[MRG] Tensorflow backend & Benchmarker & Myst_parser (#316)

* First batch of tf methods (to be continued)

* Second batch of method (yet to debug)

* tensorflow for cpu

* add tf requirement

* pep8 + bug

* small changes

* attempt to solve pymanopt bug with tf2

* attempt #2

* attempt #3

* attempt 4

* docstring

* correct pep8 violation introduced in merge conflicts resolution

* attempt 5

* attempt 6

* just a random try

* Revert "just a random try"

This reverts commit 8223e768bfe33635549fb66cca2267514a60ebbf.

* GPU tests for tensorflow

* pep8

* attempt to solve issue with m2r2

* Remove transpose backend method

* first draft of benchmarker (need to correct time measurement)

* prettier bench table

* Bitsize and prettier device methods

* prettified table bench

* Bug corrected (results were mixed up in the final table)

* Better perf counter (for GPU support)

* pep8

* EMD bench

* solve bug if no GPU available

* pep8

* warning about tensorflow numpy api being required in the backend.py docstring

* Bug solve in backend docstring

* not covering code which requires a GPU

* Tensorflow gradients manipulation tested

* Number of warmup runs is now customizable

* typo

* Remove some warnings while building docs

* Change prettier_device to device_type in backend

* Correct JAX mistakes preventing to see the CPU if a GPU is present

* Attempt to solve JAX bug in case no GPU is found

* Reworked benchmarks order and results storage & clear GPU after usage by benchmark

* Add bench to backend docstring

* better benchs

* remove useless stuff

* Better device_type

* Now using MYST_PARSER and solving links issue in the README.md / online docs

1 files changed, 0 insertions, 1 deletions

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-.. mdinclude:: ../../.github/CONTRIBUTING.md
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