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weight for checkpoint before trying to start rollout worker
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@@ -1,8 +1,14 @@
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"""
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this rollout worker restores a model from disk, evaluates a predefined number of
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episodes, and contributes them to a distributed memory
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this rollout worker:
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- restores a model from disk
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- evaluates a predefined number of episodes
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- contributes them to a distributed memory
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- exits
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"""
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import argparse
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import time
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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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@@ -10,13 +16,38 @@ from rl_coach.core_types import EnvironmentEpisodes, RunPhase
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from rl_coach.utils import short_dynamic_import
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# Q: specify alternative distributed memory, or should this go in the preset?
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# A: preset must define distributed memory to be used. we aren't going to take a non-distributed preset and automatically distribute it.
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# A: preset must define distributed memory to be used. we aren't going to take
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# a non-distributed preset and automatically distribute it.
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def has_checkpoint(checkpoint_dir):
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"""
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True if a checkpoint is present in checkpoint_dir
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"""
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return len(os.listdir(checkpoint_dir)) > 0
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def wait_for_checkpoint(checkpoint_dir, timeout=10):
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"""
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block until there is a checkpoint in checkpoint_dir
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"""
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for i in range(timeout):
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if has_checkpoint(checkpoint_dir):
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return
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time.sleep(1)
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# one last time
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if has_checkpoint(checkpoint_dir):
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return
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raise ValueError(f'checkpoint never found in {checkpoint_dir}')
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def rollout_worker(graph_manager, checkpoint_dir):
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"""
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restore a checkpoint then perform rollouts using the restored model
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"""
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wait_for_checkpoint(checkpoint_dir)
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task_parameters = TaskParameters()
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task_parameters.__dict__['checkpoint_restore_dir'] = checkpoint_dir
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graph_manager.create_graph(task_parameters)
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@@ -56,6 +87,5 @@ def main():
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checkpoint_dir=args.checkpoint_dir,
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)
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if __name__ == '__main__':
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main()
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