RL Runtime Optimization

This repository includes the replication package for the experiments. The results from the paper are present in FINAL_RESULTS.

This experiment replication package was built upon the Magpie framework.

Replicating The Experiments

Make sure you have all the python dependencies listed below.

Run experiments

bash experiments/run.sh &

Note that running took about 50 hours 40 mins on our hardware specs.

All the log files should go in the experiments/results folder.

Produce graphs and metrics

Change the RESULT_DIR variable in the experiments/process_results/process_official_final.ipynb notebook to point your results folder (e.g, experiments/results). Then run all the notebook cells. The metrics and graphs should be computed automatically.

Software Versions Used

• g++ 11.4.0
• perf 6.5.13
• Python 3.10.12

Python Requirements

• numpy
• gcovr
• tqdm
• notebook
• pandas
• scipy
• matplotlib