import numpy as np import scipy from models.solvers.lkh.lkh_base import LKHBase class LKHTSPTW(LKHBase): def __init__(self, large_value=1e+6, scaling=False, max_trials=1000, seed=1234, lkh_dir="models/solvers/lkh/", io_dir="lkh_io_files"): problem = "tsptw" super().__init__(problem, large_value, scaling, max_trials, seed, lkh_dir, io_dir) def write_data(self, node_feats, f): coord_dim = 2 coords = node_feats["coords"] if self.scaling: coords = coords * self.large_value time_window = node_feats["time_window"].astype(np.int64) dist = scipy.spatial.distance.cdist(coords, coords).round().astype(np.int64) f.write("EDGE_WEIGHT_TYPE : EXPLICIT\n") f.write("EDGE_WEIGHT_FORMAT : FULL_MATRIX\n") f.write("EDGE_WEIGHT_SECTION\n") f.write("\n".join([ " ".join(map(str, row)) for row in dist ])) f.write("\n") f.write("TIME_WINDOW_SECTION\n") f.write("\n".join([ "{}\t{}\t{}".format(i + 1, l, u) for i, (l, u) in enumerate(time_window) ])) f.write("\n") f.write("DEPOT_SECTION\n") f.write("1\n")