Commit ·
31a8692
1
Parent(s): ff230a0
Rename icy_dolma.py to zstd.py
Browse files- icy_dolma.py → zstd.py +43 -48
icy_dolma.py → zstd.py
RENAMED
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"""
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import gzip
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@@ -17,18 +17,6 @@ from tensorflow.io import gfile
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logger = datasets.logging.get_logger(__name__)
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_DESCRIPTION = """\
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"""
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_CITATION = """
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"""
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_VARIANTS = ["v3","v5"]
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@dataclasses.dataclass
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class State:
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file_index: int
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yield self.incomplete_line
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class
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"""BuilderConfig for
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def __init__(self,
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worker_id=None,
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n_workers=None,
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filepaths=None,
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file_loc=None,
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buffer_size=65536,
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**kwargs):
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"""BuilderConfig for
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(
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self.worker_id = worker_id
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self.n_workers = n_workers
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self.filepaths = filepaths
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self.file_loc = file_loc
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self.buffer_size = buffer_size
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self.
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_DATA_URL = {"v3":"gs://meliad2_us2/datasets/dolma/clustered_v3/train/shard_{}/subshard_{}/phase{}.jsonl",
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"v5":"gs://meliad2_us2/datasets/c4/c4_w_cluster_v2/train/subtagged/tag_{}/subtag_{}.jsonl.zst"
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}
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DS_CLUSTER_LAYOUT = {"v3":(64,64,2),"v5":(128,256)}
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import numpy as np
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import itertools
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def get_cluster_tuples(cluster_layout,
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if
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# if
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dim_list = []
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for a,b in zip(cluster_layout,
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if b is None:
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dim_list.append(range(a))
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else:
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return list(itertools.product(*dim_list))
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def _get_filepaths(config):
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cluster_layout =
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if config.filepaths is not None:
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filepaths = config.filepaths
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else:
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tuples = get_cluster_tuples(cluster_layout,
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filepaths = [
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return filepaths
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class
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BUILDER_CONFIGS = [
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def _info(self):
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self.worker_id = self.config.worker_id
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self.n_workers = self.config.n_workers
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self.buffer_size = self.config.buffer_size
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self.filepaths = _get_filepaths(self.config)
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self.file_loc = self.config.file_loc
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else:
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self.file_loc = 0
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"text": datasets.Value("string"),
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"source": datasets.Value("string"),
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"id": datasets.Value("int32"),
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"file_loc": datasets.Value("int64"),
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}
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)
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supervised_keys=None,
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citation=_CITATION,
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)
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def _split_generators(self, _):
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"""Zstd dataset based on Common Crawl."""
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import gzip
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logger = datasets.logging.get_logger(__name__)
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@dataclasses.dataclass
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class State:
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file_index: int
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yield self.incomplete_line
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class ZstdConfig(datasets.BuilderConfig):
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"""BuilderConfig for Zstd."""
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def __init__(self,
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data_url=None,
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cluster_layout=None,
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worker_id=None,
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n_workers=None,
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filepaths=None,
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file_loc=None,
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buffer_size=65536,
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cluster_spec=None,
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features=None,
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**kwargs):
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"""BuilderConfig for Zstd.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(ZstdConfig, self).__init__(**kwargs)
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self.cluster_layout = cluster_layout
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self.data_url = data_url
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self.worker_id = worker_id
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self.n_workers = n_workers
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self.filepaths = filepaths
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self.file_loc = file_loc
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self.buffer_size = buffer_size
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self.cluster_spec = cluster_spec
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self.features = features
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assert (self.cluster_spec is None) or (self.filepaths is None ) #one of these must be None
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import numpy as np
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import itertools
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def get_cluster_tuples(cluster_layout, cluster_spec):
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if cluster_spec is None:
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cluster_spec = (None,)*len(cluster_layout)
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# if cluster_spec is 2d and cluster_layout is 3d, we will pad cluster_spec with Nones at the end.
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cluster_spec = cluster_spec + (None,)*(len(cluster_layout)-len(cluster_spec))
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dim_list = []
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for a,b in zip(cluster_layout,cluster_spec):
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if b is None:
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dim_list.append(range(a))
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else:
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return list(itertools.product(*dim_list))
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def _get_filepaths(config):
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cluster_layout = config.cluster_layout[config.name]
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cluster_spec = config.cluster_spec
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if config.filepaths is not None:
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filepaths = config.filepaths
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else:
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tuples = get_cluster_tuples(cluster_layout, cluster_spec)
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filepaths = [config.data_url[config.name].format(*tup) for tup in tuples]
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return filepaths
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class Zstd(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIGS = [ZstdConfig()]
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def _info(self):
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self.data_url = self.config.data_url
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self.cluster_layout = self.config.cluster_layout
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assert self.cluster_layout is not None
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assert self.data_url is not None
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self.worker_id = self.config.worker_id
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self.n_workers = self.config.n_workers
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self.buffer_size = self.config.buffer_size
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self.filepaths = _get_filepaths(self.config)
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if self.config.features is None:
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self.features=datasets.Features(
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{
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"text": datasets.Value("string"),
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"source": datasets.Value("string"),
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"id": datasets.Value("int32"),
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"file_loc": datasets.Value("int64"),
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}
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)
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else:
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self.features = self.config.features
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if self.config.file_loc is not None:
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self.file_loc = self.config.file_loc
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else:
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self.file_loc = 0
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return datasets.DatasetInfo(
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features=self.features,
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supervised_keys=None,
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)
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def _split_generators(self, _):
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