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Migrating PennTreebank to datapipes (#1511)
* Migrating penntreebank dataset to use torchdata * Update FileLoader to FileOpener * Resolved comments about return_path * Using strip() to remove leading/trailing spaces Co-authored-by: nayef211 <n63ahmed@edu.uwaterloo.ca>
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Original file line number | Diff line number | Diff line change |
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@@ -1,42 +1,53 @@ | ||
import logging | ||
from torchtext.utils import download_from_url | ||
import os | ||
from typing import Union, Tuple | ||
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from torchtext._internal.module_utils import is_module_available | ||
from torchtext.data.datasets_utils import ( | ||
_RawTextIterableDataset, | ||
_wrap_split_argument, | ||
_add_docstring_header, | ||
_create_dataset_directory, | ||
_read_text_iterator, | ||
) | ||
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if is_module_available("torchdata"): | ||
from torchdata.datapipes.iter import FileOpener, HttpReader, IterableWrapper | ||
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URL = { | ||
'train': "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.train.txt", | ||
'test': "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.test.txt", | ||
'valid': "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.valid.txt", | ||
"train": "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.train.txt", | ||
"test": "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.test.txt", | ||
"valid": "https://raw.githubusercontent.com/wojzaremba/lstm/master/data/ptb.valid.txt", | ||
} | ||
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MD5 = { | ||
'train': "f26c4b92c5fdc7b3f8c7cdcb991d8420", | ||
'valid': "aa0affc06ff7c36e977d7cd49e3839bf", | ||
'test': "8b80168b89c18661a38ef683c0dc3721", | ||
"train": "f26c4b92c5fdc7b3f8c7cdcb991d8420", | ||
"valid": "aa0affc06ff7c36e977d7cd49e3839bf", | ||
"test": "8b80168b89c18661a38ef683c0dc3721", | ||
} | ||
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NUM_LINES = { | ||
'train': 42068, | ||
'valid': 3370, | ||
'test': 3761, | ||
"train": 42068, | ||
"valid": 3370, | ||
"test": 3761, | ||
} | ||
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DATASET_NAME = "PennTreebank" | ||
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@_add_docstring_header(num_lines=NUM_LINES) | ||
@_create_dataset_directory(dataset_name=DATASET_NAME) | ||
@_wrap_split_argument(('train', 'valid', 'test')) | ||
def PennTreebank(root, split): | ||
path = download_from_url(URL[split], | ||
root=root, hash_value=MD5[split], | ||
hash_type='md5') | ||
logging.info('Creating {} data'.format(split)) | ||
return _RawTextIterableDataset(DATASET_NAME, | ||
NUM_LINES[split], | ||
_read_text_iterator(path)) | ||
@_wrap_split_argument(("train", "valid", "test")) | ||
def PennTreebank(root, split: Union[Tuple[str], str]): | ||
if not is_module_available("torchdata"): | ||
raise ModuleNotFoundError( | ||
"Package `torchdata` not found. Please install following instructions at `https://github.com/pytorch/data`" | ||
) | ||
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url_dp = IterableWrapper([URL[split]]) | ||
cache_dp = url_dp.on_disk_cache( | ||
filepath_fn=lambda x: os.path.join(root, os.path.basename(x)), | ||
hash_dict={os.path.join(root, os.path.basename(URL[split])): MD5[split]}, | ||
hash_type="md5", | ||
) | ||
cache_dp = HttpReader(cache_dp).end_caching(mode="w", same_filepath_fn=True) | ||
data_dp = FileOpener(cache_dp, mode="r") | ||
# remove single leading and trailing space from the dataset | ||
return data_dp.readlines(return_path=False).map(lambda t: t.strip()) |