disable activation in the output node of network;
we recommend to use output_transform; change hyperparameters (strong) in XOR example;
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@@ -2,8 +2,7 @@ from pipeline import Pipeline
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from algorithm.neat import *
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from problem.func_fit import XOR3d
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from utils.activation import ACT_ALL
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from utils.aggregation import AGG_ALL
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from utils.activation import ACT_ALL, Act
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if __name__ == '__main__':
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pipeline = Pipeline(
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@@ -18,14 +17,21 @@ if __name__ == '__main__':
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activate_time=5,
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node_gene=DefaultNodeGene(
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activation_options=ACT_ALL,
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# aggregation_options=AGG_ALL,
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activation_replace_rate=0.2
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),
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output_transform=Act.sigmoid
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),
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pop_size=10000,
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species_size=10,
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compatibility_threshold=3.5,
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survival_threshold=0.03,
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),
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mutation=DefaultMutation(
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node_add=0.05,
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conn_add=0.2,
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node_delete=0,
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conn_delete=0,
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)
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),
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problem=XOR3d(),
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generation_limit=10000,
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