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$assert NR % 8 == 0 |
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$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" |
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$assert ACCTYPE in ["F16", "F32"] |
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$ACC_SUFFIX = "_f32acc" if ACCTYPE == "F32" else "" |
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#include <assert.h> |
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#include <immintrin.h> |
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#include <xnnpack/igemm.h> |
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#include <xnnpack/intrinsics-polyfill.h> |
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void xnn_f16${ACC_SUFFIX}_igemm_minmax_ukernel_${MR}x${NR}__avx2_broadcast( |
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size_t mr, |
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size_t nc, |
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size_t kc, |
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size_t ks, |
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const void** restrict a, |
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const void* restrict w, |
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void* restrict c, |
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size_t cm_stride, |
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size_t cn_stride, |
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size_t a_offset, |
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const void* zero, |
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const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) |
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{ |
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assert(mr != 0); |
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assert(mr <= ${MR}); |
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assert(nc != 0); |
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assert(kc != 0); |
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assert(kc % sizeof(uint16_t) == 0); |
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assert(ks != 0); |
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assert(ks % (${MR} * sizeof(void*)) == 0); |
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assert(a_offset % sizeof(uint16_t) == 0); |
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assert(a != NULL); |
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assert(w != NULL); |
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assert(c != NULL); |
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uint16_t* c0 = c; |
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$for M in range(1, MR): |
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uint16_t* c${M} = (uint16_t*) ((uintptr_t) c${M-1} + cm_stride); |
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$if M % 2 == 0: |
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if XNN_UNPREDICTABLE(mr <= ${M}) { |
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c${M} = c${M-1}; |
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} |
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$elif M + 1 == MR: |
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if XNN_UNPREDICTABLE(mr != ${M+1}) { |
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c${M} = c${M-1}; |
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} |
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$else: |
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if XNN_UNPREDICTABLE(mr < ${M+1}) { |
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c${M} = c${M-1}; |
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} |
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do { |
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__m256 vacc0x${ABC[0:8]} = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); |
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$for N in range(8, NR, 8): |
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__m256 vacc0x${ABC[N:N+8]} = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) ((const uint16_t*) w + ${N}))); |
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$for M in range(1, MR): |
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$for N in range(0, NR, 8): |
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__m256 vacc${M}x${ABC[N:N+8]} = vacc0x${ABC[N:N+8]}; |
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w = (const uint16_t*) w + ${NR}; |
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size_t p = ks; |
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do { |
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$for M in range(MR): |
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const uint16_t* restrict a${M} = (const uint16_t*) a[${M}]; |
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assert(a${M} != NULL); |
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if XNN_UNPREDICTABLE(a${M} != zero) { |
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a${M} = (const uint16_t*) ((uintptr_t) a${M} + a_offset); |
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} |
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a += ${MR}; |
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size_t k = kc; |
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do { |
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const __m256 vb${ABC[0:8]} = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) w)); |
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$for N in range(8, NR, 8): |
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const __m256 vb${ABC[N:N+8]} = _mm256_cvtph_ps(_mm_load_si128((const __m128i*) ((const uint16_t*) w + ${N}))); |
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w = (const uint16_t*) w + ${NR}; |
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$for M in range(MR): |
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const __m256 va${M} = _mm256_cvtph_ps(_mm_set1_epi16((short) *a${M})); |
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a${M} += 1; |
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$for M in range(MR): |
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$for N in range(0, NR, 8): |
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$if ACCTYPE == "F32": |
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vacc${M}x${ABC[N:N+8]} = _mm256_fmadd_ps(va${M}, vb${ABC[N:N+8]}, vacc${M}x${ABC[N:N+8]}); |
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$else: |
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vacc${M}x${ABC[N:N+8]} = _mm256_cvtph_ps(_mm256_cvtps_ph(_mm256_fmadd_ps(va${M}, vb${ABC[N:N+8]}, vacc${M}x${ABC[N:N+8]}), _MM_FROUND_TO_NEAREST_INT)); |
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k -= sizeof(uint16_t); |
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} while (k != 0); |
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p -= ${MR} * sizeof(void*); |
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} while (p != 0); |
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const __m256 vmin = _mm256_load_ps(params->avx.min); |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = _mm256_max_ps(vacc${M}x${ABC[N:N+8]}, vmin); |
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const __m256 vmax = _mm256_load_ps(params->avx.max); |
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$for N in range(0, NR, 8): |
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$for M in range(MR): |
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vacc${M}x${ABC[N:N+8]} = _mm256_min_ps(vacc${M}x${ABC[N:N+8]}, vmax); |
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if XNN_LIKELY(nc >= ${NR}) { |
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$for M in reversed(range(MR)): |
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_mm_storeu_si128((__m128i*) c${M}, _mm256_cvtps_ph(vacc${M}x${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for N in range(8, NR, 8): |
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_mm_storeu_si128((__m128i*) (c${M} + ${N}), _mm256_cvtps_ph(vacc${M}x${ABC[N:N+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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c${M} = (uint16_t*) ((uintptr_t) c${M} + cn_stride); |
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a = (const void**restrict) ((uintptr_t) a - ks); |
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nc -= ${NR}; |
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} else { |
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$for LOG2N in reversed(range(NR.bit_length())): |
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$if LOG2N == 3: |
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$for M in reversed(range(MR)): |
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__m128i vh${M}x${ABC[0:8]} = _mm256_cvtps_ph(vacc${M}x${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT); |
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$if NR != 1 << LOG2N: |
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if (nc & ${1 << LOG2N}) { |
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$if LOG2N >= 4: |
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$for M in reversed(range(MR)): |
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_mm_storeu_si128((__m128i*) c${M}, _mm256_cvtps_ph(vacc${M}x${ABC[0:8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for N in range(8, 1 << LOG2N, 8): |
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_mm_storeu_si128((__m128i*) (c${M} + ${N}), _mm256_cvtps_ph(vacc${M}x${ABC[N:N+8]}, _MM_FROUND_TO_NEAREST_INT)); |
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$for M in reversed(range(MR)): |
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$for N in range(0, NR - (1 << LOG2N), 8): |
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vacc${M}x${ABC[N:N+8]} = vacc${M}x${ABC[N + (1 << LOG2N):N + (1 << LOG2N)+8]}; |
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$for M in reversed(range(MR)): |
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c${M} += ${1 << LOG2N}; |
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$elif LOG2N == 3: |
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$for M in reversed(range(MR)): |
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_mm_storeu_si128((__m128i*) c${M}, vh${M}x${ABC[0:8]}); |
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$for M in reversed(range(MR)): |
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vh${M}x${ABC[0:8]} = _mm256_cvtps_ph(vacc${M}x${ABC[8:16]}, _MM_FROUND_TO_NEAREST_INT); |
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$for M in reversed(range(MR)): |
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c${M} += ${1 << LOG2N}; |
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$elif LOG2N == 2: |
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$for M in reversed(range(MR)): |
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_mm_storel_epi64((__m128i*) c${M}, vh${M}x${ABC[0:8]}); |
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$for M in reversed(range(MR)): |
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vh${M}x${ABC[0:8]} = _mm_unpackhi_epi64(vh${M}x${ABC[0:8]}, vh${M}x${ABC[0:8]}); |
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$for M in reversed(range(MR)): |
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c${M} += 4; |
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$elif LOG2N == 1: |
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$for M in reversed(range(MR)): |
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_mm_storeu_si32(c${M}, vh${M}x${ABC[0:8]}); |
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$for M in reversed(range(MR)): |
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vh${M}x${ABC[0:8]} = _mm_srli_epi64(vh${M}x${ABC[0:8]}, 32); |
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$for M in reversed(range(MR)): |
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c${M} += 2; |
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$elif LOG2N == 0: |
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$for M in reversed(range(MR)): |
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*c${M} = _mm_extract_epi16(vh${M}x${ABC[0:8]}, 0); |
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} |
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nc = 0; |
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} |
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} while (nc != 0); |
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} |
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