add brax env
This commit is contained in:
37
examples/brax/ant.py
Normal file
37
examples/brax/ant.py
Normal file
@@ -0,0 +1,37 @@
|
||||
import jax.numpy as jnp
|
||||
|
||||
from config import *
|
||||
from pipeline import Pipeline
|
||||
from algorithm import NEAT
|
||||
from algorithm.neat.gene import NormalGene, NormalGeneConfig
|
||||
from problem.rl_env import BraxEnv, BraxConfig
|
||||
|
||||
|
||||
def example_conf():
|
||||
return Config(
|
||||
basic=BasicConfig(
|
||||
seed=42,
|
||||
fitness_target=10000,
|
||||
pop_size=100
|
||||
),
|
||||
neat=NeatConfig(
|
||||
inputs=27,
|
||||
outputs=8,
|
||||
),
|
||||
gene=NormalGeneConfig(
|
||||
activation_default=Act.tanh,
|
||||
activation_options=(Act.tanh,),
|
||||
),
|
||||
problem=BraxConfig(
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
conf = example_conf()
|
||||
|
||||
algorithm = NEAT(conf, NormalGene)
|
||||
pipeline = Pipeline(conf, algorithm, BraxEnv)
|
||||
state = pipeline.setup()
|
||||
pipeline.pre_compile(state)
|
||||
state, best = pipeline.auto_run(state)
|
||||
41
examples/brax/half_cheetah.py
Normal file
41
examples/brax/half_cheetah.py
Normal file
@@ -0,0 +1,41 @@
|
||||
import jax.numpy as jnp
|
||||
|
||||
from config import *
|
||||
from pipeline import Pipeline
|
||||
from algorithm import NEAT
|
||||
from algorithm.neat.gene import NormalGene, NormalGeneConfig
|
||||
from problem.rl_env import BraxEnv, BraxConfig
|
||||
|
||||
|
||||
# ['ant', 'halfcheetah', 'hopper', 'humanoid', 'humanoidstandup', 'inverted_pendulum', 'inverted_double_pendulum', 'pusher', 'reacher', 'walker2d']
|
||||
|
||||
|
||||
def example_conf():
|
||||
return Config(
|
||||
basic=BasicConfig(
|
||||
seed=42,
|
||||
fitness_target=10000,
|
||||
pop_size=10000
|
||||
),
|
||||
neat=NeatConfig(
|
||||
inputs=17,
|
||||
outputs=6,
|
||||
),
|
||||
gene=NormalGeneConfig(
|
||||
activation_default=Act.tanh,
|
||||
activation_options=(Act.tanh,),
|
||||
),
|
||||
problem=BraxConfig(
|
||||
env_name="halfcheetah"
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
conf = example_conf()
|
||||
|
||||
algorithm = NEAT(conf, NormalGene)
|
||||
pipeline = Pipeline(conf, algorithm, BraxEnv)
|
||||
state = pipeline.setup()
|
||||
pipeline.pre_compile(state)
|
||||
state, best = pipeline.auto_run(state)
|
||||
38
examples/brax/reacher.py
Normal file
38
examples/brax/reacher.py
Normal file
@@ -0,0 +1,38 @@
|
||||
import jax.numpy as jnp
|
||||
|
||||
from config import *
|
||||
from pipeline import Pipeline
|
||||
from algorithm import NEAT
|
||||
from algorithm.neat.gene import NormalGene, NormalGeneConfig
|
||||
from problem.rl_env import BraxEnv, BraxConfig
|
||||
|
||||
|
||||
def example_conf():
|
||||
return Config(
|
||||
basic=BasicConfig(
|
||||
seed=42,
|
||||
fitness_target=10000,
|
||||
pop_size=10000
|
||||
),
|
||||
neat=NeatConfig(
|
||||
inputs=11,
|
||||
outputs=2,
|
||||
),
|
||||
gene=NormalGeneConfig(
|
||||
activation_default=Act.tanh,
|
||||
activation_options=(Act.tanh,),
|
||||
),
|
||||
problem=BraxConfig(
|
||||
env_name="reacher"
|
||||
)
|
||||
)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
conf = example_conf()
|
||||
|
||||
algorithm = NEAT(conf, NormalGene)
|
||||
pipeline = Pipeline(conf, algorithm, BraxEnv)
|
||||
state = pipeline.setup()
|
||||
pipeline.pre_compile(state)
|
||||
state, best = pipeline.auto_run(state)
|
||||
Reference in New Issue
Block a user