H igh Performance Machine Learning Using Java
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H igh Performance Machine Learning Using Java H 1x1x1 1x1x2 1x2x1 1x1x4 1x4x1 1x1x8 1x2x4 1x4x2 0 5 10 15 20 25 30 C# MPI.NET TxPxN Time (hours) MPI Allreduce (top) and Ping-Pong (bottom) Benchmarks with 1 2 4 8 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 C# MPI.NET Parallelism Speedup 1 4 16 64 256 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 Parallelism Time (hours) 1 4 16 64 256 1 21 41 61 81 101 Java OpenMPI Parallelism Speedup Java OpenMPI Deterministic Annealing Pairwise Clustering Performance 4B 16B 64B 256B 1KB 4KB 16KB 64KB 256KB 1MB 4MB 5 50 500 5000 50000 C# MPI.NET Java FastMPJ Message size (bytes) Time (us) 0B 2B 8B 32B 128B 512B 2KB 8KB 32KB 128KB 512KB 1 10 100 1000 10000 C# MPI.NET Java FastMPJ Message size (bytes) Time (us) 1x1x1 1x1x2 1x2x1 1x1x4 1x4x1 1x1x8 1x2 x4 1x4x2 1x8 x 1 0 0.2 0.4 0.6 0.8 1 1.2 C# MPI.NET TxPxN Time (hours) 1 2 4 8 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6 C# MPI.NET Parallelism Speedup Deterministic Annealing Vector Sponge Charge5 (left) and Charge2 (right) Performance
description
H. H igh 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. - PowerPoint PPT Presentation
Transcript of H igh Performance Machine Learning Using Java
High Performance Machine Learning Using JavaH
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