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QuantFour_AdamW

Triton does not support thread indexing and so had to move to Cuda for parallelized binary search support with quantization. <br>Will HIP'ify for AMD support.

This is a productionized implementation of the paper: <br>"Memory Efficient Optimizers with 4-bit States" <br>Bingrui Li, Jianfei Chen, Jun Zhu <br>https://arxiv.org/abs/2309.01507