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$assert ROW_TILE >= 1 |
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$assert ACCUMULATORS >= 1 |
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#include <assert.h> |
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#include <wasm_simd128.h> |
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#include <xnnpack/dwconv.h> |
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#include <xnnpack/math.h> |
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$ARCH_SUFFIX = "_x86" if X86 else "_arm" |
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void xnn_f32_dwconv2d_chw_ukernel_3x3s2p1__wasmsimd${ARCH_SUFFIX}_loadsplat_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}( |
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size_t input_height, |
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size_t input_width, |
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const float* input, |
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const float* weights, |
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const float* zero, |
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float* output, |
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uint32_t padding_top, |
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const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS |
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{ |
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assert(input_height != 0); |
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assert(input_width != 0); |
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assert(input_width % sizeof(float) == 0); |
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assert(padding_top >= 0); |
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assert(padding_top <= 1); |
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const v128_t vmask_even = wasm_v128_load(params->wasmsimd_stride2.mask_even); |
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const v128_t vmask_odd = wasm_v128_load(params->wasmsimd_stride2.mask_odd); |
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const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd_stride2.max); |
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const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd_stride2.min); |
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const v128_t vw0123 = wasm_v128_load(weights); |
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const v128_t vw4567 = wasm_v128_load(weights + 4); |
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const v128_t vw89 = wasm_v128_load64_splat(weights + 8); |
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const v128_t vbias = wasm_v32x4_shuffle(vw0123, vw0123, 0, 0, 0, 0); |
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const v128_t vk00 = wasm_v32x4_shuffle(vw0123, vw0123, 1, 1, 1, 1); |
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const v128_t vk01 = wasm_v32x4_shuffle(vw0123, vw0123, 2, 2, 2, 2); |
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const v128_t vk02 = wasm_v32x4_shuffle(vw0123, vw0123, 3, 3, 3, 3); |
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const v128_t vk10 = wasm_v32x4_shuffle(vw4567, vw4567, 0, 0, 0, 0); |
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const v128_t vk11 = wasm_v32x4_shuffle(vw4567, vw4567, 1, 1, 1, 1); |
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const v128_t vk12 = wasm_v32x4_shuffle(vw4567, vw4567, 2, 2, 2, 2); |
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const v128_t vk20 = wasm_v32x4_shuffle(vw4567, vw4567, 3, 3, 3, 3); |
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const v128_t vk21 = wasm_v32x4_shuffle(vw89, vw89, 0, 0, 0, 0); |
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const v128_t vk22 = wasm_v32x4_shuffle(vw89, vw89, 1, 1, 1, 1); |
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const size_t input_decrement = round_down_po2(input_width, 4 * 2 * sizeof(float)); |
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$if ROW_TILE > 1: |
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const size_t output_width = round_down_po2((input_width + (2 - 3 + 2 ) * sizeof(float)) / 2, sizeof(float)); |
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const float* i0 = (const float*) ((uintptr_t) input - ((-padding_top) & input_width)); |
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const float* i1 = (const float*) ((uintptr_t) i0 + input_width); |
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if XNN_UNPREDICTABLE(padding_top != 0) { |
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i0 = zero; |
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} |
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$for M in range(2, 1 + 2 * ROW_TILE): |
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const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
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float* o0 = output; |
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$for M in range(1, ROW_TILE): |
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float* o${M} = (float*) ((uintptr_t) o${M-1} + output_width); |
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size_t padded_input_height = input_height + padding_top + 1 ; |
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size_t output_height = (padded_input_height - 3 + 2 ) / 2; |
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do { |
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$for M in range(2, 1 + 2 * ROW_TILE): |
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if XNN_UNPREDICTABLE(padded_input_height < ${2 + M}) { |
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i${M} = zero; |
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$if M % 2 == 1: |
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o${(M - 1) |
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} |
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$for M in range(1 + 2 * ROW_TILE): |
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v128_t vi${M}x1357 = wasm_f32x4_const_splat(0.0f); |
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size_t w = input_width; |
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for (; w >= 8 * sizeof(float); w -= 8 * sizeof(float)) { |
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$for M in range(ROW_TILE): |
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v128_t vo${M}p0 = vbias; |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x89AB = wasm_v128_load(i${M}); |
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const v128_t vi${M}xCDEF = wasm_v128_load(i${M} + 4); |
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i${M} += 8; |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x8ACE = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 0, 2, 4, 6); |
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const v128_t vi${M}x9BDF = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 1, 3, 5, 7); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 1: |
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v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk01); |
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$else: |
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vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk01)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 2: |
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v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11); |
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$else: |
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vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 3: |
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v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21); |
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$else: |
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vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6); |
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vi${M}x1357 = vi${M}x9BDF; |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 4: |
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v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M}x79BD, vk00); |
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$else: |
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vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk00)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 5: |
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v128_t vo${M}p5 = wasm_f32x4_mul(vi${2*M+1}x79BD, vk10); |
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$else: |
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vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk10)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 6: |
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v128_t vo${M}p6 = wasm_f32x4_mul(vi${2*M+2}x79BD, vk11); |
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$else: |
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vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk20)); |
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$for M in range(ROW_TILE): |
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vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk02)); |
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$for M in range(ROW_TILE): |
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vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk12)); |
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$for M in range(ROW_TILE): |
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vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk22)); |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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$for M in range(ROW_TILE): |
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vo${M}p${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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$if X86: |
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$for M in range(ROW_TILE): |
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v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0); |
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$for M in range(ROW_TILE): |
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vo${M} = wasm_f32x4_pmin(vmax, vo${M}); |
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$else: |
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$for M in range(ROW_TILE): |
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v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = wasm_f32x4_min(vo${M}, vmax); |
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$for M in reversed(range(ROW_TILE)): |
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wasm_v128_store(o${M}, vo${M}); o${M} += 4; |
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} |
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assert(w < 8 * sizeof(float)); |
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if XNN_LIKELY(w != 0) { |
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$for M in range(ROW_TILE): |
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v128_t vo${M}p0 = vbias; |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x89AB = wasm_v128_load(i${M}); |
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const v128_t vi${M}xCDEF = wasm_v128_load(i${M} + 4); |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x8ACE = wasm_v128_and(vmask_even, wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 0, 2, 4, 6)); |
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const v128_t vi${M}x9BDF = wasm_v128_and(vmask_odd, wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 1, 3, 5, 7)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 1: |
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v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk01); |
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$else: |
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vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk01)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 2: |
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v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11); |
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$else: |
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vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk11)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 3: |
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v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21); |
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$else: |
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vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk21)); |
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$for M in range(1 + 2 * ROW_TILE): |
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const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 4: |
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v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M}x79BD, vk00); |
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$else: |
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vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk00)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 5: |
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v128_t vo${M}p5 = wasm_f32x4_mul(vi${2*M+1}x79BD, vk10); |
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$else: |
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vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk10)); |
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$for M in range(ROW_TILE): |
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$if ACCUMULATORS > 6: |
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v128_t vo${M}p6 = wasm_f32x4_mul(vi${2*M+2}x79BD, vk11); |
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$else: |
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vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk20)); |
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$for M in range(ROW_TILE): |
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vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk02)); |
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$for M in range(ROW_TILE): |
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vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk12)); |
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$for M in range(ROW_TILE): |
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vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk22)); |
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$if ACCUMULATORS > 1: |
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$ACC_SLICE = 1 |
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$while ACC_SLICE < ACCUMULATORS: |
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$for A in range(0, ACCUMULATORS, ACC_SLICE * 2): |
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$if A + ACC_SLICE < ACCUMULATORS: |
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$for M in range(ROW_TILE): |
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vo${M}p${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); |
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$ACC_SLICE *= 2 |
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$if X86: |
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$for M in range(ROW_TILE): |
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v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0); |
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$for M in range(ROW_TILE): |
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vo${M} = wasm_f32x4_pmin(vmax, vo${M}); |
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$else: |
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$for M in range(ROW_TILE): |
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v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin); |
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$for M in range(ROW_TILE): |
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vo${M} = wasm_f32x4_min(vo${M}, vmax); |
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w += 1 * sizeof(float); |
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if (w & (8 * sizeof(float))) { |
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$for M in reversed(range(ROW_TILE)): |
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wasm_v128_store(o${M}, vo${M}); o${M} += 4; |
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} else { |
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if (w & (4 * sizeof(float))) { |
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$for M in reversed(range(ROW_TILE)): |
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wasm_v128_store64_lane(o${M}, vo${M}, 0); |
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o${M} += 2; |
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$for M in range(ROW_TILE): |
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vo${M} = wasm_v64x2_shuffle(vo${M}, vo${M}, 1, 1); |
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} |
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if (w & (2 * sizeof(float))) { |
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$for M in reversed(range(ROW_TILE)): |
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wasm_v128_store32_lane(o${M}, vo${M}, 0); |
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o${M} += 1; |
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} |
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} |
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} |
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i0 = (const float*) ((uintptr_t) i${2 * ROW_TILE} - input_decrement); |
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$for M in range(1, 1 + 2 * ROW_TILE): |
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i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); |
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$if ROW_TILE > 1: |
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o0 = o${ROW_TILE - 1}; |
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$for M in range(1, ROW_TILE): |
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o${M} = (float*) ((uintptr_t) o${M-1} + output_width); |
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$if ROW_TILE > 1: |
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output_height = doz(output_height, ${ROW_TILE}); |
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padded_input_height = doz(padded_input_height, ${ROW_TILE * 2}); |
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$else: |
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output_height -= 1; |
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padded_input_height -= 2; |
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} while (output_height != 0); |
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} |
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