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unsloth-inference - Optimized inference deployment for fine-tuned models

Deploy fine-tuned models for production inference using kernel optimization, vLLM, or SGLang

Tags

Updated: 2026-02-15

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • enable optimized kernels
  • merge LoRA weights
  • export for production serving
  • provide OpenAI-compatible endpoint

Inputs

  • fine-tuned model
  • tokenizer
  • LoRA weights

Outputs

  • optimized inference model
  • merged model files
  • API endpoint

Requirements

  • unsloth library
  • PyTorch
  • vLLM (optional)
  • SGLang (optional)

Source

  • Spec: SKILL.md
inference
model-deployment
optimization
production-serving
enable optimized kernels
merge LoRA weights
export for production serving
provide OpenAI-compatible endpoint
fine-tuned model
tokenizer
LoRA weights
optimized inference model
merged model files
API endpoint