* Improve performance of cumsum and cumprod by up to 300x.
* Add benchmarks. The vast majority of cases are much faster, but there are a small number of cases that do get slower. PiperOrigin-RevId: 221533615
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* Add benchmarks. The vast majority of cases are much faster, but there are a small number of cases that do get slower. PiperOrigin-RevId: 221533615