FLAME
We present a number of application program interfaces (APIs) for coding linear algebra algorithms. On the surface, these APIs for the MATLAB M-script and C programming languages appear to be simple, almost trivial, extensions of those languages. Yet with them, the task of programming and maintaining families of algorithms for a broad spectrum of linear algebra operations is greatly simplified. In combination with our formal linear algebra methods environment (FLAME) approach to deriving such families of algorithms, dozens of algorithms for a single linear algebra operation can be derived, verified to be correct, implemented, and tested, often in a matter of minutes per algorithm. Since the algorithms are expressed in code much like they are explained in a classroom setting, these APIs become not just a tool for implementing libraries, but also a valuable tool for teaching the algorithms that are incorporated in the libraries. In combination with an extension of the parallel linear algebra package (PLAPACK) API, the approach presents a migratory path from algorithm to MATLAB implementation to high-performance sequential implementation to parallel implementation. Finally, the APIs are being used to create a repository of algorithms and implementations for linear algebra operations, the FLAME interface REpository (FIRE), which already features hundreds of algorithms for dozens of commonly encountered linear algebra operations
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References in zbMATH (referenced in 39 articles , 2 standard articles )
Showing results 1 to 20 of 39.
Sorted by year (- Barthels, Henrik; Psarras, Christos; Bientinesi, Paolo: Linnea. Automatic generation of efficient linear algebra programs (2021)
- Martinsson, P. G.; Quintana-Ortí, G.; Heavner, N.: randUTV: a blocked randomized algorithm for computing a rank-revealing UTV factorization (2019)
- Journault, Matthieu; Miné, Antoine: Inferring functional properties of matrix manipulating programs by abstract interpretation (2018)
- Martinsson, Per-Gunnar; Quintana Ortí, Gregorio; Heavner, Nathan; van de Geijn, Robert: Householder QR factorization with randomization for column pivoting (HQRRP) (2017)
- Schatz, Martin D.; van de Geijn, Robert A.; Poulson, Jack: Parallel matrix multiplication: a systematic journey (2016)
- Granat, Robert; Kågström, Bo; Kressner, Daniel; Shao, Meiyue: Algorithm 953: Parallel library software for the multishift QR algorithm with aggressive early deflation (2015)
- Nelson, Thomas; Belter, Geoffrey; Siek, Jeremy G.; Jessup, Elizabeth; Norris, Boyana: Reliable generation of high-performance matrix algebra (2015)
- Van Zee, Field G.; van de Geijn, Robert A.: BLIS: a framework for rapidly instantiating BLAS functionality (2015)
- Benner, Peter; Ezzatti, Pablo; Mena, Hermann; Quintana-Ortí, Enrique S.; Remón, Alfredo: Solving matrix equations on multi-core and many-core architectures (2013)
- Bientinesi, Paolo; Gunnels, John A.; Myers, Margaret E.; Quintana-Ortí, Enrique S.; Rhodes, Tyler; van de Geijn, Robert A.; van Zee, Field G.: Deriving dense linear algebra libraries (2013)
- Aliaga, José I.; Bientinesi, Paolo; Davidović, Davor; Di Napoli, Edoardo; Igual, Francisco D.; Quintana-Ortí, Enrique S.: Solving dense generalized eigenproblems on multi-threaded architectures (2012)
- Igual, Francisco D.; Chan, Ernie; Quintana-Ortí, Enrique S.; Quintana-Ortí, Gregorio; Van De Geijn, Robert A.; Van Zee, Field G.: The FLAME approach: from dense linear algebra algorithms to high-performance multi-accelerator implementations (2012) ioport
- Van Zee, Field G.; van de Geijn, Robert A.; Quintana-Ortí, Gregorio; Elizondo, G. Joseph: Families of algorithms for reducing a matrix to condensed form (2012)
- D’Alberto, Paolo; Bodrato, Marco; Nicolau, Alexandru: Exploiting parallelism in matrix-computation kernels for symmetric multiprocessor systems: matrix-multiplication and matrix-addition algorithm optimizations by software pipelining and threads allocation (2011)
- Fabregat-Traver, Diego; Bientinesi, Paolo: Knowledge-based automatic generation of partitioned matrix expressions (2011)
- Milani, Cleber Roberto; Kolberg, Mariana; Fernandes, Luiz Gustavo: Solving dense interval linear systems with verified computing on multicore architectures (2011)
- Brauckhoff, Daniela: Network traffic anomaly detection and evaluation. (2010)
- Chowdhury, Rezaul Alam; Ramachandran, Vijaya: The cache-oblivious Gaussian elimination paradigm: Theoretical framework, parallelization and Experimental evaluation (2010)
- Long, Kevin; Kirby, Robert; Van Bloemen Waanders, Bart: Unified embedded parallel finite element computations via software-based Fréchet differentiation (2010)
- Tsukerman, Igor: Trefftz difference schemes on irregular stencils (2010)