Text Generation Inference

Use cases

• ✓ Production LLM serving with HuggingFace models
• ✓ Multi-GPU inference with tensor parallelism
• ✓ Quantized model serving for cost optimization

Anti-patterns / when NOT to use

• ✕ HuggingFace ecosystem focused
• ✕ Less flexible than vLLM for non-HF models
• ✕ Requires GPU

Integrates with

Complements

Compare with alternatives

Replaces / alternatives to

• Proprietary inference endpoints