import os import time import shutil import gradio as gr from data4co import KaMISSolver, draw_mis_problem, draw_mis_solution MIS_DEFAULT_PATH = "media/mis_default.png" MIS_PROBLEM_PATH = "media/mis_problem.png" MIS_SOLUTION_PATH = "media/mis_solution.png" GPICKLE_PATH = "tmp/mis_problem.gpickle" RESULT_PATH = "tmp/solve/mis_problem_unweighted.result" def _handle_mis_solve(file_path: str): if not os.path.exists("tmp"): os.mkdir("tmp") else: shutil.rmtree("tmp") os.mkdir("tmp") shutil.move(file_path, GPICKLE_PATH) start_time = time.time() solver = KaMISSolver() solver.solve("tmp") solved_time = time.time() - start_time draw_mis_problem( save_path=MIS_PROBLEM_PATH, gpickle_path=GPICKLE_PATH ) draw_mis_solution( save_path=MIS_SOLUTION_PATH, gpickle_path=GPICKLE_PATH, result_path=RESULT_PATH, pos_type="kamada_kawai_layout" ) message = "Successfully solve the MIS problem, using time ({:.3f}s).".format(solved_time) return message, MIS_PROBLEM_PATH, MIS_SOLUTION_PATH def handle_mis_solve(file_path: str): try: message = _handle_mis_solve(file_path) return message except Exception as e: message = str(e) return message, MIS_PROBLEM_PATH, MIS_SOLUTION_PATH def handle_mis_clear(): shutil.copy( src=MIS_DEFAULT_PATH, dst=MIS_PROBLEM_PATH ) shutil.copy( src=MIS_DEFAULT_PATH, dst=MIS_SOLUTION_PATH ) message = "successfully clear the files!" return message, MIS_PROBLEM_PATH, MIS_SOLUTION_PATH def convert_image_path_to_bytes(image_path): with open(image_path, "rb") as f: image_bytes = f.read() return image_bytes with gr.Blocks() as mis_page: gr.Markdown( ''' This space displays the solution to the MIS problem. ## How to use this Space? - Upload a '.gpickle' file. - The images of the MIS problem and solution will be shown after you click the solve button. - Click the 'clear' button to clear all the files. ## Examples - You can get the test examples from our [MIS Dataset Repo.](https://huggingface.co/datasets/SJTU-TES/MIS) ''' ) with gr.Row(variant="panel"): with gr.Column(scale=7): with gr.Row(): mis_file = gr.File( file_types=[".gpickle"], scale=3 ) info = gr.Textbox( value="", label="Log", scale=4, ) with gr.Column(scale=4): mis_problem_img = gr.Image( value="media/mis_problem.png", type="filepath", label="MIS Problem", ) with gr.Column(scale=4): mis_solution_img = gr.Image( value="media/mis_solution.png", type="filepath", label="MIS Solution", ) with gr.Row(): with gr.Column(scale=1, min_width=100): solve_button = gr.Button( value="Solve", variant="primary", scale=1 ) with gr.Column(scale=1, min_width=100): clear_button = gr.Button( "Clear", variant="secondary", scale=1 ) with gr.Column(scale=8): pass solve_button.click( handle_mis_solve, [mis_file], outputs=[info, mis_problem_img, mis_solution_img] ) clear_button.click( handle_mis_clear, inputs=None, outputs=[info, mis_problem_img, mis_solution_img] ) if __name__ == "__main__": mis_page.launch(debug = True)