from abc import ABC from typing import Union, List, Dict from knext import rest from knext.common.runnable import Input, Output from knext.component.builder.base import SourceReader class CsvSourceReader(SourceReader): """A source component that reading data from CSV file. Args: local_path: The local path of CSV file. columns: The column names that need to be read from the CSV file. start_row: The starting number of rows read from the CSV file. If the CSV file includes a header, it needs to be greater than or equal to 2. Examples: source = SourceCsvComponent( local_path="./builder/job/data/App.csv", columns=["id", 'riskMark', 'useCert'], start_row=2 ) """ """The local path of CSV file.""" local_path: str """The column names that need to be read from the CSV file.""" columns: List[str] """The starting number of rows read from the CSV file. If the CSV file includes a header, it needs to be greater than or equal to 2.""" start_row: int @property def input_types(self) -> Input: return None @property def output_types(self) -> Output: return Dict[str, str] @property def input_keys(self): return None @property def output_keys(self): return self.columns def invoke(self, input: Input): pass def submit(self): pass def to_rest(self): """Transforms `SourceCsvComponent` to REST model `CsvSourceNodeConfig`.""" config = rest.CsvSourceNodeConfig( start_row=self.start_row, url=self.local_path, columns=self.columns ) return rest.Node(**super().to_dict(), node_config=config) @classmethod def from_rest(cls, node: rest.Node): return cls()