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High Performance Model Training Configs on TPU v5e

Expected performance results for 16B, 32B, 64B, and 128B parameter models running on TPU v5e:

Hardware 16B TFLOP/sec/chip 16B MFU 32B TFLOP/sec/chip 32B MFU 64B TFLOP/sec/chip 64B MFU 128B TFLOP/sec/chip 128B MFU
1x v5e-256 120 61.10% 132 66.86% 118 59.90% 110 56.06%
2x v5e-256 117 59.37% 128 64.81% 112 56.66% 110 55.82%
4x v5e-256 117 59.14% 126 64.10% 110 55.85% 108 54.93%
8x v5e-256 115 58.27% 125 63.67% 108 54.96% 104 52.93%
16x v5e-256 111 56.56% 123 62.26% 105 53.29% 100 50.86%
32x v5e-256 108 54.65% 119 60.40% 99 50.18% 91 46.25%