| // Copyright 2020 Google LLC |
| // |
| // This source code is licensed under the BSD-style license found in the |
| // LICENSE file in the root directory of this source tree. |
| |
| $assert REQUANTIZATION == "FP32" |
| $assert DATATYPE in ["QC8", "QS8", "QU8"] |
| $assert MR <= 4 |
| #include <assert.h> |
| |
| #include <immintrin.h> |
| |
| #include <xnnpack/igemm.h> |
| #include <xnnpack/intrinsics-polyfill.h> |
| #include <xnnpack/math.h> |
| #include <xnnpack/unaligned.h> |
| |
| |
| $PARAMS_STRUCT = REQUANTIZATION.lower() + "_avx2" |
| $PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower() |
| $XINT8_T = "uint8_t" if DATATYPE == "QU8" else "int8_t" |
| void xnn_${DATATYPE.lower()}_igemm_minmax_fp32_ukernel_${MR}x8c8__avx2( |
| size_t mr, |
| size_t nc, |
| size_t kc, |
| size_t ks, |
| const ${XINT8_T}** restrict a, |
| const void* restrict w, |
| ${XINT8_T}* restrict c, |
| size_t cm_stride, |
| size_t cn_stride, |
| size_t a_offset, |
| const ${XINT8_T}* zero, |
| const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
| { |
| assert(mr != 0); |
| assert(mr <= ${MR}); |
| assert(nc != 0); |
| assert(kc != 0); |
| assert(ks != 0); |
| assert(ks % (${MR} * sizeof(void*)) == 0); |
| assert(a_offset % sizeof(${XINT8_T}) == 0); |
| assert(a != NULL); |
| assert(w != NULL); |
| assert(c != NULL); |
| |
| kc = round_up_po2(kc, 8); |
| ${XINT8_T}* c0 = c; |
| $for M in range(1, MR): |
| ${XINT8_T}* c${M} = (${XINT8_T}*) ((uintptr_t) c${M-1} + cm_stride); |
| $if M % 2 == 0: |
| if XNN_UNPREDICTABLE(mr <= ${M}) { |
| c${M} = c${M-1}; |
| } |
| $elif M + 1 == MR: |
| if XNN_UNPREDICTABLE(mr != ${M+1}) { |
| c${M} = c${M-1}; |
| } |
| $else: |
| if XNN_UNPREDICTABLE(mr < ${M+1}) { |
| c${M} = c${M-1}; |
| } |
| |
| do { |
| $for N in range(0, 8, 2): |
| const __m128i vbias0x${N} = _mm_cvtsi32_si128(((const int*) w)[${N}]); |
| const __m128i vbias0x${N+1} = _mm_cvtsi32_si128(((const int*) w)[${N+1}]); |
| __m256i vacc0x${N}${N+1} = _mm256_inserti128_si256(_mm256_castsi128_si256(vbias0x${N}), vbias0x${N+1}, 1); |
| $for M in range(1, MR): |
| $for N in range(0, 8, 2): |
| __m256i vacc${M}x${N}${N+1} = vacc0x${N}${N+1}; |
| w = (const int32_t*) w + 8; |
| |
| size_t p = ks; |
| $if DATATYPE == "QU8": |
| const __m256i vb_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.kernel_zero_point); |
| do { |
| $for M in range(MR): |
| const ${XINT8_T}* restrict a${M} = a[${M}]; |
| if XNN_UNPREDICTABLE(a${M} != zero) { |
| a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} + a_offset); |
| } |
| a += ${MR}; |
| |
| size_t k = 0; |
| while (k < kc) { |
| $for M in range(MR): |
| const __m128i va${M} = _mm_broadcastq_epi64(_mm_loadl_epi64((const __m128i*) a${M})); |
| $if DATATYPE == "QU8": |
| const __m256i vxa${M} = _mm256_cvtepu8_epi16(va${M}); |
| $else: |
| const __m256i vxa${M} = _mm256_cvtepi8_epi16(va${M}); |
| a${M} += 8; |
| |
| $for N in range(0, 8, 2): |
| $if N == 0: |
| const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) w); |
| $else: |
| const __m128i vb${N}${N+1} = _mm_load_si128((const __m128i*) ((const ${XINT8_T}*) w + ${N * 8})); |
| $if DATATYPE == "QU8": |
| const __m256i vxb${N}${N+1} = _mm256_sub_epi16(_mm256_cvtepu8_epi16(vb${N}${N+1}), vb_zero_point); |
| $else: |
| const __m256i vxb${N}${N+1} = _mm256_cvtepi8_epi16(vb${N}${N+1}); |
| |
| $for M in range(MR): |
| vacc${M}x${N}${N+1} = _mm256_add_epi32(vacc${M}x${N}${N+1}, _mm256_madd_epi16(vxa${M}, vxb${N}${N+1})); |
| |
| w = (const void*) ((const ${XINT8_T}*) w + 64); |
| k += 8 * sizeof(${XINT8_T}); |
| } |
| p -= ${MR} * sizeof(void*); |
| } while (p != 0); |
| |
| $for M in range(MR): |
| const __m256i vacc${M}x0213 = _mm256_hadd_epi32(vacc${M}x01, vacc${M}x23); |
| const __m256i vacc${M}x4657 = _mm256_hadd_epi32(vacc${M}x45, vacc${M}x67); |
| |
| $for M in range(MR): |
| const __m256i vacc${M}x02461357 = _mm256_hadd_epi32(vacc${M}x0213, vacc${M}x4657); |
| |
| const __m256i vpermute_mask = _mm256_set_epi32(7, 3, 6, 2, 5, 1, 4, 0); |
| $for M in range(MR): |
| __m256i vacc${M}x01234567 = _mm256_permutevar8x32_epi32(vacc${M}x02461357, vpermute_mask); |
| |
| $for M in range(MR): |
| __m256 vscaled${M}x01234567 = _mm256_cvtepi32_ps(vacc${M}x01234567); |
| |
| $if DATATYPE == "QC8": |
| const __m256 vscale01234567 = _mm256_load_ps(w); |
| w = (const void*) ((const float*) w + 8); |
| $for M in range(MR): |
| vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale01234567); |
| $else: |
| const __m256 vscale = _mm256_load_ps(params->fp32_avx2.scale); |
| $for M in range(MR): |
| vscaled${M}x01234567 = _mm256_mul_ps(vscaled${M}x01234567, vscale); |
| |
| const __m256 voutput_max_less_zero_point = _mm256_load_ps(params->${PARAMS_STRUCT}.output_max_less_zero_point); |
| $for M in range(MR): |
| vscaled${M}x01234567 = _mm256_min_ps(vscaled${M}x01234567, voutput_max_less_zero_point); |
| |
| $for M in range(MR): |
| vacc${M}x01234567 = _mm256_cvtps_epi32(vscaled${M}x01234567); |
| |
| const __m256i voutput_zero_point = _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_zero_point); |
| $for M in range(0, MR, 2): |
| __m256i vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_adds_epi16(_mm256_packs_epi32(vacc${M}x01234567, vacc${min(M+1, MR-1)}x01234567), voutput_zero_point); |
| |
| $for M in range(0, MR, 2): |
| vacc${M}${min(M+1, MR-1)}x01234567 = _mm256_permute4x64_epi64(vacc${M}${min(M+1, MR-1)}x01234567, _MM_SHUFFLE(3, 1, 2, 0)); |
| |
| $if DATATYPE == "QU8": |
| $if MR > 2: |
| __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567); |
| $else: |
| __m256i vout = _mm256_packus_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567); |
| |
| vout = _mm256_max_epu8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min)); |
| $else: |
| $if MR > 2: |
| __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc${min(2, MR-1)}${min(3, MR-1)}x01234567); |
| $else: |
| __m256i vout = _mm256_packs_epi16(vacc0${min(1, MR-1)}x01234567, vacc0${min(1, MR-1)}x01234567); |
| |
| vout = _mm256_max_epi8(vout, _mm256_load_si256((const __m256i*) params->${PARAMS_STRUCT}.output_min)); |
| |
| __m128i vout_lo = _mm256_castsi256_si128(vout); |
| __m128i vout_hi = _mm256_extracti128_si256(vout, 1); |
| |
| if (nc >= 8) { |
| $if MR > 3: |
| _mm_storeh_pi((__m64*) c3, _mm_castsi128_ps(vout_hi)); |
| $if MR > 2: |
| _mm_storeh_pi((__m64*) c2, _mm_castsi128_ps(vout_lo)); |
| $if MR > 1: |
| _mm_storel_epi64((__m128i*) c1, vout_hi); |
| _mm_storel_epi64((__m128i*) c0, vout_lo); |
| |
| $for M in reversed(range(MR)): |
| c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride); |
| |
| a = (const ${XINT8_T}**restrict) ((uintptr_t) a - ks); |
| |
| nc -= 8; |
| } else { |
| if (nc & 4) { |
| $if MR > 3: |
| unaligned_store_u32(c3, (uint32_t) _mm_extract_epi32(vout_hi, 2)); |
| $if MR > 2: |
| unaligned_store_u32(c2, (uint32_t) _mm_extract_epi32(vout_lo, 2)); |
| $if MR > 1: |
| _mm_storeu_si32(c1, vout_hi); |
| _mm_storeu_si32(c0, vout_lo); |
| |
| $for M in reversed(range(MR)): |
| c${M} += 4; |
| |
| vout_lo = _mm_srli_epi64(vout_lo, 32); |
| vout_hi = _mm_srli_epi64(vout_hi, 32); |
| } |
| if (nc & 2) { |
| $if MR > 3: |
| unaligned_store_u16(c3, (uint16_t) _mm_extract_epi16(vout_hi, 4)); |
| $if MR > 2: |
| unaligned_store_u16(c2, (uint16_t) _mm_extract_epi16(vout_lo, 4)); |
| $if MR > 1: |
| unaligned_store_u16(c1, (uint16_t) _mm_extract_epi16(vout_hi, 0)); |
| unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout_lo, 0)); |
| |
| $for M in reversed(range(MR)): |
| c${M} += 2; |
| |
| vout_lo = _mm_srli_epi32(vout_lo, 16); |
| vout_hi = _mm_srli_epi32(vout_hi, 16); |
| } |
| if (nc & 1) { |
| $if MR > 3: |
| *c3 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 8); |
| $if MR > 2: |
| *c2 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 8); |
| $if MR > 1: |
| *c1 = (${XINT8_T}) _mm_extract_epi8(vout_hi, 0); |
| *c0 = (${XINT8_T}) _mm_extract_epi8(vout_lo, 0); |
| } |
| |
| nc = 0; |
| } |
| } while (nc != 0); |
| } |