Marat Dukhan | 80fc932 | 2019-09-29 21:06:36 -0700 | [diff] [blame] | 1 | // Copyright (c) Facebook, Inc. and its affiliates. |
| 2 | // All rights reserved. |
| 3 | // |
| 4 | // Copyright 2019 Google LLC |
| 5 | // |
| 6 | // This source code is licensed under the BSD-style license found in the |
| 7 | // LICENSE file in the root directory of this source tree. |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 8 | |
| 9 | #include <assert.h> |
| 10 | #include <stdint.h> |
Marat Dukhan | 5b69f8b | 2020-07-24 15:26:48 -0700 | [diff] [blame] | 11 | #include <stddef.h> |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 12 | |
| 13 | #include <smmintrin.h> |
| 14 | |
| 15 | #include <fp16/bitcasts.h> |
Marat Dukhan | 5e9a91e | 2019-12-22 19:13:03 -0800 | [diff] [blame] | 16 | |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 17 | #include <xnnpack/requantization-stubs.h> |
| 18 | |
| 19 | |
Marat Dukhan | 9976cd8 | 2021-05-24 23:15:45 -0700 | [diff] [blame] | 20 | void xnn_qu8_requantize_gemmlowp__sse4( |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 21 | size_t n, |
| 22 | const int32_t* input, |
| 23 | float scale, |
| 24 | uint8_t zero_point, |
| 25 | uint8_t qmin, |
| 26 | uint8_t qmax, |
| 27 | uint8_t* output) |
| 28 | { |
| 29 | assert(n % 16 == 0); |
| 30 | assert(scale < 1.0f); |
| 31 | assert(scale >= 0x1.0p-32f); |
| 32 | |
Marat Dukhan | 80fc932 | 2019-09-29 21:06:36 -0700 | [diff] [blame] | 33 | // Compute requantization parameters. |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 34 | const uint32_t scale_bits = fp32_to_bits(scale); |
| 35 | |
Marat Dukhan | 80fc932 | 2019-09-29 21:06:36 -0700 | [diff] [blame] | 36 | // Multiplier is in [0x40000000, 0x7FFFFF80] range. |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 37 | const int32_t multiplier = (int32_t)(((scale_bits & UINT32_C(0x007FFFFF)) | UINT32_C(0x00800000)) << 7); |
| 38 | assert(multiplier >= INT32_C(0x40000000)); |
| 39 | assert(multiplier <= INT32_C(0x7FFFFF80)); |
| 40 | |
Marat Dukhan | 80fc932 | 2019-09-29 21:06:36 -0700 | [diff] [blame] | 41 | // Shift is in [0, 31] range. |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 42 | const int32_t shift = 127 + 31 - 32 - (fp32_to_bits(scale) >> 23); |
| 43 | assert(shift >= 0); |
| 44 | assert(shift < 32); |
| 45 | |
| 46 | const __m128i vmultiplier = _mm_set1_epi32(multiplier); |
| 47 | const __m128i vzero_point = _mm_set1_epi16((short) (uint16_t) zero_point); |
| 48 | const __m128i vqmin = _mm_set1_epi8((char) qmin); |
| 49 | const __m128i vqmax = _mm_set1_epi8((char) qmax); |
| 50 | const __m128i vshift = _mm_cvtsi32_si128((int) shift); |
| 51 | const uint32_t remainder_mask = (UINT32_C(1) << shift) - UINT32_C(1); |
| 52 | const __m128i vremainder_mask = _mm_set1_epi32((int) remainder_mask); |
| 53 | const __m128i vthreshold = _mm_set1_epi32((int) (remainder_mask >> 1)); |
| 54 | const __m128i vq31rounding = _mm_set1_epi64x(UINT64_C(0x40000000)); |
| 55 | for (; n != 0; n -= 16) { |
| 56 | const __m128i x = _mm_loadu_si128((const __m128i*) input); |
| 57 | const __m128i y = _mm_loadu_si128((const __m128i*) (input + 4)); |
| 58 | const __m128i z = _mm_loadu_si128((const __m128i*) (input + 8)); |
| 59 | const __m128i w = _mm_loadu_si128((const __m128i*) (input + 12)); |
| 60 | input += 16; |
| 61 | |
| 62 | const __m128i x_rev = _mm_shuffle_epi32(x, _MM_SHUFFLE(2, 3, 0, 1)); |
| 63 | const __m128i y_rev = _mm_shuffle_epi32(y, _MM_SHUFFLE(2, 3, 0, 1)); |
| 64 | const __m128i z_rev = _mm_shuffle_epi32(z, _MM_SHUFFLE(2, 3, 0, 1)); |
| 65 | const __m128i w_rev = _mm_shuffle_epi32(w, _MM_SHUFFLE(2, 3, 0, 1)); |
| 66 | |
| 67 | const __m128i x_product_even = _mm_add_epi64(_mm_mul_epi32(x, vmultiplier), vq31rounding); |
| 68 | const __m128i y_product_even = _mm_add_epi64(_mm_mul_epi32(y, vmultiplier), vq31rounding); |
| 69 | const __m128i z_product_even = _mm_add_epi64(_mm_mul_epi32(z, vmultiplier), vq31rounding); |
| 70 | const __m128i w_product_even = _mm_add_epi64(_mm_mul_epi32(w, vmultiplier), vq31rounding); |
| 71 | |
| 72 | const __m128i x_product_odd = _mm_add_epi64(_mm_mul_epi32(x_rev, vmultiplier), vq31rounding); |
| 73 | const __m128i y_product_odd = _mm_add_epi64(_mm_mul_epi32(y_rev, vmultiplier), vq31rounding); |
| 74 | const __m128i z_product_odd = _mm_add_epi64(_mm_mul_epi32(z_rev, vmultiplier), vq31rounding); |
| 75 | const __m128i w_product_odd = _mm_add_epi64(_mm_mul_epi32(w_rev, vmultiplier), vq31rounding); |
| 76 | |
| 77 | const __m128i x_q31product_even = _mm_srli_epi64(x_product_even, 31); |
| 78 | const __m128i x_q31product_odd = _mm_add_epi64(x_product_odd, x_product_odd); |
| 79 | const __m128i y_q31product_even = _mm_srli_epi64(y_product_even, 31); |
| 80 | const __m128i y_q31product_odd = _mm_add_epi64(y_product_odd, y_product_odd); |
| 81 | const __m128i z_q31product_even = _mm_srli_epi64(z_product_even, 31); |
| 82 | const __m128i z_q31product_odd = _mm_add_epi64(z_product_odd, z_product_odd); |
| 83 | const __m128i w_q31product_even = _mm_srli_epi64(w_product_even, 31); |
| 84 | const __m128i w_q31product_odd = _mm_add_epi64(w_product_odd, w_product_odd); |
| 85 | |
| 86 | const __m128i x_q31product = _mm_blend_epi16(x_q31product_even, x_q31product_odd, 0xCC); |
| 87 | const __m128i y_q31product = _mm_blend_epi16(y_q31product_even, y_q31product_odd, 0xCC); |
| 88 | const __m128i z_q31product = _mm_blend_epi16(z_q31product_even, z_q31product_odd, 0xCC); |
| 89 | const __m128i w_q31product = _mm_blend_epi16(w_q31product_even, w_q31product_odd, 0xCC); |
| 90 | |
| 91 | const __m128i x_remainder = |
| 92 | _mm_add_epi32(_mm_and_si128(x_q31product, vremainder_mask), _mm_cmpgt_epi32(_mm_setzero_si128(), x_q31product)); |
| 93 | const __m128i y_remainder = |
| 94 | _mm_add_epi32(_mm_and_si128(y_q31product, vremainder_mask), _mm_cmpgt_epi32(_mm_setzero_si128(), y_q31product)); |
| 95 | const __m128i z_remainder = |
| 96 | _mm_add_epi32(_mm_and_si128(z_q31product, vremainder_mask), _mm_cmpgt_epi32(_mm_setzero_si128(), z_q31product)); |
| 97 | const __m128i w_remainder = |
| 98 | _mm_add_epi32(_mm_and_si128(w_q31product, vremainder_mask), _mm_cmpgt_epi32(_mm_setzero_si128(), w_q31product)); |
| 99 | |
| 100 | const __m128i x_scaled = |
| 101 | _mm_sub_epi32(_mm_sra_epi32(x_q31product, vshift), _mm_cmpgt_epi32(x_remainder, vthreshold)); |
| 102 | const __m128i y_scaled = |
| 103 | _mm_sub_epi32(_mm_sra_epi32(y_q31product, vshift), _mm_cmpgt_epi32(y_remainder, vthreshold)); |
| 104 | const __m128i z_scaled = |
| 105 | _mm_sub_epi32(_mm_sra_epi32(z_q31product, vshift), _mm_cmpgt_epi32(z_remainder, vthreshold)); |
| 106 | const __m128i w_scaled = |
| 107 | _mm_sub_epi32(_mm_sra_epi32(w_q31product, vshift), _mm_cmpgt_epi32(w_remainder, vthreshold)); |
| 108 | |
| 109 | const __m128i xy_packed = _mm_adds_epi16(_mm_packs_epi32(x_scaled, y_scaled), vzero_point); |
| 110 | const __m128i zw_packed = _mm_adds_epi16(_mm_packs_epi32(z_scaled, w_scaled), vzero_point); |
| 111 | const __m128i xyzw_packed = _mm_packus_epi16(xy_packed, zw_packed); |
| 112 | const __m128i xyzw_clamped = _mm_max_epu8(_mm_min_epu8(xyzw_packed, vqmax), vqmin); |
| 113 | |
Marat Dukhan | 80fc932 | 2019-09-29 21:06:36 -0700 | [diff] [blame] | 114 | // 4x PSHUFD |
| 115 | // 8x PMULDQ |
| 116 | // 12x PADDQ |
| 117 | // 4x PADDD |
| 118 | // 2x PADDW |
| 119 | // 4x PSUBD |
| 120 | // 4x PSLRQ (immediate) |
| 121 | // 4x PSRAD (register) |
| 122 | // 4x PBLENDW |
| 123 | // 4x PAND |
| 124 | // 4x PXOR (setzero) |
| 125 | // 8x PCMPGTD |
| 126 | // 2x PACKSSDW |
| 127 | // 1x PACKUSWB |
| 128 | // 1x PMAXUB |
| 129 | // 1x PMINUB |
| 130 | // --------------------- |
| 131 | // 67 instructions total |
XNNPACK Team | b455b12 | 2019-09-27 18:10:33 -0700 | [diff] [blame] | 132 | |
| 133 | _mm_storeu_si128((__m128i*) output, xyzw_clamped); |
| 134 | output += 16; |
| 135 | } |
| 136 | } |