Learning Halide by Examples!

Contents:

• What is Halide? Why should I use it?
• The purposes of this document
• Installing Halide
• Hello, Halide!
• Learning to Write Halide Algorithms by Examples
  • Matrix multiplication
  • Image convolution
  • Histogram
• Automatic scheduling
• Manual scheduling
• Computing gradients
• Interacting with PyTorch
• Example: tuning a demosaicing pipeline
• Example: box convolution
• Example: learnable burst denoising