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Migrating PennTreebank to datapipes (#1511)
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* 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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Nayef211 and nayef211 authored Jan 20, 2022
1 parent 0f7f859 commit eb39945
Showing 1 changed file with 33 additions and 22 deletions.
55 changes: 33 additions & 22 deletions torchtext/datasets/penntreebank.py
Original file line number Diff line number Diff line change
@@ -1,42 +1,53 @@
import logging
from torchtext.utils import download_from_url
import os
from typing import Union, Tuple

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,
)

if is_module_available("torchdata"):
from torchdata.datapipes.iter import FileOpener, HttpReader, IterableWrapper

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",
}

MD5 = {
'train': "f26c4b92c5fdc7b3f8c7cdcb991d8420",
'valid': "aa0affc06ff7c36e977d7cd49e3839bf",
'test': "8b80168b89c18661a38ef683c0dc3721",
"train": "f26c4b92c5fdc7b3f8c7cdcb991d8420",
"valid": "aa0affc06ff7c36e977d7cd49e3839bf",
"test": "8b80168b89c18661a38ef683c0dc3721",
}

NUM_LINES = {
'train': 42068,
'valid': 3370,
'test': 3761,
"train": 42068,
"valid": 3370,
"test": 3761,
}

DATASET_NAME = "PennTreebank"


@_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`"
)

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())

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