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XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x16c8-minmax-rndnu-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c8-neon-mull.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); size_t k = kc; // 2x partial unrolled loop to load 16 bytes at a time using MLA. while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb4x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb5x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb6x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb7x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb8x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb9x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb10x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb11x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb12x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb13x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb14x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb15x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); const int8x8_t vb0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x0 = vmull_s8(vb0x0, va0x0); vprod0x0 = vmlal_s8(vprod0x0, vb0x1, va0x1); vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0); const int8x8_t vb1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x1 = vmull_s8(vb1x0, va0x0); vprod0x1 = vmlal_s8(vprod0x1, vb1x1, va0x1); vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1); const int8x8_t vb2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x2 = vmull_s8(vb2x0, va0x0); vprod0x2 = vmlal_s8(vprod0x2, vb2x1, va0x1); vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2); const int8x8_t vb3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x3 = vmull_s8(vb3x0, va0x0); vprod0x3 = vmlal_s8(vprod0x3, vb3x1, va0x1); vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3); const int8x8_t vb4x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x4 = vmull_s8(vb4x0, va0x0); vprod0x4 = vmlal_s8(vprod0x4, vb4x1, va0x1); vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4); const int8x8_t vb5x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x5 = vmull_s8(vb5x0, va0x0); vprod0x5 = vmlal_s8(vprod0x5, vb5x1, va0x1); vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5); const int8x8_t vb6x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x6 = vmull_s8(vb6x0, va0x0); vprod0x6 = vmlal_s8(vprod0x6, vb6x1, va0x1); vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6); const int8x8_t vb7x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x7 = vmull_s8(vb7x0, va0x0); vprod0x7 = vmlal_s8(vprod0x7, vb7x1, va0x1); vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7); const int8x8_t vb8x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x8 = vmull_s8(vb8x0, va0x0); vprod0x8 = vmlal_s8(vprod0x8, vb8x1, va0x1); vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8); const int8x8_t vb9x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x9 = vmull_s8(vb9x0, va0x0); vprod0x9 = vmlal_s8(vprod0x9, vb9x1, va0x1); vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9); const int8x8_t vb10x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x10 = vmull_s8(vb10x0, va0x0); vprod0x10 = vmlal_s8(vprod0x10, vb10x1, va0x1); vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10); const int8x8_t vb11x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x11 = vmull_s8(vb11x0, va0x0); vprod0x11 = vmlal_s8(vprod0x11, vb11x1, va0x1); vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11); const int8x8_t vb12x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x12 = vmull_s8(vb12x0, va0x0); vprod0x12 = vmlal_s8(vprod0x12, vb12x1, va0x1); vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12); const int8x8_t vb13x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x13 = vmull_s8(vb13x0, va0x0); vprod0x13 = vmlal_s8(vprod0x13, vb13x1, va0x1); vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13); const int8x8_t vb14x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x14 = vmull_s8(vb14x0, va0x0); vprod0x14 = vmlal_s8(vprod0x14, vb14x1, va0x1); vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14); const int8x8_t vb15x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof( int8_t)); int16x8_t vprod0x15 = vmull_s8(vb15x0, va0x0); vprod0x15 = vmlal_s8(vprod0x15, vb15x1, va0x1); vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15); k -= 16 * sizeof(int8_t); } // Handle 8 bytes at a time using MUL. if (k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x0 = vmull_s8(vb0, va0); vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0); const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x1 = vmull_s8(vb1, va0); vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1); const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x2 = vmull_s8(vb2, va0); vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2); const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x3 = vmull_s8(vb3, va0); vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3); const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x4 = vmull_s8(vb4, va0); vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4); const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x5 = vmull_s8(vb5, va0); vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5); const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x6 = vmull_s8(vb6, va0); vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6); const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x7 = vmull_s8(vb7, va0); vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7); const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x8 = vmull_s8(vb8, va0); vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8); const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x9 = vmull_s8(vb9, va0); vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9); const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x10 = vmull_s8(vb10, va0); vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10); const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x11 = vmull_s8(vb11, va0); vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11); const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x12 = vmull_s8(vb12, va0); vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12); const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x13 = vmull_s8(vb13, va0); vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13); const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x14 = vmull_s8(vb14, va0); vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14); const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x15 = vmull_s8(vb15, va0); vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15); k -= 8 * sizeof(int8_t); } #if XNN_ARCH_ARM64 const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1); const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3); const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5); const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7); const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9); const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11); const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13); const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15); int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23); int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67); int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB); int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF); #else const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0)); const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1)); const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2)); const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3)); const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1); const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 ); const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4)); const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5)); const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6)); const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7)); const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5); const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 ); const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8)); const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9)); const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10)); const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11)); const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9); const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB); int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB ); const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12)); const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13)); const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14)); const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15)); const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD); const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF); int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF ); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift); vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier); vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift); vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF)); #endif const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min); vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min); const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max); vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max); if (nc >= 16) { vst1q_s8(c0 + 0, vout0x0123456789ABCDEF); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 16; } else { // Final case where not all of the 16 columns fit in the destination. int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF); if (nc & 8) { vst1_s8(c0, vout0x01234567); c0 += 8; vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF); } if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
18,207
54.512195
115
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x16c8-minmax-rndnu-neon-mull.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c8-neon-mull.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x16c8__neon_mull( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x8 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x9 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x10 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x11 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x12 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x13 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x14 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x15 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); size_t k = kc; // Handle 8 bytes at a time using MUL. while (k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x0 = vmull_s8(vb0, va0); vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0); const int8x8_t vb1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x1 = vmull_s8(vb1, va0); vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1); const int8x8_t vb2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x2 = vmull_s8(vb2, va0); vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2); const int8x8_t vb3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x3 = vmull_s8(vb3, va0); vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3); const int8x8_t vb4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x4 = vmull_s8(vb4, va0); vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4); const int8x8_t vb5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x5 = vmull_s8(vb5, va0); vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5); const int8x8_t vb6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x6 = vmull_s8(vb6, va0); vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6); const int8x8_t vb7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x7 = vmull_s8(vb7, va0); vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7); const int8x8_t vb8 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x8 = vmull_s8(vb8, va0); vacc0x8 = vpadalq_s16(vacc0x8, vprod0x8); const int8x8_t vb9 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x9 = vmull_s8(vb9, va0); vacc0x9 = vpadalq_s16(vacc0x9, vprod0x9); const int8x8_t vb10 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x10 = vmull_s8(vb10, va0); vacc0x10 = vpadalq_s16(vacc0x10, vprod0x10); const int8x8_t vb11 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x11 = vmull_s8(vb11, va0); vacc0x11 = vpadalq_s16(vacc0x11, vprod0x11); const int8x8_t vb12 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x12 = vmull_s8(vb12, va0); vacc0x12 = vpadalq_s16(vacc0x12, vprod0x12); const int8x8_t vb13 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x13 = vmull_s8(vb13, va0); vacc0x13 = vpadalq_s16(vacc0x13, vprod0x13); const int8x8_t vb14 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x14 = vmull_s8(vb14, va0); vacc0x14 = vpadalq_s16(vacc0x14, vprod0x14); const int8x8_t vb15 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x15 = vmull_s8(vb15, va0); vacc0x15 = vpadalq_s16(vacc0x15, vprod0x15); k -= 8 * sizeof(int8_t); } #if XNN_ARCH_ARM64 const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1); const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3); const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5); const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7); const int32x4_t vsum0x89 = vpaddq_s32(vacc0x8, vacc0x9); const int32x4_t vsum0xAB = vpaddq_s32(vacc0x10, vacc0x11); const int32x4_t vsum0xCD = vpaddq_s32(vacc0x12, vacc0x13); const int32x4_t vsum0xEF = vpaddq_s32(vacc0x14, vacc0x15); int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23); int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67); int32x4_t vacc0x89AB = vpaddq_s32(vsum0x89, vsum0xAB); int32x4_t vacc0xCDEF = vpaddq_s32(vsum0xCD, vsum0xEF); #else const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0)); const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1)); const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2)); const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3)); const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1); const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 ); const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4)); const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5)); const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6)); const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7)); const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5); const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 ); const int32x2_t vpsum0x8 = vadd_s32(vget_low_s32(vacc0x8), vget_high_s32(vacc0x8)); const int32x2_t vpsum0x9 = vadd_s32(vget_low_s32(vacc0x9), vget_high_s32(vacc0x9)); const int32x2_t vpsum0xA = vadd_s32(vget_low_s32(vacc0x10), vget_high_s32(vacc0x10)); const int32x2_t vpsum0xB = vadd_s32(vget_low_s32(vacc0x11), vget_high_s32(vacc0x11)); const int32x2_t vsum0x89 = vpadd_s32(vpsum0x8, vpsum0x9); const int32x2_t vsum0xAB = vpadd_s32(vpsum0xA, vpsum0xB); int32x4_t vacc0x89AB = vcombine_s32(vsum0x89, vsum0xAB ); const int32x2_t vpsum0xC = vadd_s32(vget_low_s32(vacc0x12), vget_high_s32(vacc0x12)); const int32x2_t vpsum0xD = vadd_s32(vget_low_s32(vacc0x13), vget_high_s32(vacc0x13)); const int32x2_t vpsum0xE = vadd_s32(vget_low_s32(vacc0x14), vget_high_s32(vacc0x14)); const int32x2_t vpsum0xF = vadd_s32(vget_low_s32(vacc0x15), vget_high_s32(vacc0x15)); const int32x2_t vsum0xCD = vpadd_s32(vpsum0xC, vpsum0xD); const int32x2_t vsum0xEF = vpadd_s32(vpsum0xE, vpsum0xF); int32x4_t vacc0xCDEF = vcombine_s32(vsum0xCD, vsum0xEF ); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x89AB = vqshlq_s32(vacc0x89AB, vright_pre_shift); vacc0xCDEF = vqshlq_s32(vacc0xCDEF, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x89AB = vqdmulhq_s32(vacc0x89AB, vmultiplier); vacc0xCDEF = vqdmulhq_s32(vacc0xCDEF, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); vacc0x89AB = vrshlq_s32(vacc0x89AB, vright_post_shift); vacc0xCDEF = vrshlq_s32(vacc0xCDEF, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int16x8_t vacc0x89ABCDEF = vqmovn_high_s32(vqmovn_s32(vacc0x89AB), vacc0xCDEF); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc0x89ABCDEF); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int16x8_t vacc0x89ABCDEF = vcombine_s16(vqmovn_s32(vacc0x89AB), vqmovn_s32(vacc0xCDEF)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); vacc0x89ABCDEF = vqaddq_s16(vacc0x89ABCDEF, voutput_zero_point); int8x16_t vout0x0123456789ABCDEF = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc0x89ABCDEF)); #endif const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min); vout0x0123456789ABCDEF = vmaxq_s8(vout0x0123456789ABCDEF, voutput_min); const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max); vout0x0123456789ABCDEF = vminq_s8(vout0x0123456789ABCDEF, voutput_max); if (nc >= 16) { vst1q_s8(c0 + 0, vout0x0123456789ABCDEF); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 16; } else { // Final case where not all of the 16 columns fit in the destination. int8x8_t vout0x01234567 = vget_low_s8(vout0x0123456789ABCDEF); if (nc & 8) { vst1_s8(c0, vout0x01234567); c0 += 8; vout0x01234567 = vget_high_s8(vout0x0123456789ABCDEF); } if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
12,330
50.594142
115
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x1c4-minmax-fp32-armsimd32.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-armsimd32.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <arm_acle.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> #include <xnnpack/gemm.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x1c4__armsimd32( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; const float vscale = params->fp32_armsimd32.scale; const float vmagic_bias = params->fp32_armsimd32.magic_bias; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; w = (const void*) ((const int32_t*) w + 1); size_t k = kc; do { const int8x4_t va0 = (int8x4_t) unaligned_load_s32(a0); a0 += 4; const int16x2_t va0c02 = __sxtb16(va0); const int16x2_t va0c13 = __sxtb16(__ror(va0, 8)); const int8x4_t vb0 = *((const int8x4_t*) w); w = (const int8_t*) w + 4; const int16x2_t vb0c02 = __sxtb16(vb0); vacc0x0 = __smlad(va0c02, vb0c02, vacc0x0); const int16x2_t vb0c13 = __sxtb16(__ror(vb0, 8)); vacc0x0 = __smlad(va0c13, vb0c13, vacc0x0); k -= 4 * sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; vfpacc0x0 *= vscale; vfpacc0x0 += vmagic_bias; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0); const int32_t vmagic_bias_less_zero_point = params->fp32_armsimd32.magic_bias_less_zero_point; vout0x0 = __qsub(vout0x0, vmagic_bias_less_zero_point); vout0x0 = __ssat(vout0x0, 8); const uint32_t vout0 = (uint32_t) vout0x0; uint32_t vout = vout0; const int8x4_t voutput_min = (int8x4_t) params->fp32_armsimd32.output_min; __ssub8((int8x4_t) vout, voutput_min); vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min); const int8x4_t voutput_max = (int8x4_t) params->fp32_armsimd32.output_max; __ssub8((int8x4_t) vout, voutput_max); vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout); *c0 = (int8_t) vout; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 1; } while (nc != 0); }
2,684
26.121212
98
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2-minmax-fp32-scalar-fmagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_fmagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0); int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1); w = (const int32_t*) w + 2; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; w = (const int8_t*) w + 2; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; const float vscale = params->fp32_scalar_fmagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point; vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point; vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point); const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point; int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point; if XNN_LIKELY(nc >= 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
2,763
27.494845
116
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2-minmax-fp32-scalar-imagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_imagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0); int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1); w = (const int32_t*) w + 2; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; w = (const int8_t*) w + 2; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; const float vscale = params->fp32_scalar_imagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; const float vmagic_bias = params->fp32_scalar_imagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0); int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1); const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min; vout0x0 = math_max_s32(vout0x0, vmagic_min); vout0x1 = math_max_s32(vout0x1, vmagic_min); const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max; vout0x0 = math_min_s32(vout0x0, vmagic_max); vout0x1 = math_min_s32(vout0x1, vmagic_max); const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point; vout0x0 -= vmagic_bias_less_zero_point; vout0x1 -= vmagic_bias_less_zero_point; if XNN_LIKELY(nc >= 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
2,616
25.17
102
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2-minmax-fp32-scalar-lrintf.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <math.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x2__scalar_lrintf( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0); int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1); w = (const int32_t*) w + 2; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; w = (const int8_t*) w + 2; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; const float vscale = params->fp32_scalar_lrintf.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point; vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point; vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point); const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0); const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1); const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point; int32_t vout0x0 = vrndacc0x0 + voutput_zero_point; int32_t vout0x1 = vrndacc0x1 + voutput_zero_point; if XNN_LIKELY(nc >= 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
2,656
26.391753
100
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2-minmax-fp32-wasm-fmagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x2__wasm_fmagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0); int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1); w = (const int32_t*) w + 2; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; w = (const int8_t*) w + 2; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; const float vscale = params->fp32_scalar_fmagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point; vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point; vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point); const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point; int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point; if XNN_LIKELY(nc >= 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
2,801
27.886598
116
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2-minmax-rndnu-scalar.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x2__scalar( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = unaligned_indexed_load_s32(w, 0); int32_t vacc0x1 = unaligned_indexed_load_s32(w, 1); w = (const int32_t*) w + 2; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; w = (const int8_t*) w + 2; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; k -= sizeof(int8_t); } while (k != 0); const int32_t vmultiplier = params->rndnu_scalar.multiplier; const int64_t vrounding = params->rndnu_scalar.rounding; const int64_t vextacc0x0 = math_mulext_s32(vacc0x0, vmultiplier) + vrounding; const int64_t vextacc0x1 = math_mulext_s32(vacc0x1, vmultiplier) + vrounding; const uint32_t vshift = params->rndnu_scalar.shift; int32_t vout0x0 = (int32_t) math_asr_s64(vextacc0x0, vshift); int32_t vout0x1 = (int32_t) math_asr_s64(vextacc0x1, vshift); const int32_t voutput_min_less_zero_point = params->rndnu_scalar.output_min_less_zero_point; vout0x0 = math_max_s32(vout0x0, voutput_min_less_zero_point); vout0x1 = math_max_s32(vout0x1, voutput_min_less_zero_point); const int32_t voutput_max_less_zero_point = params->rndnu_scalar.output_max_less_zero_point; vout0x0 = math_min_s32(vout0x0, voutput_max_less_zero_point); vout0x1 = math_min_s32(vout0x1, voutput_max_less_zero_point); const int32_t voutput_zero_point = params->rndnu_scalar.output_zero_point; vout0x0 += voutput_zero_point; vout0x1 += voutput_zero_point; if XNN_LIKELY(nc >= 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
2,732
27.768421
96
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x2c4-minmax-fp32-armsimd32.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-armsimd32.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <arm_acle.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> #include <xnnpack/gemm.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x2c4__armsimd32( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; const float vscale = params->fp32_armsimd32.scale; const float vmagic_bias = params->fp32_armsimd32.magic_bias; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; w = (const void*) ((const int32_t*) w + 2); size_t k = kc; do { const int8x4_t va0 = (int8x4_t) unaligned_load_s32(a0); a0 += 4; const int16x2_t va0c02 = __sxtb16(va0); const int16x2_t va0c13 = __sxtb16(__ror(va0, 8)); const int8x4_t vb0 = *((const int8x4_t*) w); w = (const int8_t*) w + 4; const int16x2_t vb0c02 = __sxtb16(vb0); vacc0x0 = __smlad(va0c02, vb0c02, vacc0x0); const int16x2_t vb0c13 = __sxtb16(__ror(vb0, 8)); vacc0x0 = __smlad(va0c13, vb0c13, vacc0x0); const int8x4_t vb1 = *((const int8x4_t*) w); w = (const int8_t*) w + 4; const int16x2_t vb1c02 = __sxtb16(vb1); vacc0x1 = __smlad(va0c02, vb1c02, vacc0x1); const int16x2_t vb1c13 = __sxtb16(__ror(vb1, 8)); vacc0x1 = __smlad(va0c13, vb1c13, vacc0x1); k -= 4 * sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0); int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1); const int32_t vmagic_bias_less_zero_point = params->fp32_armsimd32.magic_bias_less_zero_point; vout0x0 = __qsub(vout0x0, vmagic_bias_less_zero_point); vout0x1 = __qsub(vout0x1, vmagic_bias_less_zero_point); vout0x0 = __ssat(vout0x0, 8); vout0x1 = __ssat(vout0x1, 8); const uint32_t vout0 = (uint32_t) (uint8_t) vout0x0 | ((uint32_t) vout0x1 << 8); uint32_t vout = vout0; const int8x4_t voutput_min = (int8x4_t) params->fp32_armsimd32.output_min; __ssub8((int8x4_t) vout, voutput_min); vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min); const int8x4_t voutput_max = (int8x4_t) params->fp32_armsimd32.output_max; __ssub8((int8x4_t) vout, voutput_max); vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout); if XNN_LIKELY(nc >= 2) { unaligned_store_u16(c0, (uint16_t) vout); a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 2; } else { *c0 = (int8_t) vout; nc = 0; } } while (nc != 0); }
3,418
27.731092
98
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4-minmax-fp32-scalar-fmagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_fmagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; int32_t vacc0x2 = ((const int32_t*) w)[2]; int32_t vacc0x3 = ((const int32_t*) w)[3]; w = (const int32_t*) w + 4; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; const int32_t vb2 = (int32_t) ((const int8_t*) w)[2]; const int32_t vb3 = (int32_t) ((const int8_t*) w)[3]; w = (const int8_t*) w + 4; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; vacc0x2 += va0 * vb2; vacc0x3 += va0 * vb3; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; float vfpacc0x2 = (float) vacc0x2; float vfpacc0x3 = (float) vacc0x3; const float vscale = params->fp32_scalar_fmagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; vfpacc0x2 *= vscale; vfpacc0x3 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point; vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point); vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point); vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point; vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point); vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point); vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point); const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; vfpacc0x2 += vmagic_bias; vfpacc0x3 += vmagic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point; int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point; int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point; int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point; if XNN_LIKELY(nc >= 4) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; c0[2] = (int8_t) vout0x2; c0[3] = (int8_t) vout0x3; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 4; } else { if (nc & 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; vout0x0 = vout0x2; c0 += 2; } if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
3,850
30.565574
116
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4-minmax-fp32-scalar-imagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_imagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; int32_t vacc0x2 = ((const int32_t*) w)[2]; int32_t vacc0x3 = ((const int32_t*) w)[3]; w = (const int32_t*) w + 4; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; const int32_t vb2 = (int32_t) ((const int8_t*) w)[2]; const int32_t vb3 = (int32_t) ((const int8_t*) w)[3]; w = (const int8_t*) w + 4; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; vacc0x2 += va0 * vb2; vacc0x3 += va0 * vb3; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; float vfpacc0x2 = (float) vacc0x2; float vfpacc0x3 = (float) vacc0x3; const float vscale = params->fp32_scalar_imagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; vfpacc0x2 *= vscale; vfpacc0x3 *= vscale; const float vmagic_bias = params->fp32_scalar_imagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; vfpacc0x2 += vmagic_bias; vfpacc0x3 += vmagic_bias; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0); int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1); int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2); int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3); const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min; vout0x0 = math_max_s32(vout0x0, vmagic_min); vout0x1 = math_max_s32(vout0x1, vmagic_min); vout0x2 = math_max_s32(vout0x2, vmagic_min); vout0x3 = math_max_s32(vout0x3, vmagic_min); const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max; vout0x0 = math_min_s32(vout0x0, vmagic_max); vout0x1 = math_min_s32(vout0x1, vmagic_max); vout0x2 = math_min_s32(vout0x2, vmagic_max); vout0x3 = math_min_s32(vout0x3, vmagic_max); const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point; vout0x0 -= vmagic_bias_less_zero_point; vout0x1 -= vmagic_bias_less_zero_point; vout0x2 -= vmagic_bias_less_zero_point; vout0x3 -= vmagic_bias_less_zero_point; if XNN_LIKELY(nc >= 4) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; c0[2] = (int8_t) vout0x2; c0[3] = (int8_t) vout0x3; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 4; } else { if (nc & 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; vout0x0 = vout0x2; c0 += 2; } if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
3,633
27.614173
102
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4-minmax-fp32-scalar-lrintf.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <math.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4__scalar_lrintf( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; int32_t vacc0x2 = ((const int32_t*) w)[2]; int32_t vacc0x3 = ((const int32_t*) w)[3]; w = (const int32_t*) w + 4; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; const int32_t vb2 = (int32_t) ((const int8_t*) w)[2]; const int32_t vb3 = (int32_t) ((const int8_t*) w)[3]; w = (const int8_t*) w + 4; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; vacc0x2 += va0 * vb2; vacc0x3 += va0 * vb3; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; float vfpacc0x2 = (float) vacc0x2; float vfpacc0x3 = (float) vacc0x3; const float vscale = params->fp32_scalar_lrintf.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; vfpacc0x2 *= vscale; vfpacc0x3 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_lrintf.output_min_less_zero_point; vfpacc0x0 = math_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = math_max_f32(vfpacc0x1, voutput_min_less_zero_point); vfpacc0x2 = math_max_f32(vfpacc0x2, voutput_min_less_zero_point); vfpacc0x3 = math_max_f32(vfpacc0x3, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_lrintf.output_max_less_zero_point; vfpacc0x0 = math_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = math_min_f32(vfpacc0x1, voutput_max_less_zero_point); vfpacc0x2 = math_min_f32(vfpacc0x2, voutput_max_less_zero_point); vfpacc0x3 = math_min_f32(vfpacc0x3, voutput_max_less_zero_point); const int32_t vrndacc0x0 = (int32_t) lrintf(vfpacc0x0); const int32_t vrndacc0x1 = (int32_t) lrintf(vfpacc0x1); const int32_t vrndacc0x2 = (int32_t) lrintf(vfpacc0x2); const int32_t vrndacc0x3 = (int32_t) lrintf(vfpacc0x3); const int32_t voutput_zero_point = params->fp32_scalar_lrintf.output_zero_point; int32_t vout0x0 = vrndacc0x0 + voutput_zero_point; int32_t vout0x1 = vrndacc0x1 + voutput_zero_point; int32_t vout0x2 = vrndacc0x2 + voutput_zero_point; int32_t vout0x3 = vrndacc0x3 + voutput_zero_point; if XNN_LIKELY(nc >= 4) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; c0[2] = (int8_t) vout0x2; c0[3] = (int8_t) vout0x3; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 4; } else { if (nc & 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; vout0x0 = vout0x2; c0 += 2; } if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
3,719
29.491803
100
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4-minmax-fp32-wasm-fmagic.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4__wasm_fmagic( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; int32_t vacc0x2 = ((const int32_t*) w)[2]; int32_t vacc0x3 = ((const int32_t*) w)[3]; w = (const int32_t*) w + 4; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; const int32_t vb2 = (int32_t) ((const int8_t*) w)[2]; const int32_t vb3 = (int32_t) ((const int8_t*) w)[3]; w = (const int8_t*) w + 4; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; vacc0x2 += va0 * vb2; vacc0x3 += va0 * vb3; k -= sizeof(int8_t); } while (k != 0); float vfpacc0x0 = (float) vacc0x0; float vfpacc0x1 = (float) vacc0x1; float vfpacc0x2 = (float) vacc0x2; float vfpacc0x3 = (float) vacc0x3; const float vscale = params->fp32_scalar_fmagic.scale; vfpacc0x0 *= vscale; vfpacc0x1 *= vscale; vfpacc0x2 *= vscale; vfpacc0x3 *= vscale; const float voutput_min_less_zero_point = params->fp32_scalar_fmagic.output_min_less_zero_point; vfpacc0x0 = __builtin_wasm_max_f32(vfpacc0x0, voutput_min_less_zero_point); vfpacc0x1 = __builtin_wasm_max_f32(vfpacc0x1, voutput_min_less_zero_point); vfpacc0x2 = __builtin_wasm_max_f32(vfpacc0x2, voutput_min_less_zero_point); vfpacc0x3 = __builtin_wasm_max_f32(vfpacc0x3, voutput_min_less_zero_point); const float voutput_max_less_zero_point = params->fp32_scalar_fmagic.output_max_less_zero_point; vfpacc0x0 = __builtin_wasm_min_f32(vfpacc0x0, voutput_max_less_zero_point); vfpacc0x1 = __builtin_wasm_min_f32(vfpacc0x1, voutput_max_less_zero_point); vfpacc0x2 = __builtin_wasm_min_f32(vfpacc0x2, voutput_max_less_zero_point); vfpacc0x3 = __builtin_wasm_min_f32(vfpacc0x3, voutput_max_less_zero_point); const float vmagic_bias = params->fp32_scalar_fmagic.magic_bias; vfpacc0x0 += vmagic_bias; vfpacc0x1 += vmagic_bias; vfpacc0x2 += vmagic_bias; vfpacc0x3 += vmagic_bias; const int32_t vmagic_bias_less_output_zero_point = params->fp32_scalar_fmagic.magic_bias_less_output_zero_point; int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0) - vmagic_bias_less_output_zero_point; int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1) - vmagic_bias_less_output_zero_point; int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2) - vmagic_bias_less_output_zero_point; int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3) - vmagic_bias_less_output_zero_point; if XNN_LIKELY(nc >= 4) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; c0[2] = (int8_t) vout0x2; c0[3] = (int8_t) vout0x3; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 4; } else { if (nc & 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; vout0x0 = vout0x2; c0 += 2; } if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
3,928
31.204918
116
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4-minmax-rndnu-scalar.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/scalar.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x4__scalar( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); const int8_t* a0 = a; int8_t* c0 = c; do { int32_t vacc0x0 = ((const int32_t*) w)[0]; int32_t vacc0x1 = ((const int32_t*) w)[1]; int32_t vacc0x2 = ((const int32_t*) w)[2]; int32_t vacc0x3 = ((const int32_t*) w)[3]; w = (const int32_t*) w + 4; size_t k = kc; do { const int32_t va0 = (int32_t) *a0++; const int32_t vb0 = (int32_t) ((const int8_t*) w)[0]; const int32_t vb1 = (int32_t) ((const int8_t*) w)[1]; const int32_t vb2 = (int32_t) ((const int8_t*) w)[2]; const int32_t vb3 = (int32_t) ((const int8_t*) w)[3]; w = (const int8_t*) w + 4; vacc0x0 += va0 * vb0; vacc0x1 += va0 * vb1; vacc0x2 += va0 * vb2; vacc0x3 += va0 * vb3; k -= sizeof(int8_t); } while (k != 0); const int32_t vmultiplier = params->rndnu_scalar.multiplier; const int64_t vrounding = params->rndnu_scalar.rounding; const int64_t vextacc0x0 = math_mulext_s32(vacc0x0, vmultiplier) + vrounding; const int64_t vextacc0x1 = math_mulext_s32(vacc0x1, vmultiplier) + vrounding; const int64_t vextacc0x2 = math_mulext_s32(vacc0x2, vmultiplier) + vrounding; const int64_t vextacc0x3 = math_mulext_s32(vacc0x3, vmultiplier) + vrounding; const uint32_t vshift = params->rndnu_scalar.shift; int32_t vout0x0 = (int32_t) math_asr_s64(vextacc0x0, vshift); int32_t vout0x1 = (int32_t) math_asr_s64(vextacc0x1, vshift); int32_t vout0x2 = (int32_t) math_asr_s64(vextacc0x2, vshift); int32_t vout0x3 = (int32_t) math_asr_s64(vextacc0x3, vshift); const int32_t voutput_min_less_zero_point = params->rndnu_scalar.output_min_less_zero_point; vout0x0 = math_max_s32(vout0x0, voutput_min_less_zero_point); vout0x1 = math_max_s32(vout0x1, voutput_min_less_zero_point); vout0x2 = math_max_s32(vout0x2, voutput_min_less_zero_point); vout0x3 = math_max_s32(vout0x3, voutput_min_less_zero_point); const int32_t voutput_max_less_zero_point = params->rndnu_scalar.output_max_less_zero_point; vout0x0 = math_min_s32(vout0x0, voutput_max_less_zero_point); vout0x1 = math_min_s32(vout0x1, voutput_max_less_zero_point); vout0x2 = math_min_s32(vout0x2, voutput_max_less_zero_point); vout0x3 = math_min_s32(vout0x3, voutput_max_less_zero_point); const int32_t voutput_zero_point = params->rndnu_scalar.output_zero_point; vout0x0 += voutput_zero_point; vout0x1 += voutput_zero_point; vout0x2 += voutput_zero_point; vout0x3 += voutput_zero_point; if XNN_LIKELY(nc >= 4) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; c0[2] = (int8_t) vout0x2; c0[3] = (int8_t) vout0x3; a0 = (const int8_t*) ((uintptr_t) a0 - kc); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); nc -= 4; } else { if (nc & 2) { c0[0] = (int8_t) vout0x0; c0[1] = (int8_t) vout0x1; vout0x0 = vout0x2; c0 += 2; } if (nc & 1) { c0[0] = (int8_t) vout0x0; } nc = 0; } } while (nc != 0); }
3,787
31.101695
96
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-avx-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,792
31.385135
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-avx-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__avx_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,906
31.713333
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-sse2-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01); const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01); const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23); const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23); const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
5,091
32.721854
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-sse2-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse2_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
5,181
33.317881
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-sse41-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,794
31.398649
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-sse41-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__sse41_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,908
31.726667
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-wasmsimd-dot16x2-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <wasm_simd128.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { v128_t vacc0x0123 = wasm_v128_load(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0); a0 += 8; const v128_t vb01 = wasm_v128_load(w); const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01); const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16); const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23); const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const v128_t vxa0 = wasm_i16x8_load8x8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const v128_t vxb0 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); if (k > 2 * sizeof(int8_t)) { const v128_t vxb1 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); if (k > 4 * sizeof(int8_t)) { const v128_t vxb2 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); } } } vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123); const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale); vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale); const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias); vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias); const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min); vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min); const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point); vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point); v128_t vacc00x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc0x0123); v128_t vout = wasm_i8x16_narrow_i16x8(vacc00x0123, vacc00x0123); const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { wasm_v128_store32_lane(c0, vout, 0); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { wasm_v128_store16_lane(c0, vout, 0); c0 += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { wasm_v128_store8_lane(c0, vout, 0); } nc = 0; } } while (nc != 0); }
4,553
30.191781
134
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-wasmsimd-dot16x2-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <wasm_simd128.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { v128_t vacc0x0123 = wasm_v128_load(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0); a0 += 8; const v128_t vxb0 = wasm_i16x8_load8x8(w); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const v128_t vxa0 = wasm_i16x8_load8x8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const v128_t vxb0 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); if (k > 2 * sizeof(int8_t)) { const v128_t vxb1 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); if (k > 4 * sizeof(int8_t)) { const v128_t vxb2 = wasm_i16x8_load8x8(w); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); } } } vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123); const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale); vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale); const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias); vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias); const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min); vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min); const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point); vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point); v128_t vacc00x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc0x0123); v128_t vout = wasm_i8x16_narrow_i16x8(vacc00x0123, vacc00x0123); const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { wasm_v128_store32_lane(c0, vout, 0); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { wasm_v128_store16_lane(c0, vout, 0); c0 += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { wasm_v128_store8_lane(c0, vout, 0); } nc = 0; } } while (nc != 0); }
4,453
29.930556
134
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-xop-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,754
30.282895
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-minmax-fp32-xop-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2__xop_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); if (k > 2 * sizeof(int8_t)) { const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); if (k > 4 * sizeof(int8_t)) { const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); w = (const void*) ((const int8_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,868
30.616883
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-xw-minmax-fp32-avx.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2__avx( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vxb0 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vxb1 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vxb2 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,548
30.811189
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-xw-minmax-fp32-sse2.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2__sse2( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vxb0 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vxb1 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vxb2 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
4,655
31.333333
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-xw-minmax-fp32-sse41.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2__sse41( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vxb0 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0)); if (k > 2 * sizeof(int8_t)) { const __m128i vxb1 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1)); if (k > 4 * sizeof(int8_t)) { const __m128i vxb2 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2)); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,550
30.825175
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-xw-minmax-fp32-wasmsimd-dot16x2.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-wasmsimd-dot16x2.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <wasm_simd128.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2__wasmsimd_dot16x2( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { v128_t vacc0x0123 = wasm_v128_load(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0); a0 += 8; const v128_t vxb0 = wasm_v128_load(w); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); const v128_t vxb1 = wasm_v128_load((const int16_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); const v128_t vxb2 = wasm_v128_load((const int16_t*) w + 16); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); const v128_t vxb3 = wasm_v128_load((const int16_t*) w + 24); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 3, 3, 3, 3), vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const v128_t vxa0 = wasm_i16x8_load8x8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const v128_t vxb0 = wasm_v128_load(w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 0, 0, 0, 0), vxb0)); if (k > 2 * sizeof(int8_t)) { const v128_t vxb1 = wasm_v128_load(w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 1, 1, 1, 1), vxb1)); if (k > 4 * sizeof(int8_t)) { const v128_t vxb2 = wasm_v128_load(w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(wasm_v32x4_shuffle(vxa0, vxa0, 2, 2, 2, 2), vxb2)); } } } vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123); const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale); vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale); const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias); vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias); const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min); vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min); const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point); vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point); v128_t vacc00x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc0x0123); v128_t vout = wasm_i8x16_narrow_i16x8(vacc00x0123, vacc00x0123); const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { wasm_v128_store32_lane(c0, vout, 0); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { wasm_v128_store16_lane(c0, vout, 0); c0 += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { wasm_v128_store8_lane(c0, vout, 0); } nc = 0; } } while (nc != 0); }
4,430
29.770833
134
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2-xw-minmax-fp32-xop.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2__xop( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3, vacc0x0123); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } if (k != 0) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const __m128i vxb0 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0, vacc0x0123); if (k > 2 * sizeof(int8_t)) { const __m128i vxb1 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1, vacc0x0123); if (k > 4 * sizeof(int8_t)) { const __m128i vxb2 = _mm_load_si128((const __m128i*) w); w = (const void*) ((const int16_t*) w + 8); vacc0x0123 = _mm_maddd_epi16( _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2, vacc0x0123); } } } __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
4,510
29.687075
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-avx-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,575
29.564103
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-avx-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__avx_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,689
30.008403
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-sse2-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01); const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01); const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23); const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23); const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
3,778
30.491667
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-sse2-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse2_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
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31.241667
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-sse41-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,577
29.581197
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-sse41-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__sse41_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,691
30.02521
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <wasm_simd128.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { v128_t vacc0x0123 = wasm_v128_load(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0); a0 += 8; const v128_t vb01 = wasm_v128_load(w); const v128_t vxb0 = wasm_i16x8_extend_low_i8x16(vb01); const v128_t vxb1 = wasm_i16x8_extend_high_i8x16(vb01); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); const v128_t vb23 = wasm_v128_load((const int8_t*) w + 16); const v128_t vxb2 = wasm_i16x8_extend_low_i8x16(vb23); const v128_t vxb3 = wasm_i16x8_extend_high_i8x16(vb23); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3)); w = (const int8_t*) w + 32; k -= 8 * sizeof(int8_t); } while (k != 0); vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123); const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale); vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale); const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias); vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias); const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min); vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min); const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point); vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point); v128_t vacc00x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc0x0123); v128_t vout = wasm_i8x16_narrow_i16x8(vacc00x0123, vacc00x0123); const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { wasm_v128_store32_lane(c0, vout, 0); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { wasm_v128_store16_lane(c0, vout, 0); c0 += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { wasm_v128_store8_lane(c0, vout, 0); } nc = 0; } } while (nc != 0); }
3,589
29.168067
134
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-wasmsimd-dot16x2-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-wasmsimd-dot16x2.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <wasm_simd128.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__wasmsimd_dot16x2_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { v128_t vacc0x0123 = wasm_v128_load(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { v128_t vxa0 = wasm_i16x8_load8x8((const v128_t*) a0); a0 += 8; const v128_t vxb0 = wasm_i16x8_load8x8(w); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb0)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); const v128_t vxb1 = wasm_i16x8_load8x8((const int8_t*) w + 8); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb1)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); const v128_t vxb2 = wasm_i16x8_load8x8((const int8_t*) w + 16); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb2)); vxa0 = wasm_v32x4_shuffle(vxa0, vxa0, 1, 2, 3, 4); const v128_t vxb3 = wasm_i16x8_load8x8((const int8_t*) w + 24); vacc0x0123 = wasm_i32x4_add(vacc0x0123, wasm_i32x4_dot_i16x8(vxa0, vxb3)); w = (const int8_t*) w + 32; k -= 8 * sizeof(int8_t); } while (k != 0); vacc0x0123 = wasm_f32x4_convert_i32x4(vacc0x0123); const v128_t vscale = wasm_v128_load64_splat(params->fp32_wasmsimd.scale); vacc0x0123 = wasm_f32x4_mul(vacc0x0123, vscale); const v128_t vmagic_bias = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias); vacc0x0123 = wasm_f32x4_add(vacc0x0123, vmagic_bias); const v128_t vmagic_min = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_min); vacc0x0123 = wasm_i32x4_max(vacc0x0123, vmagic_min); const v128_t vmagic_bias_less_output_zero_point = wasm_v128_load64_splat(params->fp32_wasmsimd.magic_bias_less_output_zero_point); vacc0x0123 = wasm_i32x4_sub(vacc0x0123, vmagic_bias_less_output_zero_point); v128_t vacc00x0123 = wasm_i16x8_narrow_i32x4(vacc0x0123, vacc0x0123); v128_t vout = wasm_i8x16_narrow_i16x8(vacc00x0123, vacc00x0123); const v128_t voutput_max = wasm_v128_load64_splat(params->fp32_wasmsimd.output_max); vout = wasm_i8x16_min(vout, voutput_max); if (nc >= 4) { wasm_v128_store32_lane(c0, vout, 0); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { wasm_v128_store16_lane(c0, vout, 0); c0 += 2; vout = wasm_u32x4_shr(vout, 16); } if (nc & 1) { wasm_v128_store8_lane(c0, vout, 0); } nc = 0; } } while (nc != 0); }
3,489
28.82906
134
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-xop-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_loadu_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,572
28.528926
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-minmax-fp32-xop-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c2s4__xop_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123); w = (const void*) ((const int8_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,686
28.97561
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-xw-minmax-fp32-avx.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2s4__avx( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,487
29.330435
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-xw-minmax-fp32-sse2.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2s4__sse2( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
3,570
29.784483
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-xw-minmax-fp32-sse41.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2s4__sse41( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb0)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb1)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb2)); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_add_epi32(vacc0x0123, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,489
29.347826
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c2s4-xw-minmax-fp32-xop.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c2s4-sse.c.in // Generator: tools/xngen // // Copyright 2022 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 <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c2s4__xop( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; do { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb1, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb2, vacc0x0123); vxa0 = _mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 3, 2, 1)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x0123 = _mm_maddd_epi16(vxa0, vxb3, vacc0x0123); w = (const void*) ((const int16_t*) w + 32); k -= 8 * sizeof(int8_t); } while (k != 0); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,484
28.285714
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-avx-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,766
29.626016
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-avx-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__avx_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,884
29.590551
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-sse2-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01); const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01); const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23); const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23); const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x0, vacc0x2), _mm_unpackhi_epi32(vacc0x0, vacc0x2)); const __m128i vacc0x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x1, vacc0x3), _mm_unpackhi_epi32(vacc0x1, vacc0x3)); __m128i vacc0x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x02, vacc0x13), _mm_unpackhi_epi32(vacc0x02, vacc0x13)); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
4,089
32.52459
119
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-sse2-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse2_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x0, vacc0x2), _mm_unpackhi_epi32(vacc0x0, vacc0x2)); const __m128i vacc0x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x1, vacc0x3), _mm_unpackhi_epi32(vacc0x1, vacc0x3)); __m128i vacc0x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x02, vacc0x13), _mm_unpackhi_epi32(vacc0x02, vacc0x13)); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
4,183
32.741935
119
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-sse41-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,715
30.226891
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c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-sse41-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__sse41_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,833
30.170732
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-ssse3-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <tmmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m128i vsb01 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb01); const __m128i vxb0 = _mm_unpacklo_epi8(vb01, vsb01); const __m128i vxb1 = _mm_unpackhi_epi8(vb01, vsb01); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vsb23 = _mm_cmpgt_epi8(_mm_setzero_si128(), vb23); const __m128i vxb2 = _mm_unpacklo_epi8(vb23, vsb23); const __m128i vxb3 = _mm_unpackhi_epi8(vb23, vsb23); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
3,917
31.114754
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-ssse3-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <tmmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__ssse3_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_srai_epi16(_mm_unpacklo_epi8(vb0, vb0), 8); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_srai_epi16(_mm_unpacklo_epi8(vb1, vb1), 8); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_srai_epi16(_mm_unpacklo_epi8(vb2, vb2), 8); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_srai_epi16(_mm_unpacklo_epi8(vb3, vb3), 8); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
4,011
31.354839
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-xop-ld128.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld128( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb01 = _mm_load_si128((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb01); const __m128i vxb1 = _mm_srai_epi16(_mm_unpackhi_epi8(vb01, vb01), 8); vacc0x0 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0); vacc0x1 = _mm_maddd_epi16(vxa0, vxb1, vacc0x1); const __m128i vb23 = _mm_load_si128((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb23); const __m128i vxb3 = _mm_srai_epi16(_mm_unpackhi_epi8(vb23, vb23), 8); vacc0x2 = _mm_maddd_epi16(vxa0, vxb2, vacc0x2); vacc0x3 = _mm_maddd_epi16(vxa0, vxb3, vacc0x3); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,710
29.170732
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-minmax-fp32-xop-ld64.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x4c8__xop_ld64( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w); const __m128i vxb0 = _mm_cvtepi8_epi16(vb0); vacc0x0 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0); const __m128i vb1 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 8)); const __m128i vxb1 = _mm_cvtepi8_epi16(vb1); vacc0x1 = _mm_maddd_epi16(vxa0, vxb1, vacc0x1); const __m128i vb2 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 16)); const __m128i vxb2 = _mm_cvtepi8_epi16(vb2); vacc0x2 = _mm_maddd_epi16(vxa0, vxb2, vacc0x2); const __m128i vb3 = _mm_loadl_epi64((const __m128i*) ((const int8_t*) w + 24)); const __m128i vxb3 = _mm_cvtepi8_epi16(vb3); vacc0x3 = _mm_maddd_epi16(vxa0, vxb3, vacc0x3); w = (const void*) ((const int8_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,828
29.149606
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-xw-minmax-fp32-avx.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c8__avx( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,682
28.943089
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-xw-minmax-fp32-sse2.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <emmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c8__sse2( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x02 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x0, vacc0x2), _mm_unpackhi_epi32(vacc0x0, vacc0x2)); const __m128i vacc0x13 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x1, vacc0x3), _mm_unpackhi_epi32(vacc0x1, vacc0x3)); __m128i vacc0x0123 = _mm_add_epi32(_mm_unpacklo_epi32(vacc0x02, vacc0x13), _mm_unpackhi_epi32(vacc0x02, vacc0x13)); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
3,885
31.383333
119
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-xw-minmax-fp32-sse41.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <smmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c8__sse41( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,631
29.521008
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-xw-minmax-fp32-ssse3.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <tmmintrin.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c8__ssse3( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_srai_epi16(_mm_unpacklo_epi8(va0, va0), 8); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0 = _mm_add_epi32(vacc0x0, _mm_madd_epi16(vxa0, vxb0)); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x1 = _mm_add_epi32(vacc0x1, _mm_madd_epi16(vxa0, vxb1)); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x2 = _mm_add_epi32(vacc0x2, _mm_madd_epi16(vxa0, vxb2)); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x3 = _mm_add_epi32(vacc0x3, _mm_madd_epi16(vxa0, vxb3)); w = (const void*) ((const int16_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); const __m128i voutput_min = _mm_load_si128((const __m128i*) params->fp32_sse2.output_min); vacc00x0123 = _mm_max_epi16(vacc00x0123, voutput_min); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_cvtsi128_si32(vout); } nc = 0; } } while (nc != 0); }
3,713
29.95
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x4c8-xw-minmax-fp32-xop.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/MRx4c8-sse.c.in // Generator: tools/xngen // // 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. #include <assert.h> #ifdef _MSC_VER #include <intrin.h> #else #include <x86intrin.h> #endif #include <xnnpack/gemm.h> #include <xnnpack/math.h> #include <xnnpack/unaligned.h> void xnn_qs8_gemm_xw_minmax_fp32_ukernel_1x4c8__xop( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 8 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { __m128i vacc0x0 = _mm_cvtsi32_si128(((const int*) w)[0]); __m128i vacc0x1 = _mm_cvtsi32_si128(((const int*) w)[1]); __m128i vacc0x2 = _mm_cvtsi32_si128(((const int*) w)[2]); __m128i vacc0x3 = _mm_cvtsi32_si128(((const int*) w)[3]); w = (const int32_t*) w + 4; size_t k = 0; while (k < kc) { const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0); const __m128i vxa0 = _mm_cvtepi8_epi16(va0); a0 += 8; const __m128i vxb0 = _mm_load_si128((const __m128i*) w); vacc0x0 = _mm_maddd_epi16(vxa0, vxb0, vacc0x0); const __m128i vxb1 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 8)); vacc0x1 = _mm_maddd_epi16(vxa0, vxb1, vacc0x1); const __m128i vxb2 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 16)); vacc0x2 = _mm_maddd_epi16(vxa0, vxb2, vacc0x2); const __m128i vxb3 = _mm_load_si128((const __m128i*) ((const int16_t*) w + 24)); vacc0x3 = _mm_maddd_epi16(vxa0, vxb3, vacc0x3); w = (const void*) ((const int16_t*) w + 32); k += 8 * sizeof(int8_t); } const __m128i vacc0x01 = _mm_hadd_epi32(vacc0x0, vacc0x1); const __m128i vacc0x23 = _mm_hadd_epi32(vacc0x2, vacc0x3); __m128i vacc0x0123 = _mm_hadd_epi32(vacc0x01, vacc0x23); __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123); const __m128 vscale = _mm_load_ps(params->fp32_sse4.scale); vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale); const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse4.output_max_less_zero_point); vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point); vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123); const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse4.output_zero_point); __m128i vacc00x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc0x0123), voutput_zero_point); __m128i vout = _mm_packs_epi16(vacc00x0123, vacc00x0123); vout = _mm_max_epi8(vout, _mm_load_si128((const __m128i*) params->fp32_sse4.output_min)); if (nc >= 4) { unaligned_store_u32(c0, (uint32_t) _mm_cvtsi128_si32(vout)); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 4; } else { if (nc & 2) { unaligned_store_u16(c0, (uint16_t) _mm_extract_epi16(vout, 0)); c0 += 2; vout = _mm_srli_epi32(vout, 16); } if (nc & 1) { *c0 = (int8_t) _mm_extract_epi8(vout, 0); } nc = 0; } } while (nc != 0); }
3,626
28.487805
108
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8-minmax-rndnu-neon-mlal-lane-prfm.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/neon-mlal-lane.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <arm_neon.h> #include <xnnpack/common.h> #include <xnnpack/gemm.h> #include <xnnpack/prefetch.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane_prfm( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); xnn_prefetch_to_l1((const int8_t*) w + 448); const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2); const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); if (k >= 2 * sizeof(int8_t)) { const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); if (k >= 4 * sizeof(int8_t)) { const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); if (k >= 6 * sizeof(int8_t)) { const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); if (k > 6 * sizeof(int8_t)) { const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2); } } } } } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
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XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8-minmax-rndnu-neon-mlal-lane.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/neon-mlal-lane.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <arm_neon.h> #include <xnnpack/common.h> #include <xnnpack/gemm.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mlal_lane( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((const int32_t*) w + 4); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2); const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c7 = vmovl_s8(vb01234567c7); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c7), vget_high_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c7), vget_high_s16(vxa0), 3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int16x8_t vxa0 = vmovl_s8(va0); const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c0 = vmovl_s8(vb01234567c0); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c0), vget_low_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c0), vget_low_s16(vxa0), 0); if (k >= 2 * sizeof(int8_t)) { const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c1 = vmovl_s8(vb01234567c1); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c1), vget_low_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c1), vget_low_s16(vxa0), 1); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c2 = vmovl_s8(vb01234567c2); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c2), vget_low_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c2), vget_low_s16(vxa0), 2); if (k >= 4 * sizeof(int8_t)) { const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c3 = vmovl_s8(vb01234567c3); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c3), vget_low_s16(vxa0), 3); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c3), vget_low_s16(vxa0), 3); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c4 = vmovl_s8(vb01234567c4); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c4), vget_high_s16(vxa0), 0); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c4), vget_high_s16(vxa0), 0); if (k >= 6 * sizeof(int8_t)) { const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c5 = vmovl_s8(vb01234567c5); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c5), vget_high_s16(vxa0), 1); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c5), vget_high_s16(vxa0), 1); if (k > 6 * sizeof(int8_t)) { const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((const int8_t*) w + 8); const int16x8_t vxb01234567c6 = vmovl_s8(vb01234567c6); vacc0x0123 = vmlal_lane_s16(vacc0x0123, vget_low_s16(vxb01234567c6), vget_high_s16(vxa0), 2); vacc0x4567 = vmlal_lane_s16(vacc0x4567, vget_high_s16(vxb01234567c6), vget_high_s16(vxa0), 2); } } } } } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
9,420
43.023364
112
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8-minmax-rndnu-neon-mull-addw-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/neon-mull-addw-dup.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <arm_neon.h> #include <xnnpack/common.h> #include <xnnpack/gemm.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8__neon_mull_addw_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c0 = vmull_s8(vb01234567c0, vdup_lane_s8(va0, 0)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c0)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c0)); const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c1 = vmull_s8(vb01234567c1, vdup_lane_s8(va0, 1)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c1)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c1)); const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c2 = vmull_s8(vb01234567c2, vdup_lane_s8(va0, 2)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c2)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c2)); const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c3 = vmull_s8(vb01234567c3, vdup_lane_s8(va0, 3)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c3)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c3)); const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c4 = vmull_s8(vb01234567c4, vdup_lane_s8(va0, 4)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c4)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c4)); const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c5 = vmull_s8(vb01234567c5, vdup_lane_s8(va0, 5)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c5)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c5)); const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c6 = vmull_s8(vb01234567c6, vdup_lane_s8(va0, 6)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c6)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c6)); const int8x8_t vb01234567c7 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c7 = vmull_s8(vb01234567c7, vdup_lane_s8(va0, 7)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c7)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c7)); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01234567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c0 = vmull_s8(vb01234567c0, vdup_lane_s8(va0, 0)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c0)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c0)); if (k >= 2 * sizeof(int8_t)) { const int8x8_t vb01234567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c1 = vmull_s8(vb01234567c1, vdup_lane_s8(va0, 1)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c1)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c1)); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb01234567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c2 = vmull_s8(vb01234567c2, vdup_lane_s8(va0, 2)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c2)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c2)); if (k >= 4 * sizeof(int8_t)) { const int8x8_t vb01234567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c3 = vmull_s8(vb01234567c3, vdup_lane_s8(va0, 3)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c3)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c3)); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb01234567c4 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c4 = vmull_s8(vb01234567c4, vdup_lane_s8(va0, 4)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c4)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c4)); if (k >= 6 * sizeof(int8_t)) { const int8x8_t vb01234567c5 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c5 = vmull_s8(vb01234567c5, vdup_lane_s8(va0, 5)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c5)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c5)); if (k > 6 * sizeof(int8_t)) { const int8x8_t vb01234567c6 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int16x8_t vprod0x01234567c6 = vmull_s8(vb01234567c6, vdup_lane_s8(va0, 6)); vacc0x0123 = vaddw_s16(vacc0x0123, vget_low_s16(vprod0x01234567c6)); vacc0x4567 = vaddw_s16(vacc0x4567, vget_high_s16(vprod0x01234567c6)); } } } } } } } // Post-accumulation work const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { // Main case where there the 8 columns fit in the destination. vst1_s8(c0 + 0, vout0x01234567); // Advance to the next 8 columns. c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
9,365
43.6
130
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c16-minmax-rndnu-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c16-neon-mlal.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c16__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 16 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x1 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x2 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x3 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x4 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x5 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x6 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); int32x4_t vacc0x7 = vld1q_lane_s32(w, vmovq_n_s32(0), 0); w = (const void*) ((uintptr_t) w + sizeof(int32_t)); // KC loop of 16 size_t k = kc; while (k != 0) { const int8x16_t va0 = vld1q_s8(a0); a0 += 16; const int8x16_t vb0 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb1 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb2 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb3 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb4 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb5 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb6 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); const int8x16_t vb7 = vld1q_s8(w); w = (const void*) ((uintptr_t) w + 16 * sizeof(int8_t)); int16x8_t vprod0x0 = vmull_s8(vget_low_s8(vb0), vget_low_s8(va0)); vprod0x0 = vmlal_s8(vprod0x0, vget_high_s8(vb0), vget_high_s8(va0)); vacc0x0 = vpadalq_s16(vacc0x0, vprod0x0); int16x8_t vprod0x1 = vmull_s8(vget_low_s8(vb1), vget_low_s8(va0)); vprod0x1 = vmlal_s8(vprod0x1, vget_high_s8(vb1), vget_high_s8(va0)); vacc0x1 = vpadalq_s16(vacc0x1, vprod0x1); int16x8_t vprod0x2 = vmull_s8(vget_low_s8(vb2), vget_low_s8(va0)); vprod0x2 = vmlal_s8(vprod0x2, vget_high_s8(vb2), vget_high_s8(va0)); vacc0x2 = vpadalq_s16(vacc0x2, vprod0x2); int16x8_t vprod0x3 = vmull_s8(vget_low_s8(vb3), vget_low_s8(va0)); vprod0x3 = vmlal_s8(vprod0x3, vget_high_s8(vb3), vget_high_s8(va0)); vacc0x3 = vpadalq_s16(vacc0x3, vprod0x3); int16x8_t vprod0x4 = vmull_s8(vget_low_s8(vb4), vget_low_s8(va0)); vprod0x4 = vmlal_s8(vprod0x4, vget_high_s8(vb4), vget_high_s8(va0)); vacc0x4 = vpadalq_s16(vacc0x4, vprod0x4); int16x8_t vprod0x5 = vmull_s8(vget_low_s8(vb5), vget_low_s8(va0)); vprod0x5 = vmlal_s8(vprod0x5, vget_high_s8(vb5), vget_high_s8(va0)); vacc0x5 = vpadalq_s16(vacc0x5, vprod0x5); int16x8_t vprod0x6 = vmull_s8(vget_low_s8(vb6), vget_low_s8(va0)); vprod0x6 = vmlal_s8(vprod0x6, vget_high_s8(vb6), vget_high_s8(va0)); vacc0x6 = vpadalq_s16(vacc0x6, vprod0x6); int16x8_t vprod0x7 = vmull_s8(vget_low_s8(vb7), vget_low_s8(va0)); vprod0x7 = vmlal_s8(vprod0x7, vget_high_s8(vb7), vget_high_s8(va0)); vacc0x7 = vpadalq_s16(vacc0x7, vprod0x7); k -= 16 * sizeof(int8_t); } #if XNN_ARCH_ARM64 const int32x4_t vsum0x01 = vpaddq_s32(vacc0x0, vacc0x1); const int32x4_t vsum0x23 = vpaddq_s32(vacc0x2, vacc0x3); const int32x4_t vsum0x45 = vpaddq_s32(vacc0x4, vacc0x5); const int32x4_t vsum0x67 = vpaddq_s32(vacc0x6, vacc0x7); int32x4_t vacc0x0123 = vpaddq_s32(vsum0x01, vsum0x23); int32x4_t vacc0x4567 = vpaddq_s32(vsum0x45, vsum0x67); #else const int32x2_t vpsum0x0 = vadd_s32(vget_low_s32(vacc0x0), vget_high_s32(vacc0x0)); const int32x2_t vpsum0x1 = vadd_s32(vget_low_s32(vacc0x1), vget_high_s32(vacc0x1)); const int32x2_t vpsum0x2 = vadd_s32(vget_low_s32(vacc0x2), vget_high_s32(vacc0x2)); const int32x2_t vpsum0x3 = vadd_s32(vget_low_s32(vacc0x3), vget_high_s32(vacc0x3)); const int32x2_t vsum0x01 = vpadd_s32(vpsum0x0, vpsum0x1); const int32x2_t vsum0x23 = vpadd_s32(vpsum0x2, vpsum0x3); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23 ); const int32x2_t vpsum0x4 = vadd_s32(vget_low_s32(vacc0x4), vget_high_s32(vacc0x4)); const int32x2_t vpsum0x5 = vadd_s32(vget_low_s32(vacc0x5), vget_high_s32(vacc0x5)); const int32x2_t vpsum0x6 = vadd_s32(vget_low_s32(vacc0x6), vget_high_s32(vacc0x6)); const int32x2_t vpsum0x7 = vadd_s32(vget_low_s32(vacc0x7), vget_high_s32(vacc0x7)); const int32x2_t vsum0x45 = vpadd_s32(vpsum0x4, vpsum0x5); const int32x2_t vsum0x67 = vpadd_s32(vpsum0x6, vpsum0x7); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67 ); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,033
45.172414
130
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neon-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0)); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1)); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2)); const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2)); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3)); const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3)); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 3)); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,684
47.285124
125
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neon-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4_t va00x0 = vld1_dup_s16((const void*)a0); const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int16x4_t va00x1 = vld1_dup_s16((const void*)a0); const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4_t va00 = vld1_dup_s16((const void*)a0); const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va01); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va02); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va03); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,895
46.394422
125
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neon-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x2_t va00 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
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c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neon-mlal-ld4r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neon_mlal_ld4r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8; const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,364
45.96281
125
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neonv8-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0)); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1)); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2)); const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2)); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3)); const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3)); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 3)); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,542
46.896266
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neonv8-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4_t va00x0 = vld1_dup_s16((const void*)a0); const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int16x4_t va00x1 = vld1_dup_s16((const void*)a0); const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4_t va00 = vld1_dup_s16((const void*)a0); const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va01); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va02); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va03); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,753
46.016
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neonv8-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x2_t va00 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,445
45.909836
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c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-fp32-neonv8-mlal-ld4r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2__neonv8_mlal_ld4r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8; const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,222
45.568465
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 0)); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 1)); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 2)); const int8x8_t va0c2x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 2)); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x0), 3)); const int8x8_t va0c3x1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0x1), 3)); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 3)); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,725
47.255144
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4_t va00x0 = vld1_dup_s16((const void*)a0); const int16x4_t va01x0 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x0 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x0 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int16x4_t va00x1 = vld1_dup_s16((const void*)a0); const int16x4_t va01x1 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02x1 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03x1 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va01x1); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va02x0); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va02x1); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va03x0); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va03x1); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4_t va00 = vld1_dup_s16((const void*)a0); const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va01); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va02); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va03); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,936
46.369048
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x2_t va00x0 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x0 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int16x4x2_t va00x1 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01x1 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va00x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va00x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va00x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va00x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va01x0.val[0]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va01x1.val[0]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va01x0.val[1]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va01x1.val[1]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x2_t va00 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
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XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mlal-ld4r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mlal_ld4r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int16x4x4_t va0x0 = vld4_dup_s16((const void*)a0); a0 += 8; const int16x4x4_t va0x1 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s16(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s16(va0x1.val[0]); int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0c0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0c0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0c0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0c0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1x0 = vreinterpret_s8_s16(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s16(va0x1.val[1]); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0c1x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0c1x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0c1x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0c1x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2x0 = vreinterpret_s8_s16(va0x0.val[2]); const int8x8_t va0c2x1 = vreinterpret_s8_s16(va0x1.val[2]); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0c2x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0c2x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0c2x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0c2x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3x0 = vreinterpret_s8_s16(va0x0.val[3]); const int8x8_t va0c3x1 = vreinterpret_s8_s16(va0x1.val[3]); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0c3x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0c3x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0c3x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0c3x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,405
45.938272
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mull-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 3)); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,607
40.347826
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mull-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int16x4_t va00 = vld1_dup_s16((const void*)a0); const int16x4_t va01 = vld1_dup_s16((const void*)(a0 + 2)); const int16x4_t va02 = vld1_dup_s16((const void*)(a0 + 4)); const int16x4_t va03 = vld1_dup_s16((const void*)(a0 + 6)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va01); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va02); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va03); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,674
40.042781
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mull-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int16x4x2_t va00 = vld2_dup_s16((const void*)a0); const int16x4x2_t va01 = vld2_dup_s16((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va00.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va00.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va01.val[0]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va01.val[1]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,574
39.945946
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2-minmax-rndnu-neon-mull-ld4r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2__neon_mull_ld4r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 2 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); int32x4_t vacc0x4567 = vld1q_s32(w); w = (const void*) ((uintptr_t) w + 4 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int16x4x4_t va0 = vld4_dup_s16((const void*)a0); a0 += 8; const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb0123c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c3 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(va0.val[0]); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); const int8x8_t va0c1 = vreinterpret_s8_s16(va0.val[1]); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); const int8x8_t va0c2 = vreinterpret_s8_s16(va0.val[2]); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); const int8x8_t va0c3 = vreinterpret_s8_s16(va0.val[3]); const int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3, va0c3); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); const int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3, va0c3); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb0123c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 0)); const int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0, va0c0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); const int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0, va0c0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); if (k > 2 * sizeof(int8_t)) { const int8x8_t vb0123c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c1 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 1)); const int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1, va0c1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); const int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1, va0c1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); if (k > 4 * sizeof(int8_t)) { const int8x8_t vb0123c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb4567c2 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c2 = vreinterpret_s8_s16(vdup_lane_s16(vreinterpret_s16_s8(va0), 2)); const int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2, va0c2); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); const int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2, va0c2); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); } } } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,501
39.771739
103
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2s4-minmax-fp32-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,146
40.779487
125
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2s4-minmax-fp32-neonv8-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c2s4__neonv8_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,008
40.283505
95
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2s4-minmax-rndnu-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); const int8x8_t vb0123c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c0 = vmlal_s8(vprod0x0123c0, vb0123c0x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); const int8x8_t vb4567c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c0 = vmlal_s8(vprod0x4567c0, vb4567c0x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); const int8x8_t vb0123c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c1 = vmlal_s8(vprod0x0123c1, vb0123c1x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); const int8x8_t vb4567c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c1 = vmlal_s8(vprod0x4567c1, vb4567c1x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); const int8x8_t vb0123c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c2 = vmlal_s8(vprod0x0123c2, vb0123c2x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); const int8x8_t vb4567c2x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c2 = vmlal_s8(vprod0x4567c2, vb4567c2x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); va0x1 = vext_s8(va0x1, va0x1, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); const int8x8_t vb0123c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x0123c3 = vmlal_s8(vprod0x0123c3, vb0123c3x1, va0x1); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); const int8x8_t vb4567c3x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x4567c3 = vmlal_s8(vprod0x4567c3, vb4567c3x1, va0x1); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,191
40.795918
94
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c2s4-minmax-rndnu-neon-mull.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c2-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c2s4__neon_mull( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; size_t k = kc; do { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb0123c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c2x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb0123c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb4567c3x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x0123c0 = vmull_s8(vb0123c0x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c0); int16x8_t vprod0x4567c0 = vmull_s8(vb4567c0x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c0); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c1 = vmull_s8(vb0123c1x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c1); int16x8_t vprod0x4567c1 = vmull_s8(vb4567c1x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c1); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c2 = vmull_s8(vb0123c2x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c2); int16x8_t vprod0x4567c2 = vmull_s8(vb4567c2x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c2); va0x0 = vext_s8(va0x0, va0x0, 2); int16x8_t vprod0x0123c3 = vmull_s8(vb0123c3x0, va0x0); vacc0x0123 = vpadalq_s16(vacc0x0123, vprod0x0123c3); int16x8_t vprod0x4567c3 = vmull_s8(vb4567c3x0, va0x0); vacc0x4567 = vpadalq_s16(vacc0x4567, vprod0x4567c3); k -= 8 * sizeof(int8_t); } while (k != 0); const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
5,163
35.111888
94
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neon-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neon_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 0)); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 1)); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 1)); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,981
46.336207
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neon-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neon_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2_t va00x0 = vld1_dup_s32((const void*)a0); const int32x2_t va01x0 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int32x2_t va00x1 = vld1_dup_s32((const void*)a0); const int32x2_t va01x1 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va00x1); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va01x1); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2_t va00 = vld1_dup_s32((const void*)a0); const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va00); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va01); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,016
45.880851
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neon-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neon_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2x2_t va0x0 = vld2_dup_s32((const void*)a0); a0 += 8; const int32x2x2_t va0x1 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va0x1.val[0]); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va0x1.val[1]); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2x2_t va0 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va0.val[0]); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va0.val[1]); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,853
45.784483
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neondot.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neondot.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neondot( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; // Loop over groups of 8 columns. do { // Initialize accumulators with bias. 8 bias values are loaded from the // weight matrix, at the start of the group of 8 columns. int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; // Inner accumulation loop along the 8 columns. size_t k = kc; // 2x partial unrolled loop to load 8 bytes at a time. while (k >= 8 * sizeof(int8_t)) { // Load a 1x8 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8; // Load a 8x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 1x8 * 8x8 --> 1x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1); k -= 8 * sizeof(int8_t); } // Handle up to 4 final positions of `k` if XNN_UNLIKELY(k != 0) { // Load a 1x4 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4; // Load a 4x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 1x4 * 4x8 --> 1x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); } float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->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); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { // Main case where there the 8 columns fit in the destination. vst1_s8(c0 + 0, vout0x01234567); // Advance to the next 8 columns. c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
4,975
34.29078
132
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neonv8-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neonv8_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 0)); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 1)); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 1)); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,839
45.926407
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neonv8-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neonv8_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2_t va00x0 = vld1_dup_s32((const void*)a0); const int32x2_t va01x0 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int32x2_t va00x1 = vld1_dup_s32((const void*)a0); const int32x2_t va01x1 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va00x1); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va01x1); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2_t va00 = vld1_dup_s32((const void*)a0); const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va00); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va01); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,874
45.474359
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-fp32-neonv8-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4__neonv8_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2x2_t va0x0 = vld2_dup_s32((const void*)a0); a0 += 8; const int32x2x2_t va0x1 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va0x1.val[0]); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va0x1.val[1]); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2x2_t va0 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va0.val[0]); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va0.val[1]); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,711
45.372294
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mlal-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 0)); const int8x8_t va0c0x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 0)); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x0), 1)); const int8x8_t va0c1x1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0x1), 1)); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 1)); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,022
46.309013
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mlal-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2_t va00x0 = vld1_dup_s32((const void*)a0); const int32x2_t va01x0 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int32x2_t va00x1 = vld1_dup_s32((const void*)a0); const int32x2_t va01x1 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va00x0); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va00x1); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va01x0); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va01x1); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2_t va00 = vld1_dup_s32((const void*)a0); const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va00); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va01); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
11,057
45.855932
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mlal-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mlal_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 16 * sizeof(int8_t)) { const int32x2x2_t va0x0 = vld2_dup_s32((const void*)a0); a0 += 8; const int32x2x2_t va0x1 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1x0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0x0 = vreinterpret_s8_s32(va0x0.val[0]); const int8x8_t va0c0x1 = vreinterpret_s8_s32(va0x1.val[0]); int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0c0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0c0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0c0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0c0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0c0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0c0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0c0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0c0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1x0 = vreinterpret_s8_s32(va0x0.val[1]); const int8x8_t va0c1x1 = vreinterpret_s8_s32(va0x1.val[1]); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0c1x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0c1x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0c1x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0c1x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0c1x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0c1x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0c1x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0c1x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k >= 8 * sizeof(int8_t)) { const int32x2x2_t va0 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va0.val[0]); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va0.val[1]); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
10,894
45.759657
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mull-dup.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_dup( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int8x8_t va0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 1)); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,457
40.664804
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mull-ld1r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld1r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int32x2_t va00 = vld1_dup_s32((const void*)a0); const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va00); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va01); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,468
40.494444
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neon-mull-ld2r.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-dup.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neon_mull_ld2r( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t)); size_t k = kc; while (k >= 8 * sizeof(int8_t)) { const int32x2x2_t va0 = vld2_dup_s32((const void*)a0); a0 += 8; const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(va0.val[0]); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); const int8x8_t va0c1 = vreinterpret_s8_s32(va0.val[1]); const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } if XNN_UNLIKELY(k != 0) { const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k); const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t)); const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0)); const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
7,415
40.430168
128
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4-minmax-rndnu-neondot.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neondot.c.in // Generator: tools/xngen // // 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. #include <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4__neondot( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); kc = round_up_po2(kc, 4 * sizeof(int8_t)); const int8_t* a0 = a; int8_t* c0 = c; // Loop over groups of 8 columns. do { // Initialize accumulators with bias. 8 bias values are loaded from the // weight matrix, at the start of the group of 8 columns. int32x4_t vacc0x0123 = vld1q_s32(w); w = (const int32_t*) w + 4; int32x4_t vacc0x4567 = vld1q_s32(w); w = (const int32_t*) w + 4; // Inner accumulation loop along the 8 columns. size_t k = kc; // 2x partial unrolled loop to load 8 bytes at a time. while (k >= 8 * sizeof(int8_t)) { // Load a 1x8 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 8; // Load a 8x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb4567x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 1x8 * 8x8 --> 1x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb4567x0123, va0x01234567, 1); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb4567x4567, va0x01234567, 1); k -= 8 * sizeof(int8_t); } // Handle up to 4 final positions of `k` if XNN_UNLIKELY(k != 0) { // Load a 1x4 block of activations. const int8x8_t va0x01234567 = vld1_s8(a0); a0 += 4; // Load a 4x8 block of weights. const int8x16_t vb0123x0123 = vld1q_s8(w); w = (const int8_t*) w + 16; const int8x16_t vb0123x4567 = vld1q_s8(w); w = (const int8_t*) w + 16; // Multiply-accumulate: 1x4 * 4x8 --> 1x8. vacc0x0123 = vdotq_lane_s32(vacc0x0123, vb0123x0123, va0x01234567, 0); vacc0x4567 = vdotq_lane_s32(vacc0x4567, vb0123x4567, va0x01234567, 0); } const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 const int16x8_t vacc0x01234567 = vqaddq_s16(vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else const int16x8_t vacc0x01234567 = vqaddq_s16(vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)), voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { // Main case where there the 8 columns fit in the destination. vst1_s8(c0 + 0, vout0x01234567); // Advance to the next 8 columns. c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
5,160
35.090909
132
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4s2-minmax-fp32-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4s2__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); va0x1 = vext_s8(va0x1, va0x1, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neon.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); const float32x4_t vmagic_bias = vld1q_dup_f32(&params->fp32_neon.magic_bias); vacc0x0123 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x0123, vmagic_bias)); vacc0x4567 = vreinterpretq_s32_f32(vaddq_f32(vfpacc0x4567, vmagic_bias)); const int32x4_t vmagic_bias_less_output_zero_point = vld1q_dup_s32(&params->fp32_neon.magic_bias_less_output_zero_point); vacc0x0123 = vqsubq_s32(vacc0x0123, vmagic_bias_less_output_zero_point); vacc0x4567 = vqsubq_s32(vacc0x4567, vmagic_bias_less_output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
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XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4s2-minmax-fp32-neonv8-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/intrinsics-polyfill.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_fp32_ukernel_1x8c4s2__neonv8_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); va0x1 = vext_s8(va0x1, va0x1, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif float32x4_t vfpacc0x0123 = vcvtq_f32_s32(vacc0x0123); float32x4_t vfpacc0x4567 = vcvtq_f32_s32(vacc0x4567); const float32x4_t vscale = vld1q_dup_f32(&params->fp32_neonv8.scale); vfpacc0x0123 = vmulq_f32(vfpacc0x0123, vscale); vfpacc0x4567 = vmulq_f32(vfpacc0x4567, vscale); vacc0x0123 = vcvtnq_s32_f32(vfpacc0x0123); vacc0x4567 = vcvtnq_s32_f32(vfpacc0x4567); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->fp32_neonv8.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->fp32_neonv8.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->fp32_neonv8.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,387
40.524752
99
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4s2-minmax-rndnu-neon-mlal.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mlal( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; size_t k = kc; while (k >= 16 * sizeof(int8_t)) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; int8x8_t va0x1 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); const int8x8_t vb01c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c0 = vmlal_s8(vprod0x01c0, vb01c0x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); const int8x8_t vb23c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c0 = vmlal_s8(vprod0x23c0, vb23c0x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); const int8x8_t vb45c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c0 = vmlal_s8(vprod0x45c0, vb45c0x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); const int8x8_t vb67c0x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c0 = vmlal_s8(vprod0x67c0, vb67c0x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); va0x1 = vext_s8(va0x1, va0x1, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); const int8x8_t vb01c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x01c1 = vmlal_s8(vprod0x01c1, vb01c1x1, va0x1); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); const int8x8_t vb23c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x23c1 = vmlal_s8(vprod0x23c1, vb23c1x1, va0x1); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); const int8x8_t vb45c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x45c1 = vmlal_s8(vprod0x45c1, vb45c1x1, va0x1); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); const int8x8_t vb67c1x1 = vld1_s8(w); w = (const int8_t*) w + 8; vprod0x67c1 = vmlal_s8(vprod0x67c1, vb67c1x1, va0x1); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 16 * sizeof(int8_t); } if (k != 0) { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); } #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
8,570
41.014706
99
c
XNNPACK
XNNPACK-master/src/qs8-gemm/gen/qs8-gemm-1x8c4s2-minmax-rndnu-neon-mull.c
// Auto-generated file. Do not edit! // Template: src/qs8-gemm/c4-neon-mull-shuffle.c.in // Generator: tools/xngen // // Copyright 2021 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 <assert.h> #include <arm_neon.h> #include <xnnpack/gemm.h> #include <xnnpack/math.h> void xnn_qs8_gemm_minmax_rndnu_ukernel_1x8c4s2__neon_mull( size_t mr, size_t nc, size_t kc, const int8_t* restrict a, size_t a_stride, const void* restrict w, int8_t* restrict c, size_t cm_stride, size_t cn_stride, const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= 1); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(int8_t) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const int8_t* a0 = a; int8_t* c0 = c; kc = round_up_po2(kc, 8 * sizeof(int8_t)); do { int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const int32_t*) w + 2; size_t k = kc; do { int8x8_t va0x0 = vld1_s8(a0); a0 += 8; const int8x8_t vb01c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c0x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb01c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb23c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb45c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; const int8x8_t vb67c1x0 = vld1_s8(w); w = (const int8_t*) w + 8; int16x8_t vprod0x01c0 = vmull_s8(vb01c0x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0); int16x8_t vprod0x23c0 = vmull_s8(vb23c0x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0); int16x8_t vprod0x45c0 = vmull_s8(vb45c0x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0); int16x8_t vprod0x67c0 = vmull_s8(vb67c0x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0); va0x0 = vext_s8(va0x0, va0x0, 4); int16x8_t vprod0x01c1 = vmull_s8(vb01c1x0, va0x0); vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1); int16x8_t vprod0x23c1 = vmull_s8(vb23c1x0, va0x0); vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1); int16x8_t vprod0x45c1 = vmull_s8(vb45c1x0, va0x0); vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1); int16x8_t vprod0x67c1 = vmull_s8(vb67c1x0, va0x0); vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1); k -= 8 * sizeof(int8_t); } while (k != 0); #if XNN_ARCH_ARM64 int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23); int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67); #else const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01)); const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23)); int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23); const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45)); const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67)); int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67); #endif const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift); const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier); const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift); vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift); vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift); vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier); vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier); vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift); vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift); const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point); #if XNN_ARCH_ARM64 int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #else int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567)); vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point); int8x8_t vout0x01234567 = vqmovn_s16(vacc0x01234567); #endif const int8x8_t voutput_min = vld1_dup_s8(&params->rndnu_neon.output_min); vout0x01234567 = vmax_s8(vout0x01234567, voutput_min); const int8x8_t voutput_max = vld1_dup_s8(&params->rndnu_neon.output_max); vout0x01234567 = vmin_s8(vout0x01234567, voutput_max); if (nc >= 8) { vst1_s8(c0 + 0, vout0x01234567); c0 = (int8_t*) ((uintptr_t) c0 + cn_stride); a0 = (const int8_t*) ((uintptr_t) a0 - kc); nc -= 8; } else { // Final case where not all of the 8 columns fit in the destination. if (nc & 4) { vst1_lane_u32((void*) c0, vreinterpret_u32_s8(vout0x01234567), 0); c0 += 4; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 4); } if (nc & 2) { vst1_lane_u16((void*) c0, vreinterpret_u16_s8(vout0x01234567), 0); c0 += 2; vout0x01234567 = vext_s8(vout0x01234567, vout0x01234567, 2); } if (nc & 1) { vst1_lane_s8(c0, vout0x01234567, 0); } nc = 0; } } while (nc != 0); }
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