Parallelism enables larger models but increases coordination and failure complexity.
MODEL SERVINGADVANCED LLMOPS
Tensor and Pipeline Parallelism
Large models may split computation across GPUs using tensor or pipeline parallelism.
A 70B model uses tensor parallelism across four GPUs, making one GPU failure affect the serving replica.
What reliability trade-off comes with the chosen parallelism topology?
REMEMBERScaling a model across GPUs also scales its failure domain.
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