org.nd4j.linalg.api.ops.impl.transforms.custom.StandardizeBp Maven / Gradle / Ivy

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/*
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 *  * This program and the accompanying materials are made available under the
 *  * terms of the Apache License, Version 2.0 which is available at
 *  * https://www.apache.org/licenses/LICENSE-2.0.
 *  *
 *  *  See the NOTICE file distributed with this work for additional
 *  *  information regarding copyright ownership.
 *  * 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.
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package org.nd4j.linalg.api.ops.impl.transforms.custom;

import org.nd4j.autodiff.samediff.SDVariable;
import org.nd4j.autodiff.samediff.SameDiff;
import org.nd4j.common.base.Preconditions;
import org.nd4j.linalg.api.buffer.DataType;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.api.ops.DynamicCustomOp;

import java.util.Arrays;
import java.util.List;

public class StandardizeBp extends DynamicCustomOp {

    public StandardizeBp(SameDiff sameDiff, SDVariable i_v, SDVariable grad, int... dimensions) {
        super(null, sameDiff, new SDVariable[]{i_v, grad}, false);
        setDimensions(dimensions);
    }

    public StandardizeBp(INDArray input, INDArray eps, INDArray result, int... dimensions){
        super("standardize_bp", new INDArray[]{input, eps}, new INDArray[]{result});
        setDimensions(dimensions);
    }

    public StandardizeBp() {
    }

    @Override
    public void setDimensions(int[] dimensions) {
        Preconditions.checkArgument(dimensions != null, "StandardizeBp: You have to provide dimensions");
        Preconditions.checkArgument(dimensions.length > 0, "StandardizeBp: You have to provide dimensions");

        this.dimensions = dimensions;
        addIArgument(dimensions);
    }

    @Override
    public String opName() {
        return "standardize_bp";
    }


    @Override
    public List doDiff(List grad) {
            throw new UnsupportedOperationException();
    }

    @Override
    public List calculateOutputDataTypes(List dataTypes){
        Preconditions.checkState(dataTypes != null && dataTypes.size() == 2, "Expected exactly 2 input datatype for %s, got %s", getClass(), dataTypes);
        Preconditions.checkState(dataTypes.get(0).isFPType(), "Input 0 must be a floating point type, got %s", dataTypes.get(0));
        Preconditions.checkState(dataTypes.get(1).isFPType(), "Input 1 must be a floating point type, got %s", dataTypes.get(1));
        return  Arrays.asList(dataTypes.get(0));
    }
}