GPU scheduling and resource management
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Multi-GPU inference: tensor and pipeline parallelismWhen one GPU is not enough, how do many cooperate?
Why parallelism

Big models do not fit, period

A 70B model in BF16 needs ~140 GB just for weights. No single accelerator has that today. You must split the model across GPUs — and how you split it determines whether the result is fast or merely possible.