added Intel Atom C2758
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README.md
@ -3,12 +3,13 @@ Andrzej Wójtowicz
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[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.57910.svg)](http://dx.doi.org/10.5281/zenodo.57910)
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[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.57910.svg)](http://dx.doi.org/10.5281/zenodo.57910)
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Document generation date: 2016-07-14 17:20:41
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Document generation date: 2016-11-25 13:00:18
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This document presents timing results for BLAS ([Basic Linear Algebra Subprograms](https://en.wikipedia.org/wiki/Basic_Linear_Algebra_Subprograms)) libraries in [R](https://en.wikipedia.org/wiki/R_(programming_language)) on diverse CPUs and GPUs.
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This document presents timing results for BLAS ([Basic Linear Algebra Subprograms](https://en.wikipedia.org/wiki/Basic_Linear_Algebra_Subprograms)) libraries in [R](https://en.wikipedia.org/wiki/R_(programming_language)) on diverse CPUs and GPUs.
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### Changelog
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### Changelog
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* 2016-11-25: **results:** added Intel Atom C2758.
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* 2016-07-14: **results:** added Intel Core i5-6500; changed results view of gcbd benchmark to relative performance gain; changed reference CPU (Intel Pentium Dual-Core E5300) and GPU (NVIDIA GeForce GT 630M); **code:** fixed target architecture detection for Intel Core i5-6500-like CPUs in multi-threaded Atlas library; added info how to force target architecture in GotoBLAS2 and BLIS libraries.
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* 2016-07-14: **results:** added Intel Core i5-6500; changed results view of gcbd benchmark to relative performance gain; changed reference CPU (Intel Pentium Dual-Core E5300) and GPU (NVIDIA GeForce GT 630M); **code:** fixed target architecture detection for Intel Core i5-6500-like CPUs in multi-threaded Atlas library; added info how to force target architecture in GotoBLAS2 and BLIS libraries.
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@ -25,6 +26,7 @@ This document presents timing results for BLAS ([Basic Linear Algebra Subprogram
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* [Intel Core i3-2120](#intel-core-i3-2120)
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* [Intel Core i3-2120](#intel-core-i3-2120)
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* [Intel Core i3-3120M](#intel-core-i3-3120m)
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* [Intel Core i3-3120M](#intel-core-i3-3120m)
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* [Intel Core i5-3317U + NVIDIA GeForce GT 630M](#intel-core-i5-3317u--nvidia-geforce-gt-630m)
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* [Intel Core i5-3317U + NVIDIA GeForce GT 630M](#intel-core-i5-3317u--nvidia-geforce-gt-630m)
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* [Intel Atom C2758](#intel-atom-c2758)
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* [Intel Pentium Dual-Core E5300](#intel-pentium-dual-core-e5300)
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* [Intel Pentium Dual-Core E5300](#intel-pentium-dual-core-e5300)
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3. [Results per library](#results-per-library)
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3. [Results per library](#results-per-library)
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* [Netlib](#netlib)
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* [Netlib](#netlib)
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@ -66,7 +68,8 @@ This document presents timing results for BLAS ([Basic Linear Algebra Subprogram
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|6.|[Intel Core i3-2120](http://ark.intel.com/products/53426/Intel-Core-i3-2120-Processor-3M-Cache-3_30-GHz)| - |
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|6.|[Intel Core i3-2120](http://ark.intel.com/products/53426/Intel-Core-i3-2120-Processor-3M-Cache-3_30-GHz)| - |
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|7.|[Intel Core i3-3120M](http://ark.intel.com/products/71465/Intel-Core-i3-3120M-Processor-3M-Cache-2_50-GHz)| - |
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|7.|[Intel Core i3-3120M](http://ark.intel.com/products/71465/Intel-Core-i3-3120M-Processor-3M-Cache-2_50-GHz)| - |
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|8.|[Intel Core i5-3317U](http://ark.intel.com/products/65707/Intel-Core-i5-3317U-Processor-3M-Cache-up-to-2_60-GHz)|[NVIDIA GeForce GT 630M](http://www.geforce.com/hardware/notebook-gpus/geforce-gt-630m/specifications)|
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|8.|[Intel Core i5-3317U](http://ark.intel.com/products/65707/Intel-Core-i5-3317U-Processor-3M-Cache-up-to-2_60-GHz)|[NVIDIA GeForce GT 630M](http://www.geforce.com/hardware/notebook-gpus/geforce-gt-630m/specifications)|
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|9.|[Intel Pentium Dual-Core E5300](http://ark.intel.com/products/35300/Intel-Pentium-Processor-E5300-2M-Cache-2_60-GHz-800-MHz-FSB)| - |
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|9.|[Intel Atom C2758](http://ark.intel.com/products/77988/Intel-Atom-Processor-C2758-4M-Cache-2_40-GHz)| - |
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|10.|[Intel Pentium Dual-Core E5300](http://ark.intel.com/products/35300/Intel-Pentium-Processor-E5300-2M-Cache-2_60-GHz-800-MHz-FSB)| - |
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**Benchmarks**: [R-benchmark-25](http://r.research.att.com/benchmarks/R-benchmark-25.R), [Revolution](https://gist.github.com/andrie/24c9672f1ea39af89c66#file-rro-mkl-benchmark-r), [Gcbd](https://cran.r-project.org/web/packages/gcbd/vignettes/gcbd.pdf).
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**Benchmarks**: [R-benchmark-25](http://r.research.att.com/benchmarks/R-benchmark-25.R), [Revolution](https://gist.github.com/andrie/24c9672f1ea39af89c66#file-rro-mkl-benchmark-r), [Gcbd](https://cran.r-project.org/web/packages/gcbd/vignettes/gcbd.pdf).
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@ -1180,7 +1183,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
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## Intel Pentium Dual-Core E5300
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## Intel Atom C2758
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@ -1204,8 +1207,6 @@ Time in seconds - 10 runs - lower is better
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#### Eigenvalues of a 600x600 random matrix
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#### Eigenvalues of a 600x600 random matrix
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BLIS hangs in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h9_b1_t3.png)
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![](gen/img/img_ph_h9_b1_t3.png)
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@ -1214,6 +1215,8 @@ Time in seconds - 10 runs - lower is better
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#### Determinant of a 2500x2500 random matrix
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#### Determinant of a 2500x2500 random matrix
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ATLAS (mt) crashes in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h9_b1_t4.png)
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![](gen/img/img_ph_h9_b1_t4.png)
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@ -1230,6 +1233,8 @@ Time in seconds - 10 runs - lower is better
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#### Inverse of a 1600x1600 random matrix
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#### Inverse of a 1600x1600 random matrix
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ATLAS (mt) crashes in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h9_b1_t6.png)
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![](gen/img/img_ph_h9_b1_t6.png)
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@ -1314,12 +1319,154 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
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#### Triangular Decomposition
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#### Triangular Decomposition
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ATLAS (mt) crashes in this test
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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![](gen/img/img_ph_h9_b3_t4.png)
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![](gen/img/img_ph_h9_b3_t4.png)
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## Intel Pentium Dual-Core E5300
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### R-benchmark-25
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#### 2800x2800 cross-product matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t1.png)
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#### Linear regr. over a 2000x2000 matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t2.png)
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#### Eigenvalues of a 600x600 random matrix
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BLIS hangs in this test
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t3.png)
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#### Determinant of a 2500x2500 random matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t4.png)
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#### Cholesky decomposition of a 3000x3000 matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t5.png)
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#### Inverse of a 1600x1600 random matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t6.png)
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#### Escoufier's method on a 45x45 matrix
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b1_t7.png)
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### Revolution benchmark
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#### Matrix Multiply
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b2_t1.png)
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#### Cholesky Factorization
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b2_t2.png)
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#### Singular Value Deomposition
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b2_t3.png)
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#### Principal Components Analysis
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b2_t4.png)
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#### Linear Discriminant Analysis
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_ph_h10_b2_t5.png)
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### Gcbd benchmark
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#### Matrix Multiply
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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![](gen/img/img_ph_h10_b3_t1.png)
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#### QR Decomposition
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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![](gen/img/img_ph_h10_b3_t2.png)
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#### Singular Value Deomposition
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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![](gen/img/img_ph_h10_b3_t3.png)
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#### Triangular Decomposition
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Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
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![](gen/img/img_ph_h10_b3_t4.png)
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# Results per library
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# Results per library
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@ -1769,6 +1916,8 @@ Time in seconds - 10 runs - lower is better
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#### Determinant of a 2500x2500 random matrix
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#### Determinant of a 2500x2500 random matrix
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Library crashes on Intel Atom C2758 in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_pl_l4_b1_t4.png)
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![](gen/img/img_pl_l4_b1_t4.png)
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@ -1785,6 +1934,8 @@ Time in seconds - 10 runs - lower is better
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#### Inverse of a 1600x1600 random matrix
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#### Inverse of a 1600x1600 random matrix
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Library crashes on Intel Atom C2758 in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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![](gen/img/img_pl_l4_b1_t6.png)
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![](gen/img/img_pl_l4_b1_t6.png)
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@ -1869,6 +2020,8 @@ Performance gain regarding matrix size - reference: Intel Pentium Dual-Core E530
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#### Triangular Decomposition
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#### Triangular Decomposition
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Library crashes on Intel Atom C2758 in this test
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Performance gain regarding matrix size - reference: Intel Pentium Dual-Core E5300 - from 50 to 5 runs - higher is better
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Performance gain regarding matrix size - reference: Intel Pentium Dual-Core E5300 - from 50 to 5 runs - higher is better
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![](gen/img/img_pl_l4_b3_t4.png)
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![](gen/img/img_pl_l4_b3_t4.png)
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@ -2175,7 +2328,7 @@ Time in seconds - 10 runs - lower is better
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#### Eigenvalues of a 600x600 random matrix
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#### Eigenvalues of a 600x600 random matrix
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Intel Pentium Dual-Core E5300 hangs in this test
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Library hangs on Intel Pentium Dual-Core E5300 in this test
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Time in seconds - 10 runs - lower is better
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Time in seconds - 10 runs - lower is better
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BIN
gen/img/img_ph_h10_b1_t1.png
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After Width: | Height: | Size: 3.9 KiB |
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gen/img/img_ph_h10_b1_t2.png
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After Width: | Height: | Size: 3.7 KiB |
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gen/img/img_ph_h10_b1_t3.png
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After Width: | Height: | Size: 3.6 KiB |
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gen/img/img_ph_h10_b1_t4.png
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After Width: | Height: | Size: 3.6 KiB |
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gen/img/img_ph_h10_b1_t5.png
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After Width: | Height: | Size: 3.8 KiB |
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gen/img/img_ph_h10_b1_t6.png
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After Width: | Height: | Size: 3.7 KiB |
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gen/img/img_ph_h10_b1_t7.png
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After Width: | Height: | Size: 3.5 KiB |
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gen/img/img_ph_h10_b2_t1.png
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After Width: | Height: | Size: 4.0 KiB |
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gen/img/img_ph_h10_b2_t2.png
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After Width: | Height: | Size: 3.9 KiB |
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gen/img/img_ph_h10_b2_t3.png
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After Width: | Height: | Size: 3.9 KiB |
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gen/img/img_ph_h10_b2_t4.png
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After Width: | Height: | Size: 3.9 KiB |
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gen/img/img_ph_h10_b2_t5.png
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After Width: | Height: | Size: 3.9 KiB |
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gen/img/img_ph_h10_b3_t1.png
Normal file
After Width: | Height: | Size: 45 KiB |
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gen/img/img_ph_h10_b3_t2.png
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After Width: | Height: | Size: 39 KiB |
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gen/img/img_ph_h10_b3_t3.png
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After Width: | Height: | Size: 43 KiB |
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gen/img/img_ph_h10_b3_t4.png
Normal file
After Width: | Height: | Size: 42 KiB |
Before Width: | Height: | Size: 3.9 KiB After Width: | Height: | Size: 3.6 KiB |
Before Width: | Height: | Size: 3.7 KiB After Width: | Height: | Size: 3.7 KiB |
Before Width: | Height: | Size: 3.6 KiB After Width: | Height: | Size: 3.7 KiB |
Before Width: | Height: | Size: 3.6 KiB After Width: | Height: | Size: 3.3 KiB |
Before Width: | Height: | Size: 3.8 KiB After Width: | Height: | Size: 3.8 KiB |
Before Width: | Height: | Size: 3.7 KiB After Width: | Height: | Size: 3.4 KiB |
Before Width: | Height: | Size: 3.5 KiB After Width: | Height: | Size: 3.6 KiB |
Before Width: | Height: | Size: 4.0 KiB After Width: | Height: | Size: 3.8 KiB |
Before Width: | Height: | Size: 3.9 KiB After Width: | Height: | Size: 3.7 KiB |
Before Width: | Height: | Size: 3.9 KiB After Width: | Height: | Size: 3.9 KiB |
Before Width: | Height: | Size: 3.9 KiB After Width: | Height: | Size: 3.8 KiB |
Before Width: | Height: | Size: 3.9 KiB After Width: | Height: | Size: 3.8 KiB |
Before Width: | Height: | Size: 45 KiB After Width: | Height: | Size: 36 KiB |
Before Width: | Height: | Size: 39 KiB After Width: | Height: | Size: 42 KiB |
Before Width: | Height: | Size: 43 KiB After Width: | Height: | Size: 40 KiB |
Before Width: | Height: | Size: 42 KiB After Width: | Height: | Size: 34 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.9 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.3 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 6.5 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.3 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.4 KiB |
Before Width: | Height: | Size: 5.6 KiB After Width: | Height: | Size: 6.1 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.9 KiB |
Before Width: | Height: | Size: 6.1 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.6 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 5.4 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 50 KiB After Width: | Height: | Size: 55 KiB |
Before Width: | Height: | Size: 47 KiB After Width: | Height: | Size: 52 KiB |
Before Width: | Height: | Size: 44 KiB After Width: | Height: | Size: 49 KiB |
Before Width: | Height: | Size: 47 KiB After Width: | Height: | Size: 51 KiB |
Before Width: | Height: | Size: 5.1 KiB After Width: | Height: | Size: 5.1 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.0 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.4 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.2 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.4 KiB |
Before Width: | Height: | Size: 5.5 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 5.4 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 43 KiB After Width: | Height: | Size: 47 KiB |
Before Width: | Height: | Size: 48 KiB After Width: | Height: | Size: 53 KiB |
Before Width: | Height: | Size: 46 KiB After Width: | Height: | Size: 51 KiB |
Before Width: | Height: | Size: 38 KiB After Width: | Height: | Size: 42 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 5.1 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.8 KiB |
Before Width: | Height: | Size: 5.1 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.3 KiB |
Before Width: | Height: | Size: 5.1 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.8 KiB |
Before Width: | Height: | Size: 5.3 KiB After Width: | Height: | Size: 5.7 KiB |
Before Width: | Height: | Size: 55 KiB After Width: | Height: | Size: 59 KiB |
Before Width: | Height: | Size: 49 KiB After Width: | Height: | Size: 54 KiB |
Before Width: | Height: | Size: 50 KiB After Width: | Height: | Size: 55 KiB |
Before Width: | Height: | Size: 57 KiB After Width: | Height: | Size: 63 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 5.1 KiB After Width: | Height: | Size: 5.8 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 5.3 KiB |
Before Width: | Height: | Size: 5.9 KiB After Width: | Height: | Size: 5.0 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 4.9 KiB |
Before Width: | Height: | Size: 5.2 KiB After Width: | Height: | Size: 5.3 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 4.8 KiB After Width: | Height: | Size: 5.5 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.4 KiB After Width: | Height: | Size: 5.9 KiB |
Before Width: | Height: | Size: 50 KiB After Width: | Height: | Size: 53 KiB |
Before Width: | Height: | Size: 50 KiB After Width: | Height: | Size: 56 KiB |
Before Width: | Height: | Size: 49 KiB After Width: | Height: | Size: 55 KiB |
Before Width: | Height: | Size: 4.9 KiB After Width: | Height: | Size: 5.6 KiB |
Before Width: | Height: | Size: 5.0 KiB After Width: | Height: | Size: 5.7 KiB |