Standard D, Mir D benchmarks against Numpy (BLAS)

9il ilyayaroshenko at gmail.com
Thu Mar 12 13:47:02 UTC 2020


On Thursday, 12 March 2020 at 12:59:41 UTC, Pavel Shkadzko wrote:
> I have done several benchmarks against Numpy for various 2D 
> matrix operations. The purpose was mere curiosity and spread 
> the word about Mir D library among the office data engineers.
> Since I am not a D expert, I would be happy if someone could 
> take a second look and double check.
>
> https://github.com/tastyminerals/mir_benchmarks
>
> Compile and run the project via: dub run --compiler=ldc 
> --build=release
>
> *Table descriptions reduced to fit into post width.
>
> +---------------------------------+---------------------+--------------------+---------------------+
> | Description                     | Numpy (BLAS) (sec.) | 
> Standard D (sec.)  | Mir D (sec.)        |
> +---------------------------------+---------------------+--------------------+---------------------+
> | sum of two 250x200 (50 loops)   | 0.00115             | 
> 0.00400213(x3.5)   | 0.00014372(x1/8)    |
> | mult of two 250x200 (50 loops)  | 0.0011578           | 
> 0.0132323(x11.4)   | 0.00013852(x1/8.3)  |
> | sum of two 500x600 (50 loops)   | 0.0101275           | 
> 0.016496(x1.6)     | 0.00021556(x1/47)   |
> | mult of two 500x600 (50 loops)  | 0.010182            | 
> 0.06857(x6.7)      | 0.00021717(x1/47)   |
> | sum of two 1k x 1k (50 loops)   | 0.0493201           | 
> 0.0614544(x1.3)    | 0.000422135(x1/117) |
> | mult of two 1k x 1k (50 loops)  | 0.0493693           | 
> 0.233827(x4.7)     | 0.000453535(x1/109) |
> | Scalar product of two 30k       | 0.0152186           | 
> 0.0227465(x1.5)    | 0.0198812(x1.3)     |
> | Dot product of 5k x 6k, 6k x 5k | 1.6084685           | 
> --------------     | 2.03398(x1.2)       |
> | L2 norm of 5k x 6k              | 0.0072423           | 
> 0.0160546(x2.2)    | 0.0110136(x1.6)     |
> | Quicksort of 5k x 6k            | 2.6516816           | 
> 0.178071(x1/14.8)  | 1.52406(x1/0.6)     |
> +---------------------------------+---------------------+--------------------+---------------------+

Haha


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