feat: add gradio elements for input
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@ -99,7 +99,7 @@ div:has(> #positive_prompt) {
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}
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.advanced_check_row {
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width: 250px !important;
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width: 310px !important;
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}
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.min_check {
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@ -2,6 +2,7 @@ import threading
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from extras.inpaint_mask import generate_mask_from_image, SAMOptions
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from modules.patch import PatchSettings, patch_settings, patch_all
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import modules.config
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patch_all()
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@ -107,6 +108,23 @@ class AsyncTask:
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if cn_img is not None:
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self.cn_tasks[cn_type].append([cn_img, cn_stop, cn_weight])
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self.stage2_ctrls = []
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for _ in range(modules.config.default_max_stage2_tabs):
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stage2_enabled = args.pop()
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# stage2_mode = args.pop()
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stage2_mask_dino_prompt_text = args.pop()
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stage2_mask_sam_model = args.pop()
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stage2_mask_box_threshold = args.pop()
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stage2_mask_text_threshold = args.pop()
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if stage2_enabled:
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self.stage2_ctrls.append([
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# stage2_mode,
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stage2_mask_dino_prompt_text,
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stage2_mask_sam_model,
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stage2_mask_box_threshold,
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stage2_mask_text_threshold
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])
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async_tasks = []
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@ -131,7 +149,6 @@ def worker():
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import modules.default_pipeline as pipeline
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import modules.core as core
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import modules.flags as flags
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import modules.config
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import modules.patch
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import ldm_patched.modules.model_management
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import extras.preprocessors as preprocessors
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@ -1019,37 +1036,44 @@ def worker():
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# stage2
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progressbar(async_task, current_progress, 'Processing stage2 ...')
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final_unet = pipeline.final_unet.clone()
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if len(async_task.stage2_ctrls) == 0:
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continue
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for img in imgs:
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# TODO add stage2 check and options from inputs here
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mask = generate_mask_from_image(img, sam_options=SAMOptions(
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dino_prompt='eye'
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))
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mask = mask[:, :, 0]
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for stage2_mask_dino_prompt_text, stage2_mask_sam_model, stage2_mask_box_threshold, stage2_mask_text_threshold in async_task.stage2_ctrls:
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mask = generate_mask_from_image(img, sam_options=SAMOptions(
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dino_prompt=stage2_mask_dino_prompt_text,
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model_type=stage2_mask_sam_model,
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dino_box_threshold=stage2_mask_box_threshold,
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dino_text_threshold=stage2_mask_text_threshold,
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dino_debug=True
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))
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mask = mask[:, :, 0]
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async_task.yields.append(['preview', (current_progress, 'Loading ...', mask)])
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# TODO also show do_not_show_finished_images=len(tasks) == 1
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yield_result(async_task, mask, async_task.black_out_nsfw, False,
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do_not_show_finished_images=len(tasks) == 1 or async_task.disable_intermediate_results)
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# TODO make configurable
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denoising_strength_stage2 = 0.5
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inpaint_respective_field_stage2 = 0.0
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inpaint_head_model_path_stage2 = None
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inpaint_parameterized_stage2 = False # inpaint_engine = None, improve detail
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goals_stage2 = ['inpaint']
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denoising_strength_stage2, initial_latent_stage2, width_stage2, height_stage2 = apply_inpaint(
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async_task, None, inpaint_head_model_path_stage2, img, mask,
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inpaint_parameterized_stage2, denoising_strength_stage2,
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inpaint_respective_field_stage2, switch, current_progress, True)
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async_task.yields.append(['preview', (current_progress, 'Loading ...', mask)])
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# TODO also show do_not_show_finished_images=len(tasks) == 1
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yield_result(async_task, mask, async_task.black_out_nsfw, False,
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do_not_show_finished_images=len(tasks) == 1 or async_task.disable_intermediate_results)
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# TODO make configurable
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denoising_strength_stage2 = 0.5
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inpaint_respective_field_stage2 = 0.0
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inpaint_head_model_path_stage2 = None
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inpaint_parameterized_stage2 = False # inpaint_engine = None, improve detail
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goals_stage2 = ['inpaint']
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denoising_strength_stage2, initial_latent_stage2, width_stage2, height_stage2 = apply_inpaint(
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async_task, None, inpaint_head_model_path_stage2, img, mask,
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inpaint_parameterized_stage2, denoising_strength_stage2,
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inpaint_respective_field_stage2, switch, current_progress, True)
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process_task(all_steps, async_task, callback, controlnet_canny_path, controlnet_cpds_path,
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current_task_id, denoising_strength_stage2, final_scheduler_name, goals_stage2,
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initial_latent_stage2, switch, task, tasks, tiled, use_expansion, width_stage2,
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height_stage2)
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imgs2, img_paths, current_progress = process_task(all_steps, async_task, callback, controlnet_canny_path, controlnet_cpds_path,
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current_task_id, denoising_strength_stage2, final_scheduler_name, goals_stage2,
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initial_latent_stage2, switch, task, tasks, tiled, use_expansion, width_stage2,
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height_stage2)
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# reset unet and inpaint_worker
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pipeline.final_unet = final_unet
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inpaint_worker.current_task = None
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# reset and prepare next iteration
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img = imgs2[0]
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pipeline.final_unet = final_unet
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inpaint_worker.current_task = None
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except ldm_patched.modules.model_management.InterruptProcessingException:
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if async_task.last_stop == 'skip':
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@ -502,6 +502,20 @@ example_inpaint_prompts = get_config_item_or_set_default(
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validator=lambda x: isinstance(x, list) and all(isinstance(v, str) for v in x),
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expected_type=list
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)
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example_stage2_prompts = get_config_item_or_set_default(
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key='example_stage2_prompts',
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default_value=[
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'face', 'eye', 'mouth', 'hair', 'hand', 'body'
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],
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validator=lambda x: isinstance(x, list) and all(isinstance(v, str) for v in x),
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expected_type=list
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)
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default_max_stage2_tabs = get_config_item_or_set_default(
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key='default_max_stage2_tabs',
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default_value=3,
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validator=lambda x: isinstance(x, int) and 1 <= x <= 5,
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expected_type=int
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)
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default_black_out_nsfw = get_config_item_or_set_default(
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key='default_black_out_nsfw',
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default_value=False,
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@ -528,6 +542,7 @@ metadata_created_by = get_config_item_or_set_default(
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)
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example_inpaint_prompts = [[x] for x in example_inpaint_prompts]
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example_stage2_prompts = [[x] for x in example_stage2_prompts]
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default_inpaint_mask_model = get_config_item_or_set_default(
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key='default_inpaint_mask_model',
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@ -76,7 +76,7 @@ output_formats = ['png', 'jpeg', 'webp']
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inpaint_mask_models = ['u2net', 'u2netp', 'u2net_human_seg', 'u2net_cloth_seg', 'silueta', 'isnet-general-use', 'isnet-anime', 'sam']
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inpaint_mask_cloth_category = ['full', 'upper', 'lower']
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inpaint_mask_sam_model = [('base', 'vit_b'), ('large', 'vit_l'), ('huge', 'vit_h')]
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inpaint_mask_sam_model = ['vit_b', 'vit_l', 'vit_h']
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inpaint_engine_versions = ['None', 'v1', 'v2.5', 'v2.6']
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inpaint_option_default = 'Inpaint or Outpaint (default)'
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36
webui.py
36
webui.py
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@ -147,6 +147,7 @@ with shared.gradio_root:
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skip_button.click(skip_clicked, inputs=currentTask, outputs=currentTask, queue=False, show_progress=False)
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with gr.Row(elem_classes='advanced_check_row'):
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input_image_checkbox = gr.Checkbox(label='Input Image', value=False, container=False, elem_classes='min_check')
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stage2_checkbox = gr.Checkbox(label='Stage2', value=False, container=False, elem_classes='min_check')
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advanced_checkbox = gr.Checkbox(label='Advanced', value=modules.config.default_advanced_checkbox, container=False, elem_classes='min_check')
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with gr.Row(visible=False) as image_input_panel:
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with gr.Tabs():
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@ -297,6 +298,37 @@ with shared.gradio_root:
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metadata_input_image.upload(trigger_metadata_preview, inputs=metadata_input_image,
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outputs=metadata_json, queue=False, show_progress=True)
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with gr.Row(visible=False) as stage2_input_panel:
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with gr.Tabs():
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stage2_ctrls = []
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for index in range(modules.config.default_max_stage2_tabs):
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with gr.TabItem(label=f'Iteration #{index + 1}') as stage2_tab_item:
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stage2_enabled = gr.Checkbox(label='Enable', value=False, elem_classes='min_check', container=False)
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with gr.Accordion('Options', visible=True, open=False) as stage2_accordion:
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# stage2_mode = gr.Dropdown(choices=modules.flags.inpaint_options, value=modules.flags.inpaint_option_detail, label='Method', interactive=True)
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stage2_mask_dino_prompt_text = gr.Textbox(label='Segmentation prompt', info='Use singular whenever possible', interactive=True)
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example_stage2_mask_dino_prompt_text = gr.Dataset(samples=modules.config.example_stage2_prompts,
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label='Additional Prompt Quick List',
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components=[stage2_mask_dino_prompt_text],
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visible=True)
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example_stage2_mask_dino_prompt_text.click(lambda x: x[0], inputs=example_stage2_mask_dino_prompt_text, outputs=stage2_mask_dino_prompt_text, show_progress=False, queue=False)
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with gr.Accordion("Advanced options", visible=True, open=False) as inpaint_mask_advanced_options:
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stage2_mask_sam_model = gr.Dropdown(label='SAM model', choices=flags.inpaint_mask_sam_model, value=modules.config.default_inpaint_mask_sam_model, interactive=True)
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stage2_mask_box_threshold = gr.Slider(label="Box Threshold", minimum=0.0, maximum=1.0, value=0.3, step=0.05, interactive=True)
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stage2_mask_text_threshold = gr.Slider(label="Text Threshold", minimum=0.0, maximum=1.0, value=0.25, step=0.05, interactive=True)
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stage2_ctrls += [
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stage2_enabled,
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# stage2_mode,
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stage2_mask_dino_prompt_text,
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stage2_mask_sam_model,
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stage2_mask_box_threshold,
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stage2_mask_text_threshold
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]
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stage2_enabled.change(lambda x: gr.update(open=x), inputs=stage2_enabled,
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outputs=stage2_accordion, queue=False, show_progress=False)
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switch_js = "(x) => {if(x){viewer_to_bottom(100);viewer_to_bottom(500);}else{viewer_to_top();} return x;}"
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down_js = "() => {viewer_to_bottom();}"
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@ -311,6 +343,9 @@ with shared.gradio_root:
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desc_tab.select(lambda: 'desc', outputs=current_tab, queue=False, _js=down_js, show_progress=False)
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metadata_tab.select(lambda: 'metadata', outputs=current_tab, queue=False, _js=down_js, show_progress=False)
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stage2_checkbox.change(lambda x: gr.update(visible=x), inputs=stage2_checkbox,
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outputs=stage2_input_panel, queue=False, show_progress=False, _js=switch_js)
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with gr.Column(scale=1, visible=modules.config.default_advanced_checkbox) as advanced_column:
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with gr.Tab(label='Settings'):
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if not args_manager.args.disable_preset_selection:
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@ -772,6 +807,7 @@ with shared.gradio_root:
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ctrls += [save_metadata_to_images, metadata_scheme]
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ctrls += ip_ctrls
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ctrls += stage2_ctrls
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def parse_meta(raw_prompt_txt, is_generating):
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loaded_json = None
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