mortgage-benchmarks

A repo for benchmarking different implementations of ML stuff over Mortage data

Based on benchmarks published by NVidia for their RAPIDS.

Run benchmarks

GPU case

launch p3.2xlarge gpu instance on AWS cloud with Ubuntu Server 18.04 LTS (HVM), SSD Volume Type image (this instance has a NVIDIA V100 GPU)
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follow the steps to install the necessary driver for V100 GPU (using 396.82 version)
git clone https://github.com/vnlitvin/mortgage-benchmarks.git && cd mortgage-benchmarks
./run_gpu.sh

CPU case with using pandas upstream

launch c5.18xlarge cpu instance on AWS cloud with Ubuntu Server 18.04 LTS (HVM), SSD Volume Type image
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git clone https://github.com/vnlitvin/mortgage-benchmarks.git && cd mortgage-benchmarks
./run_cpu.sh