finish all refactoring
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@@ -1,38 +1,36 @@
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import jax.numpy as jnp
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from config import *
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from pipeline import Pipeline
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from algorithm import NEAT
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from algorithm.neat.gene import NormalGene, NormalGeneConfig
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from problem.rl_env import GymNaxConfig, GymNaxEnv
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def example_conf():
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return Config(
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basic=BasicConfig(
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seed=42,
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fitness_target=100,
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pop_size=10000
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),
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neat=NeatConfig(
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inputs=2,
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outputs=1,
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),
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gene=NormalGeneConfig(
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activation_default=Act.tanh,
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activation_options=(Act.tanh,),
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),
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problem=GymNaxConfig(
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env_name='MountainCarContinuous-v0'
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)
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)
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from algorithm.neat import *
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from problem.rl_env import GymNaxEnv
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from utils import Act
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if __name__ == '__main__':
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conf = example_conf()
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pipeline = Pipeline(
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algorithm=NEAT(
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species=DefaultSpecies(
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genome=DefaultGenome(
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num_inputs=2,
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num_outputs=1,
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max_nodes=50,
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max_conns=100,
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node_gene=DefaultNodeGene(
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activation_options=(Act.tanh, ),
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activation_default=Act.tanh,
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)
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),
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pop_size=10000,
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species_size=10,
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),
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),
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problem=GymNaxEnv(
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env_name='MountainCarContinuous-v0',
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),
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generation_limit=10000,
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fitness_target=500
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)
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algorithm = NEAT(conf, NormalGene)
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pipeline = Pipeline(conf, algorithm, GymNaxEnv)
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# initialize state
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state = pipeline.setup()
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pipeline.pre_compile(state)
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state, best = pipeline.auto_run(state)
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# print(state)
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# run until terminate
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state, best = pipeline.auto_run(state)
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