// Copyright 2019 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. $assert DATATYPE in ["F32", "QC4", "QC8"] $assert NR == 2 $assert MR % 2 == 0 #include $if DATATYPE in ["QC8", "QC4"]: #include $else: #include #include $if DATATYPE == "QC8": #include $if DATATYPE in ["QC8", "QC4"]: $ISA = {2: "sse2", 4: "sse41"}[SSE] $else: $ISA = "sse" $DATATYPE_SPEC = {"F32": "f32", "QC8": "f32_qc8w", "QC4": "f32_qc4w"}[DATATYPE] void xnn_${DATATYPE_SPEC}_gemm_minmax_ukernel_${MR}x${NR}c4__${ISA}( size_t mr, size_t nc, size_t kc, const float* restrict a, size_t a_stride, $if DATATYPE == "F32": const float* restrict w, $else: const void* restrict w, float* restrict c, size_t cm_stride, size_t cn_stride, $if DATATYPE == "QC4": const union xnn_f32_qc4w_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS $else: const union xnn_f32_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(mr != 0); assert(mr <= ${MR}); assert(nc != 0); assert(kc != 0); assert(kc % sizeof(float) == 0); assert(a != NULL); assert(w != NULL); assert(c != NULL); const float* a0 = a; float* c0 = c; $for M in range(1, MR): const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(mr <= ${M}) { a${M} = a${M-1}; c${M} = c${M-1}; } $elif M + 1 == MR: if XNN_UNPREDICTABLE(mr != ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } $else: if XNN_UNPREDICTABLE(mr < ${M+1}) { a${M} = a${M-1}; c${M} = c${M-1}; } do { __m128 vacc0x0c4 = _mm_load_ss(w); $for N in range(1, NR): $if DATATYPE == "F32": __m128 vacc0x${N}c4 = _mm_load_ss(w + ${N}); $else: __m128 vacc0x${N}c4 = _mm_load_ss((const float*) w + ${N}); $for M in range(1, MR): $for N in range(NR): __m128 vacc${M}x${N}c4 = vacc0x${N}c4; $if DATATYPE == "F32": w += ${NR}; $else: w = (const float*) w + ${NR}; size_t k = kc; for (; k >= 4 * sizeof(float); k -= 4 * sizeof(float)) { $for M in range(MR): const __m128 va${M} = _mm_loadu_ps(a${M}); a${M} += 4; $if DATATYPE == "F32": const __m128 vb0 = _mm_loadu_ps(w); $for N in range(1, NR): const __m128 vb${N} = _mm_loadu_ps(w + ${N * 4}); w += ${NR * 4}; $else: $if SSE >= 4: const __m128i vbi0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_u32(w))); $for N in range(1, NR): const __m128i vbi${N} = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + ${N * 4}))); $for N in range(NR): const __m128 vb${N} = _mm_cvtepi32_ps(vbi${N}); $else: $for N in range(0, NR, 2): const __m128i vb${N}${N+1} = _mm_loadl_epi64((const __m128i *) ((const int8_t*) w + ${N * 4})); $for N in range(0, NR, 2): const __m128i vbw${N}${N+1} = _mm_unpacklo_epi8(vb${N}${N+1}, vb${N}${N+1}); const __m128 vb${N} = _mm_cvtepi32_ps(_mm_srai_epi32(_mm_unpacklo_epi16(vbw${N}${N+1}, vbw${N}${N+1}), 24)); const __m128 vb${N+1} = _mm_cvtepi32_ps(_mm_srai_epi32(_mm_unpackhi_epi16(vbw${N}${N+1}, vbw${N}${N+1}), 24)); w = (const int8_t*) w + ${NR * 4}; $for M in range(MR): $for N in range(NR): vacc${M}x${N}c4 = _mm_add_ps(vacc${M}x${N}c4, _mm_mul_ps(va${M}, vb${N})); } if XNN_UNLIKELY(k != 0) { $for M in range(MR): const __m128 va${M} = _mm_loadu_ps(a${M}); a${M} = (const float*) ((uintptr_t) a${M} + k); $if DATATYPE == "F32": const __m128 vb0 = _mm_loadu_ps(w); $for N in range(1, NR): const __m128 vb${N} = _mm_loadu_ps(w + ${N * 4}); w += ${NR * 4}; $else: $if SSE >= 4: const __m128i vbi0 = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_u32(w))); $for N in range(1, NR): const __m128i vbi${N} = _mm_cvtepi8_epi32(_mm_cvtsi32_si128((int) unaligned_load_s32((const int8_t*) w + ${N * 4}))); $for N in range(NR): const __m128 vb${N} = _mm_cvtepi32_ps(vbi${N}); $else: $for N in range(0, NR, 2): const __m128i vb${N}${N+1} = _mm_loadl_epi64((const __m128i *) ((const int8_t*) w + ${N * 4})); $for N in range(0, NR, 2): const __m128i vbw${N}${N+1} = _mm_unpacklo_epi8(vb${N}${N+1}, vb${N}${N+1}); const __m128 vb${N} = _mm_cvtepi32_ps(_mm_srai_epi32(_mm_unpacklo_epi16(vbw${N}${N+1}, vbw${N}${N+1}), 24)); const __m128 vb${N+1} = _mm_cvtepi32_ps(_mm_srai_epi32(_mm_unpackhi_epi16(vbw${N}${N+1}, vbw${N}${N+1}), 24)); w = (const int8_t*) w + ${NR * 4}; $for N in range(NR): const __m128 vmask${N} = _mm_cmpeq_ps(_mm_setzero_ps(), vb${N}); $for M in range(MR): $for N in range(NR): vacc${M}x${N}c4 = _mm_add_ps(vacc${M}x${N}c4, _mm_mul_ps(_mm_andnot_ps(vmask${N}, va${M}), vb${N})); } $for M in range(MR): const __m128 vacc${M}x01c2 = _mm_add_ps(_mm_unpacklo_ps(vacc${M}x0c4, vacc${M}x1c4), _mm_unpackhi_ps(vacc${M}x0c4, vacc${M}x1c4)); $for M in range(0, MR, 2): __m128 vacc${M}${M+1}x01 = _mm_add_ps(_mm_movelh_ps(vacc${M}x01c2, vacc${M+1}x01c2), _mm_movehl_ps(vacc${M+1}x01c2, vacc${M}x01c2)); $if DATATYPE in ["QC8", "QC4"]: const __m128 vscalex01 = _mm_castsi128_ps(_mm_loadl_epi64((const __m128i*) w)); const __m128 vscale2x01 = _mm_movelh_ps(vscalex01, vscalex01); w = (const float*) w + 2; $for M in range(0, MR, 2): vacc${M}${M+1}x01 = _mm_mul_ps(vacc${M}${M+1}x01, vscale2x01); const __m128 vmax = _mm_load_ps(params->sse.max); $for M in range(0, MR, 2): vacc${M}${M+1}x01 = _mm_min_ps(vacc${M}${M+1}x01, vmax); const __m128 vmin = _mm_load_ps(params->sse.min); $for M in range(0, MR, 2): vacc${M}${M+1}x01 = _mm_max_ps(vacc${M}${M+1}x01, vmin); if XNN_LIKELY(nc >= ${NR}) { $for M in reversed(range(0, MR, 2)): _mm_storel_pi((__m64*) c${M}, vacc${M}${M+1}x01); c${M} = (float*) ((uintptr_t) c${M} + cn_stride); a${M} = (const float*) ((uintptr_t) a${M} - kc); _mm_storeh_pi((__m64*) c${M+1}, vacc${M}${M+1}x01); c${M+1} = (float*) ((uintptr_t) c${M+1} + cn_stride); a${M+1} = (const float*) ((uintptr_t) a${M+1} - kc); nc -= ${NR}; } else { assert(nc == 1); $for M in reversed(range(0, MR, 2)): _mm_store_ss(c${M}, vacc${M}${M+1}x01); _mm_store_ss(c${M+1}, _mm_movehl_ps(vacc${M}${M+1}x01, vacc${M}${M+1}x01)); nc = 0; } } while (nc != 0); }