Upload collections_operators.py with huggingface_hub
Browse files- collections_operators.py +93 -0
collections_operators.py
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from copy import deepcopy
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from typing import Any, Generator, List, Optional
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from .operators import FieldOperator, SingleStreamOperator
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from .stream import Stream
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class Dictify(FieldOperator):
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with_keys: List[str]
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def process_value(self, tup: Any) -> Any:
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return dict(zip(self.with_keys, tup))
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class Wrap(FieldOperator):
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inside: str
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def verify(self):
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super().verify()
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if self.inside not in ["list", "tuple", "set"]:
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raise ValueError(
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f"Wrap.inside support only types: [list, tuple, set], got {self.inside}"
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)
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def process_value(self, value: Any) -> Any:
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if self.inside == "list":
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return [value]
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if self.inside == "tuple":
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return (value,)
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return {
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value,
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}
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class Slice(FieldOperator):
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start: Optional[int] = None
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stop: Optional[int] = None
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step: Optional[int] = None
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def process_value(self, collection: Any) -> Any:
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slicer = slice(self.start, self.stop, self.step)
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return collection[slicer]
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class Get(FieldOperator):
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item: Any
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def process_value(self, collection: Any) -> Any:
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return collection[self.item]
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class DuplicateByList(SingleStreamOperator):
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field: str
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to_field: Optional[str] = None
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use_deep_copy: bool = False
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def process(self, stream: Stream, stream_name: Optional[str] = None) -> Generator:
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to_field = self.field if self.to_field is None else self.to_field
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for instance in stream:
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elements = instance[self.field]
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for element in elements:
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if self.use_deep_copy:
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instance_copy = deepcopy(instance)
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instance_copy[to_field] = element
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else:
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instance_copy = {
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**instance,
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self.field: elements,
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to_field: element,
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}
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yield instance_copy
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class DuplicateBySubLists(SingleStreamOperator):
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field: str
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to_field: Optional[str] = None
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use_deep_copy: bool = False
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def process(self, stream: Stream, stream_name: Optional[str] = None) -> Generator:
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to_field = self.field if self.to_field is None else self.to_field
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for instance in stream:
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elements = instance[self.field]
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for i in range(1, len(elements) + 1):
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if self.use_deep_copy:
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instance_copy = deepcopy(instance)
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instance_copy[to_field] = elements[:i]
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else:
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instance_copy = {
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**instance,
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self.field: elements,
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to_field: elements[:i],
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}
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yield instance_copy
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