org.nd4j.linalg.util.LinAlgExceptions Maven / Gradle / Ivy
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* Copyright (c) 2015-2018 Skymind, Inc.
*
* 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.
*
* 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
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* under the License.
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* SPDX-License-Identifier: Apache-2.0
******************************************************************************/
package org.nd4j.linalg.util;
import lombok.val;
import org.nd4j.linalg.api.ndarray.INDArray;
import org.nd4j.linalg.api.shape.Shape;
import org.nd4j.linalg.exception.ND4JIllegalStateException;
import java.util.Arrays;
/**
* Linear algebra exceptions
*
* @author Adam Gibson
*/
public class LinAlgExceptions {
/**
* Asserts both arrays be the same length
* @param x
* @param z
*/
public static void assertSameLength(INDArray x, INDArray z) {
val lengthX = x.length();
val lengthZ = z.length();
if (lengthX != lengthZ && lengthX != 1 && lengthZ != 1)
throw new IllegalStateException("Mis matched lengths: [" + x.length() + "] != [" + z.length() + "] - " +
"Array 1 shape: " + Arrays.toString(x.shape()) + ", array 2 shape: " + Arrays.toString(z.shape()));
}
public static void assertSameLength(INDArray x, INDArray y, INDArray z) {
val lengthX = x.length();
val lengthY = y.length();
val lengthZ = z != null ? z.length() : x.length();
if (lengthX != lengthY && lengthX != lengthZ && lengthX != 1 && lengthY != 1 && lengthZ != 1)
throw new IllegalStateException("Mis matched lengths: [" + lengthX + "] != [" + lengthY + "] != [" + lengthZ + "] - " +
"Array 1 shape: " + Arrays.toString(x.shape()) + ", array 2 shape: " + Arrays.toString(y.shape()) + ", array 3 shape: " + Arrays.toString(z.shape()));
}
public static void assertSameShape(INDArray x, INDArray y, INDArray z) {
//if (!Shape.isVector(x.shape()) && ! Shape.isVector(y.shape()) && !Shape.isVector(z.shape())) {
if (!Shape.shapeEquals(x.shape(), y.shape()))
throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(x.shape()) + ", " + Arrays.toString(y.shape()));
if (!Shape.shapeEquals(x.shape(), z.shape()))
throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(x.shape()) + ", " + Arrays.toString(z.shape()));
//}
}
public static void assertSameShape(INDArray n, INDArray n2) {
if (!Shape.isVector(n.shape()) && ! Shape.isVector(n2.shape()))
if (!Shape.shapeEquals(n.shape(), n2.shape()))
throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(n.shape()) + ", " + Arrays.toString(n2.shape()));
}
public static void assertRows(INDArray n, INDArray n2) {
if (n.rows() != n2.rows())
throw new IllegalStateException("Mis matched rows: " + n.rows() + " != " + n2.rows());
}
public static void assertVector(INDArray... arr) {
for (INDArray a1 : arr)
assertVector(a1);
}
public static void assertMatrix(INDArray... arr) {
for (INDArray a1 : arr)
assertMatrix(a1);
}
public static void assertVector(INDArray arr) {
if (!arr.isVector())
throw new IllegalArgumentException("Array must be a vector. Array has shape: " + Arrays.toString(arr.shape()));
}
public static void assertMatrix(INDArray arr) {
if (arr.shape().length > 2)
throw new IllegalArgumentException("Array must be a matrix. Array has shape: " + Arrays.toString(arr.shape()));
}
/**
* Asserts matrix multiply rules (columns of left == rows of right or rows of left == columns of right)
*
* @param nd1 the left ndarray
* @param nd2 the right ndarray
*/
public static void assertMultiplies(INDArray nd1, INDArray nd2) {
if (nd1.rank() == 2 && nd2.rank() == 2 && nd1.columns() == nd2.rows()) {
return;
}
// 1D edge case
if (nd1.rank() == 2 && nd2.rank() == 1 && nd1.columns() == nd2.length())
return;
throw new ND4JIllegalStateException("Cannot execute matrix multiplication: " + Arrays.toString(nd1.shape())
+ "x" + Arrays.toString(nd2.shape())
+ (nd1.rank() != 2 || nd2.rank() != 2 ? ": inputs are not matrices"
: ": Column of left array " + nd1.columns() + " != rows of right "
+ nd2.rows()));
}
public static void assertColumns(INDArray n, INDArray n2) {
if (n.columns() != n2.columns())
throw new IllegalStateException("Mis matched columns: " + n.columns() + " != " + n2.columns());
}
public static void assertValidNum(INDArray n) {
INDArray linear = n.reshape(-1);
for (int i = 0; i < linear.length(); i++) {
double d = linear.getDouble(i);
if (Double.isNaN(d) || Double.isInfinite(d))
throw new IllegalStateException("Found infinite or nan");
}
}
}