This thread is very timely, as it relates to issues I've been trying to solve with my coding of the last week.  I think it simplest just to present the code (and detailed PR description) as the clearest form of my thinking.  Happy to discuss further.  Please see:

https://github.com/apache/incubator-mxnet/pull/8313

On 2017-10-16 05:56, Pedro Larroy <p...@gmail.com> wrote:
> Hi>
>
> Some of the unit tests are extremely costly in terms of memory and compute.>
>
> As an example in the gluon tests we are loading all the datasets.>
>
> test_gluon_data.test_datasets>
>
> Also running huge networks like resnets in test_gluon_model_zoo.>
>
> This is ridiculously slow, and straight impossible on some embedded />
> memory constrained devices, and anyway is making tests run for longer than>
> needed.>
>
> Unit tests should be small, self contained, if possible pure (avoiding this>
> kind of dataset IO if possible).>
>
> I think it would be better to split them in real unit tests and extended> > integration test suites that do more intensive computation. This would also>
> help with the feedback time with PRs and CI infrastructure.>
>
>
> Thoughts?>
>
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