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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 ParallelismNeural Image Signal ProcessorFLOP/s

Where Inference comes up

  • GLM-5.3 Built Its Own Inference Stack. The Real Lesson Is Dense Feedback
  • NVIDIA BioNeMo Inference Runtime: Faster Boltz-2, OpenFold2, Protenix v2
  • In-Browser LLM Fine-Tuning: Why Training on WebGPU Is a Bigger Deal Than Inference
  • Lily: Perplexity's Custom Inference Engine for Apple Silicon