albertvillanova HF staff commited on
Commit
ea2779f
1 Parent(s): 3595f8b

Support streaming (#3)

Browse files

- Use iter_archive for TAR file (5877ce5051fbbf4f7e9a67f8b2445ab6bde9e0fb)

Files changed (1) hide show
  1. the_pile_openwebtext2.py +30 -30
the_pile_openwebtext2.py CHANGED
@@ -14,11 +14,8 @@
14
  # limitations under the License.
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  """The OpenWebText2 Corpus"""
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-
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- import glob
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  import io
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  import json
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- import os
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  import zstandard
24
 
@@ -70,18 +67,22 @@ class Openwebtext2(datasets.GeneratorBasedBuilder):
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  )
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72
  def _split_generators(self, dl_manager):
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- dl_dir = dl_manager.download_and_extract(_URL)
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- files = glob.glob(os.path.join(dl_dir, "*jsonl.zst"))
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  return [
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- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"files": files}),
 
 
 
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  ]
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  def _generate_examples(self, files):
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  """Yields examples."""
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  _id = 0
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- for file_path in files:
 
 
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  reader = Reader()
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- for document, metadata in reader.read_jsonl(file_path, get_meta=True):
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  yield _id, {
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  "title": metadata["title"],
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  "text": document,
@@ -95,25 +96,24 @@ class Reader:
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  def __init__(self):
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  pass
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- def read_jsonl(self, file, get_meta=False, autojoin_paragraphs=True, para_joiner="\n\n"):
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- with open(file, "rb") as fh:
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- self.fh = fh
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- cctx = zstandard.ZstdDecompressor()
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- reader = io.BufferedReader(cctx.stream_reader(fh))
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- for line in reader:
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- ob = json.loads(line)
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- # naive jsonl where each object is just the string itself, with no meta. For legacy compatibility.
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- if isinstance(ob, str):
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- assert not get_meta
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- yield ob
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- continue
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-
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- text = ob["text"]
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-
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- if autojoin_paragraphs and isinstance(text, list):
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- text = para_joiner.join(text)
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-
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- if get_meta:
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- yield text, (ob["meta"] if "meta" in ob else {})
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- else:
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- yield text
 
14
  # limitations under the License.
15
  """The OpenWebText2 Corpus"""
16
 
 
 
17
  import io
18
  import json
 
19
 
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  import zstandard
21
 
 
67
  )
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  def _split_generators(self, dl_manager):
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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={"files": dl_manager.iter_archive(archive)},
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+ ),
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  ]
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  def _generate_examples(self, files):
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  """Yields examples."""
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  _id = 0
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+ for path, file in files:
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+ if not path.endswith(".jsonl.zst"):
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+ continue
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  reader = Reader()
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+ for document, metadata in reader.read_jsonl(file, get_meta=True):
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  yield _id, {
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  "title": metadata["title"],
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  "text": document,
 
96
  def __init__(self):
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  pass
98
 
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+ def read_jsonl(self, fh, get_meta=False, autojoin_paragraphs=True, para_joiner="\n\n"):
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+ self.fh = fh
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+ cctx = zstandard.ZstdDecompressor()
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+ reader = io.BufferedReader(cctx.stream_reader(fh))
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+ for line in reader:
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+ ob = json.loads(line)
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+ # naive jsonl where each object is just the string itself, with no meta. For legacy compatibility.
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+ if isinstance(ob, str):
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+ assert not get_meta
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+ yield ob
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+ continue
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+
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+ text = ob["text"]
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+
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+ if autojoin_paragraphs and isinstance(text, list):
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+ text = para_joiner.join(text)
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+
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+ if get_meta:
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+ yield text, (ob["meta"] if "meta" in ob else {})
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+ else:
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+ yield text