- Add alternative sparsify implementation using generic tensor.reduce/map.

- Add options for specifying which one to use in tests and performance benchmark.
Based on original implementation prior to custom reduce with the following improvements.
 - Apply Math.log after reduction which is the samp optimization as done in the custom implementation.
 - Join the 2 separate single dimension reduce statements into single 2 dimensional reduce.

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