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Description: - This PR adds a self query retriever implementation for SAP HANA Cloud Vector Engine. The retriever supports all operators except for contains. - Issue: N/A - Dependencies: no new dependencies added **Add tests and docs:** Added integration tests to: libs/community/tests/unit_tests/query_constructors/test_hanavector.py **Documentation for self query retriever:** /docs/integrations/retrievers/self_query/hanavector_self_query.ipynb --------- Co-authored-by: Bagatur <baskaryan@gmail.com> Co-authored-by: Bagatur <22008038+baskaryan@users.noreply.github.com>
58 lines
1.6 KiB
Python
58 lines
1.6 KiB
Python
# HANA Translator/query constructor
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from typing import Dict, Tuple, Union
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from langchain_core.structured_query import (
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Comparator,
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Comparison,
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Operation,
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Operator,
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StructuredQuery,
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Visitor,
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)
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class HanaTranslator(Visitor):
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"""
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Translate internal query language elements to valid filters params for
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HANA vectorstore.
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"""
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allowed_operators = [Operator.AND, Operator.OR]
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"""Subset of allowed logical operators."""
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allowed_comparators = [
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Comparator.EQ,
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Comparator.NE,
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Comparator.GT,
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Comparator.LT,
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Comparator.GTE,
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Comparator.LTE,
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Comparator.IN,
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Comparator.NIN,
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# Comparator.CONTAIN,
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Comparator.LIKE,
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]
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def _format_func(self, func: Union[Operator, Comparator]) -> str:
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self._validate_func(func)
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return f"${func.value}"
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def visit_operation(self, operation: Operation) -> Dict:
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args = [arg.accept(self) for arg in operation.arguments]
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return {self._format_func(operation.operator): args}
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def visit_comparison(self, comparison: Comparison) -> Dict:
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return {
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comparison.attribute: {
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self._format_func(comparison.comparator): comparison.value
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}
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}
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def visit_structured_query(
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self, structured_query: StructuredQuery
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) -> Tuple[str, dict]:
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if structured_query.filter is None:
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kwargs = {}
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else:
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kwargs = {"filter": structured_query.filter.accept(self)}
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return structured_query.query, kwargs
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