Introducing a new split-mode, selects the minimum subset of GPUs needed to fit a model
based on estimated memory requirements. GPUs are sorted by free memory and selected until
cumulative memory meets the model's estimated needs. This helps reducing inter-communication
between the GPUs and increase performance and overall power consumption on multi-gpu systems.
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