llm serving skills

35 tagged llm serving, measured the same way as everything else here.

Browse within: PyTorch 35blackwell 35cuda 35moe 35TensorRT-LLM 7Optimization 5

ad-model-onboard

01

NVIDIA/TensorRT-LLM

Skill Claude CodeCodex

Translates a HuggingFace model into a prefill-only AutoDeploy custom model using reference custom ops, validates with hierarchical equivalence tests.

15k 2d ago A 33 tokens

NVIDIA/TensorRT-LLM

Skill Claude CodeCodex

Onboard a HuggingFace multimodal model (vision/audio/video + text) to the TensorRT-LLM PyTorch backend. Use when writing a new tensorrtllm/torch/models/modeling .py plus its input processor and weight mapper, or extending an existing VLM. Not for AutoDeploy — use ad-model-onboard for that path.

15k 2d ago A 93 tokens

NVIDIA/TensorRT-LLM

Skill Claude CodeCodex

Runs model-level and module-level tests for TensorRT-LLM. First classifies the test scope (module test or model test), then dispatches to the appropriate workflow. Model tests are further classified by type (functionality/smoke test, benchmark, or evaluation). Prompts the user for parallelism parameters (tp, ep, dp)…

15k 2d ago A 105 tokens