# 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,
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"""Class protobuf."""
import dataclasses
from typing import Any
from tensorflow_lite_support.cc.task.processor.proto import class_pb2
from tensorflow_lite_support.python.task.core.optional_dependencies import doc_controls
_ClassProto = class_pb2.Class
@dataclasses.dataclass
class Category:
"""A classification category.
Category is a util class, contains a label, its display name, a float
value as score, and the index of the label in the corresponding label file.
Typically it's used as the result of classification tasks.
Attributes:
index: The index of the label in the corresponding label file.
score: The probability score of this label category.
display_name: The display name of the label, which may be translated for
different locales. For example, a label, "apple", may be translated into
Spanish for display purpose, so that the `display_name` is "manzana".
category_name: The label of this category object.
"""
index: int
score: float
display_name: str
category_name: str
@doc_controls.do_not_generate_docs
def to_pb2(self) -> _ClassProto:
"""Generates a protobuf object to pass to the C++ layer."""
return _ClassProto(
index=self.index,
score=self.score,
display_name=self.display_name,
class_name=self.category_name)
@classmethod
@doc_controls.do_not_generate_docs
def create_from_pb2(cls, pb2_obj: _ClassProto) -> "Category":
"""Creates a `Category` object from the given protobuf object."""
return Category(
index=pb2_obj.index,
score=pb2_obj.score,
display_name=pb2_obj.display_name,
category_name=pb2_obj.class_name)
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, Category):
return False
return self.to_pb2().__eq__(other.to_pb2())