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  5. Inference
Infrastructure & Hardware

Inference

Inference is the computation a trained model performs to produce predictions or generated outputs from new inputs.

Ask Melo about this← all terms

A serving system loads model parameters, preprocesses input, runs forward computation, and decodes or postprocesses results. Hardware, precision, batching, and model architecture determine latency and throughput.

Related terms

Graphics Processing UnitTensor Processing UnitTraining ClusterModel ParallelismData ParallelismFLOPs

Where Inference comes up

  • Build a Self-Service LLM Gateway on Amazon Bedrock With LiteLLM, Fargate and Inference Profiles
  • Amazon Bedrock: Four Request Settings That Change Your Inference Bill
  • NVIDIA Snapshot: GPU Checkpoint and Restore for Kubernetes Inference
  • Apple Harbor App: Mac Local AI Inference Cluster — Claimed vs Verified