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GMOA new enviornments

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This commit is contained in:
D-X-Y
2021-05-24 12:55:14 +00:00
parent 8a54f30238
commit 7787c1b3c7
2 changed files with 34 additions and 23 deletions
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20
xautodl/datasets/synthetic_core.py
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@@ -15,7 +15,25 @@ __all__ = ["TimeStamp", "SyntheticDEnv", "get_synthetic_env"]
def get_synthetic_env(total_timestamp=1000, num_per_task=1000, mode=None, version="v1"):
if version == "v1":
if version == "v0":
mean_generator = ConstantFunc(0)
std_generator = ConstantFunc(1)
data_generator = GaussianDGenerator(
[mean_generator], [[std_generator]], (-2, 2)
)
time_generator = TimeStamp(
min_timestamp=0, max_timestamp=math.pi * 8, num=total_timestamp, mode=mode
)
oracle_map = DynamicLinearFunc(
params={
0: ComposedSinFunc(params={0: 2.0, 1: 1.0, 2: 2.2}),
1: ConstantFunc(0),
}
)
dynamic_env = SyntheticDEnv(
data_generator, oracle_map, time_generator, num_per_task
)
elif version == "v1":
mean_generator = ConstantFunc(0)
std_generator = ConstantFunc(1)
data_generator = GaussianDGenerator(