For the Gates Demo in April 2019, OpenAl had already scaled up GPT-2 into something modestly larger. But Amodei wasn't interested in a modest expansion. If the goal was to increase OpenAI's lead time, GPT-3 needed to be as big as possible. Microsoft was about to deliver a new supercomputer to OpenAI as part of its investment, with ten thousand Nvidia V100s, what were then the world's most powerful GPUs for training deep learning models. (The V was for Italian chemist and physicist Alessandro Volta). Amodei wanted to use all of those chips, all at once, to create the new large language model.
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config = TrainingConfig(output_dir="./output", num_epochs=10)
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Add a cluster of points in one corner and watch that corner subdivide deeply while the rest of the space stays untouched. Then scatter a few points across the empty region and watch it split only where needed. The tree grows around the data.