How Vitis Data Analytics Library Works - 2023.2 English

Vitis Libraries

Release Date
2023-12-20
Version
2023.2 English

Vitis data analytics library targets to help data analysis developers to accelerate analysis execution. It provides three layers of APIs, namely L1 / L2 / L3. Each tackles different parts of the whole processing.

  • L3 provide pure software APIs for:
  1. Define data structures to describe input / output / operation types and parameters.
  2. Provide combination of operations for acceleration. These combinations are commonly used and easy to fit into the whole execution plan (decompress + parser + filter + format output).
  3. Schedule jobs, distributing sub jobs among all FPGA cards, pipeline data transfers and kernel executions.
  • L2 APIs are kernels running on FPGA cards. Each time called, they will finish certain processing according to input configs. L2 APIs are combinations of multiple processing unit, each units consists of multiple processing stage. In this way, kernels could both processing multiple data at the same time and apply multiple operations to the same data. L2 API design subject to resource constraints and will differs according to FPGA cards.
  • L1 APIs are basic operators in processing, like csv parser. They’re all highly optimize HLS design, providing optimal performance. They’re all template design, make them easier to scale and fit into different resource constraint.