updates
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train.py
9
train.py
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@ -448,13 +448,14 @@ if __name__ == '__main__':
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# Select parent(s)
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parent = 'single' # parent selection method: 'single' or 'weighted'
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x = np.loadtxt('evolve.txt', ndmin=2)
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n = min(5, len(x)) # number of previous results to consider
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n = min(8, len(x)) # number of previous results to consider
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x = x[np.argsort(-fitness(x))][:n] # top n mutations
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w = fitness(x) - fitness(x).min() # weights
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if parent == 'single' or len(x) == 1:
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x = x[random.randint(0, n - 1)] # select one of the top n
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# x = x[random.randint(0, n - 1)] # random selection
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x = x[random.choices(range(n), weights=w)[0]] # weighted selection
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elif parent == 'weighted':
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w = fitness(x) - fitness(x).min() # weights
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x = (x * w.reshape(n, 1)).sum(0) / w.sum() # select weighted combination
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x = (x * w.reshape(n, 1)).sum(0) / w.sum() # weighted combination
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# Mutate
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method = 3
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