Update Warmup
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@@ -7,7 +7,6 @@
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# [2020.08.31] NATS-sss-v1_0-50262.pickle.pbz2 #
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#####################################################################################
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import os, copy, random, numpy as np
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from pathlib import Path
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from typing import List, Text, Union, Dict, Optional
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from collections import OrderedDict, defaultdict
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from .api_utils import time_string
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@@ -15,6 +14,8 @@ from .api_utils import pickle_load
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from .api_utils import ArchResults
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from .api_utils import NASBenchMetaAPI
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from .api_utils import remap_dataset_set_names
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from .api_utils import nats_is_dir
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from .api_utils import nats_is_file
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from .api_utils import PICKLE_EXT
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@@ -70,20 +71,20 @@ class NATSsize(NASBenchMetaAPI):
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else:
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file_path_or_dict = os.path.join(os.environ['TORCH_HOME'], '{:}.{:}'.format(ALL_BASE_NAMES[-1], PICKLE_EXT))
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print ('{:} Try to use the default NATS-Bench (size) path from fast_mode={:} and path={:}.'.format(time_string(), self._fast_mode, file_path_or_dict))
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if isinstance(file_path_or_dict, str) or isinstance(file_path_or_dict, Path):
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if isinstance(file_path_or_dict, str):
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file_path_or_dict = str(file_path_or_dict)
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if verbose:
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print('{:} Try to create the NATS-Bench (size) api from {:} with fast_mode={:}'.format(time_string(), file_path_or_dict, fast_mode))
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if not os.path.isfile(file_path_or_dict) and not os.path.isdir(file_path_or_dict):
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if not nats_is_file(file_path_or_dict) and not nats_is_dir(file_path_or_dict):
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raise ValueError('{:} is neither a file or a dir.'.format(file_path_or_dict))
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self.filename = Path(file_path_or_dict).name
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self.filename = os.path.basename(file_path_or_dict)
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if fast_mode:
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if os.path.isfile(file_path_or_dict):
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if nats_is_file(file_path_or_dict):
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raise ValueError('fast_mode={:} must feed the path for directory : {:}'.format(fast_mode, file_path_or_dict))
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else:
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self._archive_dir = file_path_or_dict
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else:
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if os.path.isdir(file_path_or_dict):
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if nats_is_dir(file_path_or_dict):
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raise ValueError('fast_mode={:} must feed the path for file : {:}'.format(fast_mode, file_path_or_dict))
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else:
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file_path_or_dict = pickle_load(file_path_or_dict)
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@@ -7,7 +7,6 @@
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# [2020.08.31] NATS-tss-v1_0-3ffb9.pickle.pbz2 #
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#####################################################################################
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import os, copy, random, numpy as np
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from pathlib import Path
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from typing import List, Text, Union, Dict, Optional
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from collections import OrderedDict, defaultdict
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import warnings
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@@ -16,6 +15,8 @@ from .api_utils import pickle_load
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from .api_utils import ArchResults
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from .api_utils import NASBenchMetaAPI
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from .api_utils import remap_dataset_set_names
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from .api_utils import nats_is_dir
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from .api_utils import nats_is_file
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from .api_utils import PICKLE_EXT
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@@ -67,20 +68,20 @@ class NATStopology(NASBenchMetaAPI):
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else:
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file_path_or_dict = os.path.join(os.environ['TORCH_HOME'], '{:}.{:}'.format(ALL_BASE_NAMES[-1], PICKLE_EXT))
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print ('{:} Try to use the default NATS-Bench (topology) path from {:}.'.format(time_string(), file_path_or_dict))
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if isinstance(file_path_or_dict, str) or isinstance(file_path_or_dict, Path):
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if isinstance(file_path_or_dict, str):
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file_path_or_dict = str(file_path_or_dict)
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if verbose:
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print('{:} Try to create the NATS-Bench (topology) api from {:} with fast_mode={:}'.format(time_string(), file_path_or_dict, fast_mode))
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if not os.path.isfile(file_path_or_dict) and not os.path.isdir(file_path_or_dict):
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if not nats_is_file(file_path_or_dict) and not nats_is_dir(file_path_or_dict):
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raise ValueError('{:} is neither a file or a dir.'.format(file_path_or_dict))
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self.filename = Path(file_path_or_dict).name
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self.filename = os.path.basename(file_path_or_dict)
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if fast_mode:
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if os.path.isfile(file_path_or_dict):
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if nats_is_file(file_path_or_dict):
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raise ValueError('fast_mode={:} must feed the path for directory : {:}'.format(fast_mode, file_path_or_dict))
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else:
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self._archive_dir = file_path_or_dict
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else:
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if os.path.isdir(file_path_or_dict):
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if nats_is_dir(file_path_or_dict):
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raise ValueError('fast_mode={:} must feed the path for file : {:}'.format(fast_mode, file_path_or_dict))
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else:
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file_path_or_dict = pickle_load(file_path_or_dict)
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@@ -17,6 +17,7 @@ from typing import List, Text, Union, Dict, Optional
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from collections import OrderedDict, defaultdict
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_FILE_SYSTEM = 'default'
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PICKLE_EXT = 'pickle.pbz2'
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@@ -45,6 +46,34 @@ def time_string():
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return string
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def reset_file_system(lib: Text='default'):
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_FILE_SYSTEM = lib
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def get_file_system(lib: Text='default'):
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return _FILE_SYSTEM
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def nats_is_dir(file_path):
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if _FILE_SYSTEM == 'default':
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return os.path.isdir(file_path)
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elif _FILE_SYSTEM == 'google':
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import tensorflow as tf
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return tf.gfile.isdir(file_path)
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else:
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raise ValueError('Unknown file system lib: {:}'.format(_FILE_SYSTEM))
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def nats_is_file(file_path):
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if _FILE_SYSTEM == 'default':
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return os.path.isfile(file_path)
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elif _FILE_SYSTEM == 'google':
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import tensorflow as tf
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return tf.gfile.exists(file_path) and not tf.gfile.isdir(file_path)
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else:
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raise ValueError('Unknown file system lib: {:}'.format(_FILE_SYSTEM))
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def remap_dataset_set_names(dataset, metric_on_set, verbose=False):
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"""re-map the metric_on_set to internal keys"""
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if verbose:
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@@ -146,10 +175,10 @@ class NASBenchMetaAPI(metaclass=abc.ABCMeta):
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time_string(), archive_root, index))
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if archive_root is None:
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archive_root = os.path.join(os.environ['TORCH_HOME'], '{:}-full'.format(self.ALL_BASE_NAMES[-1]))
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if not os.path.isdir(archive_root):
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if not nats_is_dir(archive_root):
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warnings.warn('The input archive_root is None and the default archive_root path ({:}) does not exist, try to use self.archive_dir.'.format(archive_root))
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archive_root = self.archive_dir
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if archive_root is None or not os.path.isdir(archive_root):
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if archive_root is None or not nats_is_dir(archive_root):
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raise ValueError('Invalid archive_root : {:}'.format(archive_root))
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if index is None:
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indexes = list(range(len(self)))
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@@ -158,9 +187,9 @@ class NASBenchMetaAPI(metaclass=abc.ABCMeta):
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for idx in indexes:
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assert 0 <= idx < len(self.meta_archs), 'invalid index of {:}'.format(idx)
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xfile_path = os.path.join(archive_root, '{:06d}.{:}'.format(idx, PICKLE_EXT))
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if not os.path.isfile(xfile_path):
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if not nats_is_file(xfile_path):
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xfile_path = os.path.join(archive_root, '{:d}.{:}'.format(idx, PICKLE_EXT))
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assert os.path.isfile(xfile_path), 'invalid data path : {:}'.format(xfile_path)
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assert nats_is_file(xfile_path), 'invalid data path : {:}'.format(xfile_path)
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xdata = pickle_load(xfile_path)
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assert isinstance(xdata, dict), 'invalid format of data in {:}'.format(xfile_path)
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self.evaluated_indexes.add(idx)
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