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import-model - Import Hugging Face models into MAX

Ports a Hugging Face model architecture to MAX, loads its released weights, serves it, and verifies outputs against the Hugging Face reference.

Tags

Updated: 2026-10-06
model importHugging FaceMAXmodel portingarchitecture implementationoutput verification

Capabilities

Inspect Hugging Face configurationCheck native MAX architecturesScan for porting blockersCompare model implementations

Typical Inputs

Hugging Face model IDHugging Face model cardHugging Face modeling code

Typical Outputs

Ported MAX architecture filesLoaded model weightsRunning MAX model server

What this skill does

  • Inspect Hugging Face configuration
  • Check native MAX architectures
  • Scan for porting blockers
  • Compare model implementations
  • Scaffold MAX architecture files
  • Implement divergent graph layers
  • Serve the imported model
  • Verify outputs against Hugging Face

Inputs

  • Hugging Face model ID
  • Hugging Face model card
  • Hugging Face modeling code
  • MAX donor architecture
  • MAX project files

Outputs

  • Ported MAX architecture files
  • Loaded model weights
  • Running MAX model server
  • Verification results
  • Porting progress template

Requirements

  • Pixi environment with MAX installed
  • Network access to Hugging Face Hub
  • GPU for serving and verification

Source

  • Spec: SKILL.md

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