Odfv profiling

[franciscojavierarceo]

Profiling Feast's On Demand Feature Views in both Pandas and Python.

Steps to reproduce

python3 -m venv venv
source venv/bin/activate
pip install feast==0.38
pip install setuptools
pip install snakeviz
feast init 
cd newly-generated-folder # <- input your local folder name here
cd feature_repo
feast apply
python profile_odfv.py

Pandas

Python

Comparison

Local performance
Pandas runtime = 8.65ms
Python runtime = 0.907ms

Nearly 10x reduction in processing time.