blob: ba115adf90df44fb21e1616a7cb6f2ee51808faa [file]
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#
# http://www.apache.org/licenses/LICENSE-2.0
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"""Test module with async functions decorated with data quality validators."""
from hamilton.data_quality.base import AsyncDataValidator, DataValidator, ValidationResult
from hamilton.function_modifiers import check_output_custom
class _AsyncPositiveValidator(AsyncDataValidator):
def __init__(self):
super().__init__(importance="fail")
def applies_to(self, datatype: type[type]) -> bool:
return datatype == int
def description(self) -> str:
return "Value must be positive"
@classmethod
def name(cls) -> str:
return "async_positive_validator"
async def validate(self, dataset: int) -> ValidationResult:
passes = dataset > 0
return ValidationResult(
passes=passes,
message=f"Value {dataset} is {'positive' if passes else 'not positive'}",
)
class _SyncEvenValidator(DataValidator):
def __init__(self):
super().__init__(importance="warn")
def applies_to(self, datatype: type[type]) -> bool:
return datatype == int
def description(self) -> str:
return "Value should be even"
@classmethod
def name(cls) -> str:
return "sync_even_validator"
def validate(self, dataset: int) -> ValidationResult:
passes = dataset % 2 == 0
return ValidationResult(
passes=passes,
message=f"Value {dataset} is {'even' if passes else 'odd'}",
)
def input_value() -> int:
return 10
@check_output_custom(_AsyncPositiveValidator())
async def async_validated(input_value: int) -> int:
return input_value * 2
@check_output_custom(_SyncEvenValidator())
async def sync_validated(input_value: int) -> int:
return input_value + 2
@check_output_custom(_AsyncPositiveValidator(), _SyncEvenValidator())
async def mixed_validated(input_value: int) -> int:
return input_value + 10