MODEL SERVINGENTERPRISE AI ARCHITECTURE

Model Parallelism

Large models may span multiple GPUs using tensor, pipeline or other parallel techniques.

WHY IT MATTERS

This changes capacity, network requirements and failure domains.

ENTERPRISE EXAMPLE

A four-GPU tensor-parallel replica requires all four GPUs healthy before it can serve.

ARCHITECTURE DECISION

How does one hardware failure affect the replica and pool?

REMEMBERParallelism increases both capability and coordination dependency.
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