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9637944
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Upload dataset_utils.py with huggingface_hub

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  1. dataset_utils.py +58 -0
dataset_utils.py ADDED
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+ import os
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+
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+ from .artifact import Artifact, UnitxtArtifactNotFoundError, fetch_artifact
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+ from .logging_utils import get_logger
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+ from .register import _reset_env_local_catalogs, register_all_artifacts
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+
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+ logger = get_logger()
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+
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+ __default_recipe__ = "standard_recipe"
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+
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+
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+ def fetch(artifact_name):
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+ try:
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+ artifact, _ = fetch_artifact(artifact_name)
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+ return artifact
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+ except UnitxtArtifactNotFoundError:
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+ return None
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+
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+
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+ def parse(query: str):
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+ """Parses a query of the form 'key1=value1,key2=value2,...' into a dictionary."""
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+ result = {}
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+ kvs = query.split(",")
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+ if len(kvs) == 0:
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+ raise ValueError(
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+ 'Illegal query: "{query}" should contain at least one assignment of the form: key1=value1,key2=value2'
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+ )
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+ for kv in kvs:
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+ key_val = kv.split("=")
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+ if (
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+ len(key_val) != 2
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+ or len(key_val[0].strip()) == 0
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+ or len(key_val[1].strip()) == 0
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+ ):
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+ raise ValueError(
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+ f'Illegal query: "{query}" with wrong assignment "{kv}" should be of the form: key=value.'
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+ )
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+ key, val = key_val
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+ if val.isdigit():
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+ result[key] = int(val)
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+ elif val.replace(".", "", 1).isdigit():
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+ result[key] = float(val)
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+ else:
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+ result[key] = val
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+
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+ return result
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+
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+
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+ def get_dataset_artifact(dataset_str):
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+ _reset_env_local_catalogs()
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+ register_all_artifacts()
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+ recipe = fetch(dataset_str)
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+ if recipe is None:
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+ args = parse(dataset_str)
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+ if "type" not in args:
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+ args["type"] = os.environ.get("UNITXT_DEFAULT_RECIPE", __default_recipe__)
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+ recipe = Artifact.from_dict(args)
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+ return recipe