// Copyright (c) Microsoft Corporation. All rights reserved. // Licensed under the MIT License. import {Tensor as impl} from './tensor-impl'; import {TypedTensorUtils} from './tensor-utils'; /** * represent a basic tensor with specified dimensions and data type. */ interface TypedTensorBase { /** * Get the dimensions of the tensor. */ readonly dims: readonly number[]; /** * Get the data type of the tensor. */ readonly type: T; /** * Get the buffer data of the tensor. */ readonly data: Tensor.DataTypeMap[T]; } export declare namespace Tensor { interface DataTypeMap { float32: Float32Array; uint8: Uint8Array; int8: Int8Array; uint16: Uint16Array; int16: Int16Array; int32: Int32Array; int64: BigInt64Array; string: string[]; bool: Uint8Array; float16: never; // hold on using Uint16Array before we have a concrete solution for float 16 float64: Float64Array; uint32: Uint32Array; uint64: BigUint64Array; // complex64: never; // complex128: never; // bfloat16: never; } interface ElementTypeMap { float32: number; uint8: number; int8: number; uint16: number; int16: number; int32: number; int64: number; // may lose precision string: string; bool: boolean; float16: never; // hold on before we have a concret solution for float 16 float64: number; uint32: number; uint64: number; // may lose precision // complex64: never; // complex128: never; // bfloat16: never; } type DataType = DataTypeMap[Type]; type ElementType = ElementTypeMap[Type]; /** * represent the data type of a tensor */ export type Type = keyof DataTypeMap; } export interface TypedTensor extends TypedTensorBase, TypedTensorUtils {} export type Tensor = TypedTensor; export interface TensorConstructor { //#region specify element type /** * Construct a new string tensor object from the given type, data and dims. * * @type Specify the element type. * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(type: 'string', data: Tensor.DataTypeMap['string']|readonly string[], dims?: readonly number[]): TypedTensor<'string'>; /** * Construct a new bool tensor object from the given type, data and dims. * * @type Specify the element type. * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(type: 'bool', data: Tensor.DataTypeMap['bool']|readonly boolean[], dims?: readonly number[]): TypedTensor<'bool'>; /** * Construct a new numeric tensor object from the given type, data and dims. * * @type Specify the element type. * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new>( type: T, data: Tensor.DataTypeMap[T]|readonly number[], dims?: readonly number[]): TypedTensor; //#endregion //#region infer element types /** * Construct a new float32 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Float32Array, dims?: readonly number[]): TypedTensor<'float32'>; /** * Construct a new int8 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Int8Array, dims?: readonly number[]): TypedTensor<'int8'>; /** * Construct a new uint8 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Uint8Array, dims?: readonly number[]): TypedTensor<'uint8'>; /** * Construct a new uint16 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Uint16Array, dims?: readonly number[]): TypedTensor<'uint16'>; /** * Construct a new int16 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Int16Array, dims?: readonly number[]): TypedTensor<'int16'>; /** * Construct a new int32 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Int32Array, dims?: readonly number[]): TypedTensor<'int32'>; /** * Construct a new int64 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: BigInt64Array, dims?: readonly number[]): TypedTensor<'int64'>; /** * Construct a new string tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: readonly string[], dims?: readonly number[]): TypedTensor<'string'>; /** * Construct a new bool tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: readonly boolean[], dims?: readonly number[]): TypedTensor<'bool'>; /** * Construct a new float64 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Float64Array, dims?: readonly number[]): TypedTensor<'float64'>; /** * Construct a new uint32 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Uint32Array, dims?: readonly number[]): TypedTensor<'uint32'>; /** * Construct a new uint64 tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: BigUint64Array, dims?: readonly number[]): TypedTensor<'uint64'>; //#endregion //#region fall back to non-generic tensor type declaration /** * Construct a new tensor object from the given type, data and dims. * * @type Specify the element type. * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(type: Tensor.Type, data: Tensor.DataType|readonly number[]|readonly boolean[], dims?: readonly number[]): Tensor; /** * Construct a new tensor object from the given data and dims. * * @data Specify the tensor data * @dims Specify the dimension of the tensor. If omitted, a 1-D tensor is assumed. */ new(data: Tensor.DataType, dims?: readonly number[]): Tensor; //#endregion } // eslint-disable-next-line no-redeclare export const Tensor = impl as TensorConstructor;