| // 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. |
| |
| $assert REQUANTIZATION == "FP32" |
| $assert DATATYPE in ["QC8", "QS8", "QU8"] |
| $assert 1 <= MR <= 2 |
| $assert 1 <= NR <= 2 |
| #include <assert.h> |
| |
| #include <arm_acle.h> |
| |
| #include <xnnpack/intrinsics-polyfill.h> |
| #include <xnnpack/math.h> |
| #include <xnnpack/gemm.h> |
| #include <xnnpack/unaligned.h> |
| |
| |
| $PARAMS_STRUCT = REQUANTIZATION.lower() + "_armsimd32" |
| $PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower() |
| $__XXTB16 = "__uxtb16" if DATATYPE == "QU8" else "__sxtb16" |
| $__XSAT = "__usat" if DATATYPE == "QU8" else "__ssat" |
| $__XSUB8 = "__usub8" if DATATYPE == "QU8" else "__ssub8" |
| $XINT8_T = "uint8_t" if DATATYPE == "QU8" else "int8_t" |
| void xnn_${DATATYPE.lower()}_igemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c4__armsimd32( |
| size_t mr, |
| size_t nc, |
| size_t kc, |
| size_t ks, |
| const ${XINT8_T}**restrict a, |
| const void*restrict w, |
| ${XINT8_T}*restrict c, |
| size_t cm_stride, |
| size_t cn_stride, |
| size_t a_offset, |
| const ${XINT8_T}* zero, |
| const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)]) |
| { |
| assert(mr != 0); |
| assert(mr <= ${MR}); |
| assert(nc != 0); |
| assert(kc != 0); |
| assert(ks != 0); |
| assert(ks % (${MR} * sizeof(void*)) == 0); |
| assert(a != NULL); |
| assert(w != NULL); |
| assert(c != NULL); |
| |
| kc = round_up_po2(kc, 4 * sizeof(int8_t)); |
| ${XINT8_T}* c0 = c; |
| $for M in range(1, MR): |
| ${XINT8_T}* c${M} = (${XINT8_T}*) ((uintptr_t) c${M-1} + cm_stride); |
| $if M % 2 == 0: |
| if XNN_UNPREDICTABLE(mr <= ${M}) { |
| c${M} = c${M-1}; |
| } |
| $elif M + 1 == MR: |
| if XNN_UNPREDICTABLE(mr != ${M+1}) { |
| c${M} = c${M-1}; |
| } |
| $else: |
| if XNN_UNPREDICTABLE(mr < ${M+1}) { |
| c${M} = c${M-1}; |
| } |
| |
| $if DATATYPE == "QU8": |
| const int16x2_t vb_minus_zero_point = (int16x2_t) params->${PARAMS_STRUCT}.minus_kernel_zero_point; |
| $if REQUANTIZATION == "FP32": |
| $if DATATYPE != "QC8": |
| const float vscale = params->${PARAMS_STRUCT}.scale; |
| const float vmagic_bias = params->${PARAMS_STRUCT}.magic_bias; |
| do { |
| $for N in range(NR): |
| int32_t vacc0x${N} = ((const int32_t*) w)[${N}]; |
| $for M in range(1, MR): |
| $for N in range(NR): |
| int32_t vacc${M}x${N} = vacc0x${N}; |
| w = (const void*) ((const int32_t*) w + ${NR}); |
| |
| size_t p = ks; |
| do { |
| $for M in range(MR): |
| const ${XINT8_T}* restrict a${M} = a[${M}]; |
| assert(a${M} != NULL); |
| if XNN_UNPREDICTABLE(a${M} != zero) { |
| a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} + a_offset); |
| } |
| a += ${MR}; |
| |
| size_t k = kc; |
| do { |
| $for M in range(MR): |
| const int8x4_t va${M} = (int8x4_t) unaligned_load_s32(a${M}); a${M} += 4; |
| |
| $for M in range(MR): |
| const int16x2_t va${M}c02 = ${__XXTB16}(va${M}); |
| const int16x2_t va${M}c13 = ${__XXTB16}(__ror(va${M}, 8)); |
| |
| $for N in range(NR): |
| const int8x4_t vb${N} = *((const int8x4_t*) w); w = (const int8_t*) w + 4; |
| $if DATATYPE == "QU8": |
| const int16x2_t vb${N}c02 = __uxtab16(vb_minus_zero_point, vb${N}); |
| $else: |
| const int16x2_t vb${N}c02 = __sxtb16(vb${N}); |
| |
| $for M in range(MR): |
| vacc${M}x${N} = __smlad(va${M}c02, vb${N}c02, vacc${M}x${N}); |
| |
| $if DATATYPE == "QU8": |
| const int16x2_t vb${N}c13 = __uxtab16(vb_minus_zero_point, __ror(vb${N}, 8)); |
| $else: |
| const int16x2_t vb${N}c13 = __sxtb16(__ror(vb${N}, 8)); |
| $for M in range(MR): |
| vacc${M}x${N} = __smlad(va${M}c13, vb${N}c13, vacc${M}x${N}); |
| |
| k -= 4 * sizeof(${XINT8_T}); |
| } while (k != 0); |
| p -= ${MR} * sizeof(void*); |
| } while (p != 0); |
| |
| $for M in range(MR): |
| $for N in range(NR): |
| float vfpacc${M}x${N} = (float) vacc${M}x${N}; |
| |
| $if DATATYPE == "QC8": |
| $for N in range(NR): |
| const float vscale${N} = ((const float*) w)[${N}]; |
| $for M in range(MR): |
| vfpacc${M}x${N} *= vscale${N}; |
| w = (const void*) ((const float*) w + ${NR}); |
| $else: |
| $for M in range(MR): |
| $for N in range(NR): |
| vfpacc${M}x${N} *= vscale; |
| |
| $for M in range(MR): |
| $for N in range(NR): |
| vfpacc${M}x${N} += vmagic_bias; |
| |
| $for M in range(MR): |
| $for N in range(NR): |
| int32_t vout${M}x${N} = (int32_t) float_as_uint32(vfpacc${M}x${N}); |
| |
| const int32_t vmagic_bias_less_zero_point = params->${PARAMS_STRUCT}.magic_bias_less_zero_point; |
| $for M in range(MR): |
| $for N in range(NR): |
| vout${M}x${N} = __qsub(vout${M}x${N}, vmagic_bias_less_zero_point); |
| |
| $for M in range(MR): |
| $for N in range(NR): |
| vout${M}x${N} = ${__XSAT}(vout${M}x${N}, 8); |
| |
| $for M in range(MR): |
| $if NR == 1: |
| const uint32_t vout${M} = (uint32_t) vout${M}x0; |
| $else: |
| const uint32_t vout${M} = (uint32_t) (uint8_t) vout${M}x0 | ((uint32_t) vout${M}x1 << 8); |
| |
| $if MR == 1: |
| uint32_t vout = vout0; |
| $else: |
| uint32_t vout = (uint32_t) (uint16_t) vout1 | (vout0 << 16); |
| |
| const int8x4_t voutput_min = (int8x4_t) params->${PARAMS_STRUCT}.output_min; |
| ${__XSUB8}((int8x4_t) vout, voutput_min); |
| vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min); |
| |
| const int8x4_t voutput_max = (int8x4_t) params->${PARAMS_STRUCT}.output_max; |
| ${__XSUB8}((int8x4_t) vout, voutput_max); |
| vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout); |
| |
| $if NR == 2: |
| if XNN_LIKELY(nc >= ${NR}) { |
| $for M in reversed(range(MR)): |
| unaligned_store_u16(c${M}, (uint16_t) vout); |
| $if M != 0: |
| vout >>= 16; |
| |
| $for M in reversed(range(MR)): |
| c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride); |
| |
| a = (const ${XINT8_T}**restrict) ((uintptr_t) a - ks); |
| nc -= ${NR}; |
| } else { |
| $for M in reversed(range(MR)): |
| *c${M} = (${XINT8_T}) vout; |
| $if M != 0: |
| vout >>= 16; |
| |
| nc = 0; |
| } |
| $else: |
| $for M in reversed(range(MR)): |
| *c${M} = (${XINT8_T}) vout; |
| $if M != 0: |
| vout >>= 16; |
| |
| $for M in reversed(range(MR)): |
| c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride); |
| |
| a = (const ${XINT8_T}**restrict) ((uintptr_t) a - ks); |
| nc -= 1; |
| } while (nc != 0); |
| } |