langchain/libs/community/langchain_community/query_constructors/qdrant.py
Eugene Yurtsev f92006de3c
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 16:46:52 -04:00

99 lines
3.1 KiB
Python

from __future__ import annotations
from typing import TYPE_CHECKING, Tuple
from langchain_core.structured_query import (
Comparator,
Comparison,
Operation,
Operator,
StructuredQuery,
Visitor,
)
if TYPE_CHECKING:
from qdrant_client.http import models as rest
class QdrantTranslator(Visitor):
"""Translate `Qdrant` internal query language elements to valid filters."""
allowed_operators = (
Operator.AND,
Operator.OR,
Operator.NOT,
)
"""Subset of allowed logical operators."""
allowed_comparators = (
Comparator.EQ,
Comparator.LT,
Comparator.LTE,
Comparator.GT,
Comparator.GTE,
Comparator.LIKE,
)
"""Subset of allowed logical comparators."""
def __init__(self, metadata_key: str):
self.metadata_key = metadata_key
def visit_operation(self, operation: Operation) -> rest.Filter:
try:
from qdrant_client.http import models as rest
except ImportError as e:
raise ImportError(
"Cannot import qdrant_client. Please install with `pip install "
"qdrant-client`."
) from e
args = [arg.accept(self) for arg in operation.arguments]
operator = {
Operator.AND: "must",
Operator.OR: "should",
Operator.NOT: "must_not",
}[operation.operator]
return rest.Filter(**{operator: args})
def visit_comparison(self, comparison: Comparison) -> rest.FieldCondition:
try:
from qdrant_client.http import models as rest
except ImportError as e:
raise ImportError(
"Cannot import qdrant_client. Please install with `pip install "
"qdrant-client`."
) from e
self._validate_func(comparison.comparator)
attribute = self.metadata_key + "." + comparison.attribute
if comparison.comparator == Comparator.EQ:
return rest.FieldCondition(
key=attribute, match=rest.MatchValue(value=comparison.value)
)
if comparison.comparator == Comparator.LIKE:
return rest.FieldCondition(
key=attribute, match=rest.MatchText(text=comparison.value)
)
kwargs = {comparison.comparator.value: comparison.value}
return rest.FieldCondition(key=attribute, range=rest.Range(**kwargs))
def visit_structured_query(
self, structured_query: StructuredQuery
) -> Tuple[str, dict]:
try:
from qdrant_client.http import models as rest
except ImportError as e:
raise ImportError(
"Cannot import qdrant_client. Please install with `pip install "
"qdrant-client`."
) from e
if structured_query.filter is None:
kwargs = {}
else:
filter = structured_query.filter.accept(self)
if isinstance(filter, rest.FieldCondition):
filter = rest.Filter(must=[filter])
kwargs = {"filter": filter}
return structured_query.query, kwargs