First implementation with pytorch ignite to support cpu->multi-gpu scaling

[drewoldag]

First attempt at using pytorch ignite to support the promise of scaling from cpu->gpu->multi-gpu.

[codecov]

Codecov Report

Attention: Patch coverage is 4.91803% with 58 lines in your changes missing coverage. Please review.

Project coverage is 38.33%. Comparing base (3ee8380) to head (706a355).
Report is 2 commits behind head on main.

Files with missing lines	Patch %	Lines
src/fibad/train.py	0.00%	40 Missing ⚠️
src/fibad/models/example_autoencoder.py	10.00%	9 Missing ⚠️
src/fibad/models/example_cnn_classifier.py	18.18%	9 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main      #54      +/-   ##
==========================================
- Coverage   38.90%   38.33%   -0.58%     
==========================================
  Files          17       17              
  Lines         712      720       +8     
==========================================
- Hits          277      276       -1     
- Misses        435      444       +9     

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[github-actions]

Before [3ee8380]	After [fa2b105]	Ratio	Benchmark (Parameter)
1.62±0.8s	1.74±2s	1.07	benchmarks.time_computation
3.5k	2.69k	0.77	benchmarks.mem_list

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