UUtilizing system logs to predict future system failures and perform counterfactual analysis.
You can find a current notebook-based demo at demo.ipynb.
If you would like to launch the full web-based demo instead, please follow the instructions here.
You can find the prompts we use for GPT in the respective files:
- Variable tagging (line 215)
- AskGPT evaluation baseline (line 226)
- GPT as a causal discovery method in Table 10 (line 138)
To view the documentation, run mkdocs serve from the root of this repo and open the corresponding page.
You might need to install the following packages:
pip install mkdocs-material mkdocs-gen-files mkdocs-literate-nav markdown_include pymdown-extensions markdown mkdocs-pymdownx Pygments mkdocs-jupyter mkdocstrings-python mkdocstrings mdx_include
Yo use the LLM-powered capabilites of Sawmill, please add a .env file to the root of this repo and define OPENAI_API_KEY appropriately.