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vllm-ascend-model-adapter - vLLM Ascend Model Adaptation

Adapt and debug models for vLLM on Ascend NPU.

Tags

Updated: 2026-05-11

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • analyze model architecture
  • implement model adapter
  • add processor support
  • register architecture
  • validate dummy weights
  • validate real weights
  • generate test config
  • generate tutorial doc
  • commit code changes

Inputs

  • model path
  • model config
  • model checkpoint
  • implementation root path
  • delivery repo

Outputs

  • code commit
  • test config YAML
  • tutorial markdown
  • analysis report
  • validation evidence

Requirements

  • Docker environment
  • /vllm-workspace/vllm
  • /vllm-workspace/vllm-ascend
  • Ascend NPU hardware
  • vLLM serve port 8000

Source

  • Spec: SKILL.md

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model adaptation
Ascend NPU
vLLM
inference
multimodal
analyze model architecture
implement model adapter
add processor support
register architecture
model path
model config
model checkpoint
code commit
test config YAML
tutorial markdown