LOGos

Utilizing system logs to perform causal analysis. You can access the documentation here.

OpenAI integration

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.

Reproducing our evaluation

To reproduce the evaluation from our VLDB paper, please follow the following steps:

1. Follow the instructions in dataset_files/README.md to gain access to our datasets.
2. 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 the reproduce.sh script (you may need to edit file permissions to make it executable). The results will be saved under evaluation/repro_results/ and the corresponding plots under evaluation/repro_plots

Demos

You can find a quick demo of the LOGos API at demo/demo.ipynb.