Experiments

Requirements

The following setup was tested on a Ubuntu 18.04.5 LTS system with CUDA Version: 10.2:

conda create --name jmvamom python=3.8 && conda activate jmvamom
pip install -r requirements.txt

Defining Experiment

In order to define parameters for the experiment, change the parameter dictionary in experiment.py. By default, the values are set to the values used in the article.

Starting Experiment

python experiment.py

Results

Intermediate results will be saved as pickeled dictionaries (file extension .p), where keys are tracked quantities and values are lists of values.

The final result will be saved as pickeled pandas dataframe. To load it, use for example

import pickle
import pandas
df_result = pickle.load(open(path, 'rb'))
df_result.head() # show first few rows

The original results can be found in the pandas dataframe original_result.p.