+
+RESOURCES = (
+    """### Resources
+    - John6666's space has some great features you might find helpful [link](https://huggingface.co/spaces/John6666/DiffuseCraftMod).
+    - You can also try the image generator in Colab’s free tier, which provides free GPU [link](https://github.com/R3gm/SD_diffusers_interactive).
+    """
+)

env.py

@@ -7,21 +7,34 @@ HF_READ_TOKEN = os.environ.get('HF_READ_TOKEN') # only use for private repo
 # - **List Models**
 LOAD_DIFFUSERS_FORMAT_MODEL = [
     'stabilityai/stable-diffusion-xl-base-1.0',
+    'black-forest-labs/FLUX.1-dev',
     'John6666/blue-pencil-flux1-v021-fp8-flux',
     'John6666/wai-ani-flux-v10forfp8-fp8-flux',
     'John6666/xe-anime-flux-v04-fp8-flux',
     'John6666/lyh-anime-flux-v2a1-fp8-flux',
     'John6666/carnival-unchained-v10-fp8-flux',
-    'cagliostrolab/animagine-xl-3.1',
+    'Freepik/flux.1-lite-8B-alpha',
+    'ostris/OpenFLUX.1',
+    'John6666/noobai-xl-nai-xl-epsilonpred10version-sdxl',
+    'John6666/noobai-xl-nai-xl-epsilonpred075version-sdxl',
+    'John6666/noobai-xl-nai-xl-epsilonpred05version-sdxl',
+    'John6666/noobai-cyberfix-v10-sdxl',
+    'John6666/noobaiiter-xl-vpred-v075-sdxl',
+    'John6666/complicated-noobai-merge-vprediction-sdxl',
+    'John6666/noobai-fusion2-vpred-itercomp-v1-sdxl',
+    'John6666/noobai-xl-nai-xl-vpredtestversion-sdxl',
+    'John6666/chadmix-noobai075-illustrious01-v10-sdxl',
+    'OnomaAIResearch/Illustrious-xl-early-release-v0',
+    'John6666/obsession-illustriousxl-v21-sdxl',
+    'eienmojiki/Anything-XL',
+    'eienmojiki/Starry-XL-v5.2',
+    'John6666/meinaxl-v2-sdxl',
+    'John6666/epicrealism-xl-v10kiss2-sdxl',
     'John6666/epicrealism-xl-v8kiss-sdxl',
-    'misri/epicrealismXL_v7FinalDestination',
-    'misri/juggernautXL_juggernautX',
     'misri/zavychromaxl_v80',
     'SG161222/RealVisXL_V4.0',
     'SG161222/RealVisXL_V5.0',
     'misri/newrealityxlAllInOne_Newreality40',
-    'eienmojiki/Anything-XL',
-    'eienmojiki/Starry-XL-v5.2',
     'gsdf/CounterfeitXL',
     'John6666/silvermoon-mix-01xl-v11-sdxl',
     'WhiteAiZ/autismmixSDXL_autismmixConfetti_diffusers',
@@ -40,17 +53,24 @@ LOAD_DIFFUSERS_FORMAT_MODEL = [
     'John6666/wai-real-mix-v11-sdxl',
     'John6666/wai-c-v6-sdxl',
     'John6666/iniverse-mix-xl-sfwnsfw-pony-guofeng-v43-sdxl',
+    'John6666/sifw-annihilation-xl-v2-sdxl',
     'John6666/photo-realistic-pony-v5-sdxl',
     'John6666/pony-realism-v21main-sdxl',
     'John6666/pony-realism-v22main-sdxl',
     'John6666/cyberrealistic-pony-v63-sdxl',
     'John6666/cyberrealistic-pony-v64-sdxl',
+    'John6666/cyberrealistic-pony-v65-sdxl',
     'GraydientPlatformAPI/realcartoon-pony-diffusion',
     'John6666/nova-anime-xl-pony-v5-sdxl',
     'John6666/autismmix-sdxl-autismmix-pony-sdxl',
     'John6666/aimz-dream-real-pony-mix-v3-sdxl',
     'John6666/duchaiten-pony-real-v11fix-sdxl',
     'John6666/duchaiten-pony-real-v20-sdxl',
+    'John6666/duchaiten-pony-xl-no-score-v70-sdxl',
+    'Eugeoter/artiwaifu-diffusion-2.0',
+    'comin/IterComp',
+    'KBlueLeaf/Kohaku-XL-Zeta',
+    'cagliostrolab/animagine-xl-3.1',
     'yodayo-ai/kivotos-xl-2.0',
     'yodayo-ai/holodayo-xl-2.1',
     'yodayo-ai/clandestine-xl-1.0',
@@ -77,16 +97,19 @@ LOAD_DIFFUSERS_FORMAT_MODEL = [
     'GraydientPlatformAPI/realcartoon3d-17',
     'GraydientPlatformAPI/realcartoon-pixar11',
     'GraydientPlatformAPI/realcartoon-real17',
+    'nitrosocke/Ghibli-Diffusion',
     'KBlueLeaf/Kohaku-XL-Epsilon-rev2',
     'KBlueLeaf/Kohaku-XL-Epsilon-rev3',
     'KBlueLeaf/Kohaku-XL-Zeta',
-    'kayfahaarukku/UrangDiffusion-1.4',
+    'kkayfahaarukku/UrangDiffusion-2.0',
+    'kayfahaarukku/irAsu-1.0',
     'Eugeoter/artiwaifu-diffusion-2.0',
     'comin/IterComp',
     "OnomaAIResearch/Illustrious-xl-early-release-v0",
     'Raelina/Rae-Diffusion-XL-V2',
     'Raelina/Raemu-XL-V4',
     'Raelina/Raehoshi-illust-XL',
+    'Raelina/Raehoshi-illust-xl-2',
     "camenduru/FLUX.1-dev-diffusers",
     "black-forest-labs/FLUX.1-schnell",
     "sayakpaul/FLUX.1-merged",

lora_dict.json

@@ -1273,6 +1273,13 @@
     "https://civitai.com/models/517566",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/05585176-3473-4b64-89ff-6cb7209c0585/width=450/19516227.jpeg"
   ],
+  "JAV_DDT636_643_Pony_V1": [
+    "1girl, legs up, m legs, licking, slave, spread legs, wide spread legs, nude,  abuse, crying, screaming, shiny skin, drooling, saliva,  2boys, mmf threesome, hetero, dirty, dildo, vibrator, oral, cunnilingus,  bdsm, ankle cuffs , chain , bondage, bound, restrained, stationary restraints against wall, bound ankles, bound arms, bound legs, bound wrists, chained,  / 1girl, legs up, m legs, licking, slave, spread legs, wide spread legs, nude,  abuse, crying, ((screaming)), shiny skin, drooling, saliva,  2boys, mmf threesome, hetero, dirty,  bdsm, ankle cuffs , chain , bondage, bound, restrained, stationary restraints against wall, bound ankles, bound arms, bound legs, bound wrists, chained,  (pov:1.25), (sex),  large insertion, large penis, thick penis, ",
+    "Pony",
+    "JAV HARD BDSM Generator (bondage wall ) Pony XL | \u62d8\u675f\u5c11\u5973\u5feb\u697d\u62f7\u554f \u30a2\u30c0\u30eb\u30c8 \u30d3\u30c7\u30aa \u30b8\u30a7\u30cd\u30ec\u30fc\u30bf\u30fc",
+    "https://civitai.com/models/903161",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/46a8fa98-4746-4185-89d5-f50c4b87ae71/width=450/37421621.jpeg"
+  ],
   "JAV_GTJ130_Pony_V1": [
     "1girl, solo forcas, nude, Simple background, black background, depth of field,   (vomiting), rope, bondage, arms behind back, spread legs, shibari, breast bondage,  Crying, tears, cum, facial, cumdrip,  sex, anal sex,  1 boy, hetero, large penis, large insertion, large penis, thick penis, vaginal, deepthroat, black bed , toilet, black mattress, crying, tears, / deepthroat,oral,Portrait, (close-up face), Crying, tears, cum, facial, cum in mouth, parted lips, cum string, saliva, cumdrip, forehead,cock in mouth / deepthroat,oral,cowboy shot, toilet, forehead, cock in mouth, Stringy drool, saliva / after fellatio, Portrait,(close-up mouth), tongue, foam, open mouth, (cum in mouth), tongue out, soap bubbles, crying, tears / sex, 2+boys, Multiple penises, nude,cum, bukkake, facial, oral, fellatio,  lying, on back, rope, bondage, arms behind back, bound arms,  bound wrists, open mouth, cum in mouth,on bed, hetero, kneeling, arched back, all fours / open mouth, hetero, multiple boys, facial, group sex, close-up mouth, sweat, multiple penises, tongue out, pee, peeing, Water Play / sex, 1boy, hetero, toilet, bound, rope, penis, spread legs, legs up,  restrained, arms behind back, suspension, large insertion, large penis, thick penis / sex, 1boy, hetero, bed, rope, bdsm, bondage, bound, vaginal, spread legs, lying, asphyxiation,  large insertion, large penis, thick penis / toilet, bdsm, bondage, bound, breasts, nipples, nude, rope, arms behind back, shibari, legs up, suspension, sitting, spread legs, spread_pussy, Urethral, close up pussy, detailed pussy, gaping pussy, detailed anus, gaping anus, pussy juice trail",
     "Pony",
@@ -2960,6 +2967,13 @@
     "https://civitai.com/models/569468",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/6eae53b1-37c8-478a-a3c9-5a6ecafccebe/width=450/19246209.jpeg"
   ],
+  "anti25d_xl_v10": [
+    "",
+    "Pony",
+    "[SDXL] Convert 2.5D to 2D / 2.5D\u21922D\u5909\u63db",
+    "https://civitai.com/models/914453",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/e6487d07-0423-4a72-8817-72d81d489b8a/width=450/38108964.jpeg"
+  ],
   "apron_XL_V1_0": [
     "apron / filrds",
     "SDXL 1.0",
@@ -3779,6 +3793,13 @@
     "https://civitai.com/models/633914",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/095ac00b-32f3-4c07-8afa-f95c5ac6a8fd/width=450/23473842.jpeg"
   ],
+  "competitive_Swimsuit_illustrious_V1_0": [
+    " competitive swimsuit",
+    "Illustrious",
+    "\u7af6\u6cf3\u6c34\u7740/competitive swimsuit",
+    "https://civitai.com/models/552104",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/e1cfe19c-df2b-4f7b-b1d0-23d1f5a457a7/width=450/38086508.jpeg"
+  ],
   "concept_wombwriting-pony-rls": [
     "womb  writing",
     "Pony",
@@ -4003,6 +4024,13 @@
     "https://civitai.com/models/628775",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/83566548-b845-4d8b-a0d0-be8cc8822a81/width=450/23142557.jpeg"
   ],
+  "danmen(double)_pony_V1_0": [
+    "cross-section, rectum, uterus, cervix, x-ray, sex, penis, vaginal / dounble insertion",
+    "Pony",
+    "\u65ad\u9762\u56f3(\u4e8c\u7a74)/uterus(double insertion)",
+    "https://civitai.com/models/889276",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/336a5b39-3981-4402-addf-cf0f064ef92e/width=450/36597088.jpeg"
+  ],
   "danmen_illustrious_V1_0": [
     "danmen,penis,vaginal / uterus / x-ray / cross-section /  internal cumshot",
     "Illustrious",
@@ -4017,6 +4045,13 @@
     "https://civitai.com/models/853101",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9bbdb650-67f6-4b7a-b020-2f1b15363919/width=450/34507990.jpeg"
   ],
+  "darkness_xl_v10": [
+    "",
+    "Pony",
+    "[SDXL] Darkness / \u6697\u95c7\u5316",
+    "https://civitai.com/models/902671",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/592b31db-41b0-4f0b-a3d5-b9dff6246608/width=450/37391766.jpeg"
+  ],
   "dawa": [
     "dawa",
     "SDXL 1.0",
@@ -4045,6 +4080,20 @@
     "https://civitai.com/models/838545",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/4611cac5-7c02-484c-9937-a4b7fb5c3817/width=450/33675457.jpeg"
   ],
+  "defloration_illustrious_V1_0": [
+    "defloration, cum, blood",
+    "Illustrious",
+    "\u51e6\u5973\u55aa\u5931/defloration",
+    "https://civitai.com/models/913320",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/406031e3-c88b-48c3-aecd-931c494758c5/width=450/38051071.jpeg"
+  ],
+  "defloration_pony_V1_0": [
+    "defloration,cum,blood",
+    "Pony",
+    "\u51e6\u5973\u55aa\u5931/defloration",
+    "https://civitai.com/models/913320",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/1f82a67e-38d2-4fb5-ac26-e81c513b0b82/width=450/38042460.jpeg"
+  ],
   "deflowered_pony": [
     "1woman, perfect face, fully nude, imminent penetration:1.4, deflowered:1.1, blood on thighs, blood dripping, semen, cum, overflow:1.2, / 1male, huge penis, large testicles, / female pubic hair, uncensored pussy, hairy pussy, blush / <lora:deflowered_pony:0.7>,",
     "Pony",
@@ -4423,6 +4472,13 @@
     "https://civitai.com/models/577378",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/459bd20d-a9d6-4a0b-8947-7dcebc061c0f/width=450/19781986.jpeg"
   ],
+  "gekioko_xl_v10": [
+    "",
+    "Pony",
+    "[SDXL] Extremely angry eyes / \u6fc0\u304a\u3053\u9854",
+    "https://civitai.com/models/905782",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/c6651f05-d287-445e-82cf-96d6863fcf6d/width=450/37585494.jpeg"
+  ],
   "genbaneko_v4_illustrious_uo_1024-000040": [
     "genbaneko / cat, headwear, hat, grey headwear, baseball cap, / speech bubble, speech text,",
     "SDXL 1.0",
@@ -4563,6 +4619,13 @@
     "https://civitai.com/models/32541",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/a02818c5-568b-4da2-a6f3-0c54f3fd604d/width=450/16910321.jpeg"
   ],
+  "guided_penetration_illustrious_V1_0": [
+    "guided penetration, 1boy, penis, vaginal,grabbing penis",
+    "Illustrious",
+    "\u30bb\u30eb\u30d5\u633f\u5165/guided penetration",
+    "https://civitai.com/models/619646",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/e579696c-d1e7-4ac0-ac90-ecfe022c7009/width=450/37375648.jpeg"
+  ],
   "guided_penetration_pony_V1_0": [
     "",
     "Pony",
@@ -4871,6 +4934,13 @@
     "https://civitai.com/models/498731",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/06a0dc3a-42ba-42b5-9ea9-d6b6faa3543b/width=450/14812284.jpeg"
   ],
+  "hotarueye_xl_surprised_v20": [
+    "",
+    "Pony",
+    "[SDXL] Surprised eyes / \u9a5a\u3044\u305f\u76ee",
+    "https://civitai.com/models/902610",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/fb8d8351-8cc9-4386-bb65-3db4169824fd/width=450/37388656.jpeg"
+  ],
   "hotarueye_xl_tareme1_v10": [
     "",
     "Pony",
@@ -5011,6 +5081,13 @@
     "https://civitai.com/models/637685",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/94123112-87d5-43fb-9f06-06e621b237bc/width=450/23732178.jpeg"
   ],
+  "index_fingers_together_pony_V1_0": [
+    " index fingers together, blush",
+    "Pony",
+    "\u6307\u3064\u3093/index fingers together",
+    "https://civitai.com/models/887719",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/3cb02852-eae7-436e-86b1-8403152e5b84/width=450/36517681.jpeg"
+  ],
   "infundibulum_insertion_pony_V1_0": [
     "infundibulum insertion",
     "Pony",
@@ -5648,6 +5725,13 @@
     "https://civitai.com/models/488098",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/58767062-22a1-4f52-ac2e-7f01fae26908/width=450/14206684.jpeg"
   ],
+  "make25d_xl_v10": [
+    "",
+    "Pony",
+    "[SDXL] Convert 2D to 2.5D / 2D\u21922.5D\u5909\u63db",
+    "https://civitai.com/models/914435",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8a760cee-7786-4dbf-a556-f8983f5b4d16/width=450/38108254.jpeg"
+  ],
   "manguri_Pony_V1_0": [
     "manguri / legs up / folded / spread legs / upside-down / legs together / knee to chest",
     "Pony",
@@ -6824,6 +6908,20 @@
     "https://civitai.com/models/570003",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/100c8fcb-077b-4ef0-9bf3-41082f1ce453/width=450/19285744.jpeg"
   ],
+  "reverse_cowgirl_position_illustrious_V1_0": [
+    " reverse cowgirl position, 1boy, girl on top, sex, penis, vaginal,",
+    "Illustrious",
+    "\u80cc\u9762\u5ea7\u4f4d/reverse cowgirl position",
+    "https://civitai.com/models/902720",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8551d304-9efc-43bc-ae8a-a5bed19f8f9e/width=450/37681569.jpeg"
+  ],
+  "reverse_cowgirl_position_pony_V1_0": [
+    "reverse cowgirl position, 1boy, girl on top, sex, penis, vaginal / skirt lift",
+    "Pony",
+    "\u80cc\u9762\u5ea7\u4f4d/reverse cowgirl position",
+    "https://civitai.com/models/902720",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/fca4982f-0362-4c0a-9d49-1e0e6ebf1074/width=450/37393655.jpeg"
+  ],
   "ribbon-trimmed_underwear_3-000010": [
     "ribbon-trimmed bra / ribbon-trimmed panties",
     "SD 1.5",
@@ -6852,6 +6950,13 @@
     "https://civitai.com/models/554166",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/ac359acf-7294-4f2c-bf7f-708379deebdb/width=450/18275119.jpeg"
   ],
+  "roseinmouth_Illust_v1": [
+    "rose in mouth",
+    "Illustrious",
+    "rose in mouth / \u53e3\u306b\u8594\u8587",
+    "https://civitai.com/models/911701",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/bbcea28e-ffc2-4787-bcde-c8dfd0f3951d/width=450/37942270.jpeg"
+  ],
   "rouka_SDXL_V2": [
     "rouka, hallway, window, scenery, school, reflective floor, indoors, door, reflection, building, tiles, tile floor, sunlight, day, ceiling light, realistic / rouka",
     "SDXL 1.0",
@@ -7027,6 +7132,20 @@
     "https://civitai.com/models/311263",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/27503dd2-9b3b-44d5-8f30-fd7a1be2668b/width=450/8190285.jpeg"
   ],
+  "sensualface1_xl_v20": [
+    "",
+    "Pony",
+    "[SDXL] Sensual face / \u5b98\u80fd\u7684(\u60a9\u307e\u3057\u3052)\u306a\u8868\u60c5",
+    "https://civitai.com/models/911293",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/df39de6a-abd7-491e-9b57-cd8bf58534f1/width=450/37923561.jpeg"
+  ],
+  "sensualface2_xl_v20": [
+    "",
+    "Pony",
+    "[SDXL] Sensual face / \u5b98\u80fd\u7684(\u60a9\u307e\u3057\u3052)\u306a\u8868\u60c5",
+    "https://civitai.com/models/911293",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/ae12f246-5b6c-47f0-b7c4-5c414bd40138/width=450/37923681.jpeg"
+  ],
   "sento": [
     "sento",
     "Pony",
@@ -7083,6 +7202,20 @@
     "https://civitai.com/models/834937",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/a4fd210d-90db-4995-8868-482e597fe927/width=450/33459038.jpeg"
   ],
+  "shiJojoStandV2": [
+    " shijojostand, stand \\(jojo\\), 1other, ",
+    "Pony",
+    "Jojo Stand Prototype Concept | PonyXL",
+    "https://civitai.com/models/900698",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/51375190-53e8-4369-a49a-839cbc94fae7/width=450/37278575.jpeg"
+  ],
+  "shiMesugakiV1": [
+    "shimesugaki, mesugaki",
+    "Pony",
+    "Mesugaki / \u30e1\u30b9\u30ac\u30ad | Concept | PonyXL",
+    "https://civitai.com/models/889834",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/c265d91e-7c40-42fb-bf5b-cf6b7ebe3540/width=450/36638170.jpeg"
+  ],
   "shiReroVT1": [
     "shirerocrazy, cross-eyed, tongue, cherry on tongue, saliva, tongue out, looking at viewer, open mouth, parody, cherry, ",
     "Pony",
@@ -7230,6 +7363,13 @@
     "https://civitai.com/models/574708",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/557c4224-c6c8-4b71-b6fe-adc82e552f25/width=450/19613178.jpeg"
   ],
+  "smugface_xl_v10": [
+    "",
+    "Pony",
+    "[SDXL] Evil smug face / \u5c0f\u60aa\u9b54\u306e\u7b11\u307f",
+    "https://civitai.com/models/905746",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/07ef9845-3d87-4e07-9d01-94d4a7b2581f/width=450/37583480.jpeg"
+  ],
   "soap_bubbles_pony_V1_0": [
     "soap bubbles / soap",
     "Pony",
@@ -7650,6 +7790,20 @@
     "https://civitai.com/models/349716",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/dec948dc-ac1b-4918-90ac-fe35daaf6d63/width=450/7927405.jpeg"
   ],
+  "tearing_clothes_illustrious_V1_0": [
+    " tearing clothes, torn clothes,1boy,grabbing clothes",
+    "Illustrious",
+    "\u670d\u88c2\u304d/tearing clothes",
+    "https://civitai.com/models/725787",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/6df5e6ec-9b90-4a7a-99ba-4fecdcb8db28/width=450/37339779.jpeg"
+  ],
+  "tearing_clothes_pony_V1_0": [
+    " tearing clothes, torn clothes",
+    "Pony",
+    "\u670d\u88c2\u304d/tearing clothes",
+    "https://civitai.com/models/725787",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/11a24cc7-3997-4d0d-adeb-679b40eb9b42/width=450/28009090.jpeg"
+  ],
   "tears_XL_V1_0": [
     "tears",
     "SDXL 1.0",
@@ -7776,6 +7930,13 @@
     "https://civitai.com/models/499436",
     "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/8f4ac8a2-2034-4c53-9d20-fc2108840cf5/width=450/14855524.jpeg"
   ],
+  "tongue_out_mouth_pointy_pony_V1_0": [
+    "\uff4douth pointy,tongue out",
+    "Pony",
+    "\u820c\u51fa\u3057/tongue out(\uff4douth pointy)",
+    "https://civitai.com/models/889045",
+    "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/b2994582-1653-4a4c-9127-b50995e97ab9/width=450/36579483.jpeg"
+  ],
   "topanglexl16": [
     "above / from above",
     "SDXL 1.0",

modutils.py

@@ -1320,10 +1320,10 @@ style_list = [
 
 
 optimization_list = {
-    "None": [28, 7., 'Euler a', False, 'None', 1.],
-    "Default": [28, 7., 'Euler a', False, 'None', 1.],
-    "SPO": [28, 7., 'Euler a', True, 'loras/spo_sdxl_10ep_4k-data_lora_diffusers.safetensors', 1.],
-    "DPO": [28, 7., 'Euler a', True, 'loras/sdxl-DPO-LoRA.safetensors', 1.],
+    "None": [28, 7., 'Euler', False, 'None', 1.],
+    "Default": [28, 7., 'Euler', False, 'None', 1.],
+    "SPO": [28, 7., 'Euler', True, 'loras/spo_sdxl_10ep_4k-data_lora_diffusers.safetensors', 1.],
+    "DPO": [28, 7., 'Euler', True, 'loras/sdxl-DPO-LoRA.safetensors', 1.],
     "DPO Turbo": [8, 2.5, 'LCM', True, 'loras/sd_xl_dpo_turbo_lora_v1-128dim.safetensors', 1.],
     "SDXL Turbo": [8, 2.5, 'LCM', True, 'loras/sd_xl_turbo_lora_v1.safetensors', 1.],
     "Hyper-SDXL 12step": [12, 5., 'TCD', True, 'loras/Hyper-SDXL-12steps-CFG-lora.safetensors', 1.],
@@ -1331,10 +1331,10 @@ optimization_list = {
     "Hyper-SDXL 4step": [4, 0, 'TCD', True, 'loras/Hyper-SDXL-4steps-lora.safetensors', 1.],
     "Hyper-SDXL 2step": [2, 0, 'TCD', True, 'loras/Hyper-SDXL-2steps-lora.safetensors', 1.],
     "Hyper-SDXL 1step": [1, 0, 'TCD', True, 'loras/Hyper-SDXL-1steps-lora.safetensors', 1.],
-    "PCM 16step": [16, 4., 'Euler a trailing', True, 'loras/pcm_sdxl_normalcfg_16step_converted.safetensors', 1.],
-    "PCM 8step": [8, 4., 'Euler a trailing', True, 'loras/pcm_sdxl_normalcfg_8step_converted.safetensors', 1.],
-    "PCM 4step": [4, 2., 'Euler a trailing', True, 'loras/pcm_sdxl_smallcfg_4step_converted.safetensors', 1.],
-    "PCM 2step": [2, 1., 'Euler a trailing', True, 'loras/pcm_sdxl_smallcfg_2step_converted.safetensors', 1.],
+    "PCM 16step": [16, 4., 'Euler trailing', True, 'loras/pcm_sdxl_normalcfg_16step_converted.safetensors', 1.],
+    "PCM 8step": [8, 4., 'Euler trailing', True, 'loras/pcm_sdxl_normalcfg_8step_converted.safetensors', 1.],
+    "PCM 4step": [4, 2., 'Euler trailing', True, 'loras/pcm_sdxl_smallcfg_4step_converted.safetensors', 1.],
+    "PCM 2step": [2, 1., 'Euler trailing', True, 'loras/pcm_sdxl_smallcfg_2step_converted.safetensors', 1.],
 }
 
 
@@ -1362,13 +1362,13 @@ def set_optimization(opt, steps_gui, cfg_gui, sampler_gui, clip_skip_gui, lora_g
 
 # [sampler_gui, steps_gui, cfg_gui, clip_skip_gui, img_width_gui, img_height_gui, optimization_gui]
 preset_sampler_setting = {
-    "None": ["Euler a", 28, 7., True, 1024, 1024, "None"],
+    "None": ["Euler", 28, 7., True, 1024, 1024, "None"],
     "Anime 3:4 Fast": ["LCM", 8, 2.5, True, 896, 1152, "DPO Turbo"],
-    "Anime 3:4 Standard": ["Euler a", 28, 7., True, 896, 1152, "None"],
-    "Anime 3:4 Heavy": ["Euler a", 40, 7., True, 896, 1152, "None"],
+    "Anime 3:4 Standard": ["Euler", 28, 7., True, 896, 1152, "None"],
+    "Anime 3:4 Heavy": ["Euler", 40, 7., True, 896, 1152, "None"],
     "Anime 1:1 Fast": ["LCM", 8, 2.5, True, 1024, 1024, "DPO Turbo"],
-    "Anime 1:1 Standard": ["Euler a", 28, 7., True, 1024, 1024, "None"],
-    "Anime 1:1 Heavy": ["Euler a", 40, 7., True, 1024, 1024, "None"],
+    "Anime 1:1 Standard": ["Euler", 28, 7., True, 1024, 1024, "None"],
+    "Anime 1:1 Heavy": ["Euler", 40, 7., True, 1024, 1024, "None"],
     "Photo 3:4 Fast": ["LCM", 8, 2.5, False, 896, 1152, "DPO Turbo"],
     "Photo 3:4 Standard": ["DPM++ 2M Karras", 28, 7., False, 896, 1152, "None"],
     "Photo 3:4 Heavy": ["DPM++ 2M Karras", 40, 7., False, 896, 1152, "None"],
@@ -1380,9 +1380,9 @@ preset_sampler_setting = {
 
 def set_sampler_settings(sampler_setting):
     if not sampler_setting in list(preset_sampler_setting.keys()) or sampler_setting == "None":
-        return gr.update(value="Euler a"), gr.update(value=28), gr.update(value=7.), gr.update(value=True),\
+        return gr.update(value="Euler"), gr.update(value=28), gr.update(value=7.), gr.update(value=True),\
               gr.update(value=1024), gr.update(value=1024), gr.update(value="None")
-    v = preset_sampler_setting.get(sampler_setting, ["Euler a", 28, 7., True, 1024, 1024])
+    v = preset_sampler_setting.get(sampler_setting, ["Euler", 28, 7., True, 1024, 1024])
     # sampler, steps, cfg, clip_skip, width, height, optimization
     return gr.update(value=v[0]), gr.update(value=v[1]), gr.update(value=v[2]), gr.update(value=v[3]),\
           gr.update(value=v[4]), gr.update(value=v[5]), gr.update(value=v[6])
@@ -1573,7 +1573,7 @@ EXAMPLES_GUI = [
         7.5,
         True,
         -1,
-        "Euler a",
+        "Euler",
         1152,
         896,
         "votepurchase/animagine-xl-3.1",
@@ -1586,7 +1586,7 @@ EXAMPLES_GUI = [
         5.,
         True,
         -1,
-        "Euler a",
+        "Euler",
         1024,
         1024,
         "votepurchase/ponyDiffusionV6XL",
@@ -1599,7 +1599,7 @@ EXAMPLES_GUI = [
         7.0,
         True,
         -1,
-        "Euler a",
+        "Euler",
         1024,
         1024,
         "Raelina/Rae-Diffusion-XL-V2",
@@ -1612,7 +1612,7 @@ EXAMPLES_GUI = [
         7.0,
         True,
         -1,
-        "Euler a",
+        "Euler",
         1024,
         1024,
         "Raelina/Raemu-XL-V4",
@@ -1625,7 +1625,7 @@ EXAMPLES_GUI = [
         7.,
         True,
         -1,
-        "Euler a",
+        "Euler",
         1024,
         1024,
         "cagliostrolab/animagine-xl-3.1",

requirements.txt

@@ -1,4 +1,4 @@
-git+https://github.com/R3gm/stablepy.git@flux_beta
+git+https://github.com/R3gm/stablepy.git@1bb7400 # -b refactor_sampler_fix
 torch==2.2.0
 gdown
 opencv-python

utils.py

@@ -232,9 +232,9 @@ def extract_parameters(input_string):
         parameters['height'] = height
 
     # Extracting other parameters
-    other_parameters = re.findall(r'(\w+): (.*?)(?=, \w+|$)', input_string)
+    other_parameters = re.findall(r'([^,:]+): (.*?)(?=, [^,:]+:|$)', input_string)
     for param in other_parameters:
-        parameters[param[0]] = param[1].strip('"')
+        parameters[param[0].strip()] = param[1].strip('"')
 
     return parameters
 
@@ -419,3 +419,8 @@ def html_template_message(msg):
             </div>
         </div>
         """
+
+
+def escape_html(text):
+    """Escapes HTML special characters in the input text."""
+    return text.replace("<", "&lt;").replace(">", "&gt;").replace("\n", "<br>")