In this tutorial, we have explored advanced micro-optimization techniques in Vitis HLS, focusing on the Beamformer IP. The key takeaways are:
Demonstrating a step-by-step process for enhancing performance in HLS designs, using the Beamformer IP as a practical example.
Understanding and applying crucial HLS pragmas:
PIPELINE
,UNROLL
, andARRAY_RESHAPE
orARRAY_PARTITION
.Leveraging HLS analysis tools for identifying optimization opportunities and applying pragmas effectively.
Emphasizing the significance of the
PIPELINE
pragma and inferredUNROLL
pragmas in introducing parallelism and improving loop efficiency.Utilizing
ARRAY_RESHAPE
andARRAY_PARTITION
pragmas to address data movement bottlenecks.Showcasing the versatility of Vitis HLS in quickly re-targeting IP to various AMD FPGA and adaptive SoC platforms
Achieving a significant performance boost from an unoptimized design to an optimized one, meeting specific design goals.
By the end of this tutorial, you should be adept at applying these HLS directives to enhance the performance of your designs, understand the impact of each optimization, and be capable of migrating designs across different hardware platforms.
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