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  1. RELEASE.md

            on Ampere based GPUs.TensorFloat-32, or TF32 for short, is a math mode
            for NVIDIA Ampere based GPUs which causes certain float32 ops, such as
            matrix multiplications and convolutions, to run much faster on Ampere
            GPUs but with reduced precision. This reduced precision has not been
            found to effect convergence quality of deep learning models in practice.
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