Skip to content
Technical University of Munich

SCCS Colloquium

The SCCS Colloquium is a forum giving students, guests, and members of the chair the opportunity to present their research insights, results, and challenges. Do you need ideas for your thesis topic? Do you want to meet your potential supervisor? Do you want to discuss your research with a diverse group of researchers, rehearse your conference talk, or simply cheer for your colleagues? Then this is the right place for you (and you are also welcome to bring your friends along).

Upcoming talks

Fritz Hofmeier: Integrating Numerical Backend Modularity into Torchquad Using Autoray

SCCS Colloquium |

GPU programming for the Python3 language has become increasingly popular, especially in the context of machine learning. However, the number of backends which provide an array programming interface for GPUs has increased as well and algorithms which are implemented with different interfaces are often incompatible. torchquad is an example of a Python3 module which implements multi-dimensional numerical integration on GPUs and it has employed the array programming interface provided by the backend PyTorch. No module providing equivalent features is available for other backends, such as JAX and TensorFlow.
The autoray module offers an interface for array programming that automatically works for numerical Python3 modules with an API which is similar to NumPy's API. Since it enables algorithm implementations which support multiple backends at once, autoray tackles the compatibility problem.

The topic of this thesis is the adaptation of torchquad's code so that it uses autoray instead of PyTorch and thus supports numerical integration with the backends NumPy, JAX and TensorFlow in addition to PyTorch. Furthermore, this thesis includes investigations about the limitations of modularity between backends, code compilation with PyTorch, JAX and TensorFlow, and performance differences between backends.
Execution time comparisons reveal that PyTorch, JAX and TensorFlow all parallelize well on the GPU, and without compilation, PyTorch is often more than twice as fast as JAX and TensorFlow. Furthermore, the use of autoray has not led to a decrease in code readability in torchquad and the limitations of modularity are mostly due to backend-specific differences, so we can conclude that autoray is in general well-suited to implement computations with support for multiple backends.

Master's thesis presentation (Informatics). Fritz is advised by Dr. Pablo Gómez and Fabio Gratl.

◄ Back to: SCCS Colloquium

You don't want to miss a talk? Subscribe to our mailing list and our Colloquium calendar .

Previous talks →

Contribute a talk

To register and schedule a talk, you should fill the form Colloquium Registration at least four weeks before the earliest preferred date, at the end of a semester typically even earlier reservation is necessary due to a very high influx of presentations. Keep in mind that we only have limited slots, so please plan your presentation early! In special cases, contact colloquium(at)mailsccs.in.tum.de.

Colloquium sessions are now on-campus. We have booked room MI 02.07.023 for SS25 and MI 00.13.054 for WS25/26. You can either bring your own laptop or send us the slides as a PDF ahead of time. The projector only has an HDMI connection, so please bring your own adapters if necessary.

We invite students doing their Bachelor's or Master's thesis, as well as IDP, Guided Research, or similar projects at SCCS to give one 20min presentation to discuss their results and potential future work. The time for this is typically after submitting your final text. Check also with your study program regarding any requirements for a final presentation of your project work.

New: In regular times, we will now have slots for presenting early stage projects (talk time 2-10min). This is an optional opportunity for getting additional feedback early and there is no strict timeline.

Apart from students, we also welcome doctoral candidates and guests to present their projects.

During the colloquium, things usually go as follows:

  • 10min before the colloquium starts, the speakers setup their equipment with the help of the moderator. The moderator currently is Ana Cukarska. Make sure to be using an easily identifiable name in the online session's waiting room.
  • The colloquium starts with an introduction to the agenda and the moderator asks the speaker's advisor/host to put the talk into context.
  • Your talk starts. The scheduled time for your talk is normally 20min with additional 5-10min for discussion.
  • During the discussion session, the audience can ask questions, which are meant for clarification or for putting the talk into context. The audience can also ask questions in the chat.
  • Congratulations! Your talk is over and it's now time to celebrate! Have you already tried the parabolic slides that bring you from the third floor to the Magistrale?

Do you remember a talk that made you feel very happy for attending? Do you also remember a talk that confused you? What made these two experiences different?

Here are a few things to check if you want to improve your presentation:

  • What is the main idea that you want people to remember after your presentation? Do you make it crystal-clear? How quickly are you arriving to it?
  • Which aspects of your work can you cover in the given time frame, with a reasonable pace and good depth?
  • What can you leave out (but maybe have as back-up slides) to not confuse or overwhelm the audience?
  • How are you investing the crucial first two minutes of your presentation?
  • How much content do you have on your slides? Is all of it important? Will the audience know which part of a slide to look at? Will somebody from the last row be able to read the content? Will somebody with limited experience in your field have time to understand what is going on?
  • Are the figures clear? Are you explaining the axes or any other features clearly?

In any case, make sure to start preparing your talk early enough so that you can potentially discuss it, rehearse it, and improve it.

Here are a few good videos to find out more:

Did you know that the TUM English Writing Center can also help you with writing good slides?

Work with us!

Do your thesis/student project in Informatics / Mathematics / Physics: Student Projects at the SCCS.

To top