4 papers · 1 filter
EVEREST: A design environment for extreme-scale big data analytics on heterogeneous platforms
Christian Pilato, Stanislav Bohm, Fabien Brocheton +15
High-Performance Big Data Analytics (HPDA) applications are characterized by huge volumes of distributed and heterogeneous data that require efficient computation for knowledge ext…
Agile Autotuning of a Transprecision Tensor Accelerator Overlay for TVM Compiler Stack
Dionysios Diamantopoulos, Burkhard Ringlein, Mitra Purandare +2
Specialized accelerators for tensor-operations, such as blocked-matrix operations and multi-dimensional convolutions, have been emerged as powerful architecture choices for high-pe…
High Bandwidth Memory on FPGAs: A Data Analytics Perspective
Kaan Kara, Christoph Hagleitner, Dionysios Diamantopoulos +2
FPGA-based data processing in datacenters is increasing in popularity due to the demands of modern workloads and the ensuing necessity for specialization in hardware. Driven by thi…
Giving Text Analytics a Boost
Raphael Polig, Kubilay Atasu, Laura Chiticariu +5
The amount of textual data has reached a new scale and continues to grow at an unprecedented rate. IBM's SystemT software is a powerful text analytics system, which offers a query-…