8bit optimizers#1624
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Co-authored-by: Fedor Ignatov <ignatov.fedor@gmail.com>
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Added 8bit optimizers. These optimizers, as my experiments have shown, yield ~9-11% memory economy on training. The code is absolutely backward-compatible.