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vllm.models.inkling.nvidia

Modules:

  • attention –
  • layernorm –

    Inkling RMSNorm (no bias, weight-scaled), backed by the vendored Triton kernel.

  • logits_processor –

    Inkling logits processor (muP + LoRA aware).

  • mlp –

    Inkling dense SwiGLU MLP (also used as the MoE shared expert).

  • model –

    Inkling model implementation for NVIDIA GPUs.

  • moe –

    Inkling mixture-of-experts on vLLM's FusedMoE abstraction.

  • mtp –

    Inkling MTP (Multi-Token Prediction) draft model (NVIDIA).

  • ops –

    Inkling kernels (NVIDIA).

  • sconv_swa_attn –

    Inkling short-conv state managed as a sliding-window KV cache.

  • short_conv –

    Inkling short convolution: depthwise causal conv1d (+ residual) over a paged