NAAICE Benchmark
This directory contains a concise benchmark designed for validating FPGA offloading of the Thomas algorithm, primarily employed for solving linear equation systems structured within a tridiagonal matrix.
Benchmark Setup
The benchmark involves a domain measuring $0.5 \text{cm} \times 1 \text{cm}$, divided into a grid of dimensions $10 \times 5$. Each grid cell initially contains a specific concentration. The concentration in the first half along the x-dimension is set at $6.92023 \times 10^{-7}$, while in the second half, it's $2.02396 \times 10^{-8}$, creating a concentration gradient along the y-axis at the center of the grid.
To achieve concentration equilibrium, we employ a simulation based on a heterogeneous 2D-ADI BTCS diffusion approach, detailed in the ADI_scheme.pdf file. In the x-direction, diffusion coefficients range from $\alpha = 10^{-9}$ to $10^{-10}$, while in the y-direction, a constant value of $5 \times 10^{-10}$ is applied. A closed boundary condition is implemented, meaning concentrations cannot enter or exit the system. The diffusion process is simulated for a single iteration with a time step ($\Delta t$) of 360 seconds.
Setup
To generate new makefiles using the -DTUG_NAAICE_EXAMPLE=ON option in CMake,
compile the executable, and run it to generate the benchmark output, follow
these steps:
- Navigate to your project's build directory.
-
Run the following CMake command with the
-DTUG_NAAICE_EXAMPLE=ONoption to generate the makefiles:cmake -DTUG_NAAICE_EXAMPLE=ON .. -
After CMake configuration is complete, build the
naaiceexecutable by runningmake:make naaice - Once the compilation is successful, navigate to the build directory by
cd <build_dir>/naaice -
Finally, run the
naaiceexecutable to generate the benchmark output:./naaice
Output Files
Thomas_<n>.csv
These files contain the values of the tridiagonal coefficient matrix $A$, where:
- $Aa$ represents the leftmost value,
- $Ab$ represents the middle value, and
- $Ac$ represents the rightmost value of one row of the matrix.
Additionally, the corresponding values of the right-hand-side vector $b$ are provided.
Since the 2D-ADI BTCS scheme processes each row first and then proceeds column-wise through the grid, each iteration is saved separately in consecutively numbered files.
BTCS_5_10_1.csv
The result of the simulation, separated by whitespaces!