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Tutorials

Hands-on lessons that take you from an empty environment to working models. Do them in order; each step produces visible output.

  • Getting started: install the package and train your first minGRU stack.
  • Two-layer stacks: compose heterogeneous mixers in the right order for your problem.
  • Your first delta model: build and train a DeltaMinGRU composer, learn its (y_t, h_t) step return, and turn on time decay.
  • Triton on GPU: enable the Triton scan kernels and verify they engage.