Add simple benchmark for Transpose ops, extract rten-bench crate #59
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This simplifies the use of `format!` etc. to generate a description.
This is useful if a benchmark wants to compare results from different tests.
This includes a couple of transpose operations seen in the Whisper decoder (base model), which were showing up as bottlenecks in benchmarks, as well as simple tests on square matrices.
This allows reusing the same implementation across all the various `rten-*` crates.
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Following some performance investigations in #42 (comment):
run_benchutility into an unpublishedrten-benchcrate, so it can be reused by different crates.