While looking for subsamples I have detected duplicated values for test_shapes in `test_dnn.py` both in old and new backend. I remove the duplicate.

* Remove the "[new backend]" part of the message and idem in the old back-end.
* Move the check to the make_node of the ops.
I'll continue analyzing the subsamples.

Show user warning in old and new backend when Theano flags `dnn.conv.algo_bwd_filter` is not `none`, to help user prevent the issue #5143.

Fix theano scripts on windows

make tensor.join() return the input when there is only 1 variable to join.

Use Scan.L_op instead of Scan.grad() to help speed up the second deri…

Fixes

numpy 1.12.0rc2 compatibility fix related to variable typecasting

Switch gs and ls to follow libgpuarray.

when g++ is not detected but the user has not set the cxx flag.

to ensure that any code looking for it
(e.g. jenkins configuration files)
will still work.

as per #5409,  fixing a typo

Typo-Fix of value error comment

Add theano.gpuarray.use similar to theano.sandbox.cuda.use() to manua…

unstable commit-fixed perform on gpujoin

if the user does explicitely set the cxx config flag in THEANO_FLAGS.

to make theano scripts installed when running pip install.

These step are done to fix issue #5308. The bin folder
containing the scripts is now importable from Python,
with each script embedding its code into a main() function
specified as the entry point of the script in `setup.py`.

We also detect a Windows-specific error: the cache folder
cannot be deleted because it contains shared libraries that are
always loaded at theano importation and stay opened on Windows,
which forbide the deletion of the shared library files in the cache.

The workaround chosen is to unset theano config flag `cxx` only
on Windows platform and only in theano-cache script. Doing that,
Theano will not try to compile any C code, and will also not try
to load compiled C codes that are in the cache, allowing these files
to be deleted.

To ensure this workaround does work, we also ensure that lazylinker
module will be also ignored from cache when `cxx` is unset. Previously,
if cxx was unset, Theano would not compile lazylinker but would look
for an already compiled version of this module in the cache.

Fix shapes for cudnn bidirectional rnn since the documentation is full of lies.