benchmarks + results and reqs

[tdhd]

Description of changes:

Extract of https://github.com/awslabs/datawig/pull/99 that includes

• benchmark results
• benchmark script and requirements to reproduce benchmarks

By submitting this pull request, I confirm that my contribution is made under the terms of the Apache 2.0 license.