ai.djl.modality.cv.translator.StyleTransferTranslator Maven / Gradle / Ivy
/*
* Copyright 2021 Amazon.com, Inc. or its affiliates. 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. A copy of the License is located at
*
* http://aws.amazon.com/apache2.0/
*
* or in the "license" file accompanying this file. This file 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.
*/
package ai.djl.modality.cv.translator;
import ai.djl.modality.cv.Image;
import ai.djl.modality.cv.ImageFactory;
import ai.djl.ndarray.NDArray;
import ai.djl.ndarray.NDArrays;
import ai.djl.ndarray.NDList;
import ai.djl.ndarray.types.DataType;
import ai.djl.translate.NoBatchifyTranslator;
import ai.djl.translate.TranslatorContext;
/** Built-in {@code Translator} that provides preprocessing and postprocessing for StyleTransfer. */
public class StyleTransferTranslator implements NoBatchifyTranslator {
/** {@inheritDoc} */
@Override
public NDList processInput(TranslatorContext ctx, Image input) {
NDArray image = switchFormat(input.toNDArray(ctx.getNDManager())).expandDims(0);
return new NDList(image.toType(DataType.FLOAT32, false));
}
/** {@inheritDoc} */
@Override
public Image processOutput(TranslatorContext ctx, NDList list) {
NDArray output = list.get(0).duplicate().addi(1).muli(128);
return ImageFactory.getInstance().fromNDArray(output.squeeze());
}
private NDArray switchFormat(NDArray array) {
return NDArrays.stack(array.split(3, 2)).squeeze();
}
}