Add multi gpu python notebook (#1186)

Signed-off-by: Albert Wolant <awolant@nvidia.com> Why we need this PR? Refactoring to improve docs. What happened in this PR? What was changed, added, removed? Add docs page about multiple GPU training in DALI. Were docs and examples updated, if necessary? It adds new docs page. JIRA TASK: [NA] Follow-up to #1175
NVIDIA · Aug 22, 2019 · f60d699 · f60d699
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diff --git a/docs/examples/index.rst b/docs/examples/index.rst
@@ -10,6 +10,7 @@ Tutorials
    augmentation_gallery.ipynb
    color_space_conversion.ipynb
    decoder_examples.ipynb
+   multigpu.ipynb
    video/superres_pytorch/README.rst
    optical_flow/optical_flow_example.ipynb
    extend/create_a_custom_operator.ipynb

diff --git a/docs/examples/multigpu.ipynb b/docs/examples/multigpu.ipynb
diff --git a/docs/images/sharding.png b/docs/images/sharding.png