tfds.core.ShardedFileTemplate

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Template to produce filenames for sharded datasets.

tfds.core.ShardedFileTemplate(
    data_dir: epath.Path,
    template: str = DEFAULT_FILENAME_TEMPLATE,
    dataset_name: Optional[str] = None,
    split: Optional[str] = None,
    filetype_suffix: Optional[str] = None
)

Attributes
data_dir	the directory that contains the files for the shards.
template	template of the sharded files, e.g. '\({SPLIT}/data.\){FILEFORMAT}-${SHARD_INDEX}'.
dataset_name	the name of the dataset.
split	the split of the dataset.
filetype_suffix	the filetype suffix to denote the type of file. For example, tfrecord.
regex	Returns the regular expresssion for this template. Can be used to test whether a filename matches to this template.

Methods

filepath_prefix

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filepath_prefix() -> str

is_valid

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is_valid(
    filename: str
) -> bool

Returns whether the given filename follows this template.

parse_filename_info

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parse_filename_info(
    filename: str
) -> Optional[FilenameInfo]

Parses the filename using this template.

Note that when the filename doesn't specify the dataset name, split, or filetype suffix, but this template does, then the value in the template will be used.

Arguments
filename	the filename that should be parsed.

Returns
the FilenameInfo corresponding to the given file if it could be parsed. None otherwise.

relative_filepath

View source

relative_filepath(
    *, shard_index: int, num_shards: Optional[int]
) -> str

Returns the path (relative to the data dir) of the shard.

replace

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replace(
    **kwargs
) -> 'ShardedFileTemplate'

Returns a copy of the ShardedFileTemplate with updated attributes.

sharded_filenames

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sharded_filenames(
    num_shards: int
) -> List[str]

sharded_filepath

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sharded_filepath(
    *, shard_index: int, num_shards: Optional[int]
) -> epath.Path

Returns the filename (including full path if data_dir is set) for the given shard.

sharded_filepaths

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sharded_filepaths(
    num_shards: int
) -> List[epath.Path]

sharded_filepaths_pattern

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sharded_filepaths_pattern(
    *, num_shards: Optional[int] = None
) -> str

Returns a pattern describing all the file paths captured by this template.

If num_shards is given, then it returns '/path/dataset_name-split.fileformat@num_shards. Ifnum_shardsis not given, then it returns '/path/dataset_name-split.fileformat*.

Args
num_shards	optional specification of the number of shards.

Returns
the pattern describing all shards captured by this template.

__eq__

__eq__(
    other
)

Class Variables
dataset_name	None
filetype_suffix	None
split	None
template	'{DATASET}-{SPLIT}.{FILEFORMAT}-{SHARD_X_OF_Y}'