// Auto-generated file. Do not edit! // Template: src/qs8-igemm/c8-neoni8mm.c.in // Generator: tools/xngen // // Copyright 2023 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. #include #include #include "xnnpack/igemm.h" #include "xnnpack/intrinsics-polyfill.h" #include "xnnpack/math.h" void xnn_qs8_qc8w_igemm_minmax_fp32_ukernel_2x16c8__neoni8mm( size_t mr, size_t nc, size_t kc, size_t ks, const int8_t** restrict a, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, size_t a_offset, const int8_t* zero, const union xnn_qs8_qc8w_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 2); assert(nc != 0); assert(kc != 0); assert(ks != 0); assert(ks % (2 * sizeof(void*)) == 0); assert(a_offset % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); int8_t* c0 = c; int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride); if XNN_UNPREDICTABLE(mr != 2) { c1 = c0; } do { const uint64x2x2_t vbias01x0123 = vld2q_dup_u64(w); w = (const int32_t*) w + 4; const uint64x2x2_t vbias01x4567 = vld2q_dup_u64(w); w = (const int32_t*) w + 4; const uint64x2x2_t vbias01x89AB = vld2q_dup_u64(w); w = (const int32_t*) w + 4; const uint64x2x2_t vbias01xCDEF = vld2q_dup_u64(w); w = (const int32_t*) w + 4; int32x4_t vacc01x01 = vreinterpretq_s32_u64(vbias01x0123.val[0]); int32x4_t vacc01x23 = vreinterpretq_s32_u64(vbias01x0123.val[1]); int32x4_t vacc01x45 = vreinterpretq_s32_u64(vbias01x4567.val[0]); int32x4_t vacc01x67 = vreinterpretq_s32_u64(vbias01x4567.val[1]); int32x4_t vacc01x89 = vreinterpretq_s32_u64(vbias01x89AB.val[0]); int32x4_t vacc01xAB = vreinterpretq_s32_u64(vbias01x89AB.val[1]); int32x4_t vacc01xCD = vreinterpretq_s32_u64(vbias01xCDEF.val[0]); int32x4_t vacc01xEF = vreinterpretq_s32_u64(vbias01xCDEF.val[1]); size_t p = ks; do { const int8_t* restrict a0 = a[0]; if XNN_UNPREDICTABLE(a0 != zero) { a0 = (const int8_t*) ((uintptr_t) a0 + a_offset); } const int8_t* restrict a1 = a[1]; if XNN_UNPREDICTABLE(a1 != zero) { a1 = (const int8_t*) ((uintptr_t) a1 + a_offset); } a += 2; uint64x2x2_t va01x0123456789ABCDEF; va01x0123456789ABCDEF.val[0] = vdupq_n_u64(0); va01x0123456789ABCDEF.val[1] = vdupq_n_u64(0); // Inner accumulation loop along the 16 columns. size_t k = kc; // 2x partial unrolled loop to load 8 bytes at a time. while (k >= 16 * sizeof(int8_t)) { // Load a 2x16 block of activations. va01x0123456789ABCDEF = vld2q_lane_u64((const void*) a0, va01x0123456789ABCDEF, 0); a0 += 16; va01x0123456789ABCDEF = vld2q_lane_u64((const void*) a1, va01x0123456789ABCDEF, 1); a1 += 16; // Load a 16x16 block of weights. const int8x16_t vb01x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb23x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb45x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb67x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb89x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbABx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbCDx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbEFx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb01x89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb23x89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb45x89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb67x89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb89x89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbABx89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbCDx89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbEFx89ABCDEF = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 2x16 * 16x16 --> 2x16. vacc01x01 = vmmlaq_s32(vacc01x01, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vb01x01234567); vacc01x23 = vmmlaq_s32(vacc01x23, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vb23x01234567); vacc01x45 = vmmlaq_s32(vacc01x45, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vb45x01234567); vacc01x67 = vmmlaq_s32(vacc01x67, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vb67x01234567); vacc01x89 = vmmlaq_s32(vacc01x89, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vb89x01234567); vacc01xAB = vmmlaq_s32(vacc01xAB, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vbABx01234567); vacc01xCD = vmmlaq_s32(vacc01xCD, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vbCDx01234567); vacc01xEF = vmmlaq_s32(vacc01xEF, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[0]), vbEFx01234567); vacc01x01 = vmmlaq_s32(vacc01x01, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vb01x89ABCDEF); vacc01x23 = vmmlaq_s32(vacc01x23, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vb23x89ABCDEF); vacc01x45 = vmmlaq_s32(vacc01x45, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vb45x89ABCDEF); vacc01x67 = vmmlaq_s32(vacc01x67, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vb67x89ABCDEF); vacc01x89 = vmmlaq_s32(vacc01x89, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vb89x89ABCDEF); vacc01xAB = vmmlaq_s32(vacc01xAB, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vbABx89ABCDEF); vacc01xCD = vmmlaq_s32(vacc01xCD, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vbCDx89ABCDEF); vacc01xEF = vmmlaq_s32(vacc01xEF, vreinterpretq_s8_u64(va01x0123456789ABCDEF.val[1]), vbEFx89ABCDEF); k -= 16 * sizeof(int8_t); } // Handle up to 8 final positions of `k` if XNN_UNLIKELY(k != 0) { // Load a 2x8 block of activations. uint64x2_t va01x01234567 = vld1q_dup_u64((const void*) a0); a0 += 8; va01x01234567 = vld1q_lane_u64((const void*) a1, va01x01234567, 1); a1 += 8; // Load a 16x16 block of weights. const int8x16_t vb01x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb23x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb45x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb67x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb89x01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbABx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbCDx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vbEFx01234567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 2x4 * 4x16 --> 2x16. vacc01x01 = vmmlaq_s32(vacc01x01, vreinterpretq_s8_u64(va01x01234567), vb01x01234567); vacc01x23 = vmmlaq_s32(vacc01x23, vreinterpretq_s8_u64(va01x01234567), vb23x01234567); vacc01x45 = vmmlaq_s32(vacc01x45, vreinterpretq_s8_u64(va01x01234567), vb45x01234567); vacc01x67 = vmmlaq_s32(vacc01x67, vreinterpretq_s8_u64(va01x01234567), vb67x01234567); vacc01x89 = vmmlaq_s32(vacc01x89, vreinterpretq_s8_u64(va01x01234567), vb89x01234567); vacc01xAB = vmmlaq_s32(vacc01xAB, vreinterpretq_s8_u64(va01x01234567), vbABx01234567); vacc01xCD = vmmlaq_s32(vacc01xCD, vreinterpretq_s8_u64(va01x01234567), vbCDx01234567); vacc01xEF = vmmlaq_s32(vacc01xEF, vreinterpretq_s8_u64(va01x01234567), vbEFx01234567); } p -= 2 * sizeof(void*); } while (p != 0); int32x4_t vacc0x0123 = vcombine_s32(vget_low_s32(vacc01x01), vget_low_s32(vacc01x23)); int32x4_t vacc1x0123 = vcombine_s32(vget_high_s32(vacc01x01), vget_high_s32(vacc01x23)); int32x4_t vacc0x4567 = vcombine_s32(vget_low_s32(vacc01x45), vget_low_s32(vacc01x67)); int32x4_t vacc1x4567 = vcombine_s32(vget_high_s32(vacc01x45), vget_high_s32(vacc01x67)); int32x4_t vacc0x89AB = vcombine_s32(vget_low_s32(vacc01x89), vget_low_s32(vacc01xAB)); int32x4_t vacc1x89AB = vcombine_s32(vget_high_s32(vacc01x89), vget_high_s32(vacc01xAB)); int32x4_t vacc0xCDEF = vcombine_s32(vget_low_s32(vacc01xCD), vget_low_s32(vacc01xEF)); int32x4_t vacc1xCDEF = vcombine_s32(vget_high_s32(vacc01xCD), vget_high_s32(vacc01xEF)); float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); float32x4_t vfpacc0x89AB = vcvtq_f32_s32(vacc0x89AB); float32x4_t vfpacc0xCDEF = vcvtq_f32_s32(vacc0xCDEF); float32x4_t vfpacc1x0123 = vcvtq_f32_s32(vacc1x0123); float32x4_t vfpacc1x4567 = vcvtq_f32_s32(vacc1x4567); float32x4_t vfpacc1x89AB = vcvtq_f32_s32(vacc1x89AB); float32x4_t vfpacc1xCDEF = vcvtq_f32_s32(vacc1xCDEF); const float32x4_t vscale0123 = vld1q_f32((const float*) w); w = (const float*) w + 4; vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale0123); vfpacc1x0123 = vmulq_f32(vfpacc1x0123, vscale0123); const float32x4_t vscale4567 = vld1q_f32((const float*) w); w = (const float*) w + 4; vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale4567); vfpacc1x4567 = vmulq_f32(vfpacc1x4567, vscale4567); const float32x4_t vscale89AB = vld1q_f32((const float*) w); w = (const float*) w + 4; vfpacc0x89AB = vmulq_f32(vfpacc0x89AB, vscale89AB); vfpacc1x89AB = vmulq_f32(vfpacc1x89AB, vscale89AB); const float32x4_t vscaleCDEF = vld1q_f32((const float*) w); w = (const float*) w + 4; vfpacc0xCDEF = vmulq_f32(vfpacc0xCDEF, vscaleCDEF); vfpacc1xCDEF = vmulq_f32(vfpacc1xCDEF, vscaleCDEF); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); vacc0x89AB = vcvtnq_s32_f32(vfpacc0x89AB); vacc0xCDEF = vcvtnq_s32_f32(vfpacc0xCDEF); vacc1x0123 = vcvtnq_s32_f32(vfpacc1x0123); vacc1x4567 = vcvtnq_s32_f32(vfpacc1x4567); vacc1x89AB = vcvtnq_s32_f32(vfpacc1x89AB); vacc1xCDEF = vcvtnq_s32_f32(vfpacc1xCDEF); const int16x8_t voutput_zero_point = vld1q_dup_s16(¶ms->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point); const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF), voutput_zero_point); const int16x8_t vacc1x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567), voutput_zero_point); const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc1x89AB), vacc1xCDEF), voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF); int8x16_t vout1x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc1x01234567), vacc1x89ABCDEF); #else const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point); const int16x8_t vacc0x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)), voutput_zero_point); const int16x8_t vacc1x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567)), voutput_zero_point); const int16x8_t vacc1x89ABCDEF = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc1x89AB), vqmovn_s32(vacc1xCDEF)), voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF)); int8x16_t vout1x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc1x01234567), vqmovn_s16(vacc1x89ABCDEF)); #endif const int8x16_t voutput_min = vld1q_dup_s8(¶ms->fp32_neonv8.output_min); const int8x16_t voutput_max = vld1q_dup_s8(¶ms->fp32_neonv8.output_max); vout1x0123456789ABCDEF = vmaxq_s8(vout1x0123456789ABCDEF, voutput_min); vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min); vout1x0123456789ABCDEF = vminq_s8(vout1x0123456789ABCDEF, voutput_max); vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max); if (nc >= 16) { vst1q_s8(c1, vout1x0123456789ABCDEF); vst1q_s8(c0, vout0x0123456789ABCDEF); c1 = (int8_t*) ((uintptr_t) c1 + cn_stride); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a = (const int8_t**restrict) ((uintptr_t) a - ks); nc -= 16; } else { int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vget_low_s8(vout0x0123456789ABCDEF), vget_low_s8(vout1x0123456789ABCDEF)); if (nc & 8) { vst1_s8(c1, vget_high_s8(vout0x01234567_1x01234567)); c1 += 8; vst1_s8(c0, vget_low_s8(vout0x01234567_1x01234567)); c0 += 8; vout0x01234567_1x01234567 = vcombine_s8(vget_high_s8(vout0x0123456789ABCDEF), vget_high_s8(vout1x0123456789ABCDEF)); } if (nc & 4) { vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4; vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4; vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4); } if (nc & 2) { vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2; vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2; vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2); } if (nc & 1) { vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8); vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0); } nc = 0; } } while (nc != 0); }