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  5. Batching
Infrastructure & Hardware

Batching

Batching groups multiple examples or requests so hardware processes them together.

Ask Melo about this← all terms

Tensor operations over a batch use accelerator parallelism more efficiently than many tiny operations. Static batching waits for a fixed group, while dynamic approaches form batches from requests that arrive close together.

Related terms

LatencyThroughputKV CacheFLOPsParameter ServerEdge Inference

Where Batching comes up

  • Mistral OCR 4 & 4.1: Bounding Boxes, Document AI, and the OCR API
  • Microsoft Reportedly Tests Kimi K3 for Copilot and Azure
  • OpenAI Jalapeño: First AI Chip Built from Scratch for LLM Inference, Co-Developed with Broadcom