@tensorflow/tfjs-core
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Hardware-accelerated JavaScript library for machine intelligence
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TypeScript
/**
* @license
* Copyright 2018 Google LLC. 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.
* =============================================================================
*/
/// <amd-module name="@tensorflow/tfjs-core/dist/io/local_storage" />
import '../flags';
import { IORouter } from './router_registry';
import { IOHandler, ModelArtifacts, ModelArtifactsInfo, ModelStoreManager, SaveResult } from './types';
/**
* Purge all tensorflow.js-saved model artifacts from local storage.
*
* @returns Paths of the models purged.
*/
export declare function purgeLocalStorageArtifacts(): string[];
type LocalStorageKeys = {
/** Key of the localStorage entry storing `ModelArtifactsInfo`. */
info: string;
/**
* Key of the localStorage entry storing the 'modelTopology' key of
* `model.json`
*/
topology: string;
/**
* Key of the localStorage entry storing the `weightsManifest.weights` entries
* of `model.json`
*/
weightSpecs: string;
/** Key of the localStorage entry storing the weight data in Base64 */
weightData: string;
/**
* Key of the localStorage entry storing the remaining fields of `model.json`
* @see {@link ModelMetadata}
*/
modelMetadata: string;
};
/**
* IOHandler subclass: Browser Local Storage.
*
* See the doc string to `browserLocalStorage` for more details.
*/
export declare class BrowserLocalStorage implements IOHandler {
protected readonly LS: Storage;
protected readonly modelPath: string;
protected readonly keys: LocalStorageKeys;
static readonly URL_SCHEME = "localstorage://";
constructor(modelPath: string);
/**
* Save model artifacts to browser local storage.
*
* See the documentation to `browserLocalStorage` for details on the saved
* artifacts.
*
* @param modelArtifacts The model artifacts to be stored.
* @returns An instance of SaveResult.
*/
save(modelArtifacts: ModelArtifacts): Promise<SaveResult>;
/**
* Load a model from local storage.
*
* See the documentation to `browserLocalStorage` for details on the saved
* artifacts.
*
* @returns The loaded model (if loading succeeds).
*/
load(): Promise<ModelArtifacts>;
}
export declare const localStorageRouter: IORouter;
/**
* Factory function for local storage IOHandler.
*
* This `IOHandler` supports both `save` and `load`.
*
* For each model's saved artifacts, four items are saved to local storage.
* - `${PATH_SEPARATOR}/${modelPath}/info`: Contains meta-info about the
* model, such as date saved, type of the topology, size in bytes, etc.
* - `${PATH_SEPARATOR}/${modelPath}/topology`: Model topology. For Keras-
* style models, this is a stringized JSON.
* - `${PATH_SEPARATOR}/${modelPath}/weight_specs`: Weight specs of the
* model, can be used to decode the saved binary weight values (see
* item below).
* - `${PATH_SEPARATOR}/${modelPath}/weight_data`: Concatenated binary
* weight values, stored as a base64-encoded string.
*
* Saving may throw an `Error` if the total size of the artifacts exceed the
* browser-specific quota.
*
* @param modelPath A unique identifier for the model to be saved. Must be a
* non-empty string.
* @returns An instance of `IOHandler`, which can be used with, e.g.,
* `tf.Model.save`.
*/
export declare function browserLocalStorage(modelPath: string): IOHandler;
export declare class BrowserLocalStorageManager implements ModelStoreManager {
private readonly LS;
constructor();
listModels(): Promise<{
[path: string]: ModelArtifactsInfo;
}>;
removeModel(path: string): Promise<ModelArtifactsInfo>;
}
export {};