001/* 002 * Licensed to the Apache Software Foundation (ASF) under one or more 003 * contributor license agreements. See the NOTICE file distributed with 004 * this work for additional information regarding copyright ownership. 005 * The ASF licenses this file to You under the Apache License, Version 2.0 006 * (the "License"); you may not use this file except in compliance with 007 * the License. You may obtain a copy of the License at 008 * 009 * http://www.apache.org/licenses/LICENSE-2.0 010 * 011 * Unless required by applicable law or agreed to in writing, software 012 * distributed under the License is distributed on an "AS IS" BASIS, 013 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 014 * See the License for the specific language governing permissions and 015 * limitations under the License. 016 */ 017 018package org.apache.commons.math3.linear; 019 020import org.apache.commons.math3.exception.DimensionMismatchException; 021import org.apache.commons.math3.exception.NoDataException; 022import org.apache.commons.math3.exception.NotPositiveException; 023import org.apache.commons.math3.exception.NotStrictlyPositiveException; 024import org.apache.commons.math3.exception.NullArgumentException; 025import org.apache.commons.math3.exception.NumberIsTooSmallException; 026import org.apache.commons.math3.exception.OutOfRangeException; 027 028/** 029 * Interface defining a real-valued matrix with basic algebraic operations. 030 * <p> 031 * Matrix element indexing is 0-based -- e.g., <code>getEntry(0, 0)</code> 032 * returns the element in the first row, first column of the matrix.</p> 033 * 034 */ 035public interface RealMatrix extends AnyMatrix { 036 037 /** 038 * Create a new RealMatrix of the same type as the instance with the 039 * supplied 040 * row and column dimensions. 041 * 042 * @param rowDimension the number of rows in the new matrix 043 * @param columnDimension the number of columns in the new matrix 044 * @return a new matrix of the same type as the instance 045 * @throws NotStrictlyPositiveException if row or column dimension is not 046 * positive. 047 * @since 2.0 048 */ 049 RealMatrix createMatrix(int rowDimension, int columnDimension) 050 throws NotStrictlyPositiveException; 051 052 /** 053 * Returns a (deep) copy of this. 054 * 055 * @return matrix copy 056 */ 057 RealMatrix copy(); 058 059 /** 060 * Returns the sum of {@code this} and {@code m}. 061 * 062 * @param m matrix to be added 063 * @return {@code this + m} 064 * @throws MatrixDimensionMismatchException if {@code m} is not the same 065 * size as {@code this}. 066 */ 067 RealMatrix add(RealMatrix m) 068 throws MatrixDimensionMismatchException; 069 070 /** 071 * Returns {@code this} minus {@code m}. 072 * 073 * @param m matrix to be subtracted 074 * @return {@code this - m} 075 * @throws MatrixDimensionMismatchException if {@code m} is not the same 076 * size as {@code this}. 077 */ 078 RealMatrix subtract(RealMatrix m) 079 throws MatrixDimensionMismatchException; 080 081 /** 082 * Returns the result of adding {@code d} to each entry of {@code this}. 083 * 084 * @param d value to be added to each entry 085 * @return {@code d + this} 086 */ 087 RealMatrix scalarAdd(double d); 088 089 /** 090 * Returns the result of multiplying each entry of {@code this} by 091 * {@code d}. 092 * 093 * @param d value to multiply all entries by 094 * @return {@code d * this} 095 */ 096 RealMatrix scalarMultiply(double d); 097 098 /** 099 * Returns the result of postmultiplying {@code this} by {@code m}. 100 * 101 * @param m matrix to postmultiply by 102 * @return {@code this * m} 103 * @throws DimensionMismatchException if 104 * {@code columnDimension(this) != rowDimension(m)} 105 */ 106 RealMatrix multiply(RealMatrix m) 107 throws DimensionMismatchException; 108 109 /** 110 * Returns the result of premultiplying {@code this} by {@code m}. 111 * 112 * @param m matrix to premultiply by 113 * @return {@code m * this} 114 * @throws DimensionMismatchException if 115 * {@code rowDimension(this) != columnDimension(m)} 116 */ 117 RealMatrix preMultiply(RealMatrix m) 118 throws DimensionMismatchException; 119 120 /** 121 * Returns the result of multiplying {@code this} with itself {@code p} 122 * times. Depending on the underlying storage, instability for high powers 123 * might occur. 124 * 125 * @param p raise {@code this} to power {@code p} 126 * @return {@code this^p} 127 * @throws NotPositiveException if {@code p < 0} 128 * @throws NonSquareMatrixException if the matrix is not square 129 */ 130 RealMatrix power(final int p) 131 throws NotPositiveException, NonSquareMatrixException; 132 133 /** 134 * Returns matrix entries as a two-dimensional array. 135 * 136 * @return 2-dimensional array of entries 137 */ 138 double[][] getData(); 139 140 /** 141 * Returns the <a href="http://mathworld.wolfram.com/MaximumAbsoluteRowSumNorm.html"> 142 * maximum absolute row sum norm</a> of the matrix. 143 * 144 * @return norm 145 */ 146 double getNorm(); 147 148 /** 149 * Returns the <a href="http://mathworld.wolfram.com/FrobeniusNorm.html"> 150 * Frobenius norm</a> of the matrix. 151 * 152 * @return norm 153 */ 154 double getFrobeniusNorm(); 155 156 /** 157 * Gets a submatrix. Rows and columns are indicated 158 * counting from 0 to n-1. 159 * 160 * @param startRow Initial row index 161 * @param endRow Final row index (inclusive) 162 * @param startColumn Initial column index 163 * @param endColumn Final column index (inclusive) 164 * @return The subMatrix containing the data of the 165 * specified rows and columns. 166 * @throws OutOfRangeException if the indices are not valid. 167 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 168 * {@code endColumn < startColumn}. 169 */ 170 RealMatrix getSubMatrix(int startRow, int endRow, int startColumn, 171 int endColumn) 172 throws OutOfRangeException, NumberIsTooSmallException; 173 174 /** 175 * Gets a submatrix. Rows and columns are indicated counting from 0 to n-1. 176 * 177 * @param selectedRows Array of row indices. 178 * @param selectedColumns Array of column indices. 179 * @return The subMatrix containing the data in the specified rows and 180 * columns 181 * @throws NullArgumentException if the row or column selections are 182 * {@code null} 183 * @throws NoDataException if the row or column selections are empty (zero 184 * length). 185 * @throws OutOfRangeException if the indices are not valid. 186 */ 187 RealMatrix getSubMatrix(int[] selectedRows, int[] selectedColumns) 188 throws NullArgumentException, NoDataException, OutOfRangeException; 189 190 /** 191 * Copy a submatrix. Rows and columns are indicated counting from 0 to n-1. 192 * 193 * @param startRow Initial row index 194 * @param endRow Final row index (inclusive) 195 * @param startColumn Initial column index 196 * @param endColumn Final column index (inclusive) 197 * @param destination The arrays where the submatrix data should be copied 198 * (if larger than rows/columns counts, only the upper-left part will be 199 * used) 200 * @throws OutOfRangeException if the indices are not valid. 201 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 202 * {@code endColumn < startColumn}. 203 * @throws MatrixDimensionMismatchException if the destination array is too 204 * small. 205 */ 206 void copySubMatrix(int startRow, int endRow, int startColumn, 207 int endColumn, double[][] destination) 208 throws OutOfRangeException, NumberIsTooSmallException, 209 MatrixDimensionMismatchException; 210 211 /** 212 * Copy a submatrix. Rows and columns are indicated counting from 0 to n-1. 213 * 214 * @param selectedRows Array of row indices. 215 * @param selectedColumns Array of column indices. 216 * @param destination The arrays where the submatrix data should be copied 217 * (if larger than rows/columns counts, only the upper-left part will be 218 * used) 219 * @throws NullArgumentException if the row or column selections are 220 * {@code null} 221 * @throws NoDataException if the row or column selections are empty (zero 222 * length). 223 * @throws OutOfRangeException if the indices are not valid. 224 * @throws MatrixDimensionMismatchException if the destination array is too 225 * small. 226 */ 227 void copySubMatrix(int[] selectedRows, int[] selectedColumns, 228 double[][] destination) 229 throws OutOfRangeException, NullArgumentException, NoDataException, 230 MatrixDimensionMismatchException; 231 232 /** 233 * Replace the submatrix starting at {@code row, column} using data in the 234 * input {@code subMatrix} array. Indexes are 0-based. 235 * <p> 236 * Example:<br> 237 * Starting with <pre> 238 * 1 2 3 4 239 * 5 6 7 8 240 * 9 0 1 2 241 * </pre> 242 * and <code>subMatrix = {{3, 4} {5,6}}</code>, invoking 243 * {@code setSubMatrix(subMatrix,1,1))} will result in <pre> 244 * 1 2 3 4 245 * 5 3 4 8 246 * 9 5 6 2 247 * </pre></p> 248 * 249 * @param subMatrix array containing the submatrix replacement data 250 * @param row row coordinate of the top, left element to be replaced 251 * @param column column coordinate of the top, left element to be replaced 252 * @throws NoDataException if {@code subMatrix} is empty. 253 * @throws OutOfRangeException if {@code subMatrix} does not fit into 254 * this matrix from element in {@code (row, column)}. 255 * @throws DimensionMismatchException if {@code subMatrix} is not rectangular 256 * (not all rows have the same length) or empty. 257 * @throws NullArgumentException if {@code subMatrix} is {@code null}. 258 * @since 2.0 259 */ 260 void setSubMatrix(double[][] subMatrix, int row, int column) 261 throws NoDataException, OutOfRangeException, 262 DimensionMismatchException, NullArgumentException; 263 264 /** 265 * Get the entries at the given row index as a row matrix. Row indices start 266 * at 0. 267 * 268 * @param row Row to be fetched. 269 * @return row Matrix. 270 * @throws OutOfRangeException if the specified row index is invalid. 271 */ 272 RealMatrix getRowMatrix(int row) throws OutOfRangeException; 273 274 /** 275 * Sets the specified {@code row} of {@code this} matrix to the entries of 276 * the specified row {@code matrix}. Row indices start at 0. 277 * 278 * @param row Row to be set. 279 * @param matrix Row matrix to be copied (must have one row and the same 280 * number of columns as the instance). 281 * @throws OutOfRangeException if the specified row index is invalid. 282 * @throws MatrixDimensionMismatchException if the row dimension of the 283 * {@code matrix} is not {@code 1}, or the column dimensions of {@code this} 284 * and {@code matrix} do not match. 285 */ 286 void setRowMatrix(int row, RealMatrix matrix) 287 throws OutOfRangeException, MatrixDimensionMismatchException; 288 289 /** 290 * Get the entries at the given column index as a column matrix. Column 291 * indices start at 0. 292 * 293 * @param column Column to be fetched. 294 * @return column Matrix. 295 * @throws OutOfRangeException if the specified column index is invalid. 296 */ 297 RealMatrix getColumnMatrix(int column) 298 throws OutOfRangeException; 299 300 /** 301 * Sets the specified {@code column} of {@code this} matrix to the entries 302 * of the specified column {@code matrix}. Column indices start at 0. 303 * 304 * @param column Column to be set. 305 * @param matrix Column matrix to be copied (must have one column and the 306 * same number of rows as the instance). 307 * @throws OutOfRangeException if the specified column index is invalid. 308 * @throws MatrixDimensionMismatchException if the column dimension of the 309 * {@code matrix} is not {@code 1}, or the row dimensions of {@code this} 310 * and {@code matrix} do not match. 311 */ 312 void setColumnMatrix(int column, RealMatrix matrix) 313 throws OutOfRangeException, MatrixDimensionMismatchException; 314 315 /** 316 * Returns the entries in row number {@code row} as a vector. Row indices 317 * start at 0. 318 * 319 * @param row Row to be fetched. 320 * @return a row vector. 321 * @throws OutOfRangeException if the specified row index is invalid. 322 */ 323 RealVector getRowVector(int row) 324 throws OutOfRangeException; 325 326 /** 327 * Sets the specified {@code row} of {@code this} matrix to the entries of 328 * the specified {@code vector}. Row indices start at 0. 329 * 330 * @param row Row to be set. 331 * @param vector row vector to be copied (must have the same number of 332 * column as the instance). 333 * @throws OutOfRangeException if the specified row index is invalid. 334 * @throws MatrixDimensionMismatchException if the {@code vector} dimension 335 * does not match the column dimension of {@code this} matrix. 336 */ 337 void setRowVector(int row, RealVector vector) 338 throws OutOfRangeException, MatrixDimensionMismatchException; 339 340 /** 341 * Get the entries at the given column index as a vector. Column indices 342 * start at 0. 343 * 344 * @param column Column to be fetched. 345 * @return a column vector. 346 * @throws OutOfRangeException if the specified column index is invalid 347 */ 348 RealVector getColumnVector(int column) 349 throws OutOfRangeException; 350 351 /** 352 * Sets the specified {@code column} of {@code this} matrix to the entries 353 * of the specified {@code vector}. Column indices start at 0. 354 * 355 * @param column Column to be set. 356 * @param vector column vector to be copied (must have the same number of 357 * rows as the instance). 358 * @throws OutOfRangeException if the specified column index is invalid. 359 * @throws MatrixDimensionMismatchException if the {@code vector} dimension 360 * does not match the row dimension of {@code this} matrix. 361 */ 362 void setColumnVector(int column, RealVector vector) 363 throws OutOfRangeException, MatrixDimensionMismatchException; 364 365 /** 366 * Get the entries at the given row index. Row indices start at 0. 367 * 368 * @param row Row to be fetched. 369 * @return the array of entries in the row. 370 * @throws OutOfRangeException if the specified row index is not valid. 371 */ 372 double[] getRow(int row) throws OutOfRangeException; 373 374 /** 375 * Sets the specified {@code row} of {@code this} matrix to the entries 376 * of the specified {@code array}. Row indices start at 0. 377 * 378 * @param row Row to be set. 379 * @param array Row matrix to be copied (must have the same number of 380 * columns as the instance) 381 * @throws OutOfRangeException if the specified row index is invalid. 382 * @throws MatrixDimensionMismatchException if the {@code array} length does 383 * not match the column dimension of {@code this} matrix. 384 */ 385 void setRow(int row, double[] array) 386 throws OutOfRangeException, MatrixDimensionMismatchException; 387 388 /** 389 * Get the entries at the given column index as an array. Column indices 390 * start at 0. 391 * 392 * @param column Column to be fetched. 393 * @return the array of entries in the column. 394 * @throws OutOfRangeException if the specified column index is not valid. 395 */ 396 double[] getColumn(int column) throws OutOfRangeException; 397 398 /** 399 * Sets the specified {@code column} of {@code this} matrix to the entries 400 * of the specified {@code array}. Column indices start at 0. 401 * 402 * @param column Column to be set. 403 * @param array Column array to be copied (must have the same number of 404 * rows as the instance). 405 * @throws OutOfRangeException if the specified column index is invalid. 406 * @throws MatrixDimensionMismatchException if the {@code array} length does 407 * not match the row dimension of {@code this} matrix. 408 */ 409 void setColumn(int column, double[] array) 410 throws OutOfRangeException, MatrixDimensionMismatchException; 411 412 /** 413 * Get the entry in the specified row and column. Row and column indices 414 * start at 0. 415 * 416 * @param row Row index of entry to be fetched. 417 * @param column Column index of entry to be fetched. 418 * @return the matrix entry at {@code (row, column)}. 419 * @throws OutOfRangeException if the row or column index is not valid. 420 */ 421 double getEntry(int row, int column) throws OutOfRangeException; 422 423 /** 424 * Set the entry in the specified row and column. Row and column indices 425 * start at 0. 426 * 427 * @param row Row index of entry to be set. 428 * @param column Column index of entry to be set. 429 * @param value the new value of the entry. 430 * @throws OutOfRangeException if the row or column index is not valid 431 * @since 2.0 432 */ 433 void setEntry(int row, int column, double value) throws OutOfRangeException; 434 435 /** 436 * Adds (in place) the specified value to the specified entry of 437 * {@code this} matrix. Row and column indices start at 0. 438 * 439 * @param row Row index of the entry to be modified. 440 * @param column Column index of the entry to be modified. 441 * @param increment value to add to the matrix entry. 442 * @throws OutOfRangeException if the row or column index is not valid. 443 * @since 2.0 444 */ 445 void addToEntry(int row, int column, double increment) throws OutOfRangeException; 446 447 /** 448 * Multiplies (in place) the specified entry of {@code this} matrix by the 449 * specified value. Row and column indices start at 0. 450 * 451 * @param row Row index of the entry to be modified. 452 * @param column Column index of the entry to be modified. 453 * @param factor Multiplication factor for the matrix entry. 454 * @throws OutOfRangeException if the row or column index is not valid. 455 * @since 2.0 456 */ 457 void multiplyEntry(int row, int column, double factor) throws OutOfRangeException; 458 459 /** 460 * Returns the transpose of this matrix. 461 * 462 * @return transpose matrix 463 */ 464 RealMatrix transpose(); 465 466 /** 467 * Returns the <a href="http://mathworld.wolfram.com/MatrixTrace.html"> 468 * trace</a> of the matrix (the sum of the elements on the main diagonal). 469 * 470 * @return the trace. 471 * @throws NonSquareMatrixException if the matrix is not square. 472 */ 473 double getTrace() throws NonSquareMatrixException; 474 475 /** 476 * Returns the result of multiplying this by the vector {@code v}. 477 * 478 * @param v the vector to operate on 479 * @return {@code this * v} 480 * @throws DimensionMismatchException if the length of {@code v} does not 481 * match the column dimension of {@code this}. 482 */ 483 double[] operate(double[] v) throws DimensionMismatchException; 484 485 /** 486 * Returns the result of multiplying this by the vector {@code v}. 487 * 488 * @param v the vector to operate on 489 * @return {@code this * v} 490 * @throws DimensionMismatchException if the dimension of {@code v} does not 491 * match the column dimension of {@code this}. 492 */ 493 RealVector operate(RealVector v) throws DimensionMismatchException; 494 495 /** 496 * Returns the (row) vector result of premultiplying this by the vector {@code v}. 497 * 498 * @param v the row vector to premultiply by 499 * @return {@code v * this} 500 * @throws DimensionMismatchException if the length of {@code v} does not 501 * match the row dimension of {@code this}. 502 */ 503 double[] preMultiply(double[] v) throws DimensionMismatchException; 504 505 /** 506 * Returns the (row) vector result of premultiplying this by the vector {@code v}. 507 * 508 * @param v the row vector to premultiply by 509 * @return {@code v * this} 510 * @throws DimensionMismatchException if the dimension of {@code v} does not 511 * match the row dimension of {@code this}. 512 */ 513 RealVector preMultiply(RealVector v) throws DimensionMismatchException; 514 515 /** 516 * Visit (and possibly change) all matrix entries in row order. 517 * <p>Row order starts at upper left and iterating through all elements 518 * of a row from left to right before going to the leftmost element 519 * of the next row.</p> 520 * @param visitor visitor used to process all matrix entries 521 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 522 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 523 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 524 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 525 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 526 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 527 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 528 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 529 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 530 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 531 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 532 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 533 * of the walk 534 */ 535 double walkInRowOrder(RealMatrixChangingVisitor visitor); 536 537 /** 538 * Visit (but don't change) all matrix entries in row order. 539 * <p>Row order starts at upper left and iterating through all elements 540 * of a row from left to right before going to the leftmost element 541 * of the next row.</p> 542 * @param visitor visitor used to process all matrix entries 543 * @see #walkInRowOrder(RealMatrixChangingVisitor) 544 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 545 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 546 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 547 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 548 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 549 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 550 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 551 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 552 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 553 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 554 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 555 * of the walk 556 */ 557 double walkInRowOrder(RealMatrixPreservingVisitor visitor); 558 559 /** 560 * Visit (and possibly change) some matrix entries in row order. 561 * <p>Row order starts at upper left and iterating through all elements 562 * of a row from left to right before going to the leftmost element 563 * of the next row.</p> 564 * @param visitor visitor used to process all matrix entries 565 * @param startRow Initial row index 566 * @param endRow Final row index (inclusive) 567 * @param startColumn Initial column index 568 * @param endColumn Final column index 569 * @throws OutOfRangeException if the indices are not valid. 570 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 571 * {@code endColumn < startColumn}. 572 * @see #walkInRowOrder(RealMatrixChangingVisitor) 573 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 574 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 575 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 576 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 577 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 578 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 579 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 580 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 581 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 582 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 583 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 584 * of the walk 585 */ 586 double walkInRowOrder(RealMatrixChangingVisitor visitor, int startRow, 587 int endRow, int startColumn, int endColumn) 588 throws OutOfRangeException, NumberIsTooSmallException; 589 590 /** 591 * Visit (but don't change) some matrix entries in row order. 592 * <p>Row order starts at upper left and iterating through all elements 593 * of a row from left to right before going to the leftmost element 594 * of the next row.</p> 595 * @param visitor visitor used to process all matrix entries 596 * @param startRow Initial row index 597 * @param endRow Final row index (inclusive) 598 * @param startColumn Initial column index 599 * @param endColumn Final column index 600 * @throws OutOfRangeException if the indices are not valid. 601 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 602 * {@code endColumn < startColumn}. 603 * @see #walkInRowOrder(RealMatrixChangingVisitor) 604 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 605 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 606 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 607 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 608 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 609 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 610 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 611 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 612 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 613 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 614 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 615 * of the walk 616 */ 617 double walkInRowOrder(RealMatrixPreservingVisitor visitor, int startRow, 618 int endRow, int startColumn, int endColumn) 619 throws OutOfRangeException, NumberIsTooSmallException; 620 621 /** 622 * Visit (and possibly change) all matrix entries in column order. 623 * <p>Column order starts at upper left and iterating through all elements 624 * of a column from top to bottom before going to the topmost element 625 * of the next column.</p> 626 * @param visitor visitor used to process all matrix entries 627 * @see #walkInRowOrder(RealMatrixChangingVisitor) 628 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 629 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 630 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 631 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 632 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 633 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 634 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 635 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 636 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 637 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 638 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 639 * of the walk 640 */ 641 double walkInColumnOrder(RealMatrixChangingVisitor visitor); 642 643 /** 644 * Visit (but don't change) all matrix entries in column order. 645 * <p>Column order starts at upper left and iterating through all elements 646 * of a column from top to bottom before going to the topmost element 647 * of the next column.</p> 648 * @param visitor visitor used to process all matrix entries 649 * @see #walkInRowOrder(RealMatrixChangingVisitor) 650 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 651 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 652 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 653 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 654 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 655 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 656 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 657 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 658 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 659 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 660 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 661 * of the walk 662 */ 663 double walkInColumnOrder(RealMatrixPreservingVisitor visitor); 664 665 /** 666 * Visit (and possibly change) some matrix entries in column order. 667 * <p>Column order starts at upper left and iterating through all elements 668 * of a column from top to bottom before going to the topmost element 669 * of the next column.</p> 670 * @param visitor visitor used to process all matrix entries 671 * @param startRow Initial row index 672 * @param endRow Final row index (inclusive) 673 * @param startColumn Initial column index 674 * @param endColumn Final column index 675 * @throws OutOfRangeException if the indices are not valid. 676 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 677 * {@code endColumn < startColumn}. 678 * @see #walkInRowOrder(RealMatrixChangingVisitor) 679 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 680 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 681 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 682 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 683 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 684 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 685 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 686 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 687 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 688 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 689 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 690 * of the walk 691 */ 692 double walkInColumnOrder(RealMatrixChangingVisitor visitor, int startRow, 693 int endRow, int startColumn, int endColumn) 694 throws OutOfRangeException, NumberIsTooSmallException; 695 696 /** 697 * Visit (but don't change) some matrix entries in column order. 698 * <p>Column order starts at upper left and iterating through all elements 699 * of a column from top to bottom before going to the topmost element 700 * of the next column.</p> 701 * @param visitor visitor used to process all matrix entries 702 * @param startRow Initial row index 703 * @param endRow Final row index (inclusive) 704 * @param startColumn Initial column index 705 * @param endColumn Final column index 706 * @throws OutOfRangeException if the indices are not valid. 707 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 708 * {@code endColumn < startColumn}. 709 * @see #walkInRowOrder(RealMatrixChangingVisitor) 710 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 711 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 712 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 713 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 714 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 715 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 716 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 717 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 718 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 719 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 720 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 721 * of the walk 722 */ 723 double walkInColumnOrder(RealMatrixPreservingVisitor visitor, int startRow, 724 int endRow, int startColumn, int endColumn) 725 throws OutOfRangeException, NumberIsTooSmallException; 726 727 /** 728 * Visit (and possibly change) all matrix entries using the fastest possible order. 729 * <p>The fastest walking order depends on the exact matrix class. It may be 730 * different from traditional row or column orders.</p> 731 * @param visitor visitor used to process all matrix entries 732 * @see #walkInRowOrder(RealMatrixChangingVisitor) 733 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 734 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 735 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 736 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 737 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 738 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 739 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 740 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 741 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 742 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 743 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 744 * of the walk 745 */ 746 double walkInOptimizedOrder(RealMatrixChangingVisitor visitor); 747 748 /** 749 * Visit (but don't change) all matrix entries using the fastest possible order. 750 * <p>The fastest walking order depends on the exact matrix class. It may be 751 * different from traditional row or column orders.</p> 752 * @param visitor visitor used to process all matrix entries 753 * @see #walkInRowOrder(RealMatrixChangingVisitor) 754 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 755 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 756 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 757 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 758 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 759 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 760 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 761 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 762 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 763 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 764 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 765 * of the walk 766 */ 767 double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor); 768 769 /** 770 * Visit (and possibly change) some matrix entries using the fastest possible order. 771 * <p>The fastest walking order depends on the exact matrix class. It may be 772 * different from traditional row or column orders.</p> 773 * @param visitor visitor used to process all matrix entries 774 * @param startRow Initial row index 775 * @param endRow Final row index (inclusive) 776 * @param startColumn Initial column index 777 * @param endColumn Final column index (inclusive) 778 * @throws OutOfRangeException if the indices are not valid. 779 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 780 * {@code endColumn < startColumn}. 781 * @see #walkInRowOrder(RealMatrixChangingVisitor) 782 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 783 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 784 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 785 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 786 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 787 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 788 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 789 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 790 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 791 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor, int, int, int, int) 792 * @return the value returned by {@link RealMatrixChangingVisitor#end()} at the end 793 * of the walk 794 */ 795 double walkInOptimizedOrder(RealMatrixChangingVisitor visitor, 796 int startRow, int endRow, int startColumn, int endColumn) 797 throws OutOfRangeException, NumberIsTooSmallException; 798 799 /** 800 * Visit (but don't change) some matrix entries using the fastest possible order. 801 * <p>The fastest walking order depends on the exact matrix class. It may be 802 * different from traditional row or column orders.</p> 803 * @param visitor visitor used to process all matrix entries 804 * @param startRow Initial row index 805 * @param endRow Final row index (inclusive) 806 * @param startColumn Initial column index 807 * @param endColumn Final column index (inclusive) 808 * @throws OutOfRangeException if the indices are not valid. 809 * @throws NumberIsTooSmallException if {@code endRow < startRow} or 810 * {@code endColumn < startColumn}. 811 * @see #walkInRowOrder(RealMatrixChangingVisitor) 812 * @see #walkInRowOrder(RealMatrixPreservingVisitor) 813 * @see #walkInRowOrder(RealMatrixChangingVisitor, int, int, int, int) 814 * @see #walkInRowOrder(RealMatrixPreservingVisitor, int, int, int, int) 815 * @see #walkInColumnOrder(RealMatrixChangingVisitor) 816 * @see #walkInColumnOrder(RealMatrixPreservingVisitor) 817 * @see #walkInColumnOrder(RealMatrixChangingVisitor, int, int, int, int) 818 * @see #walkInColumnOrder(RealMatrixPreservingVisitor, int, int, int, int) 819 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor) 820 * @see #walkInOptimizedOrder(RealMatrixPreservingVisitor) 821 * @see #walkInOptimizedOrder(RealMatrixChangingVisitor, int, int, int, int) 822 * @return the value returned by {@link RealMatrixPreservingVisitor#end()} at the end 823 * of the walk 824 */ 825 double walkInOptimizedOrder(RealMatrixPreservingVisitor visitor, 826 int startRow, int endRow, int startColumn, int endColumn) 827 throws OutOfRangeException, NumberIsTooSmallException; 828}