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Parallel Dictionary Learning Algorithms for Sparse Representations

Paul Irofti

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Tags: ATI, ATI FirePro V8800, Computer science, Data mining, Machine learning, OpenCL, Signal processing, Thesis

September 5, 2016 by hgpu

Efficient Parallel Implementation for Single Block Orthogonal Dictionary Learning

Paul Irofti

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Tags: ATI, ATI FirePro V8800, Computer science, Machine learning, OpenCL

April 12, 2016 by hgpu

Overcomplete Dictionary Learning with Jacobi Atom Updates

Paul Irofti, Bogdan Dumitrescu

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Tags: ATI, ATI FirePro V8800, Computer science, Computer vision, OpenCL

September 24, 2015 by hgpu

Efficient GPU Implementation for Single Block Orthogonal Dictionary Learning

Paul Irofti

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Tags: Algorithms, ATI, ATI FirePro V8800, Computer science, Neural and Evolutionary Computing, OpenCL

December 18, 2014 by hgpu

GPU Parallel Implementation of the Approximate K-SVD Algorithm Using OpenCL

Paul Irofti, Bogdan Dumitrescu

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Tags: Algorithms, ATI, ATI FirePro V8800, OpenCL, Signal processing

August 9, 2014 by hgpu

Comparative evaluation of platforms for parallel Ant Colony Optimization

Gines D. Guerrero, Jose M. Cecilia, Antonio Llanes, Jose M. Garcia, Martyn Amos, Manuel Ujaldon

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Tags: Algorithms, APU, ATI FirePro V8800, ATI Radeon HD 6310, ATI Radeon HD 6520, ATI Radeon HD 6650 M, Computer science, OpenCL, Optimization, Tesla C2050

February 26, 2014 by hgpu

The Tradeoffs of Fused Memory Hierarchies in Heterogeneous Computing Architectures

Kyle Spafford, Jeremy S. Meredith, Seyong Lee, Dong Li, Philip C. Roth, Jeffrey S. Vetter

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Tags: APU, ATI, ATI FirePro V8800, ATI Radeon HD 5670, Computer science, Heterogeneous systems, Memory, OpenCL, Performance

June 6, 2012 by hgpu

Over-synchronization in GPU Programs

profile_util: simple C++ library to report memory, timing, thread affinity

Profile Util library: A quick and easy way to get MPI, OpenMP and GPU runtime information

MaC: Mamba CPU performance predictor

MambaCPU: Enhanced Correlation Mining with State Space Models for CPU Performance Prediction

Mixed-precision finite element kernels

Mixed-precision finite element kernels and assembly: Rounding error analysis and hardware acceleration

SHMT: The Simultaneous and Heterogenous Multithreading project

General-Purpose Computing on Tensor Processors

Superpipeline: A Universal Approach for Reducing GPU Memory Usage in Large Models

EnergyUCB-Bandit

Online Energy Optimization in GPUs: A Multi-Armed Bandit Approach

See all packages

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high performance computing on graphics processing units: hgpu.org

Parallel Dictionary Learning Algorithms for Sparse Representations

Efficient Parallel Implementation for Single Block Orthogonal Dictionary Learning

Overcomplete Dictionary Learning with Jacobi Atom Updates

Efficient GPU Implementation for Single Block Orthogonal Dictionary Learning

GPU Parallel Implementation of the Approximate K-SVD Algorithm Using OpenCL

Comparative evaluation of platforms for parallel Ant Colony Optimization

The Tradeoffs of Fused Memory Hierarchies in Heterogeneous Computing Architectures

Recent source codes

Kokkidio: Kokkos+Eigen - write fast, readable multi-platform code

LLaMA-Inference-Bench

MATAR

Over-synchronization in GPU Programs

profile_util: simple C++ library to report memory, timing, thread affinity

MaC: Mamba CPU performance predictor

Mixed-precision finite element kernels

SHMT: The Simultaneous and Heterogenous Multithreading project

Superpipeline: A Universal Approach for Reducing GPU Memory Usage in Large Models

EnergyUCB-Bandit

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