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Browse files- normalizers.py +26 -0
normalizers.py
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from .operator import StreamInstanceOperator
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from typing import List, Dict, Any
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class NormalizeListFields(StreamInstanceOperator):
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fields: List[str]
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key_prefix: str = ""
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empty_value: str = ""
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separator: str = ", "
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def process(self, instance: Dict[str, Any], stream_name: str = None) -> Dict[str, Any]:
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for field in self.fields:
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assert field in instance, f"Field {field} not found in instance {instance}"
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assert isinstance(instance[field], list), f"Field {field} should be a list, got {type(instance[field])}"
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target_key = self.key_prefix + field
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if len(instance[field]) == 0:
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instance[target_key] = self.empty_value
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elif len(instance[field]) == 1:
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instance[target_key] = instance[field][0]
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else:
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instance[target_key] = self.separator.join(instance[field])
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return instance
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