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feat: add loader
67e2a15
"""
Base utilities for schema definitions.
Provides common functionality for transforming and validating data
across different entity types.
"""
import json
from typing import Any, Dict, Set
from dataclasses import dataclass
@dataclass
class SchemaDefinition:
"""
Base schema definition for an entity type.
Attributes:
table_name: Name of the database table
schema: Dict mapping field names to SQL types
field_order: List of fields in order for INSERT statements
nested_fields: Set of field names that contain nested/complex data
"""
table_name: str
schema: Dict[str, str]
field_order: list[str]
nested_fields: Set[str]
def get_create_table_sql(self) -> str:
"""Generate CREATE TABLE SQL statement."""
columns = [f"{field} {field_type}" for field, field_type in self.schema.items()]
return f"""
CREATE TABLE IF NOT EXISTS {self.table_name} (
{', '.join(columns)}
)
"""
def get_insert_sql(self) -> str:
"""Generate INSERT SQL statement."""
placeholders = ', '.join(['?' for _ in self.field_order])
return f"""
INSERT INTO {self.table_name} ({', '.join(self.field_order)})
VALUES ({placeholders})
ON CONFLICT (id) DO NOTHING
"""
def transform_value(field_name: str, value: Any, nested_fields: Set[str]) -> Any:
"""
Transform a field value for database storage.
Handles nested objects, arrays, and type conversions.
Args:
field_name: Name of the field being transformed
value: The value to transform
nested_fields: Set of field names that should be stored as JSON
Returns:
Transformed value ready for database insertion
"""
if value is None:
return None
# Check if this field should be stored as JSON
if field_name in nested_fields:
if isinstance(value, (dict, list)):
return json.dumps(value)
elif isinstance(value, str):
# Already a string, assume it's valid JSON or plain text
return value
else:
# Convert other types to JSON
return json.dumps(value)
# Handle non-nested complex types that shouldn't be in the data
if isinstance(value, (dict, list)):
# Warn: this field has nested data but isn't marked as nested_fields
# Store as JSON anyway to avoid data loss
return json.dumps(value)
# Return primitive types as-is
return value