# main imports import os import logging import numpy as np # module imports from .Checkpoint import Checkpoint class BasicCheckpoint(Checkpoint): def __init__(self, _algo, _every, _filepath): self.algo = _algo self.every = _every self.filepath = _filepath def run(self): # get current best solution solution = self.algo.bestSolution currentEvaluation = self.algo.getGlobalEvaluation() # backup if necessary if currentEvaluation % self.every == 0: logging.info("Checkpoint is done into " + self.filepath) solutionData = "" solutionSize = len(solution.data) for index, val in enumerate(solution.data): solutionData += str(val) if index < solutionSize - 1: solutionData += ' ' line = str(currentEvaluation) + ';' + solutionData + ';' + str(solution.fitness()) + ';\n' # check if file exists if not os.path.exists(self.filepath): with open(self.filepath, 'w') as f: f.write(line) else: with open(self.filepath, 'a') as f: f.write(line) def load(self): if os.path.exists(self.filepath): logging.info('Load best solution from last checkpoint') with open(self.filepath) as f: # get last line and read data lastline = f.readlines()[-1] data = lastline.split(';') # get evaluation information globalEvaluation = int(data[0]) if self.algo.parent is not None: self.algo.parent.numberOfEvaluations = globalEvaluation else: self.algo.numberOfEvaluations = globalEvaluation # get best solution data information solutionData = list(map(int, data[1].split(' '))) self.algo.bestSolution.data = np.array(solutionData) self.algo.bestSolution.score = float(data[2]) else: print('No backup found... Start running') logging.info("Can't load backup... Backup filepath not valid in Checkpoint")