iohadrubin commited on
Commit
ff230a0
·
1 Parent(s): 9a3c989

Update icy_dolma.py

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  1. icy_dolma.py +38 -9
icy_dolma.py CHANGED
@@ -25,9 +25,9 @@ _CITATION = """
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  """
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- _VARIANTS = ["v3"]
 
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- _DATA_URL = "gs://meliad2_us2/datasets/dolma/clustered_v3/train/shard_{}/subshard_{}/phase{}.jsonl"
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  @dataclasses.dataclass
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  class State:
@@ -169,6 +169,40 @@ class IcyDolmaConfig(datasets.BuilderConfig):
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  self.shard_spec = shard_spec
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  assert (self.shard_spec is None) or (self.filepaths is None ) #one of these must be None
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  class IcyDolma(datasets.GeneratorBasedBuilder):
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  BUILDER_CONFIGS = [IcyDolmaConfig(name) for name in _VARIANTS]
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@@ -176,13 +210,8 @@ class IcyDolma(datasets.GeneratorBasedBuilder):
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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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- if self.config.filepaths is not None:
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- self.filepaths = self.config.filepaths
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- elif self.config.shard_spec is not None:
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- shard_idx, subshard_idx = self.config.shard_spec
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- self.filepaths = [_DATA_URL.format(shard_idx,subshard_idx,k) for k in range(2)]
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- else:
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- self.filepaths = [_DATA_URL.format(i,j,k) for i in range(64) for j in range(64) for k in range(2)]
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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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  """
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+ _VARIANTS = ["v3","v5"]
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+
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  @dataclasses.dataclass
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  class State:
 
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  self.shard_spec = shard_spec
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  assert (self.shard_spec is None) or (self.filepaths is None ) #one of these must be None
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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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+
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+ DS_CLUSTER_LAYOUT = {"v3":(64,64,2),"v5":(128,256)}
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+
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+
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+ import numpy as np
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+ import itertools
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+ def get_cluster_tuples(cluster_layout, shard_spec):
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+ if shard_spec is None:
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+ shard_spec = (None,)*len(cluster_layout)
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+ # if shard_spec is 2d and cluster_layout is 3d, we will pad shard_spec with Nones at the end.
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+ shard_spec = shard_spec + (None,)*(len(cluster_layout)-len(shard_spec))
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+ dim_list = []
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+ for a,b in zip(cluster_layout,shard_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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+ dim_list.append([b])
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+
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+ return list(itertools.product(*dim_list))
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+
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+ def _get_filepaths(config):
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+ cluster_layout = DS_CLUSTER_LAYOUT[config.name]
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+ shard_spec = config.shard_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, shard_spec)
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+ filepaths = [_DATA_URL[config.name].format(*tup) for tup in tuples]
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+ return filepaths
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+
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+
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  class IcyDolma(datasets.GeneratorBasedBuilder):
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  BUILDER_CONFIGS = [IcyDolmaConfig(name) for name in _VARIANTS]
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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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+
 
 
 
 
 
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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: