This is the repository for reproducing the experiments performed in HAMLET: a framework for Human-centered AutoML via Structured Argumentation.
If you are interest in discovering HAMLET as an end-to-end AutoML framework, please refer to the GitHub repository
In order to reproduce the experiments in any operating systems, Docker is required: https://www.docker.com/. Install it, and be sure that it is running when trying to reproduce the experiments.
To test if Docker is installed correctly:
- open the terminal;
- run
docker run hello-world.
Expected output:
Unable to find image 'hello-world:latest' locally
latest: Pulling from library/hello-world
2db29710123e: Pull complete
Digest: sha256:7d246653d0511db2a6b2e0436cfd0e52ac8c066000264b3ce63331ac66dca625
Status: Downloaded newer image for hello-world:latest
Hello from Docker!
This message shows that your installation appears to be working correctly.
To generate this message, Docker took the following steps:
1. The Docker client contacted the Docker daemon.
2. The Docker daemon pulled the "hello-world" image from the Docker Hub.
(amd64)
3. The Docker daemon created a new container from that image which runs the
executable that produces the output you are currently reading.
4. The Docker daemon streamed that output to the Docker client, which sent it
to your terminal.
To try something more ambitious, you can run an Ubuntu container with:
$ docker run -it ubuntu bash
Share images, automate workflows, and more with a free Docker ID:
https://hub.docker.com/
For more examples and ideas, visit:
https://docs.docker.com/get-started/
The instructions are valid for Unix-like systems (e.g., Linux Ubuntu, MacOS) and Windows (if using PowerShell).
Open the terminal and run the docker image we published in this repository:
docker run -it --volume /var/run/docker.sock:/var/run/docker.sock --volume ${PWD}/HAMLET-FGCS2022:$(pwd) ghcr.io/queueinc/hamlet-fgcs2022:1.0.0 ${PWD}/HAMLET-FGCS2022