Onnxruntime v1.8.1 with GPU/CUDA 11 support

[haixuanTao]

Merging two branches together to enables CUDA 11 Support on ONNX 1.7

The first one is: #78
The second one is: https://github.com/radu-matei/onnxruntime-rs/tree/cuda

This solution may not be perfect but wanted to share it with others. I am available to add or maintain this branch if you have any recommendations to make it better :)

Thanks for the work of @radu-matei, @dkim, @dllu, which is the base for this PR 🥇

[nbigaouette]

Thanks for the contribution!

Sorry for my late replay, I don't have much time to put on that project...

I updated the bindings yesterday to 1.8.1. Would you mind pushing commits just for the CUDA stuff? Or I can cherry-pick the two if you prefer.

[haixuanTao]

All set!

I have rebase from master !

I did not push the bindings for Windows as I have no machine to test it on.

Feel free to leave comment on necessary modification :)

[codecov-commenter]

Codecov Report

Merging #87 (7578dc0) into master (312952b) will decrease coverage by 1.70%.
The diff coverage is 9.09%.

@@            Coverage Diff             @@
##           master      #87      +/-   ##
==========================================
- Coverage   16.11%   14.40%   -1.71%     
==========================================
  Files          19       20       +1     
  Lines        1117     1277     +160     
==========================================
+ Hits          180      184       +4     
- Misses        937     1093     +156     

Impacted Files	Coverage Δ
onnxruntime-sys/build.rs	0.00% <0.00%> (ø)
...untime-sys/src/generated/macos/aarch64/bindings.rs	0.00% <0.00%> (ø)
...runtime-sys/src/generated/macos/x86_64/bindings.rs	0.00% <ø> (ø)
onnxruntime/src/download.rs	0.00% <0.00%> (ø)
onnxruntime/src/lib.rs	41.48% <0.00%> (-1.07%)	⬇️
onnxruntime/src/session.rs	0.00% <0.00%> (ø)
onnxruntime/src/tensor/ort_owned_tensor.rs	0.00% <0.00%> (ø)
onnxruntime/src/error.rs	58.33% <50.00%> (-4.17%)	⬇️
onnxruntime/src/environment.rs	88.52% <66.66%> (-1.31%)	⬇️
onnxruntime/src/memory.rs	87.50% <80.00%> (-5.84%)	⬇️
... and 4 more

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[haixuanTao]

This branch should pass test now :)