def main_sl():
""" Applies the PnnMethod in a SL Setting. """
parser = ArgumentParser(description=__doc__,
add_dest_to_option_strings=False)
# Add arguments for the Setting
# TODO: PNN is coded for the DomainIncrementalSetting, where the action space
# is the same for each task.
# parser.add_arguments(DomainIncrementalSetting, dest="setting")
parser.add_arguments(TaskIncrementalSLSetting, dest="setting")
# TaskIncrementalSLSetting.add_argparse_args(parser, dest="setting")
Config.add_argparse_args(parser, dest="config")
# Add arguments for the Method:
PnnMethod.add_argparse_args(parser, dest="method")
args = parser.parse_args()
# setting: TaskIncrementalSLSetting = args.setting
setting: TaskIncrementalSLSetting = TaskIncrementalSLSetting.from_argparse_args(
# setting: DomainIncrementalSetting = DomainIncrementalSetting.from_argparse_args(
args,
dest="setting",
)
config: Config = Config.from_argparse_args(args, dest="config")
method: PnnMethod = PnnMethod.from_argparse_args(args, dest="method")
method.config = config
results = setting.apply(method, config=config)
print(results.summary())
return results
def main_rl():
""" Applies the PnnMethod in a RL Setting. """
parser = ArgumentParser(description=__doc__,
add_dest_to_option_strings=False)
Config.add_argparse_args(parser, dest="config")
PnnMethod.add_argparse_args(parser, dest="method")
# Haven't tested with observe_state_directly=False
# it run but I don't know if it converge
setting = TaskIncrementalRLSetting(
dataset="cartpole",
observe_state_directly=True,
nb_tasks=2,
train_task_schedule={
0: {
"gravity": 10,
"length": 0.3
},
1000: {
"gravity": 10,
"length": 0.5
},
},
)
args = parser.parse_args()
config: Config = Config.from_argparse_args(args, dest="config")
method: PnnMethod = PnnMethod.from_argparse_args(args, dest="method")
method.config = config
# 2. Creating the Method
# method = ImproveMethod()
# 3. Applying the method to the setting:
results = setting.apply(method, config=config)
print(results.summary())
print(f"objective: {results.objective}")
return results