Utilizing system logs to perform causal analysis. You can access the documentation here.
In order to use the LLM-powered capabilites of LOGos, please add a .env
file to the root of this repo and define OPENAI_API_KEY
appropriately.
To reproduce the evaluation from our VLDB paper, please follow the following steps:
- Follow the instructions in
dataset_files/README.md
to gain access to our datasets. - Within
evaluation/
, you will find directories based on each experiment presented in our paper. Based on the experiment you would like to reproduce, switch into the appropriate directory and run thereproduce.sh
script (you may need to edit file permissions to make it executable). The results will be saved underevaluation/repro_results/
and the corresponding plots underevaluation/repro_plots
You can find a quick demo of the LOGos API at demo/demo.ipynb
.