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ACSE-5: Advanced Programming Assignment

创建日期：2024-04-02 15:52:38

所属分类：计算机computer science

标签： ACSE-5

Advanced Programming Assignment

ACSE-5: Advanced Programming Assignment
Implement an algorithm to solve the linear system Ax=b, where A is a positive definite matrix, and x
and b. The program which implements this will build upon the Matrix.cpp and Matrix.h libraries that
we have constructed in class (as such A or A-1 must be of type Matrix, or a class derived from this, such
as CSRMatrix, or your own custom subtype).
Your program must include a main method which loads/creates an example A, x and b (of any size
greater than 10x10), and calls a method named “solver”, that takes A and b as inputs and returns x as an
output (these inputs/outputs may be passed by value, by reference, or as pointers, with the output as a
return arguments or as an arguments to the function). Any deviation from this strict argument list will
be penalised.
You may implement any type of linear solver, from direct solver to iterative solver, from easy to hard
(Jacobi, Gauss-Seidel, LU factorisation, GMRES, multigrid, etc) as long as it can solve a linear system
involving a generic positive definite matrix of a given size. This matrix may be stored dense, sparsely
or in a banded format depending on your preference. If you chose to build multiple different types of
solvers (e.g., a dense Jacobi and a dense Gauss-Seidel), there must still only be one main method that
loads/creates A, etc, and then each different solver type should be called from that main method. Do
not create a new main method (nor a new Visual Studio project) for each different solver. Also, if you
have chosen to build multiple solver types using a single matrix format (e.g., a dense Jacobi and a
dense Gauss-Seidel), do not create multiple versions of your Matrix.cpp and Matrix.h files. Doing
either of these things will be penalised.
Do use methods/techniques that you have learned as part of this or previous courses. Try to incorporate
programming techniques and styles that you have learned in class. Namely, inheritance, polymorphism,
templates, smart pointers, loop ordering that respects cache hierarchies, simple loops that are easily
vectorised, BLAS/LAPACK calls if desired. Note: this does not mean you can just call the linear solver
routines in BLAS/LAPACK and write a wrapper around those; e.g., there is an LU decomposition for
dense matrices in LAPACK, do not just call that. If you want to use BLAS/LAPACK routines limit
yourself to using lower level routines, e.g., if you chose to build an LU decomposition you may wish to
call daxpy from BLAS to help you do vector addition efficiently, etc.
Feel free to use techniques that are more advanced than those covered in class (!). Document
your code (explain in the code what the different blocks of code are supposed to do), and do not
copy code from the internet or other sources. Any algorithms that we have not covered in class must be
referenced (including those you learnt in other courses in this MSc).
Your code will be compiled and executed as part of your evaluation. If your code does not compile, or
does not solve a positive definite linear system of any size correctly, you will be heavily penalised.
We will mark the projects based on: code structure and style (30/100), implementing of
loading/writing/linear solver (30/100), user experience, creativity and execution (20/100), code
documentation/commenting (10/100), and short report (10/100). To submit, follow these steps:
Step 1>> Register your team (of three people) in the GitHub classroom @
GITHUB CLASSROOM LINK TO BE UPDATED
Step 2>> Pick the linear system you would like to solve. This could be as simple as a random 10x10
matrix with large diagonals entries with random b vector.
Step 3>> Choose or design the linear solver to be implemented. Your solution method can be as simple
as a Jacobi method on a matrix stored densely. A more challenging example could be a Cholesky
factorisation on a sparse matrix. Implementing more challenging linear solvers will result in better
marks for this assignment.
You can also chose to build multiple linear solvers. We should note however, that a correct,
documented and commented assignment implementing simple linear solvers is preferable to a difficult
to use, incorrect, badly implemented version of a hard algorithm.
Anything you could add to your short report showing that you understand the algorithm, the
performance of your method (perhaps you might want to test the performance of your method as the
matrix size increases and compare this to theoretical predictions, or compare the performance of
different linear solvers) and any advantages/drawbacks to your approach would be advantageous. This
includes design decisions that you might do differently if you had to do this assignment again.
Step 4>> Upload your code onto your GitHub classroom repository before midnight of Sunday
February 7nd 2021. This should include: one main.cpp file including a main method and a solver
method as described above, one or more .cpp and .h files containing your classes and any dependencies
(like Matrix.h and Matrix.cpp), and any other additional header or source files you create (or MSCV
project files). Make sure to upload all files required for your project to be compiled and executed.
Step 5>> Prepare a short report (no more than a 4 pages) describing your code (Word or PDF, single
space 11pt).
Provide a short explanation of the design of your code, its structure, input/output, and how to
execute it. Briefly describe the strengths and/or weaknesses of your chosen design of methods
and code structure. Make sure to include the date, the name of your solver algorithm(s), programming
team name, the names of each member in the group, link to your Github repo, and a rough breakdown
of who did what in your group to the document.

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