langchain/libs/community/langchain_community/query_constructors/supabase.py

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multiple: langchain 0.2 in master (#21191) 0.2rc migrations - [x] Move memory - [x] Move remaining retrievers - [x] graph_qa chains - [x] some dependency from evaluation code potentially on math utils - [x] Move openapi chain from `langchain.chains.api.openapi` to `langchain_community.chains.openapi` - [x] Migrate `langchain.chains.ernie_functions` to `langchain_community.chains.ernie_functions` - [x] migrate `langchain/chains/llm_requests.py` to `langchain_community.chains.llm_requests` - [x] Moving `langchain_community.cross_enoders.base:BaseCrossEncoder` -> `langchain_community.retrievers.document_compressors.cross_encoder:BaseCrossEncoder` (namespace not ideal, but it needs to be moved to `langchain` to avoid circular deps) - [x] unit tests langchain -- add pytest.mark.community to some unit tests that will stay in langchain - [x] unit tests community -- move unit tests that depend on community to community - [x] mv integration tests that depend on community to community - [x] mypy checks Other todo - [x] Make deprecation warnings not noisy (need to use warn deprecated and check that things are implemented properly) - [x] Update deprecation messages with timeline for code removal (likely we actually won't be removing things until 0.4 release) -- will give people more time to transition their code. - [ ] Add information to deprecation warning to show users how to migrate their code base using langchain-cli - [ ] Remove any unnecessary requirements in langchain (e.g., is SQLALchemy required?) --------- Co-authored-by: Erick Friis <erick@langchain.dev>
2024-05-08 20:46:52 +00:00
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