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Implement frame-work agnostic rollout and training workers (#137)
* Added checkpoint state file to coach checkpointing. * Removed TF specific code from rollout_worker, training_worker, and s3_data_store
This commit is contained in:
committed by
Balaji Subramaniam
parent
4a6c404070
commit
5332013bd1
@@ -546,58 +546,3 @@ def start_shell_command_and_wait(command):
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def indent_string(string):
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return '\t' + string.replace('\n', '\n\t')
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class CheckpointState(object):
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"""
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Helper class for checkpoint directory information. It replicates
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the CheckpointState protobuf class in tensorflow.
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"""
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def __init__(self, checkpoints: List[str]):
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self._checkpoints = checkpoints
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@property
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def all_model_checkpoint_paths(self):
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return self._checkpoints
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@property
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def model_checkpoint_path(self):
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return self._checkpoints[-1]
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def __str__(self):
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out_str = 'model_checkpoint_path: {}\n'.format(self.model_checkpoint_path)
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for c in self._checkpoints:
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out_str += 'all_model_checkpoint_paths: {}\n'.format(c)
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return out_str
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def __repr__(self):
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return str(self._checkpoints)
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COACH_CHECKPOINT_PATTERN = r'\A(([0-9]+)[^0-9])?.*?\.ckpt(-([0-9]+))?'
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def get_checkpoint_state(checkpoint_dir: Union[str, List[str]], filename_pattern: str=COACH_CHECKPOINT_PATTERN) ->\
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Union[CheckpointState, None]:
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"""
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Finds the latest checkpoint file. It uses the first group of filename_pattern (i.e. group(2) or group(4) to sort
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the checkpoint names and find the latest checkpoint
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:param checkpoint_dir: directory where checkpoints are saved or list of all files in a directory
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:param filename_pattern: regex pattern for checkpoint filenames
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:return: a CheckpointState for checkpoint_dir containing a sorted list of checkpoint names. If no matching
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files are found, returns None.
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"""
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prog = re.compile(filename_pattern)
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checkpoints = dict()
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filenames = os.listdir(checkpoint_dir) if isinstance(checkpoint_dir, str) else checkpoint_dir
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for name in filenames:
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m = prog.search(name)
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if m is not None and (m.group(2) is not None or m.group(4) is not None):
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if m.group(2) is not None and m.group(4) is not None:
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assert m.group(2) == m.group(4)
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checkpoint_count = int(m.group(2) if m.group(2) is not None else m.group(4))
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full_path = os.path.join(checkpoint_dir, m.group(0)) if isinstance(checkpoint_dir, str) else m.group(0)
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checkpoints[checkpoint_count] = full_path
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if len(checkpoints) == 0:
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return None
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return CheckpointState([checkpoints[k] for k in sorted(checkpoints.keys())])
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