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authorGravatar Rasmus Munk Larsen <rmlarsen@google.com>2019-08-27 11:30:31 -0700
committerGravatar Rasmus Munk Larsen <rmlarsen@google.com>2019-08-27 11:30:31 -0700
commitb021cdea6dd84b0f51dd7aea691d47dd3eab8e9d (patch)
treefe710bcd0723cd3885e9d832cb78f6b25bda1df9 /Eigen/src/Core/arch/AVX
parent84fefdf32155f9bbba403b44c961c437eaeac993 (diff)
Clean up float16 a.k.a. Eigen::half support in Eigen. Move the definition of half to Core/arch/Default and move arch-specific packet ops to their respective sub-directories.
Diffstat (limited to 'Eigen/src/Core/arch/AVX')
-rw-r--r--Eigen/src/Core/arch/AVX/PacketMath.h362
-rw-r--r--Eigen/src/Core/arch/AVX/TypeCasting.h27
2 files changed, 389 insertions, 0 deletions
diff --git a/Eigen/src/Core/arch/AVX/PacketMath.h b/Eigen/src/Core/arch/AVX/PacketMath.h
index 5233195f3..020f6c276 100644
--- a/Eigen/src/Core/arch/AVX/PacketMath.h
+++ b/Eigen/src/Core/arch/AVX/PacketMath.h
@@ -31,10 +31,14 @@ namespace internal {
typedef __m256 Packet8f;
typedef __m256i Packet8i;
typedef __m256d Packet4d;
+typedef struct {
+ __m128i x;
+} Packet8h;
template<> struct is_arithmetic<__m256> { enum { value = true }; };
template<> struct is_arithmetic<__m256i> { enum { value = true }; };
template<> struct is_arithmetic<__m256d> { enum { value = true }; };
+template<> struct is_arithmetic<Packet8h> { enum { value = true }; };
#define _EIGEN_DECLARE_CONST_Packet8f(NAME,X) \
const Packet8f p8f_##NAME = pset1<Packet8f>(X)
@@ -97,6 +101,35 @@ template<> struct packet_traits<double> : default_packet_traits
HasCeil = 1
};
};
+
+template <>
+struct packet_traits<Eigen::half> : default_packet_traits {
+ typedef Packet8h type;
+ // There is no half-size packet for Packet8h.
+ typedef Packet8h half;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 1,
+ size = 8,
+ HasHalfPacket = 0,
+ HasAdd = 1,
+ HasSub = 1,
+ HasMul = 1,
+ HasDiv = 1,
+ HasNegate = 1,
+ HasAbs = 0,
+ HasAbs2 = 0,
+ HasMin = 0,
+ HasMax = 0,
+ HasConj = 0,
+ HasSetLinear = 0,
+ HasSqrt = 0,
+ HasRsqrt = 0,
+ HasExp = 0,
+ HasLog = 0,
+ HasBlend = 0
+ };
+};
#endif
template<> struct scalar_div_cost<float,true> { enum { value = 14 }; };
@@ -847,6 +880,335 @@ template<> EIGEN_STRONG_INLINE Packet4d pinsertlast(const Packet4d& a, double b)
return _mm256_blend_pd(a,pset1<Packet4d>(b),(1<<3));
}
+
+// Packet math for Eigen::half
+template<> struct unpacket_traits<Packet8h> { typedef Eigen::half type; enum {size=8, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false}; typedef Packet8h half; };
+
+template<> EIGEN_STRONG_INLINE Packet8h pset1<Packet8h>(const Eigen::half& from) {
+ Packet8h result;
+ result.x = _mm_set1_epi16(from.x);
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE Eigen::half pfirst<Packet8h>(const Packet8h& from) {
+ return half_impl::raw_uint16_to_half(static_cast<unsigned short>(_mm_extract_epi16(from.x, 0)));
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pload<Packet8h>(const Eigen::half* from) {
+ Packet8h result;
+ result.x = _mm_load_si128(reinterpret_cast<const __m128i*>(from));
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h ploadu<Packet8h>(const Eigen::half* from) {
+ Packet8h result;
+ result.x = _mm_loadu_si128(reinterpret_cast<const __m128i*>(from));
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE void pstore<Eigen::half>(Eigen::half* to, const Packet8h& from) {
+ _mm_store_si128(reinterpret_cast<__m128i*>(to), from.x);
+}
+
+template<> EIGEN_STRONG_INLINE void pstoreu<Eigen::half>(Eigen::half* to, const Packet8h& from) {
+ _mm_storeu_si128(reinterpret_cast<__m128i*>(to), from.x);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h
+ploaddup<Packet8h>(const Eigen::half* from) {
+ Packet8h result;
+ unsigned short a = from[0].x;
+ unsigned short b = from[1].x;
+ unsigned short c = from[2].x;
+ unsigned short d = from[3].x;
+ result.x = _mm_set_epi16(d, d, c, c, b, b, a, a);
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h
+ploadquad<Packet8h>(const Eigen::half* from) {
+ Packet8h result;
+ unsigned short a = from[0].x;
+ unsigned short b = from[1].x;
+ result.x = _mm_set_epi16(b, b, b, b, a, a, a, a);
+ return result;
+}
+
+EIGEN_STRONG_INLINE Packet8f half2float(const Packet8h& a) {
+#ifdef EIGEN_HAS_FP16_C
+ return _mm256_cvtph_ps(a.x);
+#else
+ EIGEN_ALIGN32 Eigen::half aux[8];
+ pstore(aux, a);
+ float f0(aux[0]);
+ float f1(aux[1]);
+ float f2(aux[2]);
+ float f3(aux[3]);
+ float f4(aux[4]);
+ float f5(aux[5]);
+ float f6(aux[6]);
+ float f7(aux[7]);
+
+ return _mm256_set_ps(f7, f6, f5, f4, f3, f2, f1, f0);
+#endif
+}
+
+EIGEN_STRONG_INLINE Packet8h float2half(const Packet8f& a) {
+#ifdef EIGEN_HAS_FP16_C
+ Packet8h result;
+ result.x = _mm256_cvtps_ph(a, _MM_FROUND_TO_NEAREST_INT|_MM_FROUND_NO_EXC);
+ return result;
+#else
+ EIGEN_ALIGN32 float aux[8];
+ pstore(aux, a);
+ Eigen::half h0(aux[0]);
+ Eigen::half h1(aux[1]);
+ Eigen::half h2(aux[2]);
+ Eigen::half h3(aux[3]);
+ Eigen::half h4(aux[4]);
+ Eigen::half h5(aux[5]);
+ Eigen::half h6(aux[6]);
+ Eigen::half h7(aux[7]);
+
+ Packet8h result;
+ result.x = _mm_set_epi16(h7.x, h6.x, h5.x, h4.x, h3.x, h2.x, h1.x, h0.x);
+ return result;
+#endif
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h ptrue(const Packet8h& a) {
+ Packet8h r; r.x = _mm_cmpeq_epi32(a.x, a.x); return r;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h por(const Packet8h& a,const Packet8h& b) {
+ // in some cases Packet4i is a wrapper around __m128i, so we either need to
+ // cast to Packet4i to directly call the intrinsics as below:
+ Packet8h r; r.x = _mm_or_si128(a.x,b.x); return r;
+}
+template<> EIGEN_STRONG_INLINE Packet8h pxor(const Packet8h& a,const Packet8h& b) {
+ Packet8h r; r.x = _mm_xor_si128(a.x,b.x); return r;
+}
+template<> EIGEN_STRONG_INLINE Packet8h pand(const Packet8h& a,const Packet8h& b) {
+ Packet8h r; r.x = _mm_and_si128(a.x,b.x); return r;
+}
+template<> EIGEN_STRONG_INLINE Packet8h pandnot(const Packet8h& a,const Packet8h& b) {
+ Packet8h r; r.x = _mm_andnot_si128(b.x,a.x); return r;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pselect(const Packet8h& mask, const Packet8h& a, const Packet8h& b) {
+ Packet8h r; r.x = _mm_blendv_epi8(b.x, a.x, mask.x); return r;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pcmp_eq(const Packet8h& a,const Packet8h& b) {
+ Packet8f af = half2float(a);
+ Packet8f bf = half2float(b);
+ Packet8f rf = pcmp_eq(af, bf);
+ // Pack the 32-bit flags into 16-bits flags.
+ Packet8h result; result.x = _mm_packs_epi32(_mm256_extractf128_si256(_mm256_castps_si256(rf), 0),
+ _mm256_extractf128_si256(_mm256_castps_si256(rf), 1));
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pconj(const Packet8h& a) { return a; }
+
+template<> EIGEN_STRONG_INLINE Packet8h pnegate(const Packet8h& a) {
+ Packet8h sign_mask; sign_mask.x = _mm_set1_epi16(static_cast<unsigned short>(0x8000));
+ Packet8h result; result.x = _mm_xor_si128(a.x, sign_mask.x);
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h padd<Packet8h>(const Packet8h& a, const Packet8h& b) {
+ Packet8f af = half2float(a);
+ Packet8f bf = half2float(b);
+ Packet8f rf = padd(af, bf);
+ return float2half(rf);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h psub<Packet8h>(const Packet8h& a, const Packet8h& b) {
+ Packet8f af = half2float(a);
+ Packet8f bf = half2float(b);
+ Packet8f rf = psub(af, bf);
+ return float2half(rf);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pmul<Packet8h>(const Packet8h& a, const Packet8h& b) {
+ Packet8f af = half2float(a);
+ Packet8f bf = half2float(b);
+ Packet8f rf = pmul(af, bf);
+ return float2half(rf);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pdiv<Packet8h>(const Packet8h& a, const Packet8h& b) {
+ Packet8f af = half2float(a);
+ Packet8f bf = half2float(b);
+ Packet8f rf = pdiv(af, bf);
+ return float2half(rf);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pgather<Eigen::half, Packet8h>(const Eigen::half* from, Index stride)
+{
+ Packet8h result;
+ result.x = _mm_set_epi16(from[7*stride].x, from[6*stride].x, from[5*stride].x, from[4*stride].x, from[3*stride].x, from[2*stride].x, from[1*stride].x, from[0*stride].x);
+ return result;
+}
+
+template<> EIGEN_STRONG_INLINE void pscatter<Eigen::half, Packet8h>(Eigen::half* to, const Packet8h& from, Index stride)
+{
+ EIGEN_ALIGN32 Eigen::half aux[8];
+ pstore(aux, from);
+ to[stride*0].x = aux[0].x;
+ to[stride*1].x = aux[1].x;
+ to[stride*2].x = aux[2].x;
+ to[stride*3].x = aux[3].x;
+ to[stride*4].x = aux[4].x;
+ to[stride*5].x = aux[5].x;
+ to[stride*6].x = aux[6].x;
+ to[stride*7].x = aux[7].x;
+}
+
+template<> EIGEN_STRONG_INLINE Eigen::half predux<Packet8h>(const Packet8h& a) {
+ Packet8f af = half2float(a);
+ float reduced = predux<Packet8f>(af);
+ return Eigen::half(reduced);
+}
+
+template<> EIGEN_STRONG_INLINE Eigen::half predux_max<Packet8h>(const Packet8h& a) {
+ Packet8f af = half2float(a);
+ float reduced = predux_max<Packet8f>(af);
+ return Eigen::half(reduced);
+}
+
+template<> EIGEN_STRONG_INLINE Eigen::half predux_min<Packet8h>(const Packet8h& a) {
+ Packet8f af = half2float(a);
+ float reduced = predux_min<Packet8f>(af);
+ return Eigen::half(reduced);
+}
+
+template<> EIGEN_STRONG_INLINE Eigen::half predux_mul<Packet8h>(const Packet8h& a) {
+ Packet8f af = half2float(a);
+ float reduced = predux_mul<Packet8f>(af);
+ return Eigen::half(reduced);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h preduxp<Packet8h>(const Packet8h* p) {
+ Packet8f pf[8];
+ pf[0] = half2float(p[0]);
+ pf[1] = half2float(p[1]);
+ pf[2] = half2float(p[2]);
+ pf[3] = half2float(p[3]);
+ pf[4] = half2float(p[4]);
+ pf[5] = half2float(p[5]);
+ pf[6] = half2float(p[6]);
+ pf[7] = half2float(p[7]);
+ Packet8f reduced = preduxp<Packet8f>(pf);
+ return float2half(reduced);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h preverse(const Packet8h& a)
+{
+ __m128i m = _mm_setr_epi8(14,15,12,13,10,11,8,9,6,7,4,5,2,3,0,1);
+ Packet8h res;
+ res.x = _mm_shuffle_epi8(a.x,m);
+ return res;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pinsertfirst(const Packet8h& a, Eigen::half b)
+{
+ Packet8h res;
+ res.x = _mm_insert_epi16(a.x,int(b.x),0);
+ return res;
+}
+
+template<> EIGEN_STRONG_INLINE Packet8h pinsertlast(const Packet8h& a, Eigen::half b)
+{
+ Packet8h res;
+ res.x = _mm_insert_epi16(a.x,int(b.x),7);
+ return res;
+}
+
+template<int Offset>
+struct palign_impl<Offset,Packet8h>
+{
+ static EIGEN_STRONG_INLINE void run(Packet8h& first, const Packet8h& second)
+ {
+ if (Offset!=0)
+ first.x = _mm_alignr_epi8(second.x,first.x, Offset*2);
+ }
+};
+
+EIGEN_STRONG_INLINE void
+ptranspose(PacketBlock<Packet8h,8>& kernel) {
+ __m128i a = kernel.packet[0].x;
+ __m128i b = kernel.packet[1].x;
+ __m128i c = kernel.packet[2].x;
+ __m128i d = kernel.packet[3].x;
+ __m128i e = kernel.packet[4].x;
+ __m128i f = kernel.packet[5].x;
+ __m128i g = kernel.packet[6].x;
+ __m128i h = kernel.packet[7].x;
+
+ __m128i a03b03 = _mm_unpacklo_epi16(a, b);
+ __m128i c03d03 = _mm_unpacklo_epi16(c, d);
+ __m128i e03f03 = _mm_unpacklo_epi16(e, f);
+ __m128i g03h03 = _mm_unpacklo_epi16(g, h);
+ __m128i a47b47 = _mm_unpackhi_epi16(a, b);
+ __m128i c47d47 = _mm_unpackhi_epi16(c, d);
+ __m128i e47f47 = _mm_unpackhi_epi16(e, f);
+ __m128i g47h47 = _mm_unpackhi_epi16(g, h);
+
+ __m128i a01b01c01d01 = _mm_unpacklo_epi32(a03b03, c03d03);
+ __m128i a23b23c23d23 = _mm_unpackhi_epi32(a03b03, c03d03);
+ __m128i e01f01g01h01 = _mm_unpacklo_epi32(e03f03, g03h03);
+ __m128i e23f23g23h23 = _mm_unpackhi_epi32(e03f03, g03h03);
+ __m128i a45b45c45d45 = _mm_unpacklo_epi32(a47b47, c47d47);
+ __m128i a67b67c67d67 = _mm_unpackhi_epi32(a47b47, c47d47);
+ __m128i e45f45g45h45 = _mm_unpacklo_epi32(e47f47, g47h47);
+ __m128i e67f67g67h67 = _mm_unpackhi_epi32(e47f47, g47h47);
+
+ __m128i a0b0c0d0e0f0g0h0 = _mm_unpacklo_epi64(a01b01c01d01, e01f01g01h01);
+ __m128i a1b1c1d1e1f1g1h1 = _mm_unpackhi_epi64(a01b01c01d01, e01f01g01h01);
+ __m128i a2b2c2d2e2f2g2h2 = _mm_unpacklo_epi64(a23b23c23d23, e23f23g23h23);
+ __m128i a3b3c3d3e3f3g3h3 = _mm_unpackhi_epi64(a23b23c23d23, e23f23g23h23);
+ __m128i a4b4c4d4e4f4g4h4 = _mm_unpacklo_epi64(a45b45c45d45, e45f45g45h45);
+ __m128i a5b5c5d5e5f5g5h5 = _mm_unpackhi_epi64(a45b45c45d45, e45f45g45h45);
+ __m128i a6b6c6d6e6f6g6h6 = _mm_unpacklo_epi64(a67b67c67d67, e67f67g67h67);
+ __m128i a7b7c7d7e7f7g7h7 = _mm_unpackhi_epi64(a67b67c67d67, e67f67g67h67);
+
+ kernel.packet[0].x = a0b0c0d0e0f0g0h0;
+ kernel.packet[1].x = a1b1c1d1e1f1g1h1;
+ kernel.packet[2].x = a2b2c2d2e2f2g2h2;
+ kernel.packet[3].x = a3b3c3d3e3f3g3h3;
+ kernel.packet[4].x = a4b4c4d4e4f4g4h4;
+ kernel.packet[5].x = a5b5c5d5e5f5g5h5;
+ kernel.packet[6].x = a6b6c6d6e6f6g6h6;
+ kernel.packet[7].x = a7b7c7d7e7f7g7h7;
+}
+
+EIGEN_STRONG_INLINE void
+ptranspose(PacketBlock<Packet8h,4>& kernel) {
+ EIGEN_ALIGN32 Eigen::half in[4][8];
+ pstore<Eigen::half>(in[0], kernel.packet[0]);
+ pstore<Eigen::half>(in[1], kernel.packet[1]);
+ pstore<Eigen::half>(in[2], kernel.packet[2]);
+ pstore<Eigen::half>(in[3], kernel.packet[3]);
+
+ EIGEN_ALIGN32 Eigen::half out[4][8];
+
+ for (int i = 0; i < 4; ++i) {
+ for (int j = 0; j < 4; ++j) {
+ out[i][j] = in[j][2*i];
+ }
+ for (int j = 0; j < 4; ++j) {
+ out[i][j+4] = in[j][2*i+1];
+ }
+ }
+
+ kernel.packet[0] = pload<Packet8h>(out[0]);
+ kernel.packet[1] = pload<Packet8h>(out[1]);
+ kernel.packet[2] = pload<Packet8h>(out[2]);
+ kernel.packet[3] = pload<Packet8h>(out[3]);
+}
+
} // end namespace internal
} // end namespace Eigen
diff --git a/Eigen/src/Core/arch/AVX/TypeCasting.h b/Eigen/src/Core/arch/AVX/TypeCasting.h
index 7d2e1e67f..910fc06ca 100644
--- a/Eigen/src/Core/arch/AVX/TypeCasting.h
+++ b/Eigen/src/Core/arch/AVX/TypeCasting.h
@@ -52,6 +52,33 @@ template<> EIGEN_STRONG_INLINE Packet8f preinterpret<Packet8f,Packet8i>(const Pa
return _mm256_castsi256_ps(a);
}
+
+template <>
+struct type_casting_traits<Eigen::half, float> {
+ enum {
+ VectorizedCast = 1,
+ SrcCoeffRatio = 1,
+ TgtCoeffRatio = 1
+ };
+};
+
+template<> EIGEN_STRONG_INLINE Packet8f pcast<Packet8h, Packet8f>(const Packet8h& a) {
+ return half2float(a);
+}
+
+template <>
+struct type_casting_traits<float, Eigen::half> {
+ enum {
+ VectorizedCast = 1,
+ SrcCoeffRatio = 1,
+ TgtCoeffRatio = 1
+ };
+};
+
+template<> EIGEN_STRONG_INLINE Packet8h pcast<Packet8f, Packet8h>(const Packet8f& a) {
+ return float2half(a);
+}
+
} // end namespace internal
} // end namespace Eigen