2021-02-01 14:31:20 +09:00
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/*
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* ******************************************************************************
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* *
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* *
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* * This program and the accompanying materials are made available under the
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* * terms of the Apache License, Version 2.0 which is available at
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* * https://www.apache.org/licenses/LICENSE-2.0.
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* *
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2021-02-01 17:47:29 +09:00
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* * See the NOTICE file distributed with this work for additional
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* * information regarding copyright ownership.
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2021-02-01 14:31:20 +09:00
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* * Unless required by applicable law or agreed to in writing, software
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* * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
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* * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
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* * License for the specific language governing permissions and limitations
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* * under the License.
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* *
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* * SPDX-License-Identifier: Apache-2.0
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* *****************************************************************************
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*/
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2019-06-06 15:21:15 +03:00
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package org.nd4j.linalg.util;
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import lombok.val;
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import org.nd4j.linalg.api.ndarray.INDArray;
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import org.nd4j.linalg.api.shape.Shape;
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import org.nd4j.linalg.exception.ND4JIllegalStateException;
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import java.util.Arrays;
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public class LinAlgExceptions {
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/**
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* Asserts both arrays be the same length
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* @param x
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* @param z
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*/
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public static void assertSameLength(INDArray x, INDArray z) {
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val lengthX = x.length();
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val lengthZ = z.length();
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if (lengthX != lengthZ && lengthX != 1 && lengthZ != 1)
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throw new IllegalStateException("Mis matched lengths: [" + x.length() + "] != [" + z.length() + "] - " +
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"Array 1 shape: " + Arrays.toString(x.shape()) + ", array 2 shape: " + Arrays.toString(z.shape()));
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}
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public static void assertSameLength(INDArray x, INDArray y, INDArray z) {
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val lengthX = x.length();
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val lengthY = y.length();
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val lengthZ = z != null ? z.length() : x.length();
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if (lengthX != lengthY && lengthX != lengthZ && lengthX != 1 && lengthY != 1 && lengthZ != 1)
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throw new IllegalStateException("Mis matched lengths: [" + lengthX + "] != [" + lengthY + "] != [" + lengthZ + "] - " +
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"Array 1 shape: " + Arrays.toString(x.shape()) + ", array 2 shape: " + Arrays.toString(y.shape()) + ", array 3 shape: " + Arrays.toString(z.shape()));
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}
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public static void assertSameShape(INDArray x, INDArray y, INDArray z) {
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//if (!Shape.isVector(x.shape()) && ! Shape.isVector(y.shape()) && !Shape.isVector(z.shape())) {
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if (!Shape.shapeEquals(x.shape(), y.shape()))
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throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(x.shape()) + ", " + Arrays.toString(y.shape()));
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if (!Shape.shapeEquals(x.shape(), z.shape()))
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throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(x.shape()) + ", " + Arrays.toString(z.shape()));
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//}
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}
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public static void assertSameShape(INDArray n, INDArray n2) {
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if (!Shape.isVector(n.shape()) && ! Shape.isVector(n2.shape()))
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if (!Shape.shapeEquals(n.shape(), n2.shape()))
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throw new IllegalStateException("Mis matched shapes: " + Arrays.toString(n.shape()) + ", " + Arrays.toString(n2.shape()));
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}
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public static void assertRows(INDArray n, INDArray n2) {
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if (n.rows() != n2.rows())
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throw new IllegalStateException("Mis matched rows: " + n.rows() + " != " + n2.rows());
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}
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public static void assertVector(INDArray... arr) {
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for (INDArray a1 : arr)
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assertVector(a1);
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}
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public static void assertMatrix(INDArray... arr) {
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for (INDArray a1 : arr)
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assertMatrix(a1);
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}
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public static void assertVector(INDArray arr) {
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if (!arr.isVector())
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throw new IllegalArgumentException("Array must be a vector. Array has shape: " + Arrays.toString(arr.shape()));
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}
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public static void assertMatrix(INDArray arr) {
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if (arr.shape().length > 2)
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throw new IllegalArgumentException("Array must be a matrix. Array has shape: " + Arrays.toString(arr.shape()));
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}
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/**
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* Asserts matrix multiply rules (columns of left == rows of right or rows of left == columns of right)
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*
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* @param nd1 the left ndarray
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* @param nd2 the right ndarray
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*/
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public static void assertMultiplies(INDArray nd1, INDArray nd2) {
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if (nd1.rank() == 2 && nd2.rank() == 2 && nd1.columns() == nd2.rows()) {
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return;
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}
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// 1D edge case
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if (nd1.rank() == 2 && nd2.rank() == 1 && nd1.columns() == nd2.length())
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return;
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throw new ND4JIllegalStateException("Cannot execute matrix multiplication: " + Arrays.toString(nd1.shape())
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+ "x" + Arrays.toString(nd2.shape())
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+ (nd1.rank() != 2 || nd2.rank() != 2 ? ": inputs are not matrices"
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: ": Column of left array " + nd1.columns() + " != rows of right "
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+ nd2.rows()));
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}
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public static void assertColumns(INDArray n, INDArray n2) {
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if (n.columns() != n2.columns())
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throw new IllegalStateException("Mis matched columns: " + n.columns() + " != " + n2.columns());
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}
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public static void assertValidNum(INDArray n) {
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INDArray linear = n.reshape(-1);
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for (int i = 0; i < linear.length(); i++) {
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double d = linear.getDouble(i);
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if (Double.isNaN(d) || Double.isInfinite(d))
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throw new IllegalStateException("Found infinite or nan");
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}
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}
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}
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