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Add training loop profiler #89

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Add training loop profiler #89

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lorenzoh
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This implements the training loop profiler suggested in #86. See also for a discussion about benchmarking: FluxML/FluxML-Community-Call-Minutes#40.

The profiling part is implemented, but functionality to make it easier to perform analyses is still TODO.

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