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| from pydantic import BaseModel, Field | |
| class TableMappingEntry(BaseModel): | |
| """A single row in a table mapping. Describes how a single column in a source table maps to a single column in a target table, including any necessary transformations, and their explanations.""" | |
| source_column_name: str = Field( | |
| ..., description="Name of the column in the source table." | |
| ) | |
| target_column_name: str = Field( | |
| ..., | |
| description="Name of the column in the target table, to which the source column maps. If there is no target_column, write 'DROP_COLUMN'.", | |
| ) | |
| value_transformations: str = Field( | |
| ..., | |
| description="Transformations needed make the source values match the target values. If unncecessary, write 'NO_TRANSFORM'.", | |
| ) | |
| explanation: str = Field( | |
| ..., | |
| description="One-sentence explanation of this row (source-target mapping/transformation). Include any information that might be relevant to a software engineer building an ETL pipeline with this document.", | |
| ) | |
| class TableMapping(BaseModel): | |
| """A list of table mappings collectively describe how a source table should be transformed to match the schema of a target table.""" | |
| table_mappings: list[TableMappingEntry] = Field( | |
| ..., description="A list of table mappings." | |
| ) | |