[FPGA] Add example script for VGG Convolutions

[manuelburger]

Adds example script for running the convolutional part of the VGG16 architecture on FPGA in the fpga test directory.

[codecov[bot]]

Codecov Report

Merging #80 (a0d68ad) into master (9651a28) will decrease coverage by 0.06%. The diff coverage is 20.00%.

@@            Coverage Diff             @@
##           master      #80      +/-   ##
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- Coverage   88.23%   88.17%   -0.06%     
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  Files          51       51              
  Lines        5624     5629       +5     
==========================================
+ Hits         4962     4963       +1     
- Misses        662      666       +4     

Impacted Files	Coverage Δ
daceml/util/utils.py	88.89% <20.00%> (-2.85%)	:arrow_down:

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[orausch]

You could also consider adding it as an example script to the documentation: https://daceml.readthedocs.io/en/latest/auto_examples/index.html

I think the docs build is currently broken, but I'll fix that soon.

[manuelburger]

You could also consider adding it as an example script to the documentation: https://daceml.readthedocs.io/en/latest/auto_examples/index.html

I think the docs build is currently broken, but I'll fix that soon.

I could yes. The current location was just where a similar example script for LeNet is and also all other FPGA related material, so that was the reason for me putting it there. @TizianoDeMatteis any preferences?

[TizianoDeMatteis]

You could also consider adding it as an example script to the documentation: https://daceml.readthedocs.io/en/latest/auto_examples/index.html I think the docs build is currently broken, but I'll fix that soon.

I could yes. The current location was just where a similar example script for LeNet is and also all other FPGA related material, so that was the reason for me putting it there. @TizianoDeMatteis any preferences?

@orausch Since this is not the full VGG (normalization is missing) I will keep it there and move it to the example later. Is this ok for you?

[orausch]

Sure