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Flashlights

This is a fun little project using differentiable programming to solve a complex task. The idea is to draw any painting with flashlights.

4.gif This is "The Bedroom" from Van Gogh

slides.pdf has the slides of my decompiled 2026 talk.

The jupyter notebooks contain the different live coding steps.

  • 1.ipynb
    • The most straight-forward implementation of the drawing algorithm.
    • Cannot be trained because it contains python control-flow statements which cannot be tracked by pytorch.
  • 2.ipynb
    • Vectorized pixel loop
    • Still cannot be trained because the loss has no gradient
  • 3.ipynb
    • First version that can be trained because we use sigmoid now
  • 4.ipynb
    • Add an additional parameter: Lens focus
    • This is where the gif comes from
  • 5.ipynb
    • Introduce an additional cost for every flashlight proportional to its brightness
    • This allows to find the minimal number of required flashlights

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