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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

  • Together Compiler: AI Agents Now Tune Together AI Inference, With 1.3-3x Speedup Claims
  • dasllama: A Game-Scripting-Language Inference Engine Claims 5x Faster Speech-to-Text Than llama.cpp on CPU
  • Oracle and OpenAI: ChatGPT Gets Oracle Apps, and OCI Adds Cerebras Inference
  • VocabX: Specializing a Small Model's Vocabulary Cut Inference Cost 77% in Production