179 lines
8.4 KiB
Python
179 lines
8.4 KiB
Python
# -*- coding: utf-8 -*-
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import os
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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.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.tuner_ui import TunerUI
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from scepter.studio.utils.env import init_env
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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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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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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.diffusion_ui = DiffusionUI(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.mantra_ui = MantraUI(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.tuner_ui = TunerUI(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.refiner_ui = RefinerUI(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.control_ui = ControlUI(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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def create_ui(self):
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self.model_manage_ui.create_ui()
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self.gallery_ui.create_ui()
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with gr.Row(variant='panel', equal_height=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.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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with gr.Tabs() as self.setting_tab:
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with gr.TabItem(label=self.component_names.diffusion_paras,
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id='diffusion_ui'):
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self.diffusion_ui.create_ui()
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# 0
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with gr.TabItem(label=self.component_names.mantra_paras,
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id='mantra_ui',
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visible=True) as self.mantra_tab:
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self.mantra_ui.create_ui()
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self.mantra_state = gr.State(value=False)
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# 1
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with gr.TabItem(label=self.component_names.tuner_paras,
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id='tuner_ui',
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visible=True) as self.tuner_tab:
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self.tuner_ui.create_ui()
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self.tuner_state = gr.State(value=False)
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# 2
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with gr.TabItem(label=self.component_names.contrl_paras,
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id='control_ui',
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visible=True) as self.control_tab:
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self.control_ui.create_ui()
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self.control_state = gr.State(value=False)
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# 3
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with gr.TabItem(label=self.component_names.refine_paras,
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id='refiner_ui',
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visible=True) as self.refine_tab:
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self.refiner_ui.create_ui()
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def set_callbacks(self, manager):
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self.model_manage_ui.set_callbacks(self.diffusion_ui, self.tuner_ui,
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self.control_ui, self.mantra_ui)
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self.gallery_ui.set_callbacks(self, self.model_manage_ui,
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self.diffusion_ui, self.mantra_ui,
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self.tuner_ui, self.refiner_ui,
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self.control_ui)
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self.diffusion_ui.set_callbacks(self.model_manage_ui)
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self.mantra_ui.set_callbacks(self.model_manage_ui)
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self.tuner_ui.set_callbacks(self.model_manage_ui)
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self.control_ui.set_callbacks(self.model_manage_ui, self.diffusion_ui)
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self.refiner_ui.set_callbacks()
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def change_setting_tab(check_box):
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mantra_ui, tuner_ui, control_ui = False, False, False
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for key in check_box:
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if self.component_names.check_box_for_setting.index(key) == 0:
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mantra_ui = True
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if self.component_names.check_box_for_setting.index(key) == 1:
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tuner_ui = True
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if self.component_names.check_box_for_setting.index(key) == 2:
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control_ui = True
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return (mantra_ui, tuner_ui, control_ui)
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self.check_box_for_setting.change(
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change_setting_tab,
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inputs=[self.check_box_for_setting],
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outputs=[self.mantra_state, self.tuner_state, self.control_state],
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queue=False)
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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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