mirror of
https://github.com/hwchase17/langchain
synced 2024-11-10 01:10:59 +00:00
98 lines
2.9 KiB
Python
98 lines
2.9 KiB
Python
|
from typing import Any, Dict, Tuple
|
||
|
|
||
|
from langchain_core.structured_query import (
|
||
|
Comparator,
|
||
|
Comparison,
|
||
|
Operation,
|
||
|
Operator,
|
||
|
StructuredQuery,
|
||
|
Visitor,
|
||
|
)
|
||
|
|
||
|
|
||
|
class SupabaseVectorTranslator(Visitor):
|
||
|
"""Translate Langchain filters to Supabase PostgREST filters."""
|
||
|
|
||
|
allowed_operators = [Operator.AND, Operator.OR]
|
||
|
"""Subset of allowed logical operators."""
|
||
|
|
||
|
allowed_comparators = [
|
||
|
Comparator.EQ,
|
||
|
Comparator.NE,
|
||
|
Comparator.GT,
|
||
|
Comparator.GTE,
|
||
|
Comparator.LT,
|
||
|
Comparator.LTE,
|
||
|
Comparator.LIKE,
|
||
|
]
|
||
|
"""Subset of allowed logical comparators."""
|
||
|
|
||
|
metadata_column = "metadata"
|
||
|
|
||
|
def _map_comparator(self, comparator: Comparator) -> str:
|
||
|
"""
|
||
|
Maps Langchain comparator to PostgREST comparator:
|
||
|
|
||
|
https://postgrest.org/en/stable/references/api/tables_views.html#operators
|
||
|
"""
|
||
|
postgrest_comparator = {
|
||
|
Comparator.EQ: "eq",
|
||
|
Comparator.NE: "neq",
|
||
|
Comparator.GT: "gt",
|
||
|
Comparator.GTE: "gte",
|
||
|
Comparator.LT: "lt",
|
||
|
Comparator.LTE: "lte",
|
||
|
Comparator.LIKE: "like",
|
||
|
}.get(comparator)
|
||
|
|
||
|
if postgrest_comparator is None:
|
||
|
raise Exception(
|
||
|
f"Comparator '{comparator}' is not currently "
|
||
|
"supported in Supabase Vector"
|
||
|
)
|
||
|
|
||
|
return postgrest_comparator
|
||
|
|
||
|
def _get_json_operator(self, value: Any) -> str:
|
||
|
if isinstance(value, str):
|
||
|
return "->>"
|
||
|
else:
|
||
|
return "->"
|
||
|
|
||
|
def visit_operation(self, operation: Operation) -> str:
|
||
|
args = [arg.accept(self) for arg in operation.arguments]
|
||
|
return f"{operation.operator.value}({','.join(args)})"
|
||
|
|
||
|
def visit_comparison(self, comparison: Comparison) -> str:
|
||
|
if isinstance(comparison.value, list):
|
||
|
return self.visit_operation(
|
||
|
Operation(
|
||
|
operator=Operator.AND,
|
||
|
arguments=[
|
||
|
Comparison(
|
||
|
comparator=comparison.comparator,
|
||
|
attribute=comparison.attribute,
|
||
|
value=value,
|
||
|
)
|
||
|
for value in comparison.value
|
||
|
],
|
||
|
)
|
||
|
)
|
||
|
|
||
|
return ".".join(
|
||
|
[
|
||
|
f"{self.metadata_column}{self._get_json_operator(comparison.value)}{comparison.attribute}",
|
||
|
f"{self._map_comparator(comparison.comparator)}",
|
||
|
f"{comparison.value}",
|
||
|
]
|
||
|
)
|
||
|
|
||
|
def visit_structured_query(
|
||
|
self, structured_query: StructuredQuery
|
||
|
) -> Tuple[str, Dict[str, str]]:
|
||
|
if structured_query.filter is None:
|
||
|
kwargs = {}
|
||
|
else:
|
||
|
kwargs = {"postgrest_filter": structured_query.filter.accept(self)}
|
||
|
return structured_query.query, kwargs
|