How to use check_schema_type method in pandera

Best Python code snippet using pandera_python

superai_helper.py

Source:superai_helper.py Github

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...3"""4import logging5import re6logger = logging.getLogger(__name__)7def check_schema_type(task_inputs):8 if "schema_instance" in task_inputs["parameters"]["output_schema"]:9 return True10 else:11 logger.fatal(12 "Can't find neither old nor new schema paradigm, can't return a result"13 )14 raise ValueError(15 "Can't find neither old nor new schema paradigm, can't return a result"16 )17def get_image_url(task_inputs):18 check_schema_type(task_inputs)19 image_url = task_inputs["parameters"]["output_schema"]["schema_instance"][20 "imageUrl"21 ]22 task_inputs["parameters"]["output_schema"]["schema_instance"][23 "imageUrl"24 ] = convert_to_dataurl(image_url)25 return image_url, task_inputs26def obtain_schema_bound_results(instances, task_inputs):27 empty_prediction = False28 if not instances:29 empty_prediction = True30 instances = [{"prediction": {}}]31 task_inputs["parameters"]["output_schema"]["schema_instance"]["annotations"] = {32 "instances": [instance["prediction"] for instance in instances]...

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pandas_accessor.py

Source:pandas_accessor.py Github

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...9 """Initialize the pandera accessor."""10 self._pandas_obj = pandas_obj11 self._schema: Optional[Schemas] = None12 @staticmethod13 def check_schema_type(schema: Schemas):14 """Abstract method for checking the schema type."""15 raise NotImplementedError16 def add_schema(self, schema):17 """Add a schema to the pandas object."""18 self.check_schema_type(schema)19 self._schema = schema20 return self._pandas_obj21 @property22 def schema(self) -> Optional[Schemas]:23 """Access schema metadata."""24 return self._schema25@pd.api.extensions.register_dataframe_accessor("pandera")26class PanderaDataFrameAccessor(PanderaAccessor):27 """Pandera accessor for pandas DataFrame."""28 @staticmethod29 def check_schema_type(schema):30 if not isinstance(schema, schemas.DataFrameSchema):31 raise TypeError(32 f"schema arg must be a DataFrameSchema, found {type(schema)}"33 )34@pd.api.extensions.register_series_accessor("pandera")35class PanderaSeriesAccessor(PanderaAccessor):36 """Pandera accessor for pandas Series."""37 @staticmethod38 def check_schema_type(schema):39 if not isinstance(schema, schemas.SeriesSchema):40 raise TypeError(41 f"schema arg must be a SeriesSchema, found {type(schema)}"...

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