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Build initial kernel registry #8

Description

@ehartford

Build and refine the initial kernel registry in registry/kernels.yaml.

Initial families:

  • RMSNorm / LayerNorm
  • Softmax
  • GELU / GLU
  • Causal Attention
  • Paged Attention
  • MLA Decode
  • Quant GEMV
  • Quant GEMM
  • Quantized LM Head
  • Sampling
  • Beam Search
  • Speculative Decode
  • Mamba / SSD
  • MoE Routing
  • Grouped MoE GEMM
  • Optimizers

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