|  | %!TEX root = ceres-solver.tex | 
|  |  | 
|  | \chapter{Version History} | 
|  | \section*{1.5.0} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item Ceres now supports Line search based optimization algorithms in addition to trust region algorithms. Currently there is support for  gradient descent, non-linear conjugate gradient and LBFGS search directions. | 
|  | \item Speedup the robust loss function correction logic when residual is one dimensional. | 
|  | \item Changed \texttt{NumericDiffCostFunction} to take functors like \texttt{AutoDiffCostFunction}. | 
|  | \item Added support for mixing automatic, analytic and numeric differentiation. This is done by adding \texttt{CostFunctionToFunctor} and \texttt{NumericDiffFunctor} objects. | 
|  | \end{itemize} | 
|  |  | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fixed varidic evaluation bug in \texttt{AutoDiff}. | 
|  | \item Fixed \texttt{SolverImpl} tests. | 
|  | \item Fixed a bug in \texttt{DenseSparseMatrix::ToDenseMatrix()}. | 
|  | \item Fixed an initialization bug in \texttt{ProgramEvaluator}. | 
|  | \end{itemize} | 
|  |  | 
|  | \section*{1.4.0} | 
|  | \subsection{API Changes} | 
|  | The new ordering API breaks existing code. Here the common case fixes. | 
|  | \subsubsection{Before} | 
|  | \begin{minted}[mathescape]{c++} | 
|  | options.linear_solver_type = ceres::DENSE_SCHUR | 
|  | options.ordering_type = ceres::SCHUR | 
|  | \end{minted} | 
|  | \subsubsection{After} | 
|  | \begin{minted}[mathescape]{c++} | 
|  | options.linear_solver_type = ceres::DENSE_SCHUR | 
|  | \end{minted} | 
|  | \subsubsection{Before} | 
|  | \begin{minted}[mathescape]{c++} | 
|  | options.linear_solver_type = ceres::DENSE_SCHUR; | 
|  | options.ordering_type = ceres::USER; | 
|  | for (int i = 0; i < num_points; ++i) { | 
|  | options.ordering.push_back(my_points[i]) | 
|  | } | 
|  | for (int i = 0; i < num_cameras; ++i) { | 
|  | options.ordering.push_back(my_cameras[i]) | 
|  | } | 
|  | options.num_eliminate_blocks = num_points; | 
|  | \end{minted} | 
|  | \subsubsection{After} | 
|  | \begin{minted}[mathescape]{c++} | 
|  | options.linear_solver_type = ceres::DENSE_SCHUR; | 
|  | options.ordering = new ceres::ParameterBlockOrdering; | 
|  | for (int i = 0; i < num_points; ++i) { | 
|  | options.linear_solver_ordering->AddElementToGroup(my_points[i], 0); | 
|  | } | 
|  | for (int i = 0; i < num_cameras; ++i) { | 
|  | options.linear_solver_ordering->AddElementToGroup(my_cameras[i], 1); | 
|  | } | 
|  | \end{minted} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item A new richer, more expressive and consistent API for ordering | 
|  | parameter blocks. | 
|  | \item A non-linear generalization of Ruhe \& Wedin's Algorithm | 
|  | II. This allows the user to use variable projection on separable and | 
|  | non-separable non-linear least squares problems. With | 
|  | multithreading, this results in significant improvements to the | 
|  | convergence behavior of the solver at a small increase in run time. | 
|  | \item An image denoising example using fields of experts. (Petter | 
|  | Strandmark) | 
|  | \item Defines for Ceres version and ABI version. | 
|  | \item Higher precision timer code where available. (Petter Strandmark) | 
|  | \item Example Makefile for users of Ceres. | 
|  | \item IterationSummary now informs the user when the step is a | 
|  | non-monotonic step. | 
|  | \item Fewer memory allocations when using \texttt{DenseQRSolver}. | 
|  | \item GradientChecker for testing CostFunctions (William Rucklidge) | 
|  | \item Add support for cost functions with 10 parameter blocks in | 
|  | Problem. (Fisher) | 
|  | \item Add support for 10 parameter blocks in AutoDiffCostFunction. | 
|  | \end{itemize} | 
|  |  | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item static cast to force Eigen::Index to long conversion | 
|  | \item Change LOG(ERROR) to LOG(WARNING) in \texttt{schur\_complement\_solver.cc}. | 
|  | \item Remove verbose logging from \texttt{DenseQRSolve}. | 
|  | \item Fix the Android NDK build. | 
|  | \item Better handling of empty and constant Problems. | 
|  | \item Remove an internal header that was leaking into the public API. | 
|  | \item Memory leak in \texttt{trust\_region\_minimizer.cc} | 
|  | \item Schur ordering was operating on the wrong object (Ricardo Martin) | 
|  | \item MSVC fixes (Petter Strandmark) | 
|  | \item Various fixes to \texttt{nist.cc} (Markus Moll) | 
|  | \item Fixed a jacobian scaling bug. | 
|  | \item Numerically robust computation of \texttt{model\_cost\_change}. | 
|  | \item Signed comparison compiler warning fixes (Ricardo Martin) | 
|  | \item Various compiler warning fixes all over. | 
|  | \item Inclusion guard fixes (Petter Strandmark) | 
|  | \item Segfault in test code (Sergey Popov) | 
|  | \item Replaced EXPECT/ASSERT\_DEATH with the more portable | 
|  | EXPECT\_DEATH\_IF\_SUPPORTED macros. | 
|  | \item Fixed the camera projection model in Ceres' implementation of | 
|  | Snavely's camera model. (Ricardo Martin) | 
|  | \end{itemize} | 
|  |  | 
|  |  | 
|  | \section*{1.3.0} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item Android Port (Scott Ettinger also contributed to the port) | 
|  | \item Windows port. (Changchang Wu and Pierre Moulon also contributed to the port) | 
|  | \item New subspace Dogleg Solver. (Markus Moll) | 
|  | \item Trust region algorithm now supports the option of non-monotonic steps. | 
|  | \item New loss functions \texttt{ArcTanLossFunction, | 
|  | TolerantLossFunction} and \texttt{ComposedLossFunction}. (James Roseborough). | 
|  | \item New \texttt{DENSE\_NORMAL\_CHOLESKY} linear solver, which uses Eigen's | 
|  | LDLT factorization on the normal equations. | 
|  | \item Cached symbolic factorization when using \texttt{CXSparse}. | 
|  | (Petter Strandark) | 
|  | \item New example \texttt{nist.cc} and data from the NIST non-linear | 
|  | regression test suite. (Thanks to Douglas Bates for suggesting this.) | 
|  | \item The traditional Dogleg solver now uses an elliptical trust | 
|  | region (Markus Moll) | 
|  | \item Support for returning initial and final gradients \& Jacobians. | 
|  | \item Gradient computation support in the evaluators, with an eye | 
|  | towards developing first order/gradient based solvers. | 
|  | \item A better way to compute \texttt{Solver::Summary::fixed\_cost}. (Markus Moll) | 
|  | \item \texttt{CMake} support for building documentation, separate examples, | 
|  | installing and uninstalling the library and Gerrit hooks (Arnaud | 
|  | Gelas) | 
|  | \item \texttt{SuiteSparse4} support (Markus Moll) | 
|  | \item Support for building Ceres without \texttt{TR1} (This leads to | 
|  | slightly slower \texttt{DENSE\_SCHUR} and \texttt{SPARSE\_SCHUR} solvers). | 
|  | \item \texttt{BALProblem} can now write a problem back to disk. | 
|  | \item \texttt{bundle\_adjuster} now allows the user to normalize and perturb the | 
|  | problem before solving. | 
|  | \item Solver progress logging to file. | 
|  | \item Added \texttt{Program::ToString} and | 
|  | \texttt{ParameterBlock::ToString}  to help with debugging. | 
|  | \item Ability to build Ceres as a shared library (MacOS and Linux only), associated versioning and build release script changes. | 
|  | \item Portable floating point classification API. | 
|  | \end{itemize} | 
|  |  | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fix how invalid step evaluations are handled. | 
|  | \item Change the slop handling around zero for model cost changes to use | 
|  | relative tolerances rather than absolute tolerances. | 
|  | \item Fix an inadvertant integer to bool conversion. (Petter Strandmark) | 
|  | \item Do not link to \texttt{libgomp} when building on | 
|  | windows. (Petter Strandmark) | 
|  | \item Include \texttt{gflags.h} in \texttt{test\_utils.cc}. (Petter | 
|  | Strandmark) | 
|  | \item Use standard random number generation routines. (Petter Strandmark) | 
|  | \item \texttt{TrustRegionMinimizer} does not implicitly negate the | 
|  | steps that it takes. (Markus Moll) | 
|  | \item Diagonal scaling allows for equal upper and lower bounds. (Markus Moll) | 
|  | \item TrustRegionStrategy does not misuse LinearSolver:Summary anymore. | 
|  | \item Fix Eigen3 Row/Column Major storage issue. (Lena Gieseke) | 
|  | \item QuaternionToAngleAxis now guarantees an angle in $[-\pi, \pi]$. (Guoxuan Zhang) | 
|  | \item Added a workaround for a compiler bug in the Android NDK to the | 
|  | Schur eliminator. | 
|  | \item The sparse linear algebra library is only logged in | 
|  | Summary::FullReport if it is used. | 
|  | \item Rename the macro \texttt{CERES\_DONT\_HAVE\_PROTOCOL\_BUFFERS} | 
|  | to \texttt{CERES\_NO\_PROTOCOL\_BUFFERS} for consistency. | 
|  | \item Fix how static structure detection for the Schur eliminator logs | 
|  | its results. | 
|  | \item Correct example code in the documentation. (Petter Strandmark) | 
|  | \item Fix \texttt{fpclassify.h} to work with the Android NDK and STLport. | 
|  | \item Fix a memory leak in the \texttt{levenber\_marquardt\_strategy\_test.cc} | 
|  | \item Fix an early return bug in the Dogleg solver. (Markus Moll) | 
|  | \item Zero initialize Jets. | 
|  | \item Moved \texttt{internal/ceres/mock\_log.h} to \texttt{internal/ceres/gmock/mock-log.h} | 
|  | \item Unified file path handling in tests. | 
|  | \item \texttt{data\_fitting.cc} includes \texttt{gflags} | 
|  | \item Renamed Ceres' Mutex class and associated macros to avoid | 
|  | namespace conflicts. | 
|  | \item Close the BAL problem file after reading it (Markus Moll) | 
|  | \item Fix IsInfinite on Jets. | 
|  | \item Drop alignment requirements for Jets. | 
|  | \item Fixed Jet to integer comparison. (Keith Leung) | 
|  | \item Fix use of uninitialized arrays. (Sebastian Koch \& Markus Moll) | 
|  | \item Conditionally compile gflag dependencies.(Casey Goodlett) | 
|  | \item Add \texttt{data\_fitting.cc } to the examples \texttt{CMake} file. | 
|  | \end{itemize} | 
|  |  | 
|  | \section*{1.2.3} | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item \texttt{suitesparse\_test} is enabled even when \texttt{-DSUITESPARSE=OFF}. | 
|  | \item \texttt{FixedArray} internal struct did not respect \texttt{Eigen} | 
|  | alignment requirements (Koichi Akabe \& Stephan Kassemeyer). | 
|  | \item Fixed \texttt{quadratic.cc} documentation and code mismatch | 
|  | (Nick Lewycky). | 
|  | \end{itemize} | 
|  | \section*{1.2.2} | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fix constant parameter blocks, and other minor fixes (Markus Moll) | 
|  | \item Fix alignment issues when combining \texttt{Jet} and | 
|  | \texttt{FixedArray} in automatic differeniation. | 
|  | \item Remove obsolete \texttt{build\_defs} file. | 
|  | \end{itemize} | 
|  | \section*{1.2.1} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item Powell's Dogleg solver | 
|  | \item Documentation now has a brief overview of Trust Region methods and how the Levenberg-Marquardt and Dogleg methods work. | 
|  | \end{itemize} | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Destructor for \texttt{TrustRegionStrategy} was not virtual (Markus Moll) | 
|  | \item Invalid \texttt{DCHECK} in \texttt{suitesparse.cc} (Markus Moll) | 
|  | \item Iteration callbacks were not properly invoked (Luis Alberto Zarrabeiti) | 
|  | \item Logging level changes in ConjugateGradientsSolver | 
|  | \item VisibilityBasedPreconditioner setup does not account for skipped camera pairs. This was debugging code. | 
|  | \item Enable SSE support on MacOS | 
|  | \item \texttt{system\_test} was taking too long and too much memory (Koichi Akabe) | 
|  | \end{itemize} | 
|  | \section*{1.2.0} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item \texttt{CXSparse} support. | 
|  | \item Block oriented fill reducing orderings. This | 
|  | reduces the factorization time for sparse | 
|  | \texttt{CHOLMOD} significantly. | 
|  | \item New Trust region loop with support for multiple | 
|  | trust region step strategies. Currently only Levenberg-Marquardt is supported, but this refactoring opens the door for Dog-leg, Stiehaug and others. | 
|  | \item \texttt{CMake} file restructuring.  Builds in \texttt{Release} mode by default, and now has platform specific tuning flags. | 
|  | \item Re-organized documentation. No new content, but better organization. | 
|  | \end{itemize} | 
|  |  | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fixed integer overflow bug in \texttt{block\_random\_access\_sparse\_matrix.cc}. | 
|  | \item Renamed some macros to prevent name conflicts. | 
|  | \item Fixed incorrent input to \texttt{StateUpdatingCallback}. | 
|  | \item Fixes to AutoDiff tests. | 
|  | \item Various internal cleanups. | 
|  | \end{itemize} | 
|  |  | 
|  | \section*{1.1.1} | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fix a bug in the handling of constant blocks. (Louis Simard) | 
|  | \item Add an optional lower bound to the Levenberg-Marquardt regularizer to prevent oscillating between well and ill posed linear problems. | 
|  | \item Some internal refactoring and test fixes. | 
|  | \end{itemize} | 
|  | \section{1.1.0} | 
|  | \subsection{New Features} | 
|  | \begin{itemize} | 
|  | \item New iterative linear solver for general sparse problems - \texttt{CGNR} and a block Jacobi preconditioner for it. | 
|  | \item Changed the semantics of how \texttt{SuiteSparse} dependencies are checked and used. Now \texttt{SuiteSparse} is built by default, only if all of its dependencies are present. | 
|  | \item Automatic differentiation now supports dynamic number of residuals. | 
|  | \item Support for writing the linear least squares problems to disk in text format so that they can loaded into \texttt{MATLAB}. | 
|  | \item Linear solver results are now checked for nan and infinities. | 
|  | \item Added \texttt{.gitignore} file. | 
|  | \item A better more robust build system. | 
|  | \end{itemize} | 
|  |  | 
|  | \subsection{Bug Fixes} | 
|  | \begin{itemize} | 
|  | \item Fixed a strict weak ordering bug in the schur ordering. | 
|  | \item Grammar and typos in the documents and code comments. | 
|  | \item Fixed tests which depended on exact equality between floating point values. | 
|  | \end{itemize} | 
|  | \section*{1.0.0} | 
|  | Initial Release. |