add readme for speed bench
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speed_benchmark/README.md
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speed_benchmark/README.md
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Steps:
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1. Run `python speed_benchmark/speed_benchmark.py` which times operations and writes their time to `speed_benchmark/info_a100_py2.jsonl` (feel free to change the name for your profiling).
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2. Run `python speed_benchmark/make_plot_with_jsonl.py`, which produces the `speed_benchmark/plot_with_info.pdf`.
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