app.py

import time
import shutil
import gradio as gr
from ml4co_kit import TSPConcordeSolver, draw_tsp_problem, draw_tsp_solution


TSP_DEFAULT_PATH = "media/tsp_default.png"
TSP_PROBLEM_PATH = "media/tsp_problem.png"
TSP_SOLUTION_PATH = "media/tsp_solution.png"


def _handle_tsp_solve(
    file_path: str,
    norm: str,
):
    # Check file upload status
    if file_path is None:
        raise gr.Error("Please upload a '.tsp' file!")
    if norm == '':
        norm = "EUC_2D"
    if norm != "EUC_2D" and norm != "GEO":
        raise gr.Error("Invaild edge_weight_type! Only support 'GEO' and 'EUC_2D'.")
    
    # Begin solve and record the solving time
    start_time = time.time()
    solver = TSPConcordeSolver(scale=1)
    solver.from_tsp(file_path, norm=norm)
    solver.solve()
    tours = solver.tours
    points = solver.points
    solved_time = time.time() - start_time

    # Draw pictures
    draw_tsp_problem(
        save_path=TSP_PROBLEM_PATH,
        points=points,
    )
    draw_tsp_solution(
        save_path=TSP_SOLUTION_PATH,
        points=points,
        tours=tours
    )

    # Message
    message = "Successfully solve the TSP problem, using time ({:.3f}s).".format(solved_time)
    
    return message, TSP_PROBLEM_PATH, TSP_SOLUTION_PATH
    

def handle_tsp_solve(
    file_path: str,
    norm: str,
):
    try:
        message = _handle_tsp_solve(file_path, norm)
        return message
    except Exception as e:
        message = str(e)
        return message, TSP_PROBLEM_PATH, TSP_SOLUTION_PATH


def handle_tsp_clear():
    # Replace the original image with the default image
    shutil.copy(
        src=TSP_DEFAULT_PATH,
        dst=TSP_PROBLEM_PATH
    )
    shutil.copy(
        src=TSP_DEFAULT_PATH,
        dst=TSP_SOLUTION_PATH
    )
    message = "successfully clear the files!"
    return message, TSP_PROBLEM_PATH, TSP_SOLUTION_PATH


with gr.Blocks() as tsp_page:

    gr.Markdown(
        '''
        This space displays the solution to the TSP problem.
        ## How to use this Space?
        - Upload a '.tsp' file from tsplib .
        - The images of the TSP 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 [TSP Dataset Repo.](https://huggingface.co/datasets/ML4CO/TSPLIBOriDataset) 
        '''
    )

    with gr.Row(variant="panel"):
        with gr.Column(scale=7):
            with gr.Row():
                tsp_file = gr.File(
                    file_types=[".tsp"],
                    scale=3
                )
                info = gr.Textbox(
                    value="",
                    label="Log",
                    scale=4,
                )
            norm = gr.Textbox(
                label="Please input the edge_weight_type of the TSP file",
            )
        with gr.Column(scale=4):
            tsp_problem_img = gr.Image(
                value=TSP_PROBLEM_PATH, 
                type="filepath", 
                label="TSP Problem", 
            )
        with gr.Column(scale=4):
            tsp_solution_img = gr.Image(
                value=TSP_SOLUTION_PATH, 
                type="filepath", 
                label="TSP 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_tsp_solve,
        [tsp_file, norm],
        outputs=[info, tsp_problem_img, tsp_solution_img]
    )
    
    clear_button.click(
        handle_tsp_clear,
        inputs=None,
        outputs=[info, tsp_problem_img, tsp_solution_img]
    )


if __name__ == "__main__":
    tsp_page.launch(debug = True)