# Copyright 2022 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Search result protobuf."""
import dataclasses
from typing import Any, List
from tensorflow_lite_support.cc.task.processor.proto import search_result_pb2
from tensorflow_lite_support.python.task.core.optional_dependencies import doc_controls
_NearestNeighborProto = search_result_pb2.NearestNeighbor
_SearchResultProto = search_result_pb2.SearchResult
@dataclasses.dataclass
class NearestNeighbor:
"""A single nearest neighbor.
Attributes:
metadata: User-defined metadata about the result. This could be a label, a
unique ID, a serialized proto of some sort, etc.
distance: The distance score indicating how confident the result is. Lower
is better.
"""
metadata: bytearray
distance: float
@doc_controls.do_not_generate_docs
def to_pb2(self) -> _NearestNeighborProto:
"""Generates a protobuf object to pass to the C++ layer."""
return _NearestNeighborProto(
metadata=bytes(self.metadata), distance=self.distance)
@classmethod
@doc_controls.do_not_generate_docs
def create_from_pb2(cls, pb2_obj: _NearestNeighborProto) -> "NearestNeighbor":
"""Creates a `NearestNeighbor` object from the given protobuf object."""
return NearestNeighbor(
metadata=bytearray(pb2_obj.metadata), distance=pb2_obj.distance)
def __eq__(self, other: Any) -> bool:
"""Checks if this object is equal to the given object.
Args:
other: The object to be compared with.
Returns:
True if the objects are equal.
"""
if not isinstance(other, NearestNeighbor):
return False
return self.to_pb2().__eq__(other.to_pb2())
@dataclasses.dataclass
class SearchResult:
"""Results from a search as a list of nearest neigbors.
Attributes:
nearest_neighbors: The nearest neighbors, sorted by increasing distance
order.
"""
nearest_neighbors: List[NearestNeighbor]
@doc_controls.do_not_generate_docs
def to_pb2(self) -> _SearchResultProto:
"""Generates a protobuf object to pass to the C++ layer."""
return _SearchResultProto(nearest_neighbors=[
nearest_neighbor.to_pb2() for nearest_neighbor in self.nearest_neighbors
])
@classmethod
@doc_controls.do_not_generate_docs
def create_from_pb2(cls, pb2_obj: _SearchResultProto) -> "SearchResult":
"""Creates a `SearchResult` object from the given protobuf object."""
return SearchResult(nearest_neighbors=[
NearestNeighbor.create_from_pb2(nearest_neighbor)
for nearest_neighbor in pb2_obj.nearest_neighbors
])
def __eq__(self, other: Any) -> bool:
"""Checks if this object is equal to the given object.
Args:
other: The object to be compared with.
Returns:
True if the objects are equal.
"""
if not isinstance(other, SearchResult):
return False
return self.to_pb2().__eq__(other.to_pb2())