mirror of
https://gitee.com/openharmony/interface_sdk-js
synced 2024-11-23 15:20:17 +00:00
07f898af1e
Signed-off-by: qian-dan <756328797@qq.com>
996 lines
26 KiB
TypeScript
996 lines
26 KiB
TypeScript
/*
|
|
* Copyright (c) 2023 Huawei Device Co., Ltd.
|
|
* 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.
|
|
*/
|
|
|
|
/**
|
|
* @file
|
|
* @kit MindSporeLiteKit
|
|
*/
|
|
|
|
import { Callback } from './@ohos.base';
|
|
|
|
/**
|
|
* @namespace mindSporeLite
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
declare namespace mindSporeLite {
|
|
/**
|
|
* Create a Model instance from file path
|
|
* @param { string } model - model indicates model path to be loaded
|
|
* @param { Context } context - context indicates model context information
|
|
* @returns { Promise<Model> } the promise returned by the function.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFile(
|
|
model: string,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Create a Model instance from file path.
|
|
* @param { string } model - model indicates model path to be loaded
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFile(
|
|
model: string, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Create a Model instance from file path.
|
|
* @param { string } model - model indicates model path to be loaded
|
|
* @param { Context } context - context indicates model context information
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFile(
|
|
model: string,
|
|
context: Context, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Create a Model instance from buffer
|
|
* @param { ArrayBuffer } model - model indicates model buffer to be loaded
|
|
* @param { Context } [context] - context indicates model context information
|
|
* @returns { Promise<Model> } the promise returned by the function.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromBuffer(
|
|
model: ArrayBuffer,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Create a Model instance from buffer
|
|
* @param { ArrayBuffer } model - model indicates model buffer to be loaded
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromBuffer(
|
|
model: ArrayBuffer, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Create a Model instance from buffer
|
|
* @param { ArrayBuffer } model - model indicates model buffer to be loaded
|
|
* @param { Context } context - context indicates model context information
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromBuffer(
|
|
model: ArrayBuffer,
|
|
context: Context, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Creates a Model instance file description
|
|
* @param { number } model - model indicates model file description to be loaded
|
|
* @param { Context } [context] - context indicates model context information
|
|
* @returns { Promise<Model> } the promise returned by the function.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFd(
|
|
model: number,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Create a Model instance from file description
|
|
* @param { number } model - model indicates model file description to be loaded
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFd(
|
|
model: number, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Create a Model instance from file description
|
|
* @param { number } model - model indicates model file description to be loaded
|
|
* @param { Context } context - context indicates model context information
|
|
* @param { Callback<Model> } callback - the callback of model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
function loadModelFromFd(
|
|
model: number,
|
|
context: Context, callback: Callback<Model>): void;
|
|
|
|
/**
|
|
* Load train model from file
|
|
* @param { string } model - model file path
|
|
* @param { TrainCfg } [trainCfg] - model train configuration
|
|
* @param { Context } [context] - model build context
|
|
* @returns { Promise<Model> } the promise of the built model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
function loadTrainModelFromFile(
|
|
model: string,
|
|
trainCfg?: TrainCfg,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Load train model from buffer
|
|
* @param { ArrayBuffer } model - model buffer
|
|
* @param { TrainCfg } [trainCfg] - model train configuration
|
|
* @param { Context } [context] - model build context
|
|
* @returns { Promise<Model> } the promise of the built model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
function loadTrainModelFromBuffer(
|
|
model: ArrayBuffer,
|
|
trainCfg?: TrainCfg,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Load train model from file description
|
|
* @param { number } model - model file description
|
|
* @param { TrainCfg } [trainCfg] - model train configuration
|
|
* @param { Context } [context] - model build context
|
|
* @returns { Promise<Model> } the promise of the built model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
function loadTrainModelFromFd(
|
|
model: number,
|
|
trainCfg?: TrainCfg,
|
|
context?: Context): Promise<Model>;
|
|
|
|
/**
|
|
* Provides manages model function. Including get inputs, predict ,resize.
|
|
* @typedef Model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
interface Model {
|
|
/**
|
|
* The learning rate of the training model
|
|
* @type {?number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
learningRate?: number;
|
|
|
|
/**
|
|
* The running mode of the model
|
|
* @type {?boolean}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
trainMode?: boolean;
|
|
|
|
/**
|
|
* Get model input tensors.
|
|
* @returns { MSTensor[] } the MSTensor array of the inputs.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
getInputs(): MSTensor[];
|
|
|
|
/**
|
|
* Infer model
|
|
* @param { MSTensor[] } inputs - indicates the MSTensor array of the inputs.
|
|
* @param { Callback<MSTensor[]> } callback - the callback of MSTensor array.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
predict(inputs: MSTensor[], callback: Callback<MSTensor[]>): void;
|
|
|
|
/**
|
|
* Infer model
|
|
* @param { MSTensor[] } inputs - indicates the MSTensor array of the inputs.
|
|
* @returns { Promise<MSTensor[]> } the promise returned by the function.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
predict(inputs: MSTensor[]): Promise<MSTensor[]>;
|
|
|
|
/**
|
|
* resize model input
|
|
* @param { MSTensor[] } inputs - indicates the MSTensor array of the inputs.
|
|
* @param { Array<Array<number>> } dims - indicates the target new shape array
|
|
* @returns { boolean } the boolean result if the resize operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
resize(inputs: MSTensor[], dims: Array<Array<number>>): boolean;
|
|
|
|
/**
|
|
* Train model by step
|
|
* @param { MSTensor[] } inputs - indicates the MSTensor array of the inputs.
|
|
* @returns { boolean } the boolean result if the runStep operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
runStep(inputs: MSTensor[]): boolean;
|
|
|
|
/**
|
|
* Obtain all weights of the model
|
|
* @returns { MSTensor[] } the weight tensors of the model
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
getWeights(): MSTensor[];
|
|
|
|
/**
|
|
* Update weights of the model
|
|
* @param { MSTensor[] } weights - indicates the MSTensor array of the inputs
|
|
* @returns { boolean } the boolean result if updating weights operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
updateWeights(weights: MSTensor[]): boolean;
|
|
|
|
/**
|
|
* Setup training with virtual batches
|
|
* @param { number } virtualBatchMultiplier - virtual batch multiplier, use any number < 1 to disable
|
|
* @param { number } lr - learning rate to use for virtual batch, -1 for internal configuration
|
|
* @param { number } momentum - batch norm momentum to use for virtual batch, -1 for internal configuration
|
|
* @returns { boolean } the boolean result if the operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
setupVirtualBatch(virtualBatchMultiplier: number, lr: number, momentum: number): boolean;
|
|
|
|
/**
|
|
* Export train model to file
|
|
* @param { string } modelFile - model file path.
|
|
* @param { QuantizationType } [quantizationType] - the quantization type, default NO_QUANT.
|
|
* @param { boolean } [exportInferenceOnly] - whether to export a inference only model, default true.
|
|
* @param { string[] } [outputTensorName] - the set of name of output tensor the exported inference model,
|
|
* @returns { boolean } - the boolean result if the operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
exportModel(
|
|
modelFile: string,
|
|
quantizationType?: QuantizationType,
|
|
exportInferenceOnly?: boolean,
|
|
outputTensorName?: string[]): boolean;
|
|
|
|
/**
|
|
* Export model's weights, which can be used in micro only. Only valid for Lite Train
|
|
* @param { string } weightFile - weight file path
|
|
* @param { boolean } [isInference] - whether to export weights from inference model, only support this is `true` for now, default true
|
|
* @param { boolean } [enableFp16] - float-weight is whether to be saved in float16 format, default false
|
|
* @param { string[] } [changeableWeightsName] - changeable weights name
|
|
* @returns { boolean } the boolean result if the operation is successful
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
exportWeightsCollaborateWithMicro(
|
|
weightFile: string,
|
|
isInference?: boolean,
|
|
enableFp16?: boolean,
|
|
changeableWeightsName?: string[]): boolean;
|
|
}
|
|
|
|
/**
|
|
* Enum for quantization type
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
export enum QuantizationType {
|
|
/**
|
|
* No quantization.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
NO_QUANT = 0,
|
|
/**
|
|
* Weight quantization.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
WEIGHT_QUANT = 1,
|
|
/**
|
|
* Full quantization.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
FULL_QUANT = 2,
|
|
}
|
|
/**
|
|
* Enum for optimization level
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
export enum OptimizationLevel {
|
|
/**
|
|
* Do not change
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
O0 = 0,
|
|
/**
|
|
* Cast network to float16, keep batch norm and loss in float32
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
O2 = 2,
|
|
/**
|
|
* Cast network to float16, including batch norm
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
O3 = 3,
|
|
/**
|
|
* Choose optimization based on device
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
AUTO = 4,
|
|
}
|
|
|
|
/**
|
|
* Provides the train configuration
|
|
* @typedef TrainCfg
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
interface TrainCfg {
|
|
/**
|
|
* Array of loss name
|
|
* @type {?string[]}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
lossName?: string[],
|
|
/**
|
|
* Train optimization level
|
|
* @type {?OptimizationLevel}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
optimizationLevel?: OptimizationLevel,
|
|
}
|
|
|
|
/**
|
|
* Provides the device configurations
|
|
* @typedef Context
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
interface Context {
|
|
/**
|
|
* The target device
|
|
* @type {?string[]}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
target?: string[];
|
|
/**
|
|
* The cpu device information
|
|
* @type {?CpuDevice}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
cpu?: CpuDevice;
|
|
/**
|
|
* The NNRT device information
|
|
* @type {?NNRTDevice}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
nnrt?: NNRTDevice;
|
|
}
|
|
|
|
/**
|
|
* Provides the CPU device info
|
|
* @typedef CpuDevice
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
interface CpuDevice {
|
|
/**
|
|
* The thread num
|
|
* @type {?number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
threadNum?: number;
|
|
/**
|
|
* The thread affinity mode
|
|
* @type {?ThreadAffinityMode}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
threadAffinityMode?: ThreadAffinityMode;
|
|
/**
|
|
* The thread affinity core list
|
|
* @type {?number[]}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
threadAffinityCoreList?: number[];
|
|
/**
|
|
* The precision mode
|
|
* @type {?string}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
precisionMode?: string;
|
|
}
|
|
|
|
/**
|
|
* Enum for performance mode
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
export enum PerformanceMode {
|
|
/**
|
|
* No performance mode preference
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PERFORMANCE_NONE = 0,
|
|
/**
|
|
* Low power consumption mode
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PERFORMANCE_LOW = 1,
|
|
/**
|
|
* Medium performance mode
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PERFORMANCE_MEDIUM = 2,
|
|
/**
|
|
* High performance mode
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PERFORMANCE_HIGH = 3,
|
|
/**
|
|
* Ultimate performance mode
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PERFORMANCE_EXTREME = 4,
|
|
}
|
|
|
|
/**
|
|
* Enum for scheduling priority
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
export enum Priority {
|
|
/**
|
|
* No priority preference
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PRIORITY_NONE = 0,
|
|
/**
|
|
* Low priority
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PRIORITY_LOW = 1,
|
|
/**
|
|
* Medium priority
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PRIORITY_MEDIUM = 2,
|
|
/**
|
|
* High priority
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
PRIORITY_HIGH = 3,
|
|
}
|
|
|
|
/**
|
|
* Provides the extension information of nnrt device
|
|
* @typedef Extension
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
interface Extension {
|
|
/**
|
|
* Extension name
|
|
* @type {string}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
name: string,
|
|
/**
|
|
* Extension array buffer
|
|
* @type {ArrayBuffer}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
value: ArrayBuffer
|
|
}
|
|
|
|
/**
|
|
* Enum for nnrt device type
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
export enum NNRTDeviceType {
|
|
/**
|
|
* Devices that are not CPU, GPU, or dedicated accelerator
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
NNRTDEVICE_OTHERS = 0,
|
|
|
|
/**
|
|
* CPU device
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
NNRTDEVICE_CPU = 1,
|
|
|
|
/**
|
|
* GPU device
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
NNRTDEVICE_GPU = 2,
|
|
|
|
/**
|
|
* Dedicated hardware accelerator
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
NNRTDEVICE_ACCELERATOR = 3,
|
|
}
|
|
|
|
/**
|
|
* Provides the nnrt device description
|
|
* @typedef NNRTDeviceDescription
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
interface NNRTDeviceDescription {
|
|
/**
|
|
* Get device id
|
|
* @returns { bigint } the number of device id
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
deviceID() : bigint;
|
|
/**
|
|
* Get device type.
|
|
* @returns { NNRTDeviceType } the device type
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
deviceType() : NNRTDeviceType;
|
|
/**
|
|
* Get device name.
|
|
* @returns { string } device name
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
deviceName() : string;
|
|
}
|
|
|
|
/**
|
|
* Obtain the all device descriptions in NNRT.
|
|
* @returns { NNRTDeviceDescription[] } the array of NNRTDeviceDescription
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
function getAllNNRTDeviceDescriptions() : NNRTDeviceDescription[];
|
|
|
|
/**
|
|
* Provides the NNRT device info
|
|
* @typedef NNRTDevice
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
interface NNRTDevice {
|
|
/**
|
|
* NNRT device id.
|
|
* @type {?bigint}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
deviceID?: bigint,
|
|
/**
|
|
* NNRT device performance mode.
|
|
* @type {?PerformanceMode}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
performanceMode?: PerformanceMode,
|
|
/**
|
|
* NNRT device priority.
|
|
* @type {?Priority}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
priority?: Priority,
|
|
/**
|
|
* NNRT device extension array.
|
|
* @type {?Extension[]}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 12
|
|
*/
|
|
extensions?: Extension[],
|
|
}
|
|
|
|
/**
|
|
* Enum for provides CPU thread affinity mode
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
export enum ThreadAffinityMode {
|
|
/**
|
|
* Thread affinity mode is no bind.
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NO_AFFINITIES = 0,
|
|
|
|
/**
|
|
* Thread affinity mode is big cores first
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
BIG_CORES_FIRST = 1,
|
|
|
|
/**
|
|
* Thread affinity mode is little cores first
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
LITTLE_CORES_FIRST = 2,
|
|
}
|
|
|
|
/**
|
|
* Provides MSTensor definition
|
|
* @typedef MSTensor
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
interface MSTensor {
|
|
/**
|
|
* The name of the tensor.
|
|
* @type {string}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
name: string;
|
|
/**
|
|
* The shape of the tensor.
|
|
* @type {number[]}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
shape: number[];
|
|
/**
|
|
* The number of elements in the tensor.
|
|
* @type {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
elementNum: number;
|
|
/**
|
|
* The data size of the tensor.
|
|
* @type {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
dataSize: number;
|
|
/**
|
|
* The data type of the tensor.
|
|
* @type {DataType}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
dtype: DataType;
|
|
/**
|
|
* The format of the tensor.
|
|
* @type {Format}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
format: Format;
|
|
|
|
/**
|
|
* Get MSTensor data
|
|
* @returns { ArrayBuffer } the data of tensor
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
getData(): ArrayBuffer;
|
|
|
|
/**
|
|
* Set MSTensor data
|
|
* @param { ArrayBuffer } inputArray - indicates the buffer of tensor
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
setData(inputArray: ArrayBuffer): void;
|
|
}
|
|
|
|
/**
|
|
* Enum for provides MSTensor data type
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
export enum DataType {
|
|
/**
|
|
* data type is unknown
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
TYPE_UNKNOWN = 0,
|
|
/**
|
|
* data type is int8
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_INT8 = 32,
|
|
/**
|
|
* data type is int16
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_INT16 = 33,
|
|
/**
|
|
* data type is int32
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_INT32 = 34,
|
|
/**
|
|
* data type is int64
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_INT64 = 35,
|
|
/**
|
|
* data type is uint8
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_UINT8 = 37,
|
|
/**
|
|
* data type is uint16
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_UINT16 = 38,
|
|
/**
|
|
* data type is uint32
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_UINT32 = 39,
|
|
/**
|
|
* data type is uint64
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_UINT64 = 40,
|
|
/**
|
|
* data type is float16
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_FLOAT16 = 42,
|
|
/**
|
|
* data type is float32
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_FLOAT32 = 43,
|
|
/**
|
|
* data type is float64
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NUMBER_TYPE_FLOAT64 = 44,
|
|
}
|
|
|
|
/**
|
|
* Enum for provides MSTensor format
|
|
* @enum {number}
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
export enum Format {
|
|
/**
|
|
* data format is default
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
DEFAULT_FORMAT = -1,
|
|
/**
|
|
* data format is NCHW
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NCHW = 0,
|
|
/**
|
|
* data format is NHWC
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NHWC = 1,
|
|
/**
|
|
* data format is NHWC4
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
NHWC4 = 2,
|
|
/**
|
|
* data format is HWKC
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
HWKC = 3,
|
|
/**
|
|
* data format is HWCK
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
HWCK = 4,
|
|
/**
|
|
* data format is KCHW
|
|
* @syscap SystemCapability.AI.MindSporeLite
|
|
* @stagemodelonly
|
|
* @since 10
|
|
*/
|
|
KCHW = 5,
|
|
}
|
|
}
|
|
export default mindSporeLite;
|