// 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 CHANNEL_TILE % 4 == 0 $assert CHANNEL_TILE >= 4 $assert ROW_TILE >= 1 $ABC = "0123456789ABCDEFGHIJKLMN" #include #include #include #include void xnn_f32_prelu_ukernel__psimd_${ROW_TILE}x${CHANNEL_TILE}( size_t rows, size_t channels, const float*restrict input, size_t input_stride, const float*restrict weights, float*restrict output, size_t output_stride, const union xnn_f32_output_params params[restrict static 1]) { assert(rows != 0); assert(channels != 0); assert(channels % sizeof(float) == 0); const float* i0 = input; float* o0 = output; $for M in range(1, ROW_TILE): const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_stride); float* o${M} = (float*) ((uintptr_t) o${M-1} + output_stride); $if M % 2 == 0: if XNN_UNPREDICTABLE(rows <= ${M}) { i${M} = i${M-1}; o${M} = o${M-1}; } $else: if XNN_UNPREDICTABLE(rows < ${M+1}) { i${M} = i${M-1}; o${M} = o${M-1}; } const size_t input_increment = input_stride * ${ROW_TILE} - channels; const size_t output_increment = output_stride * ${ROW_TILE} - channels; const psimd_f32 vmin = psimd_load_splat_f32(¶ms->scalar.min); const psimd_f32 vmax = psimd_load_splat_f32(¶ms->scalar.max); do { const float* w = weights; size_t c = channels; for (; c >= ${CHANNEL_TILE} * sizeof(float); c -= ${CHANNEL_TILE} * sizeof(float)) { const psimd_f32 vw${ABC[0:4]} = psimd_load_f32(w); $for C in range(4, CHANNEL_TILE, 4): const psimd_f32 vw${ABC[C:C+4]} = psimd_load_f32(w + ${C}); w += ${CHANNEL_TILE}; $for M in range(ROW_TILE): const psimd_f32 vi${M}x${ABC[0:4]} = psimd_load_f32(i${M}); $for C in range(4, CHANNEL_TILE, 4): const psimd_f32 vi${M}x${ABC[C:C+4]} = psimd_load_f32(i${M} + ${C}); i${M} += ${CHANNEL_TILE}; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 4): psimd_f32 vacc${M}x${ABC[C:C+4]} = psimd_mul_f32(vi${M}x${ABC[C:C+4]}, vw${ABC[C:C+4]}); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 4): vacc${M}x${ABC[C:C+4]} = psimd_signblend_f32(vi${M}x${ABC[C:C+4]}, vacc${M}x${ABC[C:C+4]}, vi${M}x${ABC[C:C+4]}); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 4): vacc${M}x${ABC[C:C+4]} = psimd_max_f32(vacc${M}x${ABC[C:C+4]}, vmin); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 4): vacc${M}x${ABC[C:C+4]} = psimd_min_f32(vacc${M}x${ABC[C:C+4]}, vmax); $for M in range(ROW_TILE): psimd_store_f32(o${M}, vacc${M}x${ABC[0:4]}); $for C in range(4, CHANNEL_TILE, 4): psimd_store_f32(o${M} + ${C}, vacc${M}x${ABC[C:C+4]}); o${M} += ${CHANNEL_TILE}; } $if CHANNEL_TILE > 4: for (; c >= 4 * sizeof(float); c -= 4 * sizeof(float)) { const psimd_f32 vw0123 = psimd_load_f32(w); w += 4; $for M in range(ROW_TILE): const psimd_f32 vi${M}x0123 = psimd_load_f32(i${M}); i${M} += 4; $for M in range(ROW_TILE): psimd_f32 vacc${M}x0123 = psimd_mul_f32(vi${M}x0123, vw0123); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_signblend_f32(vi${M}x0123, vacc${M}x0123, vi${M}x0123); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_max_f32(vacc${M}x0123, vmin); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_min_f32(vacc${M}x0123, vmax); $for M in range(ROW_TILE): psimd_store_f32(o${M}, vacc${M}x0123); o${M} += 4; } if XNN_UNLIKELY(c != 0) { const psimd_f32 vw0123 = psimd_load_f32(w); w = (const float*) ((uintptr_t) w + c); $for M in range(ROW_TILE): const psimd_f32 vi${M}x0123 = psimd_load_f32(i${M}); i${M} = (const float*) ((uintptr_t) i${M} + c); $for M in range(ROW_TILE): psimd_f32 vacc${M}x0123 = psimd_mul_f32(vi${M}x0123, vw0123); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_signblend_f32(vi${M}x0123, vacc${M}x0123, vi${M}x0123); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_max_f32(vacc${M}x0123, vmin); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_min_f32(vacc${M}x0123, vmax); if (c & (2 * sizeof(float))) { $for M in range(ROW_TILE): psimd_store2_f32(o${M}, vacc${M}x0123); $for M in range(ROW_TILE): vacc${M}x0123 = psimd_concat_hi_f32(vacc${M}x0123, vacc${M}x0123); $for M in range(ROW_TILE): o${M} += 2; } if (c & (1 * sizeof(float))) { $for M in range(ROW_TILE): psimd_store1_f32(o${M}, vacc${M}x0123); $for M in range(ROW_TILE): o${M} += 1; } } $for M in range(ROW_TILE): i${M} = (const float*) ((uintptr_t) i${M} + input_increment); o${M} = (float*) ((uintptr_t) o${M} + output_increment); $if M % 2 == 1: if XNN_UNPREDICTABLE(rows < ${ROW_TILE + M+1}) { i${M} = i${M-1}; o${M} = o${M-1}; } $elif M != 0: if XNN_UNPREDICTABLE(rows <= ${ROW_TILE + M}) { i${M} = i${M-1}; o${M} = o${M-1}; } rows = doz(rows, ${ROW_TILE}); } while (rows != 0); }