Python 3.2 vs Matlab and OpenBLAS+Lapack on Matrix Multiply, SVD and EIG tests

After learning some Python functions for the purpose of Computer Vision in mind, I do tests on Matrix multiply, SVD and EIG of Python in comparison with Matlab and OpenBLAS+Lapack. In these tests, on my Windows 7 32 bits laptop, I use Python 3.2 with numpy-MKL, Matlab 2010b, OpenBLAS 1.0 and Lapack 3.4.1. All the matrices contain float numbers and each operation runs for 5 times, then the average time is recorded.

Python 3.2 Matlab 2010b OpenBLAS 1.0 + Lapack 3.4.1
Matrix Size Multiply SVD EIG Multiply SVD EIG Multiply SVD EIG EIGD
1000×1000 0.065 1.726 4.168 0.063 0.928 1.756 0.063 1.13 3.666 0.546
2000×2000 0.506 14.182 26.61 0.495 8.156 12.221 0.967 8.95 33.899 3.603
3000×3000 1.657 46.663 74.41 1.63 25.772 37.268 1.685 26.43 113.771 10.483
4000×4000 3.898 3.875 7.566 24.648
5000×5000 7.618 7.507 10.686
6000×6000 13.086 12.926 25.475

Again, Matlab is the winner, but between Python and C/C++, which is better for implementation algorithms which run fast on Matab? The EIG test with Lapack is slow because I used precompiled lapack’s .dll, so it used only one Core of the system.

Updated with new EIG results of OpenBLAS and Lapack: I used divide and conquer functions ssyevd_ of Lapack and got much better results on the column EIGD. Now the choices are OpenBLAS and Lapack.

2 Responses to “Python 3.2 vs Matlab and OpenBLAS+Lapack on Matrix Multiply, SVD and EIG tests”

  1. HongTu Says:

    Dir Sir,
    There is any way to improve time computation in Matlab?

    • 4fire Says:

      I have tested Matlab 2010b and Matlab 2012a on Windows 7 32 bit machine with matrix multiply, SVD, EIG and did not found any improvement. But some one said that on Linux 64 bit and Windows 64 bit, the computation of Matlab may be better. But I think on 32 bit machine, the speed of Matlab is good for me.

Leave a Reply

Fill in your details below or click an icon to log in: Logo

You are commenting using your account. Log Out / Change )

Twitter picture

You are commenting using your Twitter account. Log Out / Change )

Facebook photo

You are commenting using your Facebook account. Log Out / Change )

Google+ photo

You are commenting using your Google+ account. Log Out / Change )

Connecting to %s

%d bloggers like this: