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Benchmark optimizer latency on GPU #1699

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@ToucheSir

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@ToucheSir

Ref. JuliaGPU/GPUCompiler.jl#65 (comment). We should do this for both the current mutating optimizers and for Optimisers.jl. It may be that TTFG is only part of the problem.

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