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Statistical sampling library for use in virtdata libraries, based on apache commons math 4

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/*
 * 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.math4.linear;

import org.apache.commons.math4.Field;
import org.apache.commons.math4.FieldElement;
import org.apache.commons.math4.exception.DimensionMismatchException;
import org.apache.commons.math4.exception.MathArithmeticException;
import org.apache.commons.math4.exception.NotPositiveException;
import org.apache.commons.math4.exception.NullArgumentException;
import org.apache.commons.math4.exception.OutOfRangeException;

/**
 * Interface defining a field-valued vector with basic algebraic operations.
 * 

* vector element indexing is 0-based -- e.g., getEntry(0) * returns the first element of the vector. *

*

* The various mapXxx and mapXxxToSelf methods operate * on vectors element-wise, i.e. they perform the same operation (adding a scalar, * applying a function ...) on each element in turn. The mapXxx * versions create a new vector to hold the result and do not change the instance. * The mapXxxToSelf versions use the instance itself to store the * results, so the instance is changed by these methods. In both cases, the result * vector is returned by the methods, this allows to use the fluent API * style, like this: *

*
 *   RealVector result = v.mapAddToSelf(3.0).mapTanToSelf().mapSquareToSelf();
 * 
*

* Note that as almost all operations on {@link FieldElement} throw {@link * NullArgumentException} when operating on a null element, it is the responsibility * of FieldVector implementations to make sure no null elements * are inserted into the vector. This must be done in all constructors and * all setters. *

* * @param the type of the field elements * @since 2.0 */ public interface FieldVector> { /** * Get the type of field elements of the vector. * @return type of field elements of the vector */ Field getField(); /** * Returns a (deep) copy of this. * @return vector copy */ FieldVector copy(); /** * Compute the sum of {@code this} and {@code v}. * @param v vector to be added * @return {@code this + v} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} */ FieldVector add(FieldVector v) throws DimensionMismatchException; /** * Compute {@code this} minus {@code v}. * @param v vector to be subtracted * @return {@code this - v} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} */ FieldVector subtract(FieldVector v) throws DimensionMismatchException; /** * Map an addition operation to each entry. * @param d value to be added to each entry * @return {@code this + d} * @throws NullArgumentException if {@code d} is {@code null}. */ FieldVector mapAdd(T d) throws NullArgumentException; /** * Map an addition operation to each entry. *

The instance is changed by this method.

* @param d value to be added to each entry * @return for convenience, return {@code this} * @throws NullArgumentException if {@code d} is {@code null}. */ FieldVector mapAddToSelf(T d) throws NullArgumentException; /** * Map a subtraction operation to each entry. * @param d value to be subtracted to each entry * @return {@code this - d} * @throws NullArgumentException if {@code d} is {@code null} */ FieldVector mapSubtract(T d) throws NullArgumentException; /** * Map a subtraction operation to each entry. *

The instance is changed by this method.

* @param d value to be subtracted to each entry * @return for convenience, return {@code this} * @throws NullArgumentException if {@code d} is {@code null} */ FieldVector mapSubtractToSelf(T d) throws NullArgumentException; /** * Map a multiplication operation to each entry. * @param d value to multiply all entries by * @return {@code this * d} * @throws NullArgumentException if {@code d} is {@code null}. */ FieldVector mapMultiply(T d) throws NullArgumentException; /** * Map a multiplication operation to each entry. *

The instance is changed by this method.

* @param d value to multiply all entries by * @return for convenience, return {@code this} * @throws NullArgumentException if {@code d} is {@code null}. */ FieldVector mapMultiplyToSelf(T d) throws NullArgumentException; /** * Map a division operation to each entry. * @param d value to divide all entries by * @return {@code this / d} * @throws NullArgumentException if {@code d} is {@code null}. * @throws MathArithmeticException if {@code d} is zero. */ FieldVector mapDivide(T d) throws NullArgumentException, MathArithmeticException; /** * Map a division operation to each entry. *

The instance is changed by this method.

* @param d value to divide all entries by * @return for convenience, return {@code this} * @throws NullArgumentException if {@code d} is {@code null}. * @throws MathArithmeticException if {@code d} is zero. */ FieldVector mapDivideToSelf(T d) throws NullArgumentException, MathArithmeticException; /** * Map the 1/x function to each entry. * @return a vector containing the result of applying the function to each entry. * @throws MathArithmeticException if one of the entries is zero. */ FieldVector mapInv() throws MathArithmeticException; /** * Map the 1/x function to each entry. *

The instance is changed by this method.

* @return for convenience, return {@code this} * @throws MathArithmeticException if one of the entries is zero. */ FieldVector mapInvToSelf() throws MathArithmeticException; /** * Element-by-element multiplication. * @param v vector by which instance elements must be multiplied * @return a vector containing {@code this[i] * v[i]} for all {@code i} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} */ FieldVector ebeMultiply(FieldVector v) throws DimensionMismatchException; /** * Element-by-element division. * @param v vector by which instance elements must be divided * @return a vector containing {@code this[i] / v[i]} for all {@code i} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} * @throws MathArithmeticException if one entry of {@code v} is zero. */ FieldVector ebeDivide(FieldVector v) throws DimensionMismatchException, MathArithmeticException; /** * Compute the dot product. * @param v vector with which dot product should be computed * @return the scalar dot product of {@code this} and {@code v} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} */ T dotProduct(FieldVector v) throws DimensionMismatchException; /** * Find the orthogonal projection of this vector onto another vector. * @param v vector onto which {@code this} must be projected * @return projection of {@code this} onto {@code v} * @throws DimensionMismatchException if {@code v} is not the same size as {@code this} * @throws MathArithmeticException if {@code v} is the null vector. */ FieldVector projection(FieldVector v) throws DimensionMismatchException, MathArithmeticException; /** * Compute the outer product. * @param v vector with which outer product should be computed * @return the matrix outer product between instance and v */ FieldMatrix outerProduct(FieldVector v); /** * Returns the entry in the specified index. * * @param index Index location of entry to be fetched. * @return the vector entry at {@code index}. * @throws OutOfRangeException if the index is not valid. * @see #setEntry(int, FieldElement) */ T getEntry(int index) throws OutOfRangeException; /** * Set a single element. * @param index element index. * @param value new value for the element. * @throws OutOfRangeException if the index is not valid. * @see #getEntry(int) */ void setEntry(int index, T value) throws OutOfRangeException; /** * Returns the size of the vector. * @return size */ int getDimension(); /** * Construct a vector by appending a vector to this vector. * @param v vector to append to this one. * @return a new vector */ FieldVector append(FieldVector v); /** * Construct a vector by appending a T to this vector. * @param d T to append. * @return a new vector */ FieldVector append(T d); /** * Get a subvector from consecutive elements. * @param index index of first element. * @param n number of elements to be retrieved. * @return a vector containing n elements. * @throws OutOfRangeException if the index is not valid. * @throws NotPositiveException if the number of elements if not positive. */ FieldVector getSubVector(int index, int n) throws OutOfRangeException, NotPositiveException; /** * Set a set of consecutive elements. * @param index index of first element to be set. * @param v vector containing the values to set. * @throws OutOfRangeException if the index is not valid. */ void setSubVector(int index, FieldVector v) throws OutOfRangeException; /** * Set all elements to a single value. * @param value single value to set for all elements */ void set(T value); /** * Convert the vector to a T array. *

The array is independent from vector data, it's elements * are copied.

* @return array containing a copy of vector elements */ T[] toArray(); }




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