parallel_utils.h 2.9 KB

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  1. // Ceres Solver - A fast non-linear least squares minimizer
  2. // Copyright 2023 Google Inc. All rights reserved.
  3. // http://ceres-solver.org/
  4. //
  5. // Redistribution and use in source and binary forms, with or without
  6. // modification, are permitted provided that the following conditions are met:
  7. //
  8. // * Redistributions of source code must retain the above copyright notice,
  9. // this list of conditions and the following disclaimer.
  10. // * Redistributions in binary form must reproduce the above copyright notice,
  11. // this list of conditions and the following disclaimer in the documentation
  12. // and/or other materials provided with the distribution.
  13. // * Neither the name of Google Inc. nor the names of its contributors may be
  14. // used to endorse or promote products derived from this software without
  15. // specific prior written permission.
  16. //
  17. // THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
  18. // AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
  19. // IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
  20. // ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
  21. // LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
  22. // CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
  23. // SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
  24. // INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
  25. // CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
  26. // ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
  27. // POSSIBILITY OF SUCH DAMAGE.
  28. //
  29. // Author: wjr@google.com (William Rucklidge)
  30. #ifndef CERES_INTERNAL_PARALLEL_UTILS_H_
  31. #define CERES_INTERNAL_PARALLEL_UTILS_H_
  32. #include "ceres/internal/export.h"
  33. namespace ceres::internal {
  34. // Converts a linear iteration order into a triangular iteration order.
  35. // Suppose you have nested loops that look like
  36. // for (int i = 0; i < n; i++) {
  37. // for (int j = i; j < n; j++) {
  38. // ... use i and j
  39. // }
  40. // }
  41. // Naively using ParallelFor to parallelise those loops might look like
  42. // ParallelFor(..., 0, n * n, num_threads,
  43. // [](int thread_id, int k) {
  44. // int i = k / n, j = k % n;
  45. // if (j < i) return;
  46. // ...
  47. // });
  48. // but these empty work items can lead to very unbalanced threading. Instead,
  49. // do this:
  50. // int actual_work_items = (n * (n + 1)) / 2;
  51. // ParallelFor(..., 0, actual_work_items, num_threads,
  52. // [](int thread_id, int k) {
  53. // int i, j;
  54. // UnfoldIteration(k, n, &i, &j);
  55. // ...
  56. // });
  57. // which in each iteration will produce i and j satisfying
  58. // 0 <= i <= j < n
  59. CERES_NO_EXPORT void LinearIndexToUpperTriangularIndex(int k,
  60. int n,
  61. int* i,
  62. int* j);
  63. } // namespace ceres::internal
  64. #endif // CERES_INTERNAL_PARALLEL_UTILS_H_