Cyclops tensor framework
WebCyclops (cyclic-operations) Tensor Framework (CTF) provides primitives for distributed memory tensor contractions takes advantage of thread (two-level) parallelism Webtensors. The Tensor Contraction Engine (TCE) project [6] focuses on sequences of tensor contractions and uses compiler techniques to reduce workspace and operation counts. The very recent Cyclops Tensor Framework (CTF) [23] focuses on exploit-ing symmetry in storage for distributed memory parallel computation with tensors,
Cyclops tensor framework
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WebAug 4, 2024 · The use of tensor contractions enables us to employ the Cyclops library for distributed-memory tensor computations to parallelize the Gauss--Newton approach with a high-level Python implementation. In addition, we propose a regularization scheme for the Gauss--Newton method to improve convergence properties without any additional cost. WebAbstract—Cyclops (cyclic-operations) Tensor Framework (CTF) 1 is a distributed library for tensor contractions. CTF aims to scale high-dimensional tensor contractions such as …
Web9/29 Edgar Solomonik Cyclops Tensor Framework 9/ 29. De ne a tensor Consider a rank four tensor T (in CC this is the 2-electron T 2 amplitude) Tab ij where T is m m n n antisymmetric in ab and in ij CTF Tensor T(4,fm,m,n,ng,fAS,NS,AS,NSg,dw) an ’AS’ dimension is antisymmetric with the next
WebSparse_Tensor a sparse subset of a tensor More... class Tensor an instance of a tensor within a CTF world More... class TensorOperation A tensor operation, containing all the data (op, lhs, rhs) required to run it. Also provides methods to get a list of inputs and outputs, as well as successor and dependency information used in scheduling. More... WebCTF is tuned formassively-parallelarchitectures multidimensional tensor blocking and processor grids cyclicassignment of elements to processors is well-suited for symmetric …
WebNov 13, 2016 · This paper presents the optimized design and implementation of sparse tensor-times-dense matrix multiply (SpTTM) for CPU and GPU platforms. This primitive is a ... Our sequential SpTTM is up to 3.5× faster than the SpTTM from Tensor Toolbox and 1.5× over that from Cyclops Tensor Framework. Our parallel algorithms show 4.1× …
WebCyclops (cyclic-operations) Tensor Framework (CTF) is a distributed library for tensor contractions. CTF aims to scale high-dimensional tensor contractions such as those … ray\u0027s ultimate hockeyWebCyclops (cyclic-operations) Tensor Framework (CTF) 1 is a distributed library for tensor contractions. CTF aims to scale high-dimensional tensor contractions such as those required in the Coupled Cluster (CC) electronic structure method to massively-parallel supercomputers. The framework preserves tensor structure by subdividing tensors ... simply scents by shanWebCyclops Tensor Framework (CTF), a distributed tensor con-traction library suitable for symmetric high-dimensional ten-sors. On 1,536 nodes of a Cray XE6 supercomputer, … ray\\u0027s upholstery anderson scWebCyclops Tensor Framework (CTF) approach to contractions A high-level description of CTF’s algorithm for tensor contractions: packed tensors are decomposed cyclically among toroidal processor grids MPI collectives are used for all communication for each contraction, a distributed layout is selected based on ray\u0027s upholstery pocatelloWebCyclopes are one-eyed giants that eke out a meager existence in wild lands. They are a terrifying threat in combat due to their size and strength, but they can often be tricked by … ray\\u0027s ultimate hockeyWebCyclops (cyclic-operations) Tensor Framework(CTF) is a distributed library for tensor contractions. CTF aims to scale high-dimensional tensor contractions such as those required in the Coupled Cluster (CC) electronic structure method to massively-parallel supercomputers. The framework preserves tensor structure by subdividing tensors … ray\\u0027s upholstery san antonioWebA stand-alone library for petascale tensor computations Cyclops Tensor Framework (CTF) distributed-memory symmetric/sparse tensors as C++ objects ray\\u0027s upholstery richmond va