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$assert DATATYPE in ["F32", "QC8"] |
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$assert NR == 2 |
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#include <assert.h> |
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#include <arm_neon.h> |
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#include <xnnpack/common.h> |
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#include <xnnpack/gemm.h> |
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$DATATYPE_SPEC = {"F32": "f32", "QC8": "f32_qc8w"}[DATATYPE] |
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void xnn_${DATATYPE_SPEC}_gemm${"inc" if INC else ""}_minmax_ukernel_${MR}x${NR}__${"aarch64_neonfma" if FMA else "neon"}_lane_ld64( |
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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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const float* restrict a, |
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size_t a_stride, |
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$if DATATYPE == "F32": |
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const float* restrict w, |
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$else: |
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const void* restrict w, |
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float* restrict c, |
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size_t cm_stride, |
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size_t cn_stride, |
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$if INC: |
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const float* restrict acc, |
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const union xnn_f32_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 <= ${MR}); |
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assert(nc != 0); |
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assert(kc != 0); |
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assert(kc % sizeof(float) == 0); |
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assert(a != NULL); |
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assert(w != NULL); |
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assert(c != NULL); |
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$if INC: |
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assert(acc != NULL); |
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const float* a0 = a; |
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float* c0 = c; |
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$for M in range(1, MR): |
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const float* a${M} = (const float*) ((uintptr_t) a${M-1} + a_stride); |
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float* c${M} = (float*) ((uintptr_t) c${M-1} + cm_stride); |
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$if M % 2 == 0: |
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if XNN_UNPREDICTABLE(mr <= ${M}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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$elif M + 1 == MR: |
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if XNN_UNPREDICTABLE(mr != ${M+1}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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$else: |
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if XNN_UNPREDICTABLE(mr < ${M+1}) { |
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a${M} = a${M-1}; |
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c${M} = c${M-1}; |
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} |
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do { |
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$if INC: |
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$for M in range(0, MR): |
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float32x2_t vacc${M}x01 = vld1_f32(w); w += 2; |
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$else: |
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$if DATATYPE == "F32": |
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float32x2_t vacc0x01 = vld1_f32(w); w += 2; |
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$else: |
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float32x2_t vacc0x01 = vreinterpret_f32_u8(vld1_u8(w)); w = (const float*) w + 2; |
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$for M in range(1, MR): |
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float32x2_t vacc${M}x01 = vacc0x01; |
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size_t k = kc; |
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for (; k >= 2 * sizeof(float); k -= 2 * sizeof(float)) { |
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$for M in range(MR): |
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const float32x2_t va${M} = vld1_f32(a${M}); a${M} += 2; |
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$if DATATYPE == "F32": |
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const float32x4_t vb01c01 = vld1q_f32(w); w += 4; |
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$elif DATATYPE == "QC8": |
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const uint32x2_t vtmpb = vld1_dup_u32(w); w = (const int8_t*) w + 4; |
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const int32x4_t vtmpi = vmovl_s16(vget_low_s16(vmovl_s8(vreinterpret_s8_u32(vtmpb)))); |
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const float32x4_t vb01c01 = vcvtq_f32_s32(vtmpi); |
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const float32x2_t vb01c0 = vget_low_f32(vb01c01); |
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const float32x2_t vb01c1 = vget_high_f32(vb01c01); |
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$for L in range(2): |
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$if FMA: |
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#if XNN_ARCH_ARM64 |
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$for M in range(MR): |
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vacc${M}x01 = vfma_lane_f32(vacc${M}x01, vb01c${L}, va${M}, ${L}); |
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#else |
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$for M in range(MR): |
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const float32x2_t va${M}c${L} = vdup_lane_f32(va${M}, ${L}); |
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$for M in range(MR): |
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vacc${M}x01 = vfma_f32(vacc${M}x01, va${M}c${L}, vb01c${L}); |
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#endif |
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$else: |
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$for M in range(MR): |
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vacc${M}x01 = vmla_lane_f32(vacc${M}x01, vb01c${L}, va${M}, ${L}); |
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} |
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if XNN_UNLIKELY(k != 0) { |
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$for M in range(MR): |
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const float32x2_t va${M} = vld1_dup_f32(a${M}); a${M} += 1; |
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$if DATATYPE == "F32": |
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const float32x2_t vb01 = vld1_f32(w); w += 2; |
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$elif DATATYPE == "QC8": |
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const uint16x4_t vtmpb = vld1_dup_u16(w); w = (const int8_t*) w + 2; |
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const int32x2_t vtmpi = vget_low_s32(vmovl_s16(vget_low_s16(vmovl_s8(vreinterpret_s8_u16(vtmpb))))); |
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const float32x2_t vb01 = vcvt_f32_s32(vtmpi); |
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$for M in range(MR): |
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$if FMA: |
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vacc${M}x01 = vfma_f32(vacc${M}x01, va${M}, vb01); |
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$else: |
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vacc${M}x01 = vmla_f32(vacc${M}x01, va${M}, vb01); |
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} |
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$if DATATYPE == "QC8": |
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const float32x2_t vscale = vreinterpret_f32_u8(vld1_u8(w)); w = (const float*) w + 2; |
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$for M in range(MR): |
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vacc${M}x01 = vmul_f32(vacc${M}x01, vscale); |
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const float32x2_t vmax = vld1_dup_f32(¶ms->scalar.max); |
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$for M in range(MR): |
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vacc${M}x01 = vmin_f32(vacc${M}x01, vmax); |
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const float32x2_t vmin = vld1_dup_f32(¶ms->scalar.min); |
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$for M in range(MR): |
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vacc${M}x01 = vmax_f32(vacc${M}x01, vmin); |
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if XNN_LIKELY(nc >= ${NR}) { |
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$for M in range(MR): |
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vst1_f32(c${M}, vacc${M}x01); |
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c${M} = (float*) ((uintptr_t) c${M} + cn_stride); |
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$for M in range(MR): |
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a${M} = (const float*) ((uintptr_t) a${M} - kc); |
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nc -= ${NR}; |
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} else { |
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assert(nc == 1); |
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$for M in range(MR): |
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vst1_lane_f32(c${M}, vacc${M}x01, 0); |
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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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