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)
• login in it
• 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
• login in it
• git clone https://github.com/vnlitvin/mortgage-benchmarks.git && cd mortgage-benchmarks
• ./run_cpu.sh