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dotAI Pre-Conference Workshop: Optimize and Evaluate Your Models with Confidence

This workshop is about how to optimize and evaluate vision models using Pruna AI. The goal is to create a merch design for Pruna AI by optimizing a vision model using Pruna's "smash" functionality.

Checklist

  • I've given a star to the Pruna repo on GitHub

  • Record the original model output:

    • running time
    • prompt
    • output

  • I've used Pruna to smash the vision model of my choice.

  • Record the smashed model output:

    • running time
    • prompt
    • merch design

Submission

  • Screenshot showing that you starred the Pruna repo on GitHub

  • Take a screenshot of the output of the original model:

    • running time
    • prompt
    • merch design

  • Take a screenshot of the output of the smashed model:

    • running time
    • prompt
    • merch design

  • Upload your submission to the #chill channel on Discord with:

    • your name (or names if working in a group)
    • screenshots
    • link to the notebook

Run the Notebook in Modal

You can run this workshop notebook directly in Modal — no local setup needed.

Steps:

  1. Log in to your Modal account.
  2. Go to the Notebooks section.
  3. Click Import notebook.
  4. Paste the URL of this repository or the specific .ipynb file:
    dotAI-workshop-5-11-2025.ipynb
  5. Once imported, you can execute and modify the notebook interactively within Modal.

Overview

The workshop walks through:

  1. Running a vision model (FLUX.1-Kontext-dev) to generate a merch design
  2. Using Pruna to optimize ("smash") the model with caching and compilation techniques
  3. Comparing the performance of the original vs. optimized model