Download presentation
Presentation is loading. Please wait.
Published byJodie Summers Modified over 6 years ago
1
A systolic array for a 2D-FIR filter for image processing
Sebastian Siegel ECE 734
2
Outline Why Systolic Arrays (SA)? Design Issues Approach Solution
Result
3
Why Systolic Arrays? (1) 4-level nested do-loop:
4
Why Systolic Arrays? (2) Sequential execution on one MAC requires too much time Example: image: 512x512, filter: 3x Million 10 Mhz = 0.23 s Algorithm in nested do-loop structure Single Assignment Format possible Parallel execution possible Systematic approach vs. “rocket science”
5
Design Issues Recall: Avoid multiple access to the same data by pipelining it Minimize execution time and registers Maximize Usage of Processing Elements (PEs)
6
Approach (1) Steps: Rewrite Algorithm in Single Assignment Format (SAF) Draw and examine Dep. Graph (DG) Map DG to SA by generating suitable solutions and chose an optimal one Problem: SA too big partitioning data reaccessed or cache needed
7
Approach (2) Partitioning of the DG generates even more (and better) solutions:
8
Solution
9
Result Fully pipelined SA 100% PE utilization
SA can be partitioned with relatively small cache and 100% data reuse or without cache and high data reuse PEs and their interconnections (# of registers per pipeline) independent of filter size Low latency for the results Constant I/O rate Fast MATLAB® implementation
Similar presentations
© 2024 SlidePlayer.com. Inc.
All rights reserved.