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allow specifying preset as a commandline parameter to rollout worker
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@@ -1,14 +1,34 @@
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import argparse
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from rl_coach.base_parameters import TaskParameters
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from rl_coach.base_parameters import TaskParameters
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from rl_coach.coach import expand_preset
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from rl_coach.core_types import EnvironmentEpisodes, RunPhase
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from rl_coach.core_types import EnvironmentEpisodes, RunPhase
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from rl_coach.presets.CartPole_DQN import graph_manager
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from rl_coach.utils import short_dynamic_import
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# TODO: acce[t preset option
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# TODO: workers might need to define schedules in terms which can be synchronized: exploration(len(distributed_memory)) -> float
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# TODO: workers might need to define schedules in terms which can be synchronized: exploration(len(distributed_memory)) -> float
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# TODO: periodically reload policy (from disk?)
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# TODO: specify alternative distributed memory, or should this go in the preset?
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def main():
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def rollout_worker(graph_manager):
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graph_manager.create_graph(TaskParameters())
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task_parameters = TaskParameters()
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task_parameters.checkpoint_restore_dir='/checkpoint'
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graph_manager.create_graph(task_parameters)
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graph_manager.phase = RunPhase.TRAIN
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graph_manager.phase = RunPhase.TRAIN
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graph_manager.act(EnvironmentEpisodes(num_steps=10))
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graph_manager.act(EnvironmentEpisodes(num_steps=10))
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def main():
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parser = argparse.ArgumentParser()
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parser.add_argument('-p', '--preset',
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help="(string) Name of a preset to run (class name from the 'presets' directory.)",
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type=str)
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args = parser.parse_args()
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graph_manager = short_dynamic_import(expand_preset(args.preset), ignore_module_case=True)
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rollout_worker(graph_manager)
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if __name__ == '__main__':
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if __name__ == '__main__':
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main()
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main()
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