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Running
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Zero
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#!/usr/bin/python3
# -*- coding: utf-8 -*-
"""
UI components construction for IC-Custom application.
"""
import gradio as gr
from constants import (
ASPECT_RATIO_LABELS,
DEFAULT_ASPECT_RATIO,
DEFAULT_BRUSH_SIZE
)
def create_theme():
"""Create and configure the Gradio theme."""
theme = gr.themes.Ocean()
theme.set(
checkbox_label_background_fill_selected="*button_primary_background_fill",
checkbox_label_text_color_selected="*button_primary_text_color",
)
return theme
def create_css():
"""Create custom CSS for the application."""
from stylesheets import get_css
return get_css()
def create_header_section():
"""Create the header section with title and description."""
from metainfo import head, getting_started
with gr.Row():
gr.HTML(head)
with gr.Accordion(label="π Getting Started:", open=True, elem_id="accordion"):
with gr.Row(equal_height=True):
gr.HTML(getting_started)
def create_customization_section():
"""Create the customization mode selection section."""
with gr.Row():
# Add a note to remind users to click Clear before starting
md_custmization_mode = gr.Markdown(
"1\. Select a Customization Mode\n\n*Tip: Please click the Clear button first to reset all states before starting a new task.*"
)
with gr.Row():
custmization_mode = gr.Radio(
["Position-aware", "Position-free"],
value="Position-aware",
scale=1,
elem_id="customization_mode_radio",
show_label=False,
label="Customization Mode",
)
return custmization_mode, md_custmization_mode
def create_image_input_section():
"""Create image input section optimized for left column layout."""
# Reference image section
md_image_reference = gr.Markdown("2\. Input reference image")
with gr.Group():
image_reference = gr.Image(
label="Reference Image",
type="pil",
interactive=True,
height=320,
container=True,
elem_id="reference_image"
)
# Input mask mode selection
md_input_mask_mode = gr.Markdown("3\. Select input mask mode")
with gr.Group():
input_mask_mode = gr.Radio(
["Precise mask", "User-drawn mask"],
value="Precise mask",
elem_id="input_mask_mode_radio",
show_label=False,
label="Input Mask Mode",
)
# Target image section
md_target_image = gr.Markdown("4\. Input target image & mask (Iterate clicking or brushing until the target is covered)")
# Precise mask mode
with gr.Group():
image_target_1 = gr.Image(
type="pil",
label="Target Image (precise mask)",
interactive=True,
visible=True,
height=500,
container=True,
elem_id="target_image_1"
)
with gr.Row():
undo_target_seg_button = gr.Button(
'Undo seg',
elem_id="undo_btnSEG",
visible=True,
size="sm",
scale=1
)
# User-drawn mask mode
with gr.Group():
image_target_2 = gr.ImageEditor(
label="Target Image (user-drawn mask)",
type="pil",
brush=gr.Brush(colors=["#FFFFFF"], default_size=DEFAULT_BRUSH_SIZE, color_mode="fixed"),
layers=False,
interactive=True,
sources=["upload", "clipboard"],
placeholder="Please click here or the icon to upload the image.",
visible=False,
height=500,
container=True,
elem_id="target_image_2",
fixed_canvas=True,
)
return (image_reference, input_mask_mode, image_target_1, image_target_2,
undo_target_seg_button, md_image_reference, md_input_mask_mode, md_target_image)
def create_prompt_section():
"""Create the text prompt input section with improved layout."""
md_prompt = gr.Markdown("5\. Input text prompt (optional)")
with gr.Group():
prompt = gr.Textbox(
placeholder="Please input the description for the target scene.",
value="",
lines=2,
show_label=False,
label="Text Prompt",
container=True,
elem_id="text_prompt"
)
with gr.Row():
vlm_generate_btn = gr.Button(
"π€ VLM Auto-generate",
scale=1,
elem_id="vlm_generate_btn",
variant="secondary"
)
vlm_polish_btn = gr.Button(
"β¨ VLM Auto-polish",
scale=1,
elem_id="vlm_polish_btn",
variant="secondary"
)
return prompt, vlm_generate_btn, vlm_polish_btn, md_prompt
def create_advanced_options_section():
"""Create the advanced options section."""
with gr.Accordion("Advanced Options", open=False, elem_id="accordion1"):
with gr.Group():
aspect_ratio = gr.Dropdown(
label="Output aspect ratio",
choices=ASPECT_RATIO_LABELS,
value=DEFAULT_ASPECT_RATIO,
interactive=True,
allow_custom_value=False,
filterable=False,
elem_id="aspect_ratio_dropdown"
)
with gr.Group():
seg_ref_mode = gr.Radio(
label="Segmentation mode",
choices=["Full Ref", "Masked Ref"],
value="Full Ref",
elem_id="seg_ref_mode_radio"
)
move_to_center = gr.Checkbox(label="Move object to center", value=False, elem_id="move_to_center_checkbox")
with gr.Group():
with gr.Row():
use_background_preservation = gr.Checkbox(label="Use background preservation", value=False, elem_id="use_bg_preservation_checkbox")
background_blend_threshold = gr.Slider(
label="Background blend threshold",
minimum=0,
maximum=1,
step=0.1,
value=0.5
)
with gr.Group():
with gr.Row():
seed = gr.Slider(
label="Seed (-1 for random): ",
minimum=-1,
maximum=2147483647,
step=1,
value=-1,
scale=4
)
num_images_per_prompt = gr.Slider(
label="Num samples",
minimum=1,
maximum=4,
step=1,
value=1,
scale=1
)
with gr.Group():
with gr.Row():
guidance = gr.Slider(
label="Guidance scale",
minimum=10,
maximum=65,
step=1,
value=40,
)
num_steps = gr.Slider(
label="Number of inference steps",
minimum=1,
maximum=60,
step=1,
value=32,
)
with gr.Row():
true_gs = gr.Slider(
label="True GS",
minimum=1,
maximum=10,
step=1,
value=3,
)
return (aspect_ratio, seg_ref_mode, move_to_center, use_background_preservation,
background_blend_threshold, seed, num_images_per_prompt, guidance, num_steps, true_gs)
def create_mask_operation_section():
"""Create mask operation section optimized for right column (outputs)."""
md_mask_operation = gr.Markdown("6\. View or modify the target mask")
with gr.Group():
# Mask gallery with responsive layout
mask_gallery = gr.Gallery(
label='Mask Preview',
show_label=False,
interactive=False,
columns=2,
rows=1,
height="auto",
object_fit="contain",
preview=True,
allow_preview=True,
selected_index=0,
elem_id="mask_gallery",
elem_classes=["custom-gallery", "responsive-gallery"],
container=True,
show_fullscreen_button=False
)
# Mask operation buttons - horizontal layout
with gr.Row():
dilate_button = gr.Button(
'π Dilate',
elem_id="dilate_btn",
variant="secondary",
size="sm",
scale=1
)
erode_button = gr.Button(
'π½ Erode',
elem_id="erode_btn",
variant="secondary",
size="sm",
scale=1
)
bounding_box_button = gr.Button(
'π¦ Bounding box',
elem_id="bounding_box_btn",
variant="secondary",
size="sm",
scale=1
)
return mask_gallery, dilate_button, erode_button, bounding_box_button, md_mask_operation
def create_output_section():
"""Create the output section optimized for right column."""
md_submit = gr.Markdown("7\. Submit and view the output")
# Generation controls at top for better workflow
with gr.Group():
with gr.Row():
submit_button = gr.Button(
"π« Generate",
variant="primary",
scale=3,
size="lg"
)
clear_btn = gr.ClearButton(
scale=1,
variant="secondary",
value="ποΈ Clear"
)
# Results gallery with responsive layout
with gr.Group():
result_gallery = gr.Gallery(
label='Generated Results',
show_label=False,
interactive=False,
columns=1,
rows=1,
height="auto",
object_fit="contain",
preview=True,
allow_preview=True,
selected_index=0,
elem_id="result_gallery",
elem_classes=["custom-gallery", "responsive-gallery"],
container=True,
show_fullscreen_button=False
)
return result_gallery, submit_button, clear_btn, md_submit
def create_examples_section(examples_list, inputs, outputs, fn):
"""Create the examples section with required arguments."""
examples = gr.Examples(
examples=examples_list,
inputs=inputs,
outputs=outputs,
fn=fn,
cache_examples=False,
examples_per_page=10,
run_on_click=True,
)
return examples
def create_citation_section():
"""Create the citation section."""
from metainfo import citation
with gr.Row():
gr.Markdown(citation)
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