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| import gradio as gr | |
| from PIL import Image | |
| from models import LineartGenerator | |
| class SketchToImageApp: | |
| """ | |
| An application that combines a user’s annotated sketch with original lineart, | |
| and then generates an image using a ControlNet-based pipeline. | |
| """ | |
| def __init__(self, lineart_generator: LineartGenerator): | |
| self.lineart_generator = lineart_generator | |
| def generate_image(self, brush_canvas: dict, uploaded_file) -> Image.Image: | |
| merged_lineart = self.lineart_generator.merge_lineart_and_brush(brush_canvas, uploaded_file) | |
| return self.lineart_generator.generate_image(merged_lineart, num_inference_steps=30) | |
| def create_interface(self) -> gr.Blocks: | |
| with gr.Blocks() as app: | |
| gr.Markdown( | |
| "# Lineart & Color Mask With Controlnet\n" | |
| "Brush strokes will be applied behind the processed lineart so that the " | |
| "black lines always remain visible." | |
| ) | |
| lineart_file_input = gr.File( | |
| label="Upload Lineart Sketch", | |
| file_types=["image"], | |
| file_count="single" | |
| ) | |
| with gr.Row(): | |
| brush_canvas_input = gr.Sketchpad( | |
| label="Annotate Your Lineart", | |
| type="numpy", | |
| brush=gr.Brush(), | |
| ) | |
| lineart_file_input.change( | |
| fn=self.lineart_generator.load_lineart_image, | |
| inputs=lineart_file_input, | |
| outputs=brush_canvas_input | |
| ) | |
| generate_button = gr.Button("Generate") | |
| output_image = gr.Image(label="Generated Image") | |
| generate_button.click( | |
| fn=self.generate_image, | |
| inputs=[brush_canvas_input, lineart_file_input], | |
| outputs=output_image | |
| ) | |
| return app | |