import * as tf from '@tensorflow/tfjs';
export declare class GPUTensorTiler {
    private model;
    private tileSize;
    private overlap;
    private batchSize;
    constructor(model: tf.LayersModel, tileSize: number, overlap?: number, batchSize?: number);
    private getTileDims;
    processLargeTensor(input: tf.Tensor4D): Promise<tf.Tensor4D>;
    private createBlendingMask;
    private reassembleTilesWithBlending;
    dispose(): void;
}
export declare function testTiling(): Promise<void>;