311 lines
10 KiB
Python
311 lines
10 KiB
Python
import json
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import os
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from pathlib import Path
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import mimetypes
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# fix for windows mimetypes registry entries being borked
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# see https://github.com/invoke-ai/InvokeAI/discussions/3684#discussioncomment-6391352
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mimetypes.add_type('application/javascript', '.js')
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mimetypes.add_type('text/css', '.css')
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from iopaint.schema import (
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Device,
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InteractiveSegModel,
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RemoveBGModel,
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RealESRGANModel,
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ApiConfig,
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)
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os.environ["GRADIO_ANALYTICS_ENABLED"] = "False"
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from datetime import datetime
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from json import JSONDecodeError
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import gradio as gr
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from iopaint.download import scan_models
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from loguru import logger
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from iopaint.const import *
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_config_file: Path = None
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default_configs = dict(
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host="127.0.0.1",
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port=8080,
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inbrowser=True,
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model=DEFAULT_MODEL,
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model_dir=DEFAULT_MODEL_DIR,
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no_half=False,
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low_mem=False,
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cpu_offload=False,
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disable_nsfw_checker=False,
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local_files_only=False,
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cpu_textencoder=False,
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device=Device.cuda,
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input=None,
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output_dir=None,
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quality=95,
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enable_interactive_seg=False,
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interactive_seg_model=InteractiveSegModel.vit_b,
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interactive_seg_device=Device.cpu,
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enable_remove_bg=False,
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remove_bg_model=RemoveBGModel.briaai_rmbg_1_4,
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enable_anime_seg=False,
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enable_realesrgan=False,
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realesrgan_device=Device.cpu,
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realesrgan_model=RealESRGANModel.realesr_general_x4v3,
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enable_gfpgan=False,
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gfpgan_device=Device.cpu,
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enable_restoreformer=False,
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restoreformer_device=Device.cpu,
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)
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class WebConfig(ApiConfig):
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model_dir: str = DEFAULT_MODEL_DIR
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def load_config(p: Path) -> WebConfig:
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if p.exists():
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with open(p, "r", encoding="utf-8") as f:
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try:
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return WebConfig(**{**default_configs, **json.load(f)})
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except JSONDecodeError:
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print("Load config file failed, using default configs")
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return WebConfig(**default_configs)
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else:
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return WebConfig(**default_configs)
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def save_config(
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host,
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port,
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model,
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model_dir,
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no_half,
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low_mem,
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cpu_offload,
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disable_nsfw_checker,
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local_files_only,
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cpu_textencoder,
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device,
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input,
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output_dir,
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quality,
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enable_interactive_seg,
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interactive_seg_model,
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interactive_seg_device,
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enable_remove_bg,
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remove_bg_model,
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enable_anime_seg,
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enable_realesrgan,
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realesrgan_device,
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realesrgan_model,
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enable_gfpgan,
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gfpgan_device,
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enable_restoreformer,
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restoreformer_device,
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inbrowser,
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):
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config = WebConfig(**locals())
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if str(config.input) == ".":
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config.input = None
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if str(config.output_dir) == ".":
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config.output_dir = None
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config.model = config.model.strip()
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print(config.model_dump_json(indent=4))
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if config.input and not os.path.exists(config.input):
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return "[Error] Input file or directory does not exist"
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current_time = datetime.now().strftime("%H:%M:%S")
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msg = f"[{current_time}] Successful save config to: {str(_config_file.absolute())}"
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logger.info(msg)
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try:
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with open(_config_file, "w", encoding="utf-8") as f:
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f.write(config.model_dump_json(indent=4))
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except Exception as e:
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return f"Save configure file failed: {str(e)}"
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return msg
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def change_current_model(new_model):
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return new_model
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def main(config_file: Path):
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global _config_file
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_config_file = config_file
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init_config = load_config(config_file)
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downloaded_models = [it.name for it in scan_models()]
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with gr.Blocks() as demo:
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with gr.Row():
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with gr.Column():
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gr.Textbox(config_file, label="Config file", interactive=False)
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with gr.Column():
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save_btn = gr.Button(value="Save configurations")
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message = gr.HTML()
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with gr.Tabs():
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with gr.Tab("Common"):
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with gr.Row():
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host = gr.Textbox(init_config.host, label="Host")
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port = gr.Number(init_config.port, label="Port", precision=0)
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inbrowser = gr.Checkbox(init_config.inbrowser, label=INBROWSER_HELP)
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with gr.Row():
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recommend_model = gr.Dropdown(
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["lama", "mat", "migan"] + DIFFUSION_MODELS,
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label="Recommended Models",
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)
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downloaded_model = gr.Dropdown(
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downloaded_models, label="Downloaded Models"
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)
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with gr.Column():
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model = gr.Textbox(
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init_config.model,
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label="Current Model. Model will be automatically downloaded. "
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"You can select a model in Recommended Models or Downloaded Models or manually enter the SD/SDXL model ID from HuggingFace, for example, runwayml/stable-diffusion-inpainting.",
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)
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device = gr.Radio(
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Device.values(), label="Device", value=init_config.device
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)
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quality = gr.Slider(
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value=95,
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label=f"Image Quality ({QUALITY_HELP})",
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minimum=75,
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maximum=100,
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step=1,
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)
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no_half = gr.Checkbox(init_config.no_half, label=f"{NO_HALF_HELP}")
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cpu_offload = gr.Checkbox(
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init_config.cpu_offload, label=f"{CPU_OFFLOAD_HELP}"
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)
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low_mem = gr.Checkbox(init_config.low_mem, label=f"{LOW_MEM_HELP}")
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cpu_textencoder = gr.Checkbox(
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init_config.cpu_textencoder, label=f"{CPU_TEXTENCODER_HELP}"
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)
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disable_nsfw_checker = gr.Checkbox(
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init_config.disable_nsfw_checker, label=f"{DISABLE_NSFW_HELP}"
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)
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local_files_only = gr.Checkbox(
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init_config.local_files_only, label=f"{LOCAL_FILES_ONLY_HELP}"
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)
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with gr.Column():
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model_dir = gr.Textbox(
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init_config.model_dir, label=f"{MODEL_DIR_HELP}"
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)
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input = gr.Textbox(
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init_config.input,
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label=f"Input file or directory. {INPUT_HELP}",
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)
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output_dir = gr.Textbox(
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init_config.output_dir,
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label=f"Output directory. {OUTPUT_DIR_HELP}",
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)
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with gr.Tab("Plugins"):
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with gr.Row():
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enable_interactive_seg = gr.Checkbox(
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init_config.enable_interactive_seg, label=INTERACTIVE_SEG_HELP
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)
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interactive_seg_model = gr.Radio(
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InteractiveSegModel.values(),
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label=f"Segment Anything models. {INTERACTIVE_SEG_MODEL_HELP}",
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value=init_config.interactive_seg_model,
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)
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interactive_seg_device = gr.Radio(
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Device.values(),
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label="Segment Anything Device",
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value=init_config.interactive_seg_device,
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)
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with gr.Row():
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enable_remove_bg = gr.Checkbox(
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init_config.enable_remove_bg, label=REMOVE_BG_HELP
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)
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remove_bg_model = gr.Radio(
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RemoveBGModel.values(),
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label="Remove bg model",
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value=init_config.remove_bg_model,
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)
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with gr.Row():
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enable_anime_seg = gr.Checkbox(
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init_config.enable_anime_seg, label=ANIMESEG_HELP
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)
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with gr.Row():
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enable_realesrgan = gr.Checkbox(
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init_config.enable_realesrgan, label=REALESRGAN_HELP
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)
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realesrgan_device = gr.Radio(
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Device.values(),
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label="RealESRGAN Device",
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value=init_config.realesrgan_device,
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)
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realesrgan_model = gr.Radio(
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RealESRGANModel.values(),
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label="RealESRGAN model",
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value=init_config.realesrgan_model,
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)
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with gr.Row():
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enable_gfpgan = gr.Checkbox(
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init_config.enable_gfpgan, label=GFPGAN_HELP
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)
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gfpgan_device = gr.Radio(
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Device.values(),
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label="GFPGAN Device",
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value=init_config.gfpgan_device,
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)
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with gr.Row():
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enable_restoreformer = gr.Checkbox(
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init_config.enable_restoreformer, label=RESTOREFORMER_HELP
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)
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restoreformer_device = gr.Radio(
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Device.values(),
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label="RestoreFormer Device",
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value=init_config.restoreformer_device,
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)
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downloaded_model.change(change_current_model, [downloaded_model], model)
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recommend_model.change(change_current_model, [recommend_model], model)
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save_btn.click(
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save_config,
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[
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host,
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port,
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model,
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model_dir,
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no_half,
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low_mem,
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cpu_offload,
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disable_nsfw_checker,
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local_files_only,
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cpu_textencoder,
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device,
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input,
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output_dir,
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quality,
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enable_interactive_seg,
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interactive_seg_model,
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interactive_seg_device,
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enable_remove_bg,
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remove_bg_model,
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enable_anime_seg,
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enable_realesrgan,
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realesrgan_device,
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realesrgan_model,
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enable_gfpgan,
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gfpgan_device,
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enable_restoreformer,
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restoreformer_device,
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inbrowser,
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],
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message,
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)
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demo.launch(inbrowser=True, show_api=False)
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