Upload dataset_utils.py with huggingface_hub
Browse files- dataset_utils.py +58 -0
dataset_utils.py
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import os
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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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logger = get_logger()
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__default_recipe__ = "standard_recipe"
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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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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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return result
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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
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