gi_float.h 59.5 KB
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#pragma once

#include "gi_common.h"

GI_FORCEINLINE
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GI_INT32_t GiReinterpretAsInt32(GI_FLOAT32_t In) {
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#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_s32_f32(In);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castps_si128(In);
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#elif defined(GI_RVV_INTRINSICS)
    return vreinterpret_v_f32m1_i32m1(In);
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#else
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    return (GI_INT32_t)In;
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#endif
}

GI_FORCEINLINE
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GI_UINT32_t GiReinterpretAsUint32(GI_FLOAT32_t In) {
#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_u32_f32(In);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castps_si128(In);
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#elif defined(GI_RVV_INTRINSICS)
    return vreinterpret_v_f32m1_u32m1(In);
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#else
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    return (GI_UINT32_t)In;
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#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiReintInt32ToFloat32(GI_INT32_t Vector) {
#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_f32_s32(Vector);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castsi128_ps(Vector);
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#elif defined(GI_RVV_INTRINSICS)
    return vreinterpret_v_i32m1_f32m1(Vector);
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#else
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    return (GI_FLOAT32_t)Vector;
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#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiReintUint32ToFloat32(GI_UINT32_t Vector) {
#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_f32_u32(Vector);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castsi128_ps(Vector);
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#elif defined(GI_RVV_INTRINSICS)
    return vreinterpret_v_u32m1_f32m1(Vector);
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#else
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    return (GI_FLOAT32_t)Vector;
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#endif
}

GI_FORCEINLINE
GI_INT32_t GiRoundAsInt32(GI_FLOAT32_t Vector) {
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#if defined(GI_NEON_INTRINSICS)
#if __ARM_ARCH >= 8
    return vcvtaq_s32_f32(Vector);
#else
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    float32x4_t vinc0 = vbslq_f32(
            vcgeq_f32(Vector, GiBroadcastFloat32(0.0f)), GiBroadcastFloat32(0.5f),
            GiBroadcastFloat32(-0.5f));
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    return vcvtq_s32_f32(vaddq_f32(Vector, vinc0));
#endif
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#elif defined(GI_SSE42_INTRINSICS)
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    __m128 vinc0 = _mm_blendv_ps(
            GiBroadcastFloat32(-0.5f), GiBroadcastFloat32(0.5f),
            _mm_cmpge_ps(Vector, GiBroadcastFloat32(0.0f)));
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    return _mm_cvttps_epi32(_mm_add_ps(Vector, vinc0));
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#elif defined(GI_RVV_INTRINSICS)
    return vfcvt_x_f_v_i32m1(Vector, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
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    GI_INT32_t ret;
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    GI_INT32_NAIVE_t tmp_ret;
    GI_FLOAT32_NAIVE_t s0;
    memcpy(&s0, &Vector, sizeof(GI_FLOAT32_NAIVE_t));
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    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
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        tmp_ret[i] = (int32_t)round(s0[i]);
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    }
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    memcpy(&ret, &tmp_ret, sizeof(GI_INT32_t));
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    return ret;
#endif
}

GI_FORCEINLINE
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GI_INT32_t GiCastToInt32(GI_FLOAT32_t Vector) {
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#if defined(GI_NEON_INTRINSICS)
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    return vcvtq_s32_f32(Vector);
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#elif defined(GI_SSE2_INTRINSICS)
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    return _mm_cvttps_epi32(Vector);
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#elif defined(GI_RVV_INTRINSICS)
    //! TODO: vfcvt_rtz_x_f_v_i32m1 is RVV 1.0 api, now xuantie D1 only support 0p7
    //! as a workaround, we imp this API by naive
    //! return vfcvt_rtz_x_f_v_i32m1(Vector, GI_SIMD_LEN_BYTE / sizeof(float));
    GI_FLOAT32_FIXLEN_t src = GiFloat32Type2FixLenType(Vector);
    GI_INT32_FIXLEN_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = (int32_t)(src[i]);
    }
    return GiFixLenType2GiInt32Type(ret);
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#else
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    GI_INT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = (int32_t)(Vector[i]);
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    }
    return ret;
#endif
}

GI_FORCEINLINE
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GI_FLOAT32_t GiCastToFloat32(GI_INT32_t Vector) {
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#if defined(GI_NEON_INTRINSICS)
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    return vcvtq_f32_s32(Vector);
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#elif defined(GI_SSE2_INTRINSICS)
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    return _mm_cvtepi32_ps(Vector);
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#elif defined(GI_RVV_INTRINSICS)
    return vfcvt_f_x_v_f32m1(Vector, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
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    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(int32_t); i++) {
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        ret[i] = (float)Vector[i];
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    }
    return ret;
#endif
}

GI_FORCEINLINE
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GI_FLOAT32_t GiLoadBroadcastFloat32(const float* Value) {
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#if defined(GI_NEON_INTRINSICS)
    return vld1q_dup_f32(Value);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_load_ps1(Value);
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#elif defined(GI_RVV_INTRINSICS)
    return GiBroadcastFloat32(*Value);
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#else
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    GI_FLOAT32_t ret;
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    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = *Value;
    }
    return ret;
#endif
}

GI_FORCEINLINE
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GI_FLOAT32_t GiZeroFloat32(void) {
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#if defined(GI_NEON_INTRINSICS)
    return vdupq_n_f32(0.0f);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_setzero_ps();
#else
    return GiBroadcastFloat32(0.0f);
#endif
}

GI_FORCEINLINE
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GI_FLOAT32_t GiLoadFloat32(const float* Buffer) {
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#if defined(GI_NEON_INTRINSICS)
    return vld1q_f32(Buffer);
#elif defined(GI_SSE2_INTRINSICS)
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    if ((((uintptr_t)(Buffer)) & 15) == 0)
        return _mm_load_ps(Buffer);
    else
        return _mm_loadu_ps(Buffer);
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#elif defined(GI_RVV_INTRINSICS)
    return vle32_v_f32m1(Buffer, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
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    GI_FLOAT32_t ret;
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    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = Buffer[i];
    }
    return ret;
#endif
}

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GI_FORCEINLINE
GI_FLOAT32_V2_t GiLoadFloat32V2(const float* Buffer) {
#if defined(GI_NEON_INTRINSICS)
    return vld1q_f32_x2(Buffer);
#else
    GI_FLOAT32_V2_t v;
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    GiSetSubVectorFloat32V2(v, 0, GiLoadFloat32(Buffer));
    GiSetSubVectorFloat32V2(
            v, 1, GiLoadFloat32(Buffer + GI_SIMD_LEN_BYTE / sizeof(float)));
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    return v;
#endif
}

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GI_FORCEINLINE
GI_FLOAT32_t GiLoadFloat32LowHalf(const float* Buffer) {
#if defined(GI_NEON_INTRINSICS)
    return vcombine_f32(vld1_f32(Buffer), vdup_n_f32(0.f));
#elif defined(GI_SSE2_INTRINSICS)
    typedef __m64_128 float32x2_t;
    float32x2_t low, high;
    low.m64_f32[0] = Buffer[0];
    low.m64_f32[1] = Buffer[1];
    high.m64_f32[0] = 0;
    high.m64_f32[1] = 0;
    __m128i res = _mm_unpacklo_epi64(_pM128i(low), _pM128i(high));
    return _M128(res);
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#elif defined(GI_RVV_INTRINSICS)
    return vle32_v_f32m1(Buffer, GI_SIMD_LEN_BYTE / sizeof(float) / 2);
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#else
    GI_FLOAT32_t ret;
    memset(&ret, 0, sizeof(GI_FLOAT32_t));
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float) / 2; i++) {
        ret[i] = Buffer[i];
    }
    return ret;
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiMlaqFloat32(GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t c) {
#if defined(GI_NEON_INTRINSICS)
#if defined(__ARM_FEATURE_FMA)
    return vfmaq_f32(a, b, c);
#else
    return vmlaq_f32(a, b, c);
#endif
#elif defined(GI_SSE2_INTRINSICS)
    // fma is coming soon, but right now:
    __m128 res;
    res = _mm_mul_ps(c, b);
    return _mm_add_ps(a, res);
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#elif defined(GI_RVV_INTRINSICS)
    return vfmadd_vv_f32m1(b, c, a, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = a[i] + (b[i] * c[i]);
    }
    return ret;
#endif
}

GI_FORCEINLINE GI_FLOAT32_V2_t GiUzpqFloat32(GI_FLOAT32_t a, GI_FLOAT32_t b) {
#if defined(GI_NEON_INTRINSICS)
    return vuzpq_f32(a, b);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V2_t v32x4;
    v32x4.val[0] = _mm_shuffle_ps(a, b, _MM_SHUFFLE(2, 0, 2, 0));
    v32x4.val[1] = _mm_shuffle_ps(a, b, _MM_SHUFFLE(3, 1, 3, 1));
    return v32x4;
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#elif defined(GI_RVV_INTRINSICS)
    //! may need optimize
    float tmp[GI_SIMD_LEN_BYTE / sizeof(float) * 2] = {0};
    vse32_v_f32m1(tmp, a, GI_SIMD_LEN_BYTE / sizeof(float));
    vse32_v_f32m1(
            tmp + GI_SIMD_LEN_BYTE / sizeof(float), b,
            GI_SIMD_LEN_BYTE / sizeof(float));
    return vlseg2e32_v_f32m1x2(tmp, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_V2_t ret;
    ret.val[0][0] = a[0];
    ret.val[0][1] = a[2];
    ret.val[0][2] = b[0];
    ret.val[0][3] = b[2];
    ret.val[1][0] = a[1];
    ret.val[1][1] = a[3];
    ret.val[1][2] = b[1];
    ret.val[1][3] = b[3];
    return ret;
#endif
}

GI_FORCEINLINE float32x2_t GiDupFloat32(float a) {
#if defined(GI_NEON_INTRINSICS)
    return vdup_n_f32(a);
#elif defined(GI_SSE2_INTRINSICS)
    float32x2_t res;
    res.m64_f32[0] = a;
    res.m64_f32[1] = a;
    return res;
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#elif defined(GI_RVV_INTRINSICS)
    return GiBroadcastFloat32(a);
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#else
    float32x2_t res;
    res[0] = a;
    res[1] = a;
    return res;
#endif
}

GI_FORCEINLINE float32x2_t GiLdFloat32(float const* ptr) {
#if defined(GI_NEON_INTRINSICS)
    return vld1_f32(ptr);
#elif defined(GI_SSE2_INTRINSICS)
    float32x2_t res;
    res.m64_f32[0] = *(ptr);
    res.m64_f32[1] = *(ptr + 1);
    return res;
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#elif defined(GI_RVV_INTRINSICS)
    return vle32_v_f32m1(ptr, 2);
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#else
    float32x2_t res;
    res[0] = *(ptr);
    res[1] = *(ptr + 1);
    return res;
#endif
}

GI_FORCEINLINE float32x2_t GiAddDFloat32(float32x2_t a, float32x2_t b) {
#if defined(GI_NEON_INTRINSICS)
    return vadd_f32(a, b);
#elif defined(GI_SSE2_INTRINSICS)
    __m128 res;
    __m64_128 res64;
    res = _mm_add_ps(_pM128(a), _pM128(b));  // SSE, use only low 64 bits
    _M64f(res64, res);
    return res64;
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#elif defined(GI_RVV_INTRINSICS)
    return vfadd_vv_f32m1(a, b, 2);
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#else
    float32x2_t res;
    res[0] = a[0] + b[0];
    res[1] = a[1] + b[1];
    return res;
#endif
}

#if defined(GI_NEON_INTRINSICS)
#define GiGetLaneFloat32(v, lane) vget_lane_f32(v, lane)
#else
GI_FORCEINLINE float __gi_vget_lane_f32(float32x2_t v, const int lane) {
#if defined(GI_SSE2_INTRINSICS)
    return _sse_vget_lane_f32(v, lane);
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#elif defined(GI_RVV_INTRINSICS)
    float ret[2];
    vse32_v_f32m1(ret, v, 2);
    return ret[lane];
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#else
    return v[lane];
#endif
}
#define GiGetLaneFloat32(v, lane) __gi_vget_lane_f32(v, lane)
#endif

#if defined(GI_NEON_INTRINSICS)
#define GiSetLaneFloat32(value, vec, lane) vset_lane_f32(value, vec, lane)
#else
GI_FORCEINLINE float32x2_t
__gi_vset_lane_f32(float32_t value, float32x2_t vec, int lane) {
#if defined(GI_SSE2_INTRINSICS)
    float32x2_t res;
    res = vec;
    res.m64_f32[lane] = value;
    return res;
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#elif defined(GI_RVV_INTRINSICS)
    float tmp[2];
    vse32_v_f32m1(tmp, vec, 2);
    tmp[lane] = value;
    return vle32_v_f32m1(tmp, 2);
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#else
    float32x2_t res;
    res = vec;
    res[lane] = value;
    return res;
#endif
}
#define GiSetLaneFloat32(value, vec, lane) __gi_vset_lane_f32(value, vec, lane)
#endif

GI_FORCEINLINE void GiSt1Float32(float* ptr, float32x2_t val) {
#if defined(GI_NEON_INTRINSICS)
    return vst1_f32(ptr, val);
#elif defined(GI_SSE2_INTRINSICS)
    *(ptr) = val.m64_f32[0];
    *(ptr + 1) = val.m64_f32[1];
    return;
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#elif defined(GI_RVV_INTRINSICS)
    return vse32_v_f32m1(ptr, val, 2);
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#else
    *(ptr) = val[0];
    *(ptr + 1) = val[1];
    return;
#endif
}

#if defined(GI_NEON_INTRINSICS)
#define GiExtqFloat32(a, b, n) vextq_f32(a, b, n)
#elif defined(GI_SSE2_INTRINSICS)
#define GiExtqFloat32(a, b, n) _M128(_sse_vextq_s32(_M128i(a), _M128i(b), n));
#else
GI_FORCEINLINE GI_FLOAT32_t
__naive_gi_vextq_f32(GI_FLOAT32_t a, GI_FLOAT32_t b, const int n) {
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#if defined(GI_RVV_INTRINSICS)
    int t_count = GI_SIMD_LEN_BYTE / sizeof(float);
    int a_count = t_count - n;
    float tmp[GI_SIMD_LEN_BYTE / sizeof(float)];
    float tmp_a[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(tmp_a, a, GI_SIMD_LEN_BYTE / sizeof(float));
    memcpy(tmp, tmp_a + n, a_count * sizeof(float));
    vse32_v_f32m1(tmp + a_count, b, n);
    return vle32_v_f32m1(tmp, GI_SIMD_LEN_BYTE / sizeof(float));
#else
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    GI_FLOAT32_t ret;
    int t_count = GI_SIMD_LEN_BYTE / sizeof(float);
    int a_count = t_count - n;
    for (int i = 0; i < a_count; i++) {
        ret[i] = a[i + n];
    }
    for (int i = 0; i < n; i++) {
        ret[i + a_count] = b[i];
    }
    return ret;
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#endif
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}
#define GiExtqFloat32(a, b, n) __naive_gi_vextq_f32(a, b, n)
#endif

GI_FORCEINLINE
GI_FLOAT32_t GiMultiplySubFloat32(
        GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vmlsq_f32(VectorSum, Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_sub_ps(VectorSum, _mm_mul_ps(Vector1, Vector2));
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#elif defined(GI_RVV_INTRINSICS)
    return vfnmsub_vv_f32m1(
            Vector1, Vector2, VectorSum, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = VectorSum[i] - Vector1[i] * Vector2[i];
    }

    return ret;
#endif
}

#if defined(GI_SSE2_INTRINSICS)
GI_FORCEINLINE GI_FLOAT32_t
_MM_INSERT_PS(GI_FLOAT32_t vec, GI_FLOAT32_t p, const int LANE) {
    _GI_ALIGN_16 uint32_t mask[4] = {0xffffffff, 0xffffffff, 0xffffffff, 0xffffffff};
    __m128 tmp, vec_masked, p_masked;
    mask[LANE >> 4] = 0x0;
    vec_masked = _mm_and_ps(*(__m128*)mask, vec);
    p_masked = _mm_andnot_ps(*(__m128*)mask, p);
    tmp = _mm_or_ps(vec_masked, p_masked);
    return tmp;
}

GI_FORCEINLINE float32x2_t sse_vget_high_f32(GI_FLOAT32_t a) {
    __m128i res;
    __m64_128 res64;
    res = _mm_unpackhi_epi64(_M128i(a), _M128i(a));
    return64(res);
}

GI_FORCEINLINE float32x2_t sse_vget_low_f32(GI_FLOAT32_t a) {
    float32x2_t res64;
    _M64f(res64, a);
    return res64;
}

GI_FORCEINLINE GI_FLOAT32_t
sse_vmlaq_lane_f32(GI_FLOAT32_t a, GI_FLOAT32_t b, float32x2_t v, int l) {
    float32_t vlane;
    GI_FLOAT32_t c;
    vlane = _sse_vget_lane_f32(v, l);
    c = _mm_set1_ps(vlane);
    return GiMlaqFloat32(a, b, c);
}

GI_FORCEINLINE int _MM_EXTRACT_PS(__m128 vec, const int LANE) {
    _GI_ALIGN_16 int32_t tmp[4];
    _mm_store_si128((__m128i*)tmp, _M128i(vec));
    return tmp[LANE];
}

GI_FORCEINLINE float32_t sse_vgetq_lane_f32(GI_FLOAT32_t vec, int lane) {
    float32_t floatVal;
    char* const floatVal_c = (char*)&floatVal;
    *((int32_t*)floatVal_c) = _MM_EXTRACT_PS(vec, lane);
    return floatVal;
}

GI_FORCEINLINE GI_FLOAT32_t
sse_vmlsq_lane_f32(GI_FLOAT32_t a, GI_FLOAT32_t b, float32x2_t v, int l) {
    float32_t vlane;
    GI_FLOAT32_t c;
    vlane = (float)GiGetLaneFloat32(v, l);
    c = GiBroadcastFloat32(vlane);
    return GiMultiplySubFloat32(a, b, c);
}

#endif

#if defined(GI_NEON_INTRINSICS)
#define GiLd1qLaneFloat32(Buffer, src, n) vld1q_lane_f32(Buffer, src, n)
#else
GI_FORCEINLINE GI_FLOAT32_t
__gi_vld1q_lane_f32(const float* Buffer, GI_FLOAT32_t src, const int n) {
#if defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_t p;
    p = _mm_set1_ps(*(Buffer));
    return _MM_INSERT_PS(src, p, _INSERTPS_NDX(0, n));
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#elif defined(GI_RVV_INTRINSICS)
    //! mask will use more instruct
    float tmp[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(tmp, src, GI_SIMD_LEN_BYTE / sizeof(float));
    tmp[n] = *Buffer;
    return vle32_v_f32m1(tmp, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_t ret;
    memcpy(&ret, &src, sizeof(GI_FLOAT32_t));
    ret[n] = *Buffer;
    return ret;
#endif
}
#define GiLd1qLaneFloat32(Buffer, src, n) __gi_vld1q_lane_f32(Buffer, src, n)
#endif

#if defined(GI_NEON_INTRINSICS)
#define GiSetqLaneFloat32(value, vec, lane) vsetq_lane_f32(value, vec, lane)
#else
GI_FORCEINLINE GI_FLOAT32_t
__gi_vsetq_lane_f32(float value, GI_FLOAT32_t vec, const int lane) {
    float val = value;
    return GiLd1qLaneFloat32(&val, vec, lane);
}
#define GiSetqLaneFloat32(value, vec, lane) __gi_vsetq_lane_f32(value, vec, lane)
#endif

#if defined(GI_NEON_INTRINSICS)
#define GiMlaqLaneFloat32HighHalf(a, b, v, lane) \
    vmlaq_lane_f32(a, b, vget_high_f32(v), lane)
#elif defined(GI_SSE2_INTRINSICS)
#define GiMlaqLaneFloat32HighHalf(a, b, v, lane) \
    sse_vmlaq_lane_f32(a, b, sse_vget_high_f32(v), lane)
#else
GI_FORCEINLINE GI_FLOAT32_t __naive_gi_vmlaq_lane_f32_high_half(
        GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v, const int lane) {
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#if defined(GI_RVV_INTRINSICS)
    float tmp[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(tmp, v, GI_SIMD_LEN_BYTE / sizeof(float));

    return vfmadd_vf_f32m1(
            b, tmp[lane + GI_SIMD_LEN_BYTE / sizeof(float) / 2], a,
            GI_SIMD_LEN_BYTE / sizeof(float));
#else
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    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
549
        ret[i] = a[i] + (b[i] * v[lane + GI_SIMD_LEN_BYTE / sizeof(float) / 2]);
550 551
    }
    return ret;
552
#endif
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}
#define GiMlaqLaneFloat32HighHalf(a, b, v, lane) \
    __naive_gi_vmlaq_lane_f32_high_half(a, b, v, lane)
#endif

#if defined(GI_NEON_INTRINSICS)
#define GiVmlaqLaneFloat32LowHalf(a, b, v, lane) \
    vmlaq_lane_f32(a, b, vget_low_f32(v), lane)
#elif defined(GI_SSE2_INTRINSICS)
#define GiVmlaqLaneFloat32LowHalf(a, b, v, lane) \
    sse_vmlaq_lane_f32(a, b, sse_vget_low_f32(v), lane)
#else
GI_FORCEINLINE GI_FLOAT32_t __naive_gi_vmlaq_lane_f32_low_half(
        GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v, const int lane) {
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#if defined(GI_RVV_INTRINSICS)
    float tmp[GI_SIMD_LEN_BYTE / sizeof(float) / 2];
    vse32_v_f32m1(tmp, v, GI_SIMD_LEN_BYTE / sizeof(float) / 2);

    return vfmadd_vf_f32m1(b, tmp[lane], a, GI_SIMD_LEN_BYTE / sizeof(float));
#else
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    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = a[i] + (b[i] * v[lane]);
    }
    return ret;
578
#endif
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}
#define GiVmlaqLaneFloat32LowHalf(a, b, v, lane) \
    __naive_gi_vmlaq_lane_f32_low_half(a, b, v, lane)
#endif

584
GI_FORCEINLINE
585
void GiStoreFloat32(float* Buffer, GI_FLOAT32_t Vector) {
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#if defined(GI_NEON_INTRINSICS)
    vst1q_f32(Buffer, Vector);
#elif defined(GI_SSE2_INTRINSICS)
    _mm_storeu_ps(Buffer, Vector);
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#elif defined(GI_RVV_INTRINSICS)
    vse32_v_f32m1(Buffer, Vector, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        Buffer[i] = Vector[i];
    }
#endif
}

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GI_FORCEINLINE
void GiStoreFloat32V2(float* Buffer, GI_FLOAT32_V2_t Vector) {
#if defined(GI_NEON_INTRINSICS)
    vst1q_f32_x2(Buffer, Vector);
#else
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    GiStoreFloat32(Buffer, GiGetSubVectorFloat32V2(Vector, 0));
    GiStoreFloat32(
            Buffer + GI_SIMD_LEN_BYTE / sizeof(float),
            GiGetSubVectorFloat32V2(Vector, 1));
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#endif
}

611
#if defined(GI_NEON_INTRINSICS)
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#define GISTORELANEFLOAT32(i)                                                         \
    GI_FORCEINLINE void GiStoreLane##i##Float32(float* Buffer, GI_FLOAT32_t Vector) { \
        vst1q_lane_f32(Buffer, Vector, i);                                            \
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    }

#elif defined(GI_SSE2_INTRINSICS)

#define GISTORELANEFLOAT32(i)                                                          \
620
    GI_FORCEINLINE void GiStoreLane##i##Float32(float* Buffer, GI_FLOAT32_t Vector) {  \
621 622
        _mm_store_ss(Buffer, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(i, i, i, i))); \
    }
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#elif defined(GI_RVV_INTRINSICS)

#define GISTORELANEFLOAT32(i)                                                         \
    GI_FORCEINLINE void GiStoreLane##i##Float32(float* Buffer, GI_FLOAT32_t Vector) { \
        float tmp[GI_SIMD_LEN_BYTE / sizeof(float)];                                  \
        vse32_v_f32m1(tmp, Vector, GI_SIMD_LEN_BYTE / sizeof(float));                 \
        *Buffer = tmp[i];                                                             \
    }
631
#else
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#define GISTORELANEFLOAT32(i)                                                         \
    GI_FORCEINLINE void GiStoreLane##i##Float32(float* Buffer, GI_FLOAT32_t Vector) { \
        *Buffer = Vector[i];                                                          \
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    }
#endif

GISTORELANEFLOAT32(0)
GISTORELANEFLOAT32(1)
GISTORELANEFLOAT32(2)
GISTORELANEFLOAT32(3)

#undef GISTORELANEFLOAT32

#if defined(GI_NEON_INTRINSICS)
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#define GIEXTRACTLANEFLOAT32(i)                                           \
    GI_FORCEINLINE float GiExtractLane##i##Float32(GI_FLOAT32_t Vector) { \
        return vgetq_lane_f32(Vector, i);                                 \
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    }
#elif defined(GI_SSE2_INTRINSICS)

#define GIEXTRACTLANEFLOAT32(i)                                                        \
653
    GI_FORCEINLINE float GiExtractLane##i##Float32(GI_FLOAT32_t Vector) {              \
654 655
        return _mm_cvtss_f32(_mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(i, i, i, i))); \
    }
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#elif defined(GI_RVV_INTRINSICS)

#define GIEXTRACTLANEFLOAT32(i)                                           \
    GI_FORCEINLINE float GiExtractLane##i##Float32(GI_FLOAT32_t Vector) { \
        float tmp[GI_SIMD_LEN_BYTE / sizeof(float)];                      \
        vse32_v_f32m1(tmp, Vector, GI_SIMD_LEN_BYTE / sizeof(float));     \
        return tmp[i];                                                    \
    }
664
#else
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#define GIEXTRACTLANEFLOAT32(i)                                           \
    GI_FORCEINLINE float GiExtractLane##i##Float32(GI_FLOAT32_t Vector) { \
        return Vector[i];                                                 \
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    }
#endif

GIEXTRACTLANEFLOAT32(0)
GIEXTRACTLANEFLOAT32(1)
GIEXTRACTLANEFLOAT32(2)
GIEXTRACTLANEFLOAT32(3)
#undef GIEXTRACTLANEFLOAT32

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GI_FORCEINLINE
GI_FLOAT32_V2_t GiZipqFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vzipq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V2_t f32x4;
    f32x4.val[0] = _mm_unpacklo_ps(Vector1, Vector2);
    f32x4.val[1] = _mm_unpackhi_ps(Vector1, Vector2);
    return f32x4;
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#elif defined(GI_RVV_INTRINSICS)
    vfloat32m2_t d = vundefined_f32m2();
    d = vset_v_f32m1_f32m2(d, 0, Vector1);
    d = vset_v_f32m1_f32m2(d, 1, Vector2);
    vuint32m2_t index;
#if GI_SIMD_LEN_BYTE == 16
    uint32_t index_128[8] = {0, 4, 1, 5, 2, 6, 3, 7};
    index = vle32_v_u32m2(index_128, 8);
#else
    uint32_t* index_p = (uint32_t*)&index;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        index_p[2 * i] = i;
        index_p[2 * i + 1] = i + GI_SIMD_LEN_BYTE / sizeof(float);
    }
#endif
    vfloat32m2_t g_d =
            vrgather_vv_f32m2(d, index, GI_SIMD_LEN_BYTE / sizeof(float) * 2);
    vfloat32m1_t v0 = vget_v_f32m2_f32m1(g_d, 0);
    vfloat32m1_t v1 = vget_v_f32m2_f32m1(g_d, 1);
    return vcreate_f32m1x2(v0, v1);
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#else
    GI_FLOAT32_V2_t ret;
    ret.val[0][0] = Vector1[0];
    ret.val[0][1] = Vector2[0];
    ret.val[0][2] = Vector1[1];
    ret.val[0][3] = Vector2[1];
    ret.val[1][0] = Vector1[2];
    ret.val[1][1] = Vector2[2];
    ret.val[1][2] = Vector1[3];
    ret.val[1][3] = Vector2[3];
    return ret;
#endif
}

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GI_FORCEINLINE
void GiStoreZipFloat32V2(float* Buffer, GI_FLOAT32_V2_t Vector) {
#if defined(GI_NEON_INTRINSICS)
    vst2q_f32(Buffer, Vector);
#else
    GI_FLOAT32_V2_t tmp;
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    tmp = GiZipqFloat32(
            GiGetSubVectorFloat32V2(Vector, 0), GiGetSubVectorFloat32V2(Vector, 1));
    GiStoreFloat32(Buffer, GiGetSubVectorFloat32V2(tmp, 0));
    GiStoreFloat32(
            Buffer + GI_SIMD_LEN_BYTE / sizeof(float), GiGetSubVectorFloat32V2(tmp, 1));
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#endif
}

734
GI_FORCEINLINE
735
GI_FLOAT32_t GiInterleaveLowFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
736 737 738
#if defined(GI_NEON64_INTRINSICS)
    return vzip1q_f32(Vector1, Vector2);
#elif defined(GI_NEON32_INTRINSICS)
739
    float32x4x2_t zipped = vzipq_f32(Vector1, Vector2);
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    return zipped.val[0];
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_unpacklo_ps(Vector1, Vector2);
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#elif defined(GI_RVV_INTRINSICS)
    vfloat32m2_t d = vundefined_f32m2();
    d = vset_v_f32m1_f32m2(d, 0, Vector1);
    d = vset_v_f32m1_f32m2(d, 1, Vector2);
    vuint32m2_t index;
#if GI_SIMD_LEN_BYTE == 16
    uint32_t index_128[4] = {0, 4, 1, 5};
    index = vle32_v_u32m2(index_128, 4);
#else
    uint32_t* index_p = (uint32_t*)&index;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float) / 2; i++) {
        index_p[2 * i] = i;
        index_p[2 * i + 1] = i + GI_SIMD_LEN_BYTE / sizeof(float);
    }
#endif
    vfloat32m2_t g_d =
            vrgather_vv_f32m2(d, index, GI_SIMD_LEN_BYTE / sizeof(float) * 2);
    return vget_v_f32m2_f32m1(g_d, 0);
761
#else
762
    GI_FLOAT32_t ret;
763 764 765 766 767 768 769 770 771
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / 2 / sizeof(float); i++) {
        ret[2 * i] = Vector1[i];
        ret[2 * i + 1] = Vector2[i];
    }
    return ret;
#endif
}

GI_FORCEINLINE
772
GI_FLOAT32_t GiInterleaveHighFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
773 774 775
#if defined(GI_NEON64_INTRINSICS)
    return vzip2q_f32(Vector1, Vector2);
#elif defined(GI_NEON32_INTRINSICS)
776
    float32x4x2_t zipped = vzipq_f32(Vector1, Vector2);
777 778 779
    return zipped.val[1];
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_unpackhi_ps(Vector1, Vector2);
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#elif defined(GI_RVV_INTRINSICS)
    vfloat32m2_t d = vundefined_f32m2();
    d = vset_v_f32m1_f32m2(d, 0, Vector1);
    d = vset_v_f32m1_f32m2(d, 1, Vector2);
    vuint32m2_t index;
#if GI_SIMD_LEN_BYTE == 16
    uint32_t index_128[8] = {0, 4, 1, 5, 2, 6, 3, 7};
    index = vle32_v_u32m2(index_128, 8);
#else
    uint32_t* index_p = (uint32_t*)&index;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        index_p[2 * i] = i;
        index_p[2 * i + 1] = i + GI_SIMD_LEN_BYTE / sizeof(float);
    }
#endif
    vfloat32m2_t g_d =
            vrgather_vv_f32m2(d, index, GI_SIMD_LEN_BYTE / sizeof(float) * 2);
    return vget_v_f32m2_f32m1(g_d, 1);
798
#else
799
    GI_FLOAT32_t ret;
800
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / 2 / sizeof(float); i++) {
801 802
        ret[2 * i] = Vector1[GI_SIMD_LEN_BYTE / 2 / sizeof(float) + i];
        ret[2 * i + 1] = Vector2[GI_SIMD_LEN_BYTE / 2 / sizeof(float) + i];
803 804 805 806 807 808
    }
    return ret;
#endif
}

GI_FORCEINLINE
809
GI_FLOAT32_t GiAddFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
810 811 812 813
#if defined(GI_NEON_INTRINSICS)
    return vaddq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_add_ps(Vector1, Vector2);
814 815
#elif defined(GI_RVV_INTRINSICS)
    return vfadd_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
816 817 818 819 820 821
#else
    return Vector1 + Vector2;
#endif
}

GI_FORCEINLINE
822
GI_FLOAT32_t GiSubtractFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
823 824 825 826
#if defined(GI_NEON_INTRINSICS)
    return vsubq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_sub_ps(Vector1, Vector2);
827 828
#elif defined(GI_RVV_INTRINSICS)
    return vfsub_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
829 830 831 832 833 834
#else
    return Vector1 - Vector2;
#endif
}

GI_FORCEINLINE
835
GI_FLOAT32_t GiMultiplyFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
836 837 838 839
#if defined(GI_NEON_INTRINSICS)
    return vmulq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_mul_ps(Vector1, Vector2);
840 841
#elif defined(GI_RVV_INTRINSICS)
    return vfmul_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
842 843 844 845 846 847
#else
    return Vector1 * Vector2;
#endif
}

GI_FORCEINLINE
848
GI_FLOAT32_t GiMultiplyScalerFloat32(GI_FLOAT32_t Vector1, float Scaler) {
849 850 851
#if defined(GI_NEON_INTRINSICS)
    return vmulq_n_f32(Vector1, Scaler);
#elif defined(GI_SSE2_INTRINSICS)
852
    GI_FLOAT32_t Vector2 = _mm_set1_ps(Scaler);
853
    return _mm_mul_ps(Vector1, Vector2);
854 855
#elif defined(GI_RVV_INTRINSICS)
    return vfmul_vf_f32m1(Vector1, Scaler, GI_SIMD_LEN_BYTE / sizeof(float));
856 857 858 859 860 861
#else
    return Vector1 * Scaler;
#endif
}

GI_FORCEINLINE
862 863
GI_FLOAT32_t GiMultiplyAddFloat32(
        GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
864
#if defined(GI_NEON_INTRINSICS)
865
    return v_fma_ps_f32(VectorSum, Vector1, Vector2);
866 867 868 869
#elif defined(GI_FMA3_INTRINSICS)
    return _mm_fmadd_ps(Vector1, Vector2, VectorSum);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_add_ps(_mm_mul_ps(Vector1, Vector2), VectorSum);
870 871 872
#elif defined(GI_RVV_INTRINSICS)
    return vfmadd_vv_f32m1(
            Vector1, Vector2, VectorSum, GI_SIMD_LEN_BYTE / sizeof(float));
873 874 875 876 877
#else
    return Vector1 * Vector2 + VectorSum;
#endif
}

878 879 880 881
GI_FORCEINLINE
GI_FLOAT32_t GiMultiplyAddScalarFloat32(
        GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector, float Scalar) {
#if defined(GI_NEON_INTRINSICS)
882
    return v_fma_n_f32(VectorSum, Vector, Scalar);
883
#elif defined(GI_SSE2_INTRINSICS)
884
    return GiMultiplyAddFloat32(VectorSum, GiBroadcastFloat32(Scalar), Vector);
885 886
#elif defined(GI_RVV_INTRINSICS)
    return vfmadd_vf_f32m1(Vector, Scalar, VectorSum, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    return VectorSum + Vector * Scalar;
#endif
}

#if defined(GI_NEON_INTRINSICS)
893 894 895
#define GIMULTIPLYADDLANFLOAT32(i)                                                \
    GI_FORCEINLINE GI_FLOAT32_t GiMultiplyAddLan##i##Float32(                     \
            GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) { \
896
        return v_fma_lane_f32(VectorSum, Vector1, vget_low_f32(Vector2), i);      \
897 898 899 900 901
    }
GIMULTIPLYADDLANFLOAT32(0)
GIMULTIPLYADDLANFLOAT32(1)
#undef GIMULTIPLYADDLANFLOAT32
#define GIMULTIPLYADDLANFLOAT32(i)                                                \
902 903
    GI_FORCEINLINE GI_FLOAT32_t GiMultiplyAddLan##i##Float32(                     \
            GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) { \
904
        return v_fma_lane_f32(VectorSum, Vector1, vget_high_f32(Vector2), i - 2); \
905 906 907
    }
GIMULTIPLYADDLANFLOAT32(2)
GIMULTIPLYADDLANFLOAT32(3)
908
#undef GIMULTIPLYADDLANFLOAT32
909
#else
910

911 912 913 914 915
#define GIMULTIPLYADDLANFLOAT32(i)                                                \
    GI_FORCEINLINE GI_FLOAT32_t GiMultiplyAddLan##i##Float32(                     \
            GI_FLOAT32_t VectorSum, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) { \
        return GiMultiplyAddScalarFloat32(                                        \
                VectorSum, Vector1, GiExtractLane##i##Float32(Vector2));          \
916 917 918 919 920 921 922 923 924
    }
GIMULTIPLYADDLANFLOAT32(0)
GIMULTIPLYADDLANFLOAT32(1)
GIMULTIPLYADDLANFLOAT32(2)
GIMULTIPLYADDLANFLOAT32(3)
#undef GIMULTIPLYADDLANFLOAT32
#endif

GI_FORCEINLINE
925
GI_FLOAT32_t GiDivideFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
926 927 928 929 930 931 932 933
#if defined(GI_NEON64_INTRINSICS)
    return vdivq_f32(Vector1, Vector2);
#elif defined(GI_NEON32_INTRINSICS)
    float32x4_t recp = vrecpeq_f32(Vector2);
    recp = vmulq_f32(vrecpsq_f32(Vector2, recp), recp);
    return vmulq_f32(Vector1, recp);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_div_ps(Vector1, Vector2);
934 935
#elif defined(GI_RVV_INTRINSICS)
    return vfdiv_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    return Vector1 / Vector2;
#endif
}

GI_FORCEINLINE
942 943 944 945 946 947
GI_FLOAT32_t GiRecpeSFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON64_INTRINSICS)
    return vrecpsq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_t two = _mm_set1_ps(2.0f);
    return _mm_sub_ps(two, _mm_mul_ps(Vector1, Vector2));
948 949 950
#elif defined(GI_RVV_INTRINSICS)
    GI_FLOAT32_t two = GiBroadcastFloat32(2.0f);
    return vfnmsub_vv_f32m1(Vector1, Vector2, two, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    return (2.0f - Vector1 * Vector2);
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiRecpeFloat32(GI_FLOAT32_t Vector) {
#if defined(GI_NEON32_INTRINSICS)
    return vrecpeq_f32(Vector);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_t ones = _mm_set1_ps(1.0f);
    return _mm_div_ps(ones, Vector);
963 964 965
#elif defined(GI_RVV_INTRINSICS)
    GI_FLOAT32_t ones = GiBroadcastFloat32(1.0f);
    return vfdiv_vv_f32m1(ones, Vector, GI_SIMD_LEN_BYTE / sizeof(float));
966
#else
967
    //! FIXME: neon or sse always have low accuracy than 1/x
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    return 1 / Vector;
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiNegFloat32(GI_FLOAT32_t Vector) {
#if defined(GI_NEON32_INTRINSICS)
    return vnegq_f32(Vector);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_t zero = _mm_set1_ps(0.0f);
    return _mm_sub_ps(zero, Vector);
979 980
#elif defined(GI_RVV_INTRINSICS)
    return vfneg_v_f32m1(Vector, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    return -Vector;
#endif
}

GI_FORCEINLINE
GI_UINT32_t GiGreaterThanFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vcgtq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castps_si128(_mm_cmpgt_ps(Vector1, Vector2));
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#elif defined(GI_RVV_INTRINSICS)
    vbool32_t b =
            vmfgt_vv_f32m1_b32(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
    GI_UINT32_t ret;
    memcpy(&ret, &b, GI_SIMD_LEN_BYTE);
    return vneg_v_u32m1(ret, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_UINT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = Vector1[i] > Vector2[i] ? 0xFFFFFFFF : 0;
    }
    return ret;
#endif
}

GI_FORCEINLINE
GI_UINT32_t GiLessThanEqFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1009
#if defined(GI_NEON_INTRINSICS)
1010
    return vcleq_f32(Vector1, Vector2);
1011
#elif defined(GI_SSE2_INTRINSICS)
1012
    return _mm_castps_si128(_mm_cmple_ps(Vector1, Vector2));
1013 1014 1015 1016 1017 1018
#elif defined(GI_RVV_INTRINSICS)
    vbool32_t b =
            vmfle_vv_f32m1_b32(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
    GI_UINT32_t ret;
    memcpy(&ret, &b, GI_SIMD_LEN_BYTE);
    return vneg_v_u32m1(ret, GI_SIMD_LEN_BYTE / sizeof(float));
1019
#else
1020 1021 1022 1023 1024
    GI_UINT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = Vector1[i] <= Vector2[i] ? 0xFFFFFFFF : 0;
    }
    return ret;
1025 1026 1027 1028
#endif
}

GI_FORCEINLINE
1029 1030 1031 1032 1033
GI_UINT32_t GiLessThanFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vcltq_f32(Vector1, Vector2);
#elif defined(GI_SSE2_INTRINSICS)
    return _mm_castps_si128(_mm_cmplt_ps(Vector1, Vector2));
1034 1035 1036 1037 1038 1039
#elif defined(GI_RVV_INTRINSICS)
    vbool32_t b =
            vmflt_vv_f32m1_b32(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
    GI_UINT32_t ret;
    memcpy(&ret, &b, GI_SIMD_LEN_BYTE);
    return vneg_v_u32m1(ret, GI_SIMD_LEN_BYTE / sizeof(float));
1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050
#else
    GI_UINT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = Vector1[i] < Vector2[i] ? 0xFFFFFFFF : 0;
    }
    return ret;
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiAndFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1051 1052 1053
#if defined(GI_SSE2_INTRINSICS)
    return _mm_and_ps(Vector1, Vector2);
#else
1054
    return GiReintInt32ToFloat32(
1055 1056 1057 1058 1059
            GiAndInt32(GiReinterpretAsInt32(Vector1), GiReinterpretAsInt32(Vector2)));
#endif
}

GI_FORCEINLINE
1060
GI_FLOAT32_t GiOrFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1061 1062 1063
#if defined(GI_SSE2_INTRINSICS)
    return _mm_or_ps(Vector1, Vector2);
#else
1064
    return GiReintInt32ToFloat32(
1065 1066 1067 1068 1069
            GiOrInt32(GiReinterpretAsInt32(Vector1), GiReinterpretAsInt32(Vector2)));
#endif
}

GI_FORCEINLINE
1070
GI_FLOAT32_t GiAndNotFloat32(GI_FLOAT32_t VectorNot, GI_FLOAT32_t Vector) {
1071 1072 1073
#if defined(GI_SSE2_INTRINSICS)
    return _mm_andnot_ps(VectorNot, Vector);
#else
1074
    return GiReintInt32ToFloat32(GiAndNotInt32(
1075 1076 1077 1078 1079
            GiReinterpretAsInt32(VectorNot), GiReinterpretAsInt32(Vector)));
#endif
}

GI_FORCEINLINE
1080
GI_FLOAT32_t GiXorFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1081 1082 1083
#if defined(GI_SSE2_INTRINSICS)
    return _mm_xor_ps(Vector1, Vector2);
#else
1084
    return GiReintInt32ToFloat32(
1085 1086 1087 1088 1089
            GiXorInt32(GiReinterpretAsInt32(Vector1), GiReinterpretAsInt32(Vector2)));
#endif
}

GI_FORCEINLINE
1090 1091
GI_FLOAT32_t GiBlendFloat32(
        GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2, GI_FLOAT32_t Selection) {
1092
    return GiOrFloat32(
1093
            GiAndFloat32(Vector1, Selection), GiAndNotFloat32(Selection, Vector2));
1094 1095
}

1096 1097 1098
#define MIN_NAN(a, b) (isnan(a) || (a) < (b)) ? (a) : (b);
#define MAX_NAN(a, b) (isnan(a) || (a) > (b)) ? (a) : (b);

1099
GI_FORCEINLINE
1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114
GI_FLOAT32_t GiBSLFloat32(
        GI_UINT32_t Selection, GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vbslq_f32(Selection, Vector1, Vector2);
#else
    return GiBlendFloat32(Vector1, Vector2, GiReintUint32ToFloat32(Selection));
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiMaximumFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vmaxq_f32(Vector1, Vector2);
#elif defined(GI_NEON32_INTRINSICS)
    return _mm_max_ps(Vector1, Vector2);
1115 1116
#elif defined(GI_RVV_INTRINSICS)
    return vfmax_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131
#else
    GI_FLOAT32_t max;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        max[i] = Max(Vector1[i], Vector2[i]);
    }
    return max;
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiMinimumFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_NEON_INTRINSICS)
    return vminq_f32(Vector1, Vector2);
#elif defined(GI_NEON32_INTRINSICS)
    return _mm_min_ps(Vector1, Vector2);
1132 1133
#elif defined(GI_RVV_INTRINSICS)
    return vfmin_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144
#else
    GI_FLOAT32_t min;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        min[i] = Min(Vector1[i], Vector2[i]);
    }
    return min;
#endif
}

GI_FORCEINLINE
GI_FLOAT32_t GiMaxNanFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1145 1146
#if defined(GI_NEON_INTRINSICS)
    return vmaxq_f32(Vector1, Vector2);
1147 1148 1149 1150 1151 1152 1153 1154 1155
#elif defined(GI_RVV_INTRINSICS)
    //! vfmax_vv_f32m1 NAN logic is not same with NEON, imp with naive
    GI_FLOAT32_FIXLEN_t a, b, ret;
    a = GiFloat32Type2FixLenType(Vector1);
    b = GiFloat32Type2FixLenType(Vector2);
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = MAX_NAN(a[i], b[i]);
    }
    return GiFixLenType2GiFloat32Type(ret);
1156
#else
1157 1158
    //! _mm_max_ps does not fellow the IEEE standard when input is NAN, so
    //! implement by C code
1159
    GI_FLOAT32_t max;
1160 1161 1162 1163
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        max[i] = MAX_NAN(Vector1[i], Vector2[i]);
    }
    return max;
1164 1165 1166 1167
#endif
}

GI_FORCEINLINE
1168
GI_FLOAT32_t GiMinNanFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
1169 1170
#if defined(GI_NEON_INTRINSICS)
    return vminq_f32(Vector1, Vector2);
1171 1172 1173 1174 1175 1176 1177 1178 1179
#elif defined(GI_RVV_INTRINSICS)
    //! vfmin_vv_f32m1 NAN logic is not same with NEON, imp with naive
    GI_FLOAT32_FIXLEN_t a, b, ret;
    a = GiFloat32Type2FixLenType(Vector1);
    b = GiFloat32Type2FixLenType(Vector2);
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = MIN_NAN(a[i], b[i]);
    }
    return GiFixLenType2GiFloat32Type(ret);
1180
#else
1181 1182
    //! _mm_min_ps does not fellow the IEEE standard when input is NAN, so
    //! implement by C code
1183
    GI_FLOAT32_t min;
1184 1185 1186 1187
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        min[i] = MIN_NAN(Vector1[i], Vector2[i]);
    }
    return min;
1188 1189 1190 1191
#endif
}

GI_FORCEINLINE
1192
GI_FLOAT32_t GiClampFloat32(GI_FLOAT32_t Value, float LowerRange, float UpperRange) {
1193 1194 1195 1196 1197 1198
    Value = GiMaximumFloat32(GiBroadcastFloat32(LowerRange), Value);
    Value = GiMinimumFloat32(GiBroadcastFloat32(UpperRange), Value);
    return Value;
}

GI_FORCEINLINE
1199
float GiReduceAddFloat32(GI_FLOAT32_t Vector) {
1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215
#if defined(GI_NEON64_INTRINSICS)
    Vector = vpaddq_f32(Vector, Vector);
    Vector = vpaddq_f32(Vector, Vector);
    return vgetq_lane_f32(Vector, 0);
#elif defined(GI_NEON32_INTRINSICS)
    float32x2_t VectorLow = vget_low_f32(Vector);
    float32x2_t VectorHigh = vget_high_f32(Vector);
    VectorLow = vpadd_f32(VectorLow, VectorHigh);
    VectorLow = vpadd_f32(VectorLow, VectorHigh);
    return vget_lane_f32(VectorLow, 0);
#elif defined(GI_SSE2_INTRINSICS)
    Vector = GiAddFloat32(
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(2, 3, 2, 3)));
    Vector = GiAddFloat32(
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(1, 1, 1, 1)));
    return GiExtractLane0Float32(Vector);
1216 1217 1218 1219 1220 1221
#elif defined(GI_RVV_INTRINSICS)
    vfloat32m1_t redsum = vundefined_f32m1();
    //! use Ordered sum, may Unordered sum more fast with vfredusum_vs_f32m1_f32m1
    redsum = vfredosum_vs_f32m1_f32m1(
            redsum, Vector, GiBroadcastFloat32(0.0f), GI_SIMD_LEN_BYTE / sizeof(float));
    return GiExtractLane0Float32(redsum);
1222 1223 1224 1225 1226 1227 1228 1229 1230 1231
#else
    float ret = 0;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret += Vector[i];
    }
    return ret;
#endif
}

GI_FORCEINLINE
1232
float GiReduceMultiplyFloat32(GI_FLOAT32_t Vector) {
1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243
#if defined(GI_NEON64_INTRINSICS)
    float32x2_t low = vget_low_f32(Vector);
    float32x2_t high = vget_high_f32(Vector);
    float32x2_t res = vmul_f32(low, high);
    return vget_lane_f32(res, 0) * vget_lane_f32(res, 1);
#elif defined(GI_SSE2_INTRINSICS)
    Vector = GiMultiplyFloat32(
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(2, 3, 2, 3)));
    Vector = GiMultiplyFloat32(
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(1, 1, 1, 1)));
    return GiExtractLane0Float32(Vector);
1244 1245 1246 1247 1248 1249 1250 1251
#elif defined(GI_RVV_INTRINSICS)
    //! RVV do not have reduce mul, imp with naive
    float ret = 1;
    GI_FLOAT32_FIXLEN_t v = GiFloat32Type2FixLenType(Vector);
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret *= v[i];
    }
    return ret;
1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264
#else
    float ret = 1;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret *= Vector[i];
    }
    return ret;
#endif
}

#define Max(a, b) (a) > (b) ? (a) : (b)
#define Min(a, b) (a) < (b) ? (a) : (b)

GI_FORCEINLINE
1265
float GiReduceMaxNanFloat32(GI_FLOAT32_t Vector) {
1266 1267 1268 1269 1270 1271 1272 1273 1274
#if defined(GI_NEON64_INTRINSICS)
    return vmaxvq_f32(Vector);
#elif defined(GI_NEON32_INTRINSICS)
    float32x2_t VectorLow = vget_low_f32(Vector);
    float32x2_t VectorHigh = vget_high_f32(Vector);
    VectorLow = vpmax_f32(VectorLow, VectorHigh);
    VectorLow = vpmax_f32(VectorLow, VectorHigh);
    return vget_lane_f32(VectorLow, 0);
#elif defined(GI_SSE2_INTRINSICS)
1275
    Vector = GiMaxNanFloat32(
1276
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(2, 3, 2, 3)));
1277
    Vector = GiMaxNanFloat32(
1278 1279
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(1, 1, 1, 1)));
    return GiExtractLane0Float32(Vector);
1280 1281 1282 1283 1284 1285 1286 1287
#elif defined(GI_RVV_INTRINSICS)
    //! vfredmax_vs_f32m1_f32m1 can not handle NAN case, imp with naive
    GI_FLOAT32_FIXLEN_t v = GiFloat32Type2FixLenType(Vector);
    float ret = v[0];
    for (size_t i = 1; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret = MAX_NAN(ret, v[i]);
    }
    return ret;
1288 1289 1290
#else
    float ret = Vector[0];
    for (size_t i = 1; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
1291
        ret = MAX_NAN(ret, Vector[i]);
1292 1293 1294 1295 1296 1297
    }
    return ret;
#endif
}

GI_FORCEINLINE
1298
float GiReduceMinNanFloat32(GI_FLOAT32_t Vector) {
1299 1300 1301 1302 1303 1304 1305 1306 1307
#if defined(GI_NEON64_INTRINSICS)
    return vminvq_f32(Vector);
#elif defined(GI_NEON32_INTRINSICS)
    float32x2_t VectorLow = vget_low_f32(Vector);
    float32x2_t VectorHigh = vget_high_f32(Vector);
    VectorLow = vpmin_f32(VectorLow, VectorHigh);
    VectorLow = vpmin_f32(VectorLow, VectorHigh);
    return vget_lane_f32(VectorLow, 0);
#elif defined(GI_SSE2_INTRINSICS)
1308
    Vector = GiMinNanFloat32(
1309
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(2, 3, 2, 3)));
1310
    Vector = GiMinNanFloat32(
1311 1312
            Vector, _mm_shuffle_ps(Vector, Vector, _MM_SHUFFLE(1, 1, 1, 1)));
    return GiExtractLane0Float32(Vector);
1313 1314 1315 1316 1317 1318 1319 1320
#elif defined(GI_RVV_INTRINSICS)
    //! vfredmin_vs_f32m1_f32m1 can not handle NAN case, imp with naive
    GI_FLOAT32_FIXLEN_t v = GiFloat32Type2FixLenType(Vector);
    float ret = v[0];
    for (size_t i = 1; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret = MIN_NAN(ret, v[i]);
    }
    return ret;
1321 1322 1323
#else
    float ret = Vector[0];
    for (size_t i = 1; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
1324
        ret = MIN_NAN(ret, Vector[i]);
1325 1326 1327 1328 1329
    }
    return ret;
#endif
}

1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340
GI_FORCEINLINE
GI_FLOAT32_t GiAbsFloat32(GI_FLOAT32_t Vector1) {
#if defined(GI_NEON64_INTRINSICS)
    return vabsq_f32(Vector1);
#elif defined(GI_SSE2_INTRINSICS)
    union {
        unsigned int int_val;
        float float_val;
    } value;
    value.int_val = 0x7fffffff;
    return _mm_and_ps(Vector1, _mm_set_ps1(value.float_val));
1341 1342
#elif defined(GI_RVV_INTRINSICS)
    return vfabs_v_f32m1(Vector1, GI_SIMD_LEN_BYTE / sizeof(float));
1343 1344 1345 1346 1347 1348 1349 1350 1351
#else
    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = Vector1[i] > 0 ? Vector1[i] : -Vector1[i];
    }
    return ret;
#endif
}

1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404
#if defined(GI_SSE2_INTRINSICS)
typedef __m128i int8x16_t;
typedef __m64_128 int8x8_t;
GI_FORCEINLINE int8x16_t vcombine_s8(int8x8_t low, int8x8_t high) {
    return _mm_unpacklo_epi64(_pM128i(low), _pM128i(high));
}

typedef __m64_128 int64x1_t;
GI_FORCEINLINE int64x1_t vget_low_s64(GI_INT64_t a) {
    int64x1_t res64;
    return64(a);
}
GI_FORCEINLINE int64x1_t vget_high_s64(GI_INT64_t a) {
    int64x1_t res64;
    __m128i res;
    res = _mm_unpackhi_epi64(a, a);
    return64(res);
}
#endif

GI_FORCEINLINE GI_INT64_t GiZip1qS64(GI_INT64_t __p0, GI_INT64_t __p1) {
#if defined(GI_NEON_INTRINSICS)
    return vzip1q_s64(__p0, __p1);
#elif defined(GI_SSE2_INTRINSICS)
#define vcombine_s64 vcombine_s8
    return vcombine_s64(vget_low_s64(__p0), vget_low_s64(__p1));
#else
    GI_INT64_t ret;
    ret[0] = __p0[0];
    ret[1] = __p1[0];
    return ret;
#endif
}

GI_FORCEINLINE GI_INT64_t GiZip2qS64(GI_INT64_t __p0, GI_INT64_t __p1) {
#if defined(GI_NEON_INTRINSICS)
    return vzip2q_s64(__p0, __p1);
#elif defined(GI_SSE2_INTRINSICS)
#define vcombine_s64 vcombine_s8
    return vcombine_s64(vget_high_s64(__p0), vget_high_s64(__p1));
#else
    GI_INT64_t ret;
    ret[0] = __p0[1];
    ret[1] = __p1[1];
    return ret;
#endif
}

GI_FORCEINLINE GI_FLOAT32_t GiReinterpretqS64ToFloat32(GI_INT64_t a) {
#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_f32_s64(a);
#elif defined(GI_SSE2_INTRINSICS)
    return _M128(a);
1405 1406
#elif defined(GI_RVV_INTRINSICS)
    return vle32_v_f32m1((float*)&a, GI_SIMD_LEN_BYTE / sizeof(float));
1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418
#else
    GI_FLOAT32_t ret;
    memcpy(&ret, &a, sizeof(GI_FLOAT32_t));
    return ret;
#endif
}

GI_FORCEINLINE GI_INT64_t GiReinterpretqFloat32ToS64(GI_FLOAT32_t a) {
#if defined(GI_NEON_INTRINSICS)
    return vreinterpretq_s64_f32(a);
#elif defined(GI_SSE2_INTRINSICS)
    return _M128i(a);
1419 1420 1421 1422
#elif defined(GI_RVV_INTRINSICS)
    GI_INT64_t ret;
    vse32_v_f32m1((float*)&ret, a, GI_SIMD_LEN_BYTE / sizeof(float));
    return ret;
1423 1424 1425 1426 1427 1428 1429 1430 1431
#else
    GI_INT64_t ret;
    memcpy(&ret, &a, sizeof(GI_INT64_t));
    return ret;
#endif
}

#if defined(GI_NEON_INTRINSICS)
#define GiSimdFmaLane(a, b, c, d) vfmaq_laneq_f32(a, b, c, d)
1432 1433 1434 1435 1436 1437 1438 1439 1440 1441
#elif defined(GI_RVV_INTRINSICS)
#define __rvv_fmaq_laneq_f32(__a, __b, __c, __lane)                     \
    __extension__({                                                     \
        float t[GI_SIMD_LEN_BYTE / sizeof(float)];                      \
        vse32_v_f32m1(t, __c, GI_SIMD_LEN_BYTE / sizeof(float));        \
        GI_FLOAT32_t __ret = vfmadd_vf_f32m1(                           \
                __b, t[__lane], __a, GI_SIMD_LEN_BYTE / sizeof(float)); \
        __ret;                                                          \
    })
#define GiSimdFmaLane(a, b, c, d) __rvv_fmaq_laneq_f32(a, b, c, d)
1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526
#else
GI_FORCEINLINE GI_FLOAT32_t
___gi_vmlaq_lane_f32(GI_FLOAT32_t a, GI_FLOAT32_t b, float32x2_t v, int l) {
    float vlane;
    GI_FLOAT32_t c;
    vlane = (float)GiGetLaneFloat32(v, l);
    c = GiBroadcastFloat32(vlane);
    return GiMlaqFloat32(a, b, c);
}
GI_FORCEINLINE float32x2_t ___gi_vget_low_f32(GI_FLOAT32_t a) {
#if defined(GI_SSE2_INTRINSICS)
    float32x2_t res64;
    _M64f(res64, a);
    return res64;
#else
    float32x2_t ret;
    ret[0] = a[0];
    ret[1] = a[1];
    return ret;
#endif
}
GI_FORCEINLINE float32x2_t ___gi_vget_high_f32(GI_FLOAT32_t a) {
#if defined(GI_SSE2_INTRINSICS)
    __m128i res;
    __m64_128 res64;
    res = _mm_unpackhi_epi64(_M128i(a), _M128i(a));
    return64(res);
#else
    float32x2_t ret;
    ret[0] = a[2];
    ret[1] = a[3];
    return ret;
#endif
}
GI_FORCEINLINE GI_FLOAT32_t
___gi_vfmaq_laneq_f32(GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v, int l) {
    if (l < 2) {
        return ___gi_vmlaq_lane_f32(a, b, ___gi_vget_low_f32(v), l);
    } else {
        return ___gi_vmlaq_lane_f32(a, b, ___gi_vget_high_f32(v), l - 2);
    }
}
#define GiSimdFmaLane(a, b, c, d) ___gi_vfmaq_laneq_f32(a, b, c, d)
#endif

#if defined(GI_NEON_INTRINSICS)
#if MEGDNN_AARCH64
#define GiMlaqLowLaneFloat32(__a, __b, __v, __lane) \
    vmlaq_laneq_f32(__a, __b, __v, __lane)

#define GiMlaqHighLaneFloat32(__a, __b, __v, __lane) \
    vmlaq_laneq_f32(__a, __b, __v, __lane)

#else
#define GiMlaqLowLaneFloat32(__a, __b, __v, __lane)               \
    __extension__({                                               \
        float32x2_t c = vget_low_f32(__v);                        \
        GI_FLOAT32_t __ret = vmlaq_lane_f32(__a, __b, c, __lane); \
        __ret;                                                    \
    })

#define GiMlaqHighLaneFloat32(__a, __b, __v, __lane)                    \
    __extension__({                                                     \
        float32x2_t c = vget_high_f32(__v);                             \
        GI_FLOAT32_t __ret = vmlaq_lane_f32(__a, __b, c, (__lane - 2)); \
        __ret;                                                          \
    })

#endif

#elif defined(GI_SSE2_INTRINSICS)
#define GiMlaqLowLaneFloat32(__a, __b, __v, __lane)                   \
    __extension__({                                                   \
        float32x2_t c = sse_vget_low_f32(__v);                        \
        GI_FLOAT32_t __ret = sse_vmlaq_lane_f32(__a, __b, c, __lane); \
        __ret;                                                        \
    })

#define GiMlaqHighLaneFloat32(__a, __b, __v, __lane)                        \
    __extension__({                                                         \
        float32x2_t c = sse_vget_high_f32(__v);                             \
        GI_FLOAT32_t __ret = sse_vmlaq_lane_f32(__a, __b, c, (__lane - 2)); \
        __ret;                                                              \
    })

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#elif defined(GI_RVV_INTRINSICS)
#define GiMlaqLowLaneFloat32(a, b, c, d)  __rvv_fmaq_laneq_f32(a, b, c, d)
#define GiMlaqHighLaneFloat32(a, b, c, d) __rvv_fmaq_laneq_f32(a, b, c, d)
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#else
//! naive
#define GiMlaqLowLaneFloat32(__a, __b, __v, __lane)                     \
    __extension__({                                                     \
        GI_FLOAT32_t __ret;                                             \
        for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) { \
            __ret[i] = __a[i] + (__b[i] * __v[__lane]);                 \
        }                                                               \
        __ret;                                                          \
    })

#define GiMlaqHighLaneFloat32(__a, __b, __v, __lane)                    \
    __extension__({                                                     \
        GI_FLOAT32_t __ret;                                             \
        for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) { \
            __ret[i] = __a[i] + (__b[i] * __v[__lane]);                 \
        }                                                               \
        __ret;                                                          \
    })
#endif

#if defined(GI_NEON_INTRINSICS)
#define GiFmsqLaneQFloat32(a, b, v, lane) vfmsq_laneq_f32(a, b, v, lane)
#elif defined(GI_SSE2_INTRINSICS)
#define SSE_VFMSQ_LANEQ_F32(lane)                                   \
    GI_FORCEINLINE GI_FLOAT32_t sse_vfmsq_lane_##lane##_q_f32(      \
            GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v) {       \
        return sse_vmlsq_lane_f32(a, b, sse_vget_low_f32(v), lane); \
    }
SSE_VFMSQ_LANEQ_F32(0)
SSE_VFMSQ_LANEQ_F32(1)
#undef SSE_VFMSQ_LANEQ_F32
#define SSE_VFMSQ_LANEQ_F32(lane)                                        \
    GI_FORCEINLINE GI_FLOAT32_t sse_vfmsq_lane_##lane##_q_f32(           \
            GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v) {            \
        return sse_vmlsq_lane_f32(a, b, sse_vget_high_f32(v), lane - 2); \
    }
SSE_VFMSQ_LANEQ_F32(2)
SSE_VFMSQ_LANEQ_F32(3)
#undef SSE_VFMSQ_LANEQ_F32
#define GiFmsqLaneQFloat32(a, b, v, lane) sse_vfmsq_lane_##lane##_q_f32(a, b, v)
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#elif defined(GI_RVV_INTRINSICS)
#define __rvv_fmsq_lane_float32(__a, __b, __c, __lane)                  \
    __extension__({                                                     \
        float t[GI_SIMD_LEN_BYTE / sizeof(float)];                      \
        vse32_v_f32m1(t, __c, GI_SIMD_LEN_BYTE / sizeof(float));        \
        GI_FLOAT32_t __ret = vfnmsub_vf_f32m1(                          \
                __b, t[__lane], __a, GI_SIMD_LEN_BYTE / sizeof(float)); \
        __ret;                                                          \
    })
#define GiFmsqLaneQFloat32(a, b, c, d) __rvv_fmsq_lane_float32(a, b, c, d)
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#else
//! naive
GI_FORCEINLINE GI_FLOAT32_t __naive_GiFmsqLaneQFloat32(
        GI_FLOAT32_t a, GI_FLOAT32_t b, GI_FLOAT32_t v, const int lane) {
    GI_FLOAT32_t ret;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        ret[i] = a[i] - (b[i] * v[lane]);
    }

    return ret;
}
#define GiFmsqLaneQFloat32(a, b, v, lane) __naive_GiFmsqLaneQFloat32(a, b, v, lane)
#endif

GI_FORCEINLINE GI_FLOAT32_t GiCombineFloat32(float32x2_t a, float32x2_t b) {
#if defined(GI_NEON_INTRINSICS)
    return vcombine_f32(a, b);
#elif defined(GI_SSE2_INTRINSICS)
    __m128i res;
    res = _mm_unpacklo_epi64(_pM128i(a), _pM128i(b));
    return _M128(res);
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#elif defined(GI_RVV_INTRINSICS)
    float t[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(t, a, 2);
    vse32_v_f32m1(t + 2, b, 2);
    return vle32_v_f32m1(t, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_t res;
    res[0] = a[0];
    res[1] = a[1];
    res[2] = b[0];
    res[3] = b[1];
    return res;
#endif
}

GI_FORCEINLINE float32x2_t GiGetLowFloat32(GI_FLOAT32_t a) {
#if defined(GI_NEON_INTRINSICS)
    return vget_low_f32(a);
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#elif defined(GI_RVV_INTRINSICS)
    return vmv_v_v_f32m1(a, 2);
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#else
    return ___gi_vget_low_f32(a);
#endif
}

GI_FORCEINLINE float32x2_t GiGetHighFloat32(GI_FLOAT32_t a) {
#if defined(GI_NEON_INTRINSICS)
    return vget_high_f32(a);
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#elif defined(GI_RVV_INTRINSICS)
    float t[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(t, a, GI_SIMD_LEN_BYTE / sizeof(float));
    return vle32_v_f32m1(
            t + GI_SIMD_LEN_BYTE / sizeof(float) / 2,
            GI_SIMD_LEN_BYTE / sizeof(float) / 2);
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#else
    return ___gi_vget_high_f32(a);
#endif
}
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GI_FORCEINLINE float32x2_t GiPaddFloat32(float32x2_t a, float32x2_t b) {
#if defined(GI_NEON_INTRINSICS)
    return vpadd_f32(a, b);
#elif defined(GI_SSE2_INTRINSICS)
    float32x2_t res;
    res.m64_f32[0] = a.m64_f32[0] + a.m64_f32[1];
    res.m64_f32[1] = b.m64_f32[0] + b.m64_f32[1];
    return res;
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#elif defined(GI_RVV_INTRINSICS)
    float t[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(t, a, 2);
    vse32_v_f32m1(t + 2, b, 2);
    t[0] = t[0] + t[1];
    t[1] = t[2] + t[3];
    return vle32_v_f32m1(t, 2);
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#else
    float32x2_t res;
    res[0] = a[0] + a[1];
    res[1] = b[0] + b[1];
    return res;
#endif
}

GI_FORCEINLINE float32x2_t GiPmaxFloat32(float32x2_t a, float32x2_t b) {
#if defined(GI_NEON_INTRINSICS)
    return vpmax_f32(a, b);
#elif defined(GI_SSE2_INTRINSICS)
    float32x2_t res;
    res.m64_f32[0] = MAX_NAN(a.m64_f32[0], a.m64_f32[1]);
    res.m64_f32[1] = MAX_NAN(b.m64_f32[0], b.m64_f32[1]);
    return res;
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#elif defined(GI_RVV_INTRINSICS)
    float t[GI_SIMD_LEN_BYTE / sizeof(float)];
    vse32_v_f32m1(t, a, 2);
    vse32_v_f32m1(t + 2, b, 2);
    t[0] = MAX_NAN(t[0], t[1]);
    t[1] = MAX_NAN(t[2], t[3]);
    return vle32_v_f32m1(t, 2);
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#else
    float32x2_t res;
    res[0] = MAX_NAN(a[0], a[1]);
    res[1] = MAX_NAN(b[0], b[1]);
    return res;
#endif
}
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GI_FORCEINLINE GI_FLOAT32_V2_t GiLoadUzipFloat32V2(const float* Buffer) {
#if defined(GI_NEON_INTRINSICS)
    return vld2q_f32(Buffer);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V2_t v;
    v.val[0] = GiLoadFloat32(Buffer);
    v.val[1] = GiLoadFloat32((Buffer + 4));
    v = GiUzpqFloat32(v.val[0], v.val[1]);
    return v;
#elif defined(GI_RVV_INTRINSICS)
    return vlseg2e32_v_f32m1x2(Buffer, GI_SIMD_LEN_BYTE / sizeof(float));
#else
    GI_FLOAT32_V2_t ret;
    ret.val[0][0] = Buffer[0];
    ret.val[0][1] = Buffer[2];
    ret.val[0][2] = Buffer[4];
    ret.val[0][3] = Buffer[6];
    ret.val[1][0] = Buffer[1];
    ret.val[1][1] = Buffer[3];
    ret.val[1][2] = Buffer[5];
    ret.val[1][3] = Buffer[7];
    return ret;
#endif
}

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GI_FORCEINLINE
GI_FLOAT32_V3_t GiLoadUzipFloat32V3(const float* ptr) {
#if defined(GI_NEON_INTRINSICS)
    return vld3q_f32(ptr);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V3_t v;
    __m128 tmp0, tmp1, tmp2, tmp3;
    v.val[0] = GiLoadFloat32(ptr);
    v.val[1] = GiLoadFloat32((ptr + 4));
    v.val[2] = GiLoadFloat32((ptr + 8));

    tmp0 = _mm_castsi128_ps(_mm_shuffle_epi32(
            _mm_castps_si128(v.val[0]), 0 | (3 << 2) | (1 << 4) | (2 << 6)));
    tmp1 = _mm_castsi128_ps(
            _mm_shuffle_epi32(_mm_castps_si128(v.val[1]), _SWAP_HI_LOW32));
    tmp2 = _mm_castsi128_ps(_mm_shuffle_epi32(
            _mm_castps_si128(v.val[2]), 1 | (2 << 2) | (0 << 4) | (3 << 6)));
    tmp3 = _mm_unpacklo_ps(tmp1, tmp2);

    v.val[0] = _mm_movelh_ps(tmp0, tmp3);
    tmp0 = _mm_unpackhi_ps(tmp0, tmp1);
    v.val[1] =
            _mm_castsi128_ps(_mm_shuffle_epi32(_mm_castps_si128(tmp0), _SWAP_HI_LOW32));
    v.val[1] = _mm_movehl_ps(tmp3, v.val[1]);
    v.val[2] = _mm_movehl_ps(tmp2, tmp0);
    return v;
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#elif defined(GI_RVV_INTRINSICS)
    return vlseg3e32_v_f32m1x3(ptr, GI_SIMD_LEN_BYTE / sizeof(float));
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#else
    GI_FLOAT32_V3_t ret;
    for (size_t i = 0; i < 3; i++) {
        ret.val[i][0] = ptr[0 + i];
        ret.val[i][1] = ptr[3 + i];
        ret.val[i][2] = ptr[6 + i];
        ret.val[i][3] = ptr[9 + i];
    }

    return ret;
#endif
}

M
Megvii Engine Team 已提交
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GI_FORCEINLINE
GI_FLOAT32_V4_t GiLoadUzipFloat32V4(const float* ptr) {
#if defined(GI_NEON_INTRINSICS)
    return vld4q_f32(ptr);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V4_t v;
    __m128 tmp0, tmp1, tmp2, tmp3;
    v.val[0] = GiLoadFloat32(ptr);
    v.val[1] = GiLoadFloat32((ptr + 4));
    v.val[2] = GiLoadFloat32((ptr + 8));
    v.val[3] = GiLoadFloat32((ptr + 12));

    tmp0 = _mm_unpacklo_ps(v.val[0], v.val[1]);
    tmp2 = _mm_unpacklo_ps(v.val[2], v.val[3]);
    tmp1 = _mm_unpackhi_ps(v.val[0], v.val[1]);
    tmp3 = _mm_unpackhi_ps(v.val[2], v.val[3]);
    v.val[0] = _mm_movelh_ps(tmp0, tmp2);
    v.val[1] = _mm_movehl_ps(tmp2, tmp0);
    v.val[2] = _mm_movelh_ps(tmp1, tmp3);
    v.val[3] = _mm_movehl_ps(tmp3, tmp1);
    return v;
#elif defined(GI_RVV_INTRINSICS)
    return vlseg4e32_v_f32m1x4(ptr, GI_SIMD_LEN_BYTE / sizeof(float));
#else
    GI_FLOAT32_V4_t ret;
    for (size_t i = 0; i < 4; i++) {
        ret.val[i][0] = ptr[0 + i];
        ret.val[i][1] = ptr[4 + i];
        ret.val[i][2] = ptr[8 + i];
        ret.val[i][3] = ptr[12 + i];
    }

    return ret;
#endif
}

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GI_FORCEINLINE
void GiStoreZipFloat32V3(float* ptr, GI_FLOAT32_V3_t val) {
#if defined(GI_NEON_INTRINSICS)
    vst3q_f32(ptr, val);
#elif defined(GI_SSE2_INTRINSICS)
    GI_FLOAT32_V3_t v;
    __m128 tmp0, tmp1, tmp2;
    tmp0 = _mm_unpacklo_ps(val.val[0], val.val[1]);
    tmp1 = _mm_unpackhi_ps(val.val[0], val.val[1]);
    tmp2 = _mm_unpacklo_ps(val.val[1], val.val[2]);
    v.val[1] = _mm_shuffle_ps(tmp2, tmp1, _MM_SHUFFLE(1, 0, 3, 2));
    v.val[2] = _mm_movehl_ps(val.val[2], tmp1);
    v.val[2] = _mm_shuffle_ps(v.val[2], v.val[2], _MM_SHUFFLE(3, 1, 0, 2));
    tmp1 = _mm_unpacklo_ps(tmp2, val.val[0]);
    v.val[0] = _mm_shuffle_ps(tmp0, tmp1, _MM_SHUFFLE(3, 2, 1, 0));

    GiStoreFloat32(ptr, v.val[0]);
    GiStoreFloat32((ptr + 4), v.val[1]);
    GiStoreFloat32((ptr + 8), v.val[2]);
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#elif defined(GI_RVV_INTRINSICS)
    vfloat32m4_t d = vundefined_f32m4();
    d = vset_v_f32m1_f32m4(d, 0, GiGetSubVectorFloat32V3(val, 0));
    d = vset_v_f32m1_f32m4(d, 1, GiGetSubVectorFloat32V3(val, 1));
    d = vset_v_f32m1_f32m4(d, 2, GiGetSubVectorFloat32V3(val, 2));
    vuint32m4_t index;
#if GI_SIMD_LEN_BYTE == 16
    uint32_t index_128[16] = {0, 4, 8, 1, 5, 9, 2, 6, 10, 3, 7, 11, 0, 0, 0, 0};
    index = vle32_v_u32m4(index_128, 16);
#else
    uint32_t* index_p = (uint32_t*)&index;
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        index_p[3 * i] = i;
        index_p[3 * i + 1] = i + GI_SIMD_LEN_BYTE / sizeof(float);
        index_p[3 * i + 2] = i + GI_SIMD_LEN_BYTE / sizeof(float) * 2;
    }
#endif
    vfloat32m4_t g_d =
            vrgather_vv_f32m4(d, index, GI_SIMD_LEN_BYTE / sizeof(float) * 3);
    vfloat32m1_t v0 = vget_v_f32m4_f32m1(g_d, 0);
    vfloat32m1_t v1 = vget_v_f32m4_f32m1(g_d, 1);
    vfloat32m1_t v2 = vget_v_f32m4_f32m1(g_d, 2);
    GI_FLOAT32_V3_t tmp = vcreate_f32m1x3(v0, v1, v2);
    GiStoreFloat32(ptr, GiGetSubVectorFloat32V3(tmp, 0));
    GiStoreFloat32(
            ptr + GI_SIMD_LEN_BYTE / sizeof(float), GiGetSubVectorFloat32V3(tmp, 1));
    GiStoreFloat32(
            ptr + GI_SIMD_LEN_BYTE / sizeof(float) * 2,
            GiGetSubVectorFloat32V3(tmp, 2));
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#else
    for (size_t i = 0; i < GI_SIMD_LEN_BYTE / sizeof(float); i++) {
        *ptr++ = val.val[0][i];
        *ptr++ = val.val[1][i];
        *ptr++ = val.val[2][i];
    }
#endif
}
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GI_FORCEINLINE
GI_FLOAT32_t GiDivFloat32(GI_FLOAT32_t Vector1, GI_FLOAT32_t Vector2) {
#if defined(GI_RVV_INTRINSICS)
    return vfdiv_vv_f32m1(Vector1, Vector2, GI_SIMD_LEN_BYTE / sizeof(float));
#else
    //! neon, ssex and naive can auto call builtin function
    return Vector1 / Vector2;
#endif
}