updates
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23
train.py
23
train.py
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@ -243,6 +243,17 @@ def train(
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return results
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return results
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def print_mutation(hyp, results):
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# Write mutation results
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sl = '%11s' * len(hyp) % tuple(hyp.keys()) # hyperparam keys
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sr = '%11.3g' * len(results) % results # results (P, R, mAP, F1, test_loss)
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sh = '%11.4g' * len(hyp) % tuple(hyp.values()) # hyperparam values
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print('\n%s\n%s\nEvolved fitness: %s\n' % (sl, sh, sr))
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with open('evolve.txt', 'a') as f:
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f.write(sr + sh + '\n')
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if __name__ == '__main__':
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if __name__ == '__main__':
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parser = argparse.ArgumentParser()
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parser = argparse.ArgumentParser()
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parser.add_argument('--epochs', type=int, default=273, help='number of epochs')
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parser.add_argument('--epochs', type=int, default=273, help='number of epochs')
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@ -289,11 +300,7 @@ if __name__ == '__main__':
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best_fitness = results[2] # use mAP for fitness
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best_fitness = results[2] # use mAP for fitness
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# Write mutation results
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# Write mutation results
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sr = '%11.3g' * 5 % results # results string (P, R, mAP, F1, test_loss)
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print_mutation(hyp, results)
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sh = '%11.4g' * len(hyp) % tuple(hyp.values()) # hyp string
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print('Evolved hyperparams: %s\nEvolved fitness: %s' % (sh, sr))
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with open('evolve.txt', 'a') as f:
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f.write(sr + sh + '\n')
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gen = 30 # generations to evolve
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gen = 30 # generations to evolve
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for _ in range(gen):
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for _ in range(gen):
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@ -333,11 +340,7 @@ if __name__ == '__main__':
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mutation_fitness = results[2]
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mutation_fitness = results[2]
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# Write mutation results
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# Write mutation results
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sr = '%11.3g' * 5 % results # results string (P, R, mAP, F1, test_loss)
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print_mutation(hyp, results)
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sh = '%11.4g' * len(hyp) % tuple(hyp.values()) # hyp string
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print('Evolved hyperparams: %s\nEvolved fitness: %s' % (sh, sr))
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with open('evolve.txt', 'a') as f:
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f.write(sr + sh + '\n')
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# Update hyperparameters if fitness improved
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# Update hyperparameters if fitness improved
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if mutation_fitness > best_fitness:
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if mutation_fitness > best_fitness:
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