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This document explores high-performance machine learning techniques using Java and OpenMPI, focusing on MPI Allreduce and Ping-Pong benchmarks. We evaluate performance metrics with Infiniband, specifically analyzing the capabilities of algorithms such as Deterministic Annealing in vector sponge configurations. The study presents a comparative analysis between Charge5 and Charge2 in pairwise clustering procedures, providing insights into their efficiency and effectiveness in machine learning applications. This research is aimed at optimizing computational resources for large-scale data processing.
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H High Performance Machine Learning Using Java Java OpenMPI MPI Allreduce (top) and Ping-Pong (bottom) Benchmarks with Infiniband Deterministic Annealing Vector Sponge Charge5 (left) and Charge2 (right) Performance Deterministic Annealing Pairwise Clustering Performance