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mirror of https://github.com/andre-wojtowicz/blas-benchmarks synced 2024-11-03 18:40:28 +01:00

added Intel Xeon E3-1275 v5

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Andrzej Wójtowicz 2016-11-29 11:48:07 +01:00
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# BLAS libraries benchmarks
Andrzej Wójtowicz
[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.57910.svg)](http://dx.doi.org/10.5281/zenodo.57910)
Document generation date: 2016-11-29 11:40:07
Document generation date: 2016-11-25 13:00:18
[![DOI](https://zenodo.org/badge/doi/10.5281/zenodo.57910.svg)](http://dx.doi.org/10.5281/zenodo.57910)
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.
### Changelog
* 2016-11-29: **results:** added Intel Xeon E3-1275 v5.
* 2016-11-25: **results:** added Intel Atom C2758.
* 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.
@ -18,6 +19,7 @@ This document presents timing results for BLAS ([Basic Linear Algebra Subprogram
1. [Configuration](#configuration)
2. [Results per host](#results-per-host)
* [Intel Xeon E3-1275 v5](#intel-xeon-e3-1275-v5)
* [Intel Core i7-4790K + MSI GeForce GTX 980 Ti Lightning](#intel-core-i7-4790k--msi-geforce-gtx-980-ti-lightning)
* [Intel Core i5-4590 + NVIDIA GeForce GT 430](#intel-core-i5-4590--nvidia-geforce-gt-430)
* [Intel Core i5-4590 + NVIDIA GeForce GTX 750 Ti](#intel-core-i5-4590--nvidia-geforce-gtx-750-ti)
@ -60,16 +62,17 @@ This document presents timing results for BLAS ([Basic Linear Algebra Subprogram
|No.|CPU|GPU|
|---|---|---|
|1.|[Intel Core i7-4790K](http://ark.intel.com/products/80807/Intel-Core-i7-4790K-Processor-8M-Cache-up-to-4_40-GHz) (OC 4.5 GHz)|[MSI GeForce GTX 980 Ti Lightning](https://us.msi.com/Graphics-card/GTX-980-Ti-LIGHTNING.html#hero-specification)|
|2.|[Intel Core i5-4590](http://ark.intel.com/products/80815/Intel-Core-i5-4590-Processor-6M-Cache-up-to-3_70-GHz)|[NVIDIA GeForce GT 430](http://www.geforce.com/hardware/desktop-gpus/geforce-gt-430/specifications)|
|3.|[Intel Core i5-4590](http://ark.intel.com/products/80815/Intel-Core-i5-4590-Processor-6M-Cache-up-to-3_70-GHz)|[NVIDIA GeForce GTX 750 Ti](http://www.geforce.com/hardware/desktop-gpus/geforce-gtx-750-ti/specifications)|
|4.|[Intel Core i5-6500](http://ark.intel.com/products/88184/Intel-Core-i5-6500-Processor-6M-Cache-up-to-3_60-GHz)| - |
|5.|[Intel Core i5-3570](http://ark.intel.com/products/65702/Intel-Core-i5-3570-Processor-6M-Cache-up-to-3_80-GHz)| - |
|6.|[Intel Core i3-2120](http://ark.intel.com/products/53426/Intel-Core-i3-2120-Processor-3M-Cache-3_30-GHz)| - |
|7.|[Intel Core i3-3120M](http://ark.intel.com/products/71465/Intel-Core-i3-3120M-Processor-3M-Cache-2_50-GHz)| - |
|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)|
|9.|[Intel Atom C2758](http://ark.intel.com/products/77988/Intel-Atom-Processor-C2758-4M-Cache-2_40-GHz)| - |
|10.|[Intel Pentium Dual-Core E5300](http://ark.intel.com/products/35300/Intel-Pentium-Processor-E5300-2M-Cache-2_60-GHz-800-MHz-FSB)| - |
|1.|[Intel Xeon E3-1275 v5](http://ark.intel.com/products/88177/Intel-Xeon-Processor-E3-1275-v5-8M-Cache-3_60-GHz)| - |
|2.|[Intel Core i7-4790K](http://ark.intel.com/products/80807/Intel-Core-i7-4790K-Processor-8M-Cache-up-to-4_40-GHz) (OC 4.5 GHz)|[MSI GeForce GTX 980 Ti Lightning](https://us.msi.com/Graphics-card/GTX-980-Ti-LIGHTNING.html#hero-specification)|
|3.|[Intel Core i5-4590](http://ark.intel.com/products/80815/Intel-Core-i5-4590-Processor-6M-Cache-up-to-3_70-GHz)|[NVIDIA GeForce GT 430](http://www.geforce.com/hardware/desktop-gpus/geforce-gt-430/specifications)|
|4.|[Intel Core i5-4590](http://ark.intel.com/products/80815/Intel-Core-i5-4590-Processor-6M-Cache-up-to-3_70-GHz)|[NVIDIA GeForce GTX 750 Ti](http://www.geforce.com/hardware/desktop-gpus/geforce-gtx-750-ti/specifications)|
|5.|[Intel Core i5-6500](http://ark.intel.com/products/88184/Intel-Core-i5-6500-Processor-6M-Cache-up-to-3_60-GHz)| - |
|6.|[Intel Core i5-3570](http://ark.intel.com/products/65702/Intel-Core-i5-3570-Processor-6M-Cache-up-to-3_80-GHz)| - |
|7.|[Intel Core i3-2120](http://ark.intel.com/products/53426/Intel-Core-i3-2120-Processor-3M-Cache-3_30-GHz)| - |
|8.|[Intel Core i3-3120M](http://ark.intel.com/products/71465/Intel-Core-i3-3120M-Processor-3M-Cache-2_50-GHz)| - |
|9.|[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)|
|10.|[Intel Atom C2758](http://ark.intel.com/products/77988/Intel-Atom-Processor-C2758-4M-Cache-2_40-GHz)| - |
|11.|[Intel Pentium Dual-Core E5300](http://ark.intel.com/products/35300/Intel-Pentium-Processor-E5300-2M-Cache-2_60-GHz-800-MHz-FSB)| - |
**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).
@ -79,7 +82,7 @@ This document presents timing results for BLAS ([Basic Linear Algebra Subprogram
# Results per host
## Intel Core i7-4790K + MSI GeForce GTX 980 Ti Lightning
## Intel Xeon E3-1275 v5
@ -217,7 +220,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i5-4590 + NVIDIA GeForce GT 430
## Intel Core i7-4790K + MSI GeForce GTX 980 Ti Lightning
@ -355,7 +358,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i5-4590 + NVIDIA GeForce GTX 750 Ti
## Intel Core i5-4590 + NVIDIA GeForce GT 430
@ -493,7 +496,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i5-6500
## Intel Core i5-4590 + NVIDIA GeForce GTX 750 Ti
@ -631,7 +634,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i5-3570
## Intel Core i5-6500
@ -769,7 +772,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i3-2120
## Intel Core i5-3570
@ -907,7 +910,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i3-3120M
## Intel Core i3-2120
@ -1045,7 +1048,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Core i5-3317U + NVIDIA GeForce GT 630M
## Intel Core i3-3120M
@ -1183,7 +1186,7 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
## Intel Atom C2758
## Intel Core i5-3317U + NVIDIA GeForce GT 630M
@ -1215,8 +1218,6 @@ Time in seconds - 10 runs - lower is better
#### Determinant of a 2500x2500 random matrix
ATLAS (mt) crashes in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h9_b1_t4.png)
@ -1233,8 +1234,6 @@ Time in seconds - 10 runs - lower is better
#### Inverse of a 1600x1600 random matrix
ATLAS (mt) crashes in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h9_b1_t6.png)
@ -1319,15 +1318,13 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
#### Triangular Decomposition
ATLAS (mt) crashes in this test
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h9_b3_t4.png)
## Intel Pentium Dual-Core E5300
## Intel Atom C2758
@ -1351,8 +1348,6 @@ Time in seconds - 10 runs - lower is better
#### Eigenvalues of a 600x600 random matrix
BLIS hangs in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h10_b1_t3.png)
@ -1361,6 +1356,8 @@ Time in seconds - 10 runs - lower is better
#### Determinant of a 2500x2500 random matrix
ATLAS (mt) crashes in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h10_b1_t4.png)
@ -1377,6 +1374,8 @@ Time in seconds - 10 runs - lower is better
#### Inverse of a 1600x1600 random matrix
ATLAS (mt) crashes in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h10_b1_t6.png)
@ -1461,12 +1460,154 @@ Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs -
#### Triangular Decomposition
ATLAS (mt) crashes in this test
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h10_b3_t4.png)
## Intel Pentium Dual-Core E5300
### R-benchmark-25
#### 2800x2800 cross-product matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t1.png)
#### Linear regr. over a 2000x2000 matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t2.png)
#### Eigenvalues of a 600x600 random matrix
BLIS hangs in this test
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t3.png)
#### Determinant of a 2500x2500 random matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t4.png)
#### Cholesky decomposition of a 3000x3000 matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t5.png)
#### Inverse of a 1600x1600 random matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t6.png)
#### Escoufier's method on a 45x45 matrix
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b1_t7.png)
### Revolution benchmark
#### Matrix Multiply
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b2_t1.png)
#### Cholesky Factorization
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b2_t2.png)
#### Singular Value Deomposition
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b2_t3.png)
#### Principal Components Analysis
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b2_t4.png)
#### Linear Discriminant Analysis
Time in seconds - 10 runs - lower is better
![](gen/img/img_ph_h11_b2_t5.png)
### Gcbd benchmark
#### Matrix Multiply
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h11_b3_t1.png)
#### QR Decomposition
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h11_b3_t2.png)
#### Singular Value Deomposition
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h11_b3_t3.png)
#### Triangular Decomposition
Performance gain regarding matrix size - reference: Netlib - from 50 to 5 runs - higher is better
![](gen/img/img_ph_h11_b3_t4.png)
# Results per library

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