Add NEON-based FloatOrHalfToFused8BitRowwiseQuantizedSBFloat #5089
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: https://github.com/facebookresearch/FBGEMM/pull/2098 Pull Request resolved: pytorch#5089 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: https://github.com/facebookresearch/FBGEMM/pull/2098 Pull Request resolved: pytorch#5089 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
…#5089) Summary: X-link: facebookresearch/FBGEMM#2098 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406
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…#5089) Summary: X-link: https://github.com/facebookresearch/FBGEMM/pull/2098 Pull Request resolved: pytorch#5089 Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads Performance improves by an order of magnitude: Before: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 378.68, 1.51 8, 100, 64, 286.91, 1.15 8, 100, 128, 262.06, 1.05 8, 100, 256, 251.34, 1.01 8, 100, 512, 244.92, 0.98 8, 100, 1024, 237.35, 0.95 8, 100, 2048, 230.83, 0.92 8, 120, 16, 378.70, 1.51 8, 120, 64, 286.72, 1.15 8, 120, 128, 263.40, 1.05 8, 120, 256, 251.58, 1.01 8, 120, 512, 245.30, 0.98 8, 120, 1024, 238.17, 0.95 8, 120, 2048, 230.69, 0.92 8, 1000, 16, 392.85, 1.57 8, 1000, 64, 294.35, 1.18 8, 1000, 128, 264.35, 1.06 8, 1000, 256, 252.13, 1.01 8, 1000, 512, 245.50, 0.98 8, 1000, 1024, 241.61, 0.97 8, 1000, 2048, 231.39, 0.93 After: bit_rate, rows, cols, elems_per_usec, GB/Sec 8, 100, 16, 1855.59, 7.42 8, 100, 64, 2615.43, 10.46 8, 100, 128, 3134.34, 12.54 8, 100, 256, 2610.72, 10.44 8, 100, 512, 3065.20, 12.26 8, 100, 1024, 3535.29, 14.14 8, 100, 2048, 3757.66, 15.03 8, 120, 16, 1991.94, 7.97 8, 120, 64, 2971.25, 11.89 8, 120, 128, 3403.37, 13.61 8, 120, 256, 2750.87, 11.00 8, 120, 512, 3272.63, 13.09 8, 120, 1024, 3618.98, 14.48 8, 120, 2048, 3848.59, 15.39 8, 1000, 16, 2329.11, 9.32 8, 1000, 64, 3068.76, 12.28 8, 1000, 128, 3678.86, 14.72 8, 1000, 256, 4440.37, 17.76 8, 1000, 512, 4558.70, 18.23 8, 1000, 1024, 4620.94, 18.48 8, 1000, 2048, 3898.84, 15.60 Reviewed By: mcfi Differential Revision: D86236406 fbshipit-source-id: 12c20cbdbbc9b0674ccca8e1aa598b7de144dea9
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Summary:
Adding NEON translation of FloatOrHalfToFused8BitRowwiseQuantizedSBFloat, used by Ads
Performance improves by an order of magnitude:
Before:
After:
Reviewed By: mcfi
Differential Revision: D86236406