[gdal-dev] Parllelization slows down single gdal_calc process in python

Lorenzo Bottaccioli lorenzo.bottaccioli at gmail.com
Thu Mar 3 03:13:12 PST 2016


Dear Kor,

Yes I have 8 cores! The I/O output files are different for each process. I
have to preform the gdal_calc on different maps each process. I just wanted
to lunch more than one gdal_calc.py script at time.

Best

Lorenzo

2016-03-03 11:34 GMT+01:00 Kor de Jong <kor at jemig.eu>:

> Dear Lorenzo,
>
> On 03/03/2016 12:44 AM, Lorenzo Bottaccioli wrote:
>
>> If i run the code with out parallelization it takes around 650s to
>> complete the calculation. Each process of the for loop is executed in
>> ~10s. If i run with parallelization it takes ~900s to complete the
>> procces and each process of the for loop it takes ~30s.
>>
>> How is that? how can i Fix this?
>>
>
> If I am not mistaken, you are splitting your process into 8 concurrent
> processes. Do you have at least 8 cores in your machine and can you observe
> that the processes run indeed in parallel? If so, the overhead may come
> from the processes trying to get access to input and output files at the
> same time. Although your computations may run in parallel, the I/O will
> still happen sequentially and less optimal than during your non-concurrent
> run, because multiple processes are now frequently fighting to get access
> to files at the same time, blocking each other.
>
> You should probably instrument your code to figure out where the time is
> spent.
>
> In case I/O is indeed the bottleneck, then you might get better results by
> distributing the processes over multiple disks (multiple controllers). This
> will get rid of some synchronization points allowing multiple processes to
> continue to run in parallel, even while doing I/O.
>
> As a general rule, you don't want large scale I/O to happen concurrently
> on non-parallel hardware.
>
> Best regards,
> Kor
>
> _______________________________________________
> gdal-dev mailing list
> gdal-dev at lists.osgeo.org
> http://lists.osgeo.org/mailman/listinfo/gdal-dev
-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://lists.osgeo.org/pipermail/gdal-dev/attachments/20160303/59181e25/attachment.html>


More information about the gdal-dev mailing list