summaryrefslogtreecommitdiff
path: root/src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java
diff options
context:
space:
mode:
Diffstat (limited to 'src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java')
-rw-r--r--src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java103
1 files changed, 103 insertions, 0 deletions
diff --git a/src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java b/src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java
new file mode 100644
index 0000000..0a86568
--- /dev/null
+++ b/src/main/java/org/apache/commons/math3/linear/RealLinearOperator.java
@@ -0,0 +1,103 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://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 License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.commons.math3.linear;
+
+import org.apache.commons.math3.exception.DimensionMismatchException;
+
+/**
+ * This class defines a linear operator operating on real ({@code double}) vector spaces. No direct
+ * access to the coefficients of the underlying matrix is provided.
+ *
+ * <p>The motivation for such an interface is well stated by <a href="#BARR1994">Barrett et al.
+ * (1994)</a>:
+ *
+ * <blockquote>
+ *
+ * We restrict ourselves to iterative methods, which work by repeatedly improving an approximate
+ * solution until it is accurate enough. These methods access the coefficient matrix A of the linear
+ * system only via the matrix-vector product y = A &middot; x (and perhaps z = A<sup>T</sup>
+ * &middot; x). Thus the user need only supply a subroutine for computing y (and perhaps z) given x,
+ * which permits full exploitation of the sparsity or other special structure of A.
+ *
+ * </blockquote>
+ *
+ * <br>
+ *
+ * <dl>
+ * <dt><a name="BARR1994">Barret et al. (1994)</a>
+ * <dd>R. Barrett, M. Berry, T. F. Chan, J. Demmel, J. M. Donato, J. Dongarra, V. Eijkhout, R.
+ * Pozo, C. Romine and H. Van der Vorst, <em>Templates for the Solution of Linear Systems:
+ * Building Blocks for Iterative Methods</em>, SIAM
+ * </dl>
+ *
+ * @since 3.0
+ */
+public abstract class RealLinearOperator {
+ /**
+ * Returns the dimension of the codomain of this operator.
+ *
+ * @return the number of rows of the underlying matrix
+ */
+ public abstract int getRowDimension();
+
+ /**
+ * Returns the dimension of the domain of this operator.
+ *
+ * @return the number of columns of the underlying matrix
+ */
+ public abstract int getColumnDimension();
+
+ /**
+ * Returns the result of multiplying {@code this} by the vector {@code x}.
+ *
+ * @param x the vector to operate on
+ * @return the product of {@code this} instance with {@code x}
+ * @throws DimensionMismatchException if the column dimension does not match the size of {@code
+ * x}
+ */
+ public abstract RealVector operate(final RealVector x) throws DimensionMismatchException;
+
+ /**
+ * Returns the result of multiplying the transpose of {@code this} operator by the vector {@code
+ * x} (optional operation). The default implementation throws an {@link
+ * UnsupportedOperationException}. Users overriding this method must also override {@link
+ * #isTransposable()}.
+ *
+ * @param x the vector to operate on
+ * @return the product of the transpose of {@code this} instance with {@code x}
+ * @throws org.apache.commons.math3.exception.DimensionMismatchException if the row dimension
+ * does not match the size of {@code x}
+ * @throws UnsupportedOperationException if this operation is not supported by {@code this}
+ * operator
+ */
+ public RealVector operateTranspose(final RealVector x)
+ throws DimensionMismatchException, UnsupportedOperationException {
+ throw new UnsupportedOperationException();
+ }
+
+ /**
+ * Returns {@code true} if this operator supports {@link #operateTranspose(RealVector)}. If
+ * {@code true} is returned, {@link #operateTranspose(RealVector)} should not throw {@code
+ * UnsupportedOperationException}. The default implementation returns {@code false}.
+ *
+ * @return {@code false}
+ */
+ public boolean isTransposable() {
+ return false;
+ }
+}