| from itertools import zip_longest |
| from typing import Any, Dict, Generator, List, Optional |
|
|
| from .dict_utils import dict_get, dict_set |
| from .operator import InstanceOperator |
| from .operators import FieldOperator, StreamOperator |
| from .stream import Stream |
| from .utils import recursive_shallow_copy |
|
|
|
|
| class Dictify(FieldOperator): |
| with_keys: List[str] |
|
|
| def process_value(self, tup: Any) -> Any: |
| return dict(zip(self.with_keys, tup)) |
|
|
|
|
| class Zip(InstanceOperator): |
| fields: List[str] |
| to_field: str |
|
|
| def zip(self, values): |
| return list(zip(*values)) |
|
|
| def process( |
| self, instance: Dict[str, Any], stream_name: Optional[str] = None |
| ) -> Dict[str, Any]: |
| values = [] |
| for field in self.fields: |
| values.append(dict_get(instance, field)) |
| dict_set(instance, self.to_field, self.zip(values)) |
| return instance |
|
|
|
|
| class ZipLongest(Zip): |
| fields: List[str] |
| fill_value: Any = None |
|
|
| def zip(self, values): |
| return list(zip_longest(*values, fillvalue=self.fill_value)) |
|
|
|
|
| class DictToTuplesList(FieldOperator): |
| def process_value(self, dic: Dict) -> Any: |
| return list(dic.items()) |
|
|
|
|
| def flatten(container): |
| def _flat_gen(x): |
| for item in x: |
| if isinstance(item, (list, tuple)): |
| yield from _flat_gen(item) |
| else: |
| yield item |
|
|
| return type(container)(_flat_gen(container)) |
|
|
|
|
| class Flatten(FieldOperator): |
| def process_value(self, value: Any) -> Any: |
| return flatten(value) |
|
|
|
|
| class Wrap(FieldOperator): |
| inside: str |
|
|
| def verify(self): |
| super().verify() |
| if self.inside not in ["list", "tuple", "set"]: |
| raise ValueError( |
| f"Wrap.inside support only types: [list, tuple, set], got {self.inside}" |
| ) |
|
|
| def process_value(self, value: Any) -> Any: |
| if self.inside == "list": |
| return [value] |
| if self.inside == "tuple": |
| return (value,) |
| return { |
| value, |
| } |
|
|
|
|
| class Chunk(FieldOperator): |
| size: int |
|
|
| def process_value(self, collection: Any) -> Any: |
| return [ |
| collection[i : i + self.size] for i in range(0, len(collection), self.size) |
| ] |
|
|
|
|
| class Slice(FieldOperator): |
| start: Optional[int] = None |
| stop: Optional[int] = None |
| step: Optional[int] = None |
|
|
| def process_value(self, collection: Any) -> Any: |
| slicer = slice(self.start, self.stop, self.step) |
| return collection[slicer] |
|
|
|
|
| class Get(FieldOperator): |
| item: Any |
|
|
| def process_value(self, collection: Any) -> Any: |
| return collection[self.item] |
|
|
|
|
| class Pop(FieldOperator): |
| item: Any = None |
|
|
| def process_value(self, collection: Any) -> Any: |
| return collection.pop(self.item) |
|
|
|
|
| class DuplicateByList(StreamOperator): |
| field: str |
| to_field: Optional[str] = None |
| use_deep_copy: bool = False |
|
|
| def process(self, stream: Stream, stream_name: Optional[str] = None) -> Generator: |
| to_field = self.field if self.to_field is None else self.to_field |
| for instance in stream: |
| elements = dict_get(instance, self.field) |
| for element in elements: |
| if self.use_deep_copy: |
| instance_copy = recursive_shallow_copy(instance) |
|
|
| else: |
| instance_copy = instance.copy() |
| dict_set(instance_copy, to_field, element) |
| yield instance_copy |
|
|
|
|
| class Explode(DuplicateByList): |
| pass |
|
|
|
|
| class DuplicateBySubLists(StreamOperator): |
| field: str |
| to_field: Optional[str] = None |
| use_deep_copy: bool = False |
| start: int = 1 |
| end: int = 0 |
| step: int = 1 |
|
|
| def process(self, stream: Stream, stream_name: Optional[str] = None) -> Generator: |
| to_field = self.field if self.to_field is None else self.to_field |
| for instance in stream: |
| elements = dict_get(instance, self.field) |
| end = len(elements) + 1 + self.end |
| for i in range(self.start, end, self.step): |
| if self.use_deep_copy: |
| instance_copy = recursive_shallow_copy(instance) |
| instance_copy[to_field] = elements[:i] |
| else: |
| instance_copy = { |
| **instance, |
| self.field: elements, |
| to_field: elements[:i], |
| } |
| yield instance_copy |
|
|
|
|
| class ExplodeSubLists(DuplicateBySubLists): |
| pass |
|
|
|
|
| class GetLength(FieldOperator): |
| def process_value(self, collection: Any) -> Any: |
| return len(collection) |
|
|
|
|
| class Filter(FieldOperator): |
| values: List[Any] |
|
|
| def process_value(self, collection: Any) -> Any: |
| |
| if isinstance(collection, (list, set, tuple)): |
| return type(collection)( |
| item for item in collection if item not in self.values |
| ) |
|
|
| |
| if isinstance(collection, dict): |
| return {k: v for k, v in collection.items() if k not in self.values} |
|
|
| |
| raise TypeError(f"Unsupported collection type: {type(collection)}") |
|
|