# Copyright 2025-present the zvec project # # 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. from __future__ import annotations from typing import Optional, TypeVar, Union import numpy as np # VectorType: DenseVectorType | SparseVectorType DenseVectorType = Union[list[float], list[int], np.ndarray] SparseVectorType = dict[int, float] VectorType = Optional[Union[DenseVectorType, SparseVectorType]] # Embeddable: Text | Image | Audio TEXT = str IMAGE = Union[str, bytes, np.ndarray] # file path, raw bytes, or numpy array AUDIO = Union[str, bytes, np.ndarray] # file path, raw bytes, or numpy array Embeddable = Optional[Union[TEXT, IMAGE, AUDIO]] # Multimodal Embeddable MD = TypeVar("MD", bound=Embeddable, contravariant=True)