262 lines
12 KiB
Python
262 lines
12 KiB
Python
# -*- coding: utf-8 -*-
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# Copyright (c) Alibaba, Inc. and its affiliates.
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import os
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from collections import OrderedDict
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from glob import glob
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import gradio as gr
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import scepter
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from scepter.modules.utils.config import Config
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from scepter.modules.utils.file_system import FS
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from scepter.studio.inference.inference_manager.infer_runer import \
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PipelineManager
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from scepter.studio.inference.inference_ui.component_names import \
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InferenceUIName
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from scepter.studio.inference.inference_ui.control_ui import ControlUI
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from scepter.studio.inference.inference_ui.diffusion_ui import DiffusionUI
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from scepter.studio.inference.inference_ui.gallery_ui import GalleryUI
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from scepter.studio.inference.inference_ui.largen_ui import LargenUI
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from scepter.studio.inference.inference_ui.mantra_ui import MantraUI
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from scepter.studio.inference.inference_ui.model_manage_ui import ModelManageUI
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from scepter.studio.inference.inference_ui.refiner_ui import RefinerUI
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from scepter.studio.inference.inference_ui.stylebooth_ui import StyleboothUI
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from scepter.studio.inference.inference_ui.tuner_ui import TunerUI
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from scepter.studio.utils.env import init_env
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UI_MAP = [('diffusion', DiffusionUI), ('mantra', MantraUI), ('tuner', TunerUI),
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('control', ControlUI), ('refiner', RefinerUI), ('largen', LargenUI),
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('stylebooth', StyleboothUI)]
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class InferenceUI():
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def __init__(self,
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cfg_general_file,
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is_debug=False,
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language='en',
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root_work_dir='./'):
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config_dir = os.path.dirname(cfg_general_file)
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cfg_general = Config(cfg_file=cfg_general_file)
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cfg_general.WORK_DIR = os.path.join(root_work_dir,
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cfg_general.WORK_DIR)
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if not FS.exists(cfg_general.WORK_DIR):
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FS.make_dir(cfg_general.WORK_DIR)
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cfg_general = init_env(cfg_general)
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# official mantra
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mantra_book = Config(
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cfg_file=os.path.join(os.path.dirname(scepter.dirname),
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cfg_general.EXTENSION_PARAS.MANTRA_BOOK))
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cfg_general.MANTRAS = mantra_book.MANTRAS
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# official tuners
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official_tuners = Config(
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cfg_file=os.path.join(os.path.dirname(scepter.dirname),
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cfg_general.EXTENSION_PARAS.OFFICIAL_TUNERS))
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cfg_general.TUNERS = official_tuners.TUNERS
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official_controllers = Config(cfg_file=os.path.join(
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os.path.dirname(scepter.dirname),
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cfg_general.EXTENSION_PARAS.OFFICIAL_CONTROLLERS))
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cfg_general.CONTROLLERS = official_controllers.CONTROLLERS
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# customized tuners
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tuner_manager = Config(
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cfg_file=os.path.join(os.path.dirname(scepter.dirname),
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cfg_general.EXTENSION_PARAS.TUNER_MANAGER))
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tuner_manager = os.path.join(root_work_dir, tuner_manager.WORK_DIR,
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tuner_manager.TUNER_LIST_YAML)
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if FS.exists(tuner_manager):
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with FS.get_from(tuner_manager) as local_path:
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custom_tuners = Config(cfg_file=local_path)
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cfg_general.CUSTOM_TUNERS = custom_tuners.get('TUNERS', [])
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else:
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cfg_general.CUSTOM_TUNERS = []
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pipe_manager = PipelineManager()
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config_list = glob(os.path.join(config_dir, '*/*_pro.yaml'),
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recursive=True)
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for config_file in config_list:
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pipe_manager.register_pipeline(Config(cfg_file=config_file))
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for one_tuner in cfg_general.TUNERS:
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pipe_manager.register_tuner(
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one_tuner,
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name=one_tuner.NAME_ZH if language == 'zh' else one_tuner.NAME)
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for one_controller in cfg_general.CONTROLLERS:
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pipe_manager.register_controllers(one_controller)
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for one_tuner in cfg_general.CUSTOM_TUNERS:
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pipe_manager.register_tuner(
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one_tuner,
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name=one_tuner.NAME_ZH if language == 'zh' else one_tuner.NAME,
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is_customized=True)
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self.model_manage_ui = ModelManageUI(cfg_general,
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pipe_manager,
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is_debug=is_debug,
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language=language)
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self.gallery_ui = GalleryUI(cfg_general,
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pipe_manager,
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is_debug=is_debug,
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language=language)
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self.component_names = InferenceUIName(language=language)
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self.tab_ui = OrderedDict()
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self.tab_ui_kwargs = OrderedDict()
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for name, UI in UI_MAP:
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ui = UI(cfg_general,
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pipe_manager,
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is_debug=is_debug,
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language=language)
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self.tab_ui[name] = ui
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self.tab_ui_kwargs[f'{name}_ui'] = ui
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self.__setattr__(f'{name}_ui', ui)
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self.check_box_controlled_tabs = [
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'mantra', 'tuner', 'control', 'largen', 'stylebooth'
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]
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self.pipe_manager = pipe_manager
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assert len(self.component_names.check_box_for_setting) == len(
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self.check_box_controlled_tabs)
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def create_ui(self):
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# create model
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self.model_manage_ui.create_ui(gallery_ui=self.gallery_ui)
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self.gallery_ui.create_ui()
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self.infer_info = gr.State(value=None)
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# create tabs
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def create_tab(name, ui):
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label = getattr(self.component_names, f'{name}_paras')
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if name in ['refiner']:
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ui.create_ui(gallery_ui=self.gallery_ui)
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else:
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with gr.TabItem(label=label, id=f'{name}_ui'):
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ui.create_ui(gallery_ui=self.gallery_ui)
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with gr.Row(variant='panel', equal_height=True):
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with gr.Accordion(label=self.component_names.advance_block_name,
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open=True):
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self.check_box_for_setting = gr.CheckboxGroup(
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choices=self.component_names.check_box_for_setting,
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show_label=False)
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with gr.Tabs() as self.setting_tab:
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for name, ui in self.tab_ui.items():
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create_tab(name, ui)
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def set_callbacks(self, manager):
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self.model_manage_ui.set_callbacks(**self.tab_ui_kwargs)
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self.gallery_ui.set_callbacks(self,
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self.model_manage_ui,
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**self.tab_ui_kwargs,
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manager=manager)
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for name, ui in self.tab_ui_kwargs.items():
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ui.set_callbacks(self.model_manage_ui,
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**self.tab_ui_kwargs,
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gallery_ui=self.gallery_ui,
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manager=manager)
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def change_setting_tab(check_box, default_diffusion_model, *args):
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selected_tab = 'diffusion_ui'
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ui_tabs_state = [False] * len(args)
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largen_index = self.check_box_controlled_tabs.index('largen')
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largen_key = self.component_names.check_box_for_setting[
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largen_index]
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largen_status = args[largen_index]
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stylebooth_index = self.check_box_controlled_tabs.index(
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'stylebooth')
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stylebooth_key = self.component_names.check_box_for_setting[
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stylebooth_index]
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stylebooth_status = args[stylebooth_index]
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for key in check_box:
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i = self.component_names.check_box_for_setting.index(key)
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ui_tabs_state[i] = True
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if ui_tabs_state[i] != args[i]:
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selected_tab = self.check_box_controlled_tabs[i] + '_ui'
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new_check_box_value = check_box
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for key in check_box:
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i = self.component_names.check_box_for_setting.index(key)
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if ui_tabs_state[i] != args[i]:
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if i in [largen_index, stylebooth_index]:
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new_check_box_value = [key]
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for j in range(len(ui_tabs_state)):
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ui_tabs_state[j] = j == i
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else:
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new_check_box_value = [
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k for k in check_box
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if k not in [largen_key, stylebooth_key]
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]
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ui_tabs_state[largen_index] = False
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ui_tabs_state[stylebooth_index] = False
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ui_tabs_updates = [gr.update(visible=v) for v in ui_tabs_state]
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if ui_tabs_state[largen_index]:
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diffusion_model = gr.Dropdown(
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label=self.model_manage_ui.component_names.diffusion_model,
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choices=self.model_manage_ui.
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default_choices['diffusion_model']['choices'],
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value='LARGEN_LargenUNetXL',
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interactive=False)
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elif ui_tabs_state[stylebooth_index]:
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diffusion_model = gr.Dropdown(
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label=self.model_manage_ui.component_names.diffusion_model,
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choices=self.model_manage_ui.
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default_choices['diffusion_model']['choices'],
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value='EDIT_DiffusionUNet',
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interactive=False)
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elif largen_status or stylebooth_status:
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diffusion_model = gr.Dropdown(
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label=self.model_manage_ui.component_names.diffusion_model,
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choices=self.model_manage_ui.
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default_choices['diffusion_model']['choices'],
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value=self.model_manage_ui.
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default_choices['diffusion_model']['default'],
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interactive=True)
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else:
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diffusion_model = gr.Dropdown(
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label=self.model_manage_ui.component_names.diffusion_model,
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choices=self.model_manage_ui.
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default_choices['diffusion_model']['choices'],
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value=default_diffusion_model,
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interactive=True)
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return gr.CheckboxGroup(
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choices=self.component_names.check_box_for_setting,
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value=new_check_box_value,
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show_label=False), gr.update(
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selected=selected_tab
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), *ui_tabs_state, *ui_tabs_updates, diffusion_model
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gr_states = [
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self.tab_ui[name].state for name in self.check_box_controlled_tabs
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]
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gr_tabs = [
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self.tab_ui[name].tab for name in self.check_box_controlled_tabs
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]
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self.check_box_for_setting.change(
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change_setting_tab,
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inputs=[
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self.check_box_for_setting,
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self.model_manage_ui.diffusion_model, *gr_states
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],
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outputs=[
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self.check_box_for_setting, self.setting_tab, *gr_states,
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*gr_tabs, self.model_manage_ui.diffusion_model
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],
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queue=True)
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if __name__ == '__main__':
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infer_ins = InferenceUI('scepter/methods/studio/inference/inference.yaml',
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is_debug=True,
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language='en',
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root_work_dir='./cache')
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with gr.Blocks() as demo:
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gr.Markdown('<h2><center>scepter studio</center><h2>')
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with gr.Tabs(elem_id='tabs') as tabs:
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with gr.TabItem('editor', id=1, elem_id=f'tab_{1}'):
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infer_ins.creat_ui()
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infer_ins.set_callbacks()
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demo.queue(status_update_rate=1).launch(show_error=True,
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debug=True,
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enable_queue=True)
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