| # README for the matrix-vector multiplication demo code |
| |
| ## Synopsis |
| |
| This program implements the multiplication of a matrix and a vector. It is |
| written in C and has been parallelized using the Pthreads parallel programming |
| model. Each thread gets assigned a contiguous set of rows of the matrix to |
| work on and the results are stored in the output vector. |
| |
| The code initializes the data, executes the matrix-vector multiplication, and |
| checks the correctness of the results. In case of an error, a message to this |
| extent is printed and the program aborts. Otherwise it prints a one line |
| message on the screen. |
| |
| ## About this code |
| |
| This is a standalone code, not a library. It is meant as a simple example to |
| experiment with gprofng. |
| |
| ## Directory structure |
| |
| There are four directories: |
| |
| 1. `bindir` - after the build, it contains the executable. |
| |
| 2. `experiments` - after the installation, it contains the executable and |
| also has an example profiling script called `profile.sh`. |
| |
| 3. `objects` - after the build, it contains the object files. |
| |
| 4. `src` - contains the source code and the make file to build, install, |
| and check correct functioning of the executable. |
| |
| ## Code internals |
| |
| This is the main execution flow: |
| |
| * Parse the user options. |
| * Compute the internal settings for the algorithm. |
| * Initialize the data and compute the reference results needed for the correctness |
| check. |
| * Create and execute the threads. Each thread performs the matrix-vector |
| multiplication on a pre-determined set of rows. |
| * Verify the results are correct. |
| * Print statistics and release the allocated memory. |
| |
| ## Installation |
| |
| The Makefile in the `src` subdirectory can be used to build, install and check the |
| code. |
| |
| Use `make` at the command line to (re)build the executable called `mxv-pthreads`. It will be |
| stored in the directory `bindir`: |
| |
| ``` |
| $ make |
| gcc -o ../objects/main.o -c -g -O -Wall -Werror=undef -Wstrict-prototypes main.c |
| gcc -o ../objects/manage_data.o -c -g -O -Wall -Werror=undef -Wstrict-prototypes manage_data.c |
| gcc -o ../objects/workload.o -c -g -O -Wall -Werror=undef -Wstrict-prototypes workload.c |
| gcc -o ../objects/mxv.o -c -g -O -Wall -Werror=undef -Wstrict-prototypes mxv.c |
| gcc -o ../bindir/mxv-pthreads ../objects/main.o ../objects/manage_data.o ../objects/workload.o ../objects/mxv.o -lm -lpthread |
| ldd ../bindir/mxv-pthreads |
| linux-vdso.so.1 (0x0000ffff9ea8b000) |
| libm.so.6 => /lib64/libm.so.6 (0x0000ffff9e9ad000) |
| libc.so.6 => /lib64/libc.so.6 (0x0000ffff9e7ff000) |
| /lib/ld-linux-aarch64.so.1 (0x0000ffff9ea4e000) |
| $ |
| ``` |
| The `make install` command installs the executable in directory `experiments`. |
| |
| ``` |
| $ make install |
| Installed mxv-pthreads in ../experiments |
| $ |
| ``` |
| The `make check` command may be used to verify the program works as expected: |
| |
| ``` |
| $ make check |
| Running mxv-pthreads in ../experiments |
| mxv: error check passed - rows = 1000 columns = 1500 threads = 2 |
| $ |
| ``` |
| The `make clean` comand removes the object files from the `objects` directory |
| and the executable from the `bindir` directory. |
| |
| The `make veryclean` command implies `make clean`, but also removes the |
| executable from directory `experiments`. |
| |
| ## Usage |
| |
| The code takes several options, but all have a default value. If the code is |
| executed without any options, these defaults will be used. To get an overview of |
| all the options supported, and the defaults, use the `-h` option: |
| |
| ``` |
| $ ./mxv-pthreads -h |
| Usage: ./mxv-pthreads [-m <number of rows>] [-n <number of columns] [-r <repeat count>] [-t <number of threads] [-v] [-h] |
| -m - number of rows, default = 2000 |
| -n - number of columns, default = 3000 |
| -r - the number of times the algorithm is repeatedly executed, default = 200 |
| -t - the number of threads used, default = 1 |
| -v - enable verbose mode, off by default |
| -h - print this usage overview and exit |
| $ |
| ``` |
| |
| For more extensive run time diagnostic messages use the `-v` option. |
| |
| As an example, these are the options to compute the product of a 2000x1000 matrix |
| with a vector of length 1000 and use 4 threads. Verbose mode has been enabled: |
| |
| ``` |
| $ ./mxv-pthreads -m 2000 -n 1000 -t 4 -v |
| Verbose mode enabled |
| Allocated data structures |
| Initialized matrix and vectors |
| Defined workload distribution |
| Assigned work to threads |
| Thread 0 has been created |
| Thread 1 has been created |
| Thread 2 has been created |
| Thread 3 has been created |
| Matrix vector multiplication has completed |
| Verify correctness of result |
| Error check passed |
| mxv: error check passed - rows = 2000 columns = 1000 threads = 4 |
| $ |
| ``` |
| |
| ## Executing the examples |
| |
| Directory `experiments` contains the `profile.sh` script. This script |
| checks if gprofng can be found and for the executable to be installed. |
| |
| The script will then run a data collection experiment, followed by a series |
| of invocations of `gprofng display text` to show various views. The results |
| are printed on stdout. |
| |
| To include the commands executed in the output of the script, and store the |
| results in a file called `LOG`, execute the script as follows: |
| |
| ``` |
| $ bash -x ./profile.sh >& LOG |
| ``` |
| |
| ## Additional comments |
| |
| * The reason that compiler based inlining is disabled is to make the call tree |
| look more interesting. For the same reason, the core multiplication function |
| `mxv_core` has inlining disabled through the `void __attribute__ ((noinline))` |
| attribute. Of course you're free to change this. It certainly does not affect |
| the workings of the code. |
| |
| * This distribution includes a script called `profile.sh`. It is in the |
| `experiments` directory and meant as an example for (new) users of gprofng. |
| It can be used to produce profiles at the command line. It is also suitable |
| as a starting point to develop your own profiling script(s). |