albertvillanova HF staff commited on
Commit
a2ff852
1 Parent(s): 6374ee4

Support streaming (#3)

Browse files

- Use iter_archive when streaming (d9874ac400c386fda559ae9ee3f87635626734f0)

Files changed (1) hide show
  1. the_pile_stack_exchange.py +52 -17
the_pile_stack_exchange.py CHANGED
@@ -13,8 +13,9 @@
13
  # See the License for the specific language governing permissions and
14
  # limitations under the License.
15
  """The Stack Exchange Corpus"""
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-
17
  import os
 
18
  from pathlib import Path
19
 
20
  import datasets
@@ -58,24 +59,58 @@ class ThePileStackExchange(datasets.GeneratorBasedBuilder):
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  )
59
 
60
  def _split_generators(self, dl_manager):
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- dl_dir = dl_manager.download_and_extract(_URL)
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- zips = [str(f) for f in (Path(dl_dir) / "out").iterdir()]
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- extracted = dl_manager.extract(zips, num_proc=os.cpu_count())
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- # non-dir extracteds are zero-size unknown things
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- dirs = [path for path in extracted if os.path.isdir(path)]
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- return [
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- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"dirs": dirs}),
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- ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- def _generate_examples(self, dirs):
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  """Yields examples."""
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- _id = 0
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- for dir in sorted(dirs):
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- txt_files = sorted(Path(dir).glob("**/*.txt"))
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- for txt_file in txt_files:
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- # PosiPath(/home/user/.cache/huggingface/datasets/downloads/extracted/3923d60abeeb876021dc55a897ac2f260b181556f8ca56a7c61e3b8b80afec77/academia.stackexchange_0000000001.txt)
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- domain = txt_file.name.split(".")[0]
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- with txt_file.open(mode="r", encoding="utf-8") as f:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  document = f.read()
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  yield _id, {"domain": domain, "text": document}
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  _id += 1
 
13
  # See the License for the specific language governing permissions and
14
  # limitations under the License.
15
  """The Stack Exchange Corpus"""
16
+ import io
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  import os
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+ import zipfile
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  from pathlib import Path
20
 
21
  import datasets
 
59
  )
60
 
61
  def _split_generators(self, dl_manager):
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+ if dl_manager.is_streaming:
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+ archive = dl_manager.download(_URL)
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={
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+ "files": dl_manager.iter_archive(archive),
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+ "is_streaming": dl_manager.is_streaming,
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+ },
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+ ),
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+ ]
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+ else:
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+ dl_dir = dl_manager.download_and_extract(_URL)
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+ zips = [str(f) for f in (Path(dl_dir) / "out").iterdir()]
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+ extracted = dl_manager.extract(zips, num_proc=os.cpu_count())
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+ # non-dir extracteds are zero-size unknown things
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+ dirs = [path for path in extracted if os.path.isdir(path)]
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+ return [
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN,
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+ gen_kwargs={
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+ "files": dl_manager.iter_files(dirs),
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+ "is_streaming": dl_manager.is_streaming,
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+ },
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+ ),
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+ ]
88
 
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+ def _generate_examples(self, files, is_streaming):
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  """Yields examples."""
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+ if is_streaming:
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+ _id = 0
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+ for path, file in files:
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+ if not path.startswith("out/"):
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+ continue
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+ file_content = file.read()
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+ with zipfile.ZipFile(io.BytesIO(file_content)) as zip_file:
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+ for name in zip_file.namelist():
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+ if not name.endswith(".txt"):
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+ continue
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+ domain = name.split(".")[0]
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+ with zip_file.open(name, mode="r") as f:
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+ document = f.read().decode(encoding="utf-8")
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+ yield _id, {"domain": domain, "text": document}
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+ _id += 1
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+ else:
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+ _id = 0
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+ for file in files:
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+ path = Path(file)
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+ if not path.name.endswith(".txt"):
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+ continue
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+ domain = path.name.split(".")[0]
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+ with path.open(mode="r", encoding="utf-8") as f:
114
  document = f.read()
115
  yield _id, {"domain": domain, "text": document}
116
  _id += 1