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NVIDIA WON THE AI TRAINING RACE, BUT INFERENCE IS STILL ANYONE'S GAME
Summary from the TLDR newsletter
Inference is a far more diverse workload compared to training - performance is predominantly determined by memory capacity, memory bandwidth, and compute - which of these is prioritized is heavily dependent on a model's architecture, parameter count, hosting location, and target audience.