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from typing import Dict, Tuple, Union
from langchain.chains.query_constructor.ir import (
Comparator,
Comparison,
Operation,
Operator,
StructuredQuery,
Visitor,
)
class PineconeTranslator(Visitor):
"""Translate `Pinecone` internal query language elements to valid filters."""
allowed_comparators = (
Comparator.EQ,
Comparator.NE,
Comparator.LT,
Comparator.LTE,
Comparator.GT,
Comparator.GTE,
Comparator.IN,
Comparator.NIN,
)
"""Subset of allowed logical comparators."""
allowed_operators = (Operator.AND, Operator.OR)
"""Subset of allowed logical operators."""
def _format_func(self, func: Union[Operator, Comparator]) -> str:
self._validate_func(func)
return f"${func.value}"
def visit_operation(self, operation: Operation) -> Dict:
args = [arg.accept(self) for arg in operation.arguments]
return {self._format_func(operation.operator): args}
def visit_comparison(self, comparison: Comparison) -> Dict:
if comparison.comparator in (Comparator.IN, Comparator.NIN) and not isinstance(
comparison.value, list
):
comparison.value = [comparison.value]
return {
comparison.attribute: {
self._format_func(comparison.comparator): comparison.value
}
}
def visit_structured_query(
self, structured_query: StructuredQuery
) -> Tuple[str, dict]:
if structured_query.filter is None:
kwargs = {}
else:
kwargs = {"filter": structured_query.filter.accept(self)}
return structured_query.query, kwargs
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