Data analytics aims to accelerate variety application including data mining, text processing, formatting from raw data to dataframe and querying operations on spatial data.
As an typical use case of data analysis, CSV Scanner is used to convert csv data into formatted data storage for subsequent analysis. Xilinx Alveo card can help improve CSV Scanner’s performance in following way:
- Instruction parallelism by creating a customized and long pipeline.
- Data parallelism by processing multiple rows/files at the same time.
- Customizable memory hierarchy of BRAM/URAM/DDR, providing high bandwidth of memory access to help operators.