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authorGravatar Gael Guennebaud <g.gael@free.fr>2019-01-09 15:25:17 +0100
committerGravatar Gael Guennebaud <g.gael@free.fr>2019-01-09 15:25:17 +0100
commite6b217b8ddf533de9bacc46aae2db6de78581056 (patch)
treeac2ef320056bf2698ea021412198ff6609137a0a /Eigen
parente70ffef9678f86ef465e93b89351e812ab47311d (diff)
bug #1652: implements a much more accurate version of vectorized sin/cos. This new version achieve same speed for SSE/AVX, and is slightly faster with FMA. Guarantees are as follows:
- no FMA: 1ULP up to 3pi, 2ULP up to sin(25966) and cos(18838), fallback to std::sin/cos for larger inputs - FMA: 1ULP up to sin(117435.992) and cos(71476.0625), fallback to std::sin/cos for larger inputs
Diffstat (limited to 'Eigen')
-rw-r--r--Eigen/src/Core/GenericPacketMath.h27
-rw-r--r--Eigen/src/Core/arch/AVX/PacketMath.h10
-rw-r--r--Eigen/src/Core/arch/Default/GenericPacketMathFunctions.h158
-rwxr-xr-xEigen/src/Core/arch/SSE/PacketMath.h11
4 files changed, 139 insertions, 67 deletions
diff --git a/Eigen/src/Core/GenericPacketMath.h b/Eigen/src/Core/GenericPacketMath.h
index 2b2ee9e2c..9fdd4a2ed 100644
--- a/Eigen/src/Core/GenericPacketMath.h
+++ b/Eigen/src/Core/GenericPacketMath.h
@@ -393,18 +393,39 @@ typename conditional<(unpacket_traits<Packet>::size%8)==0,typename unpacket_trai
predux_half_dowto4(const Packet& a)
{ return a; }
-/** \internal \returns the product of the elements of \a a*/
+/** \internal \returns the product of the elements of \a a */
template<typename Packet> EIGEN_DEVICE_FUNC inline typename unpacket_traits<Packet>::type predux_mul(const Packet& a)
{ return a; }
-/** \internal \returns the min of the elements of \a a*/
+/** \internal \returns the min of the elements of \a a */
template<typename Packet> EIGEN_DEVICE_FUNC inline typename unpacket_traits<Packet>::type predux_min(const Packet& a)
{ return a; }
-/** \internal \returns the max of the elements of \a a*/
+/** \internal \returns the max of the elements of \a a */
template<typename Packet> EIGEN_DEVICE_FUNC inline typename unpacket_traits<Packet>::type predux_max(const Packet& a)
{ return a; }
+/** \internal \returns true if all coeffs of \a a means "true"
+ * It is supposed to be called on values returned by pcmp_*.
+ */
+// not needed yet
+// template<typename Packet> EIGEN_DEVICE_FUNC inline bool predux_all(const Packet& a)
+// { return bool(a); }
+
+/** \internal \returns true if any coeffs of \a a means "true"
+ * It is supposed to be called on values returned by pcmp_*.
+ */
+template<typename Packet> EIGEN_DEVICE_FUNC inline bool predux_any(const Packet& a)
+{
+ // Dirty but generic implementation where "true" is assumed to be non 0 and all the sames.
+ // It is expected that "true" is either:
+ // - Scalar(1)
+ // - bits full of ones (NaN for floats),
+ // - or first bit equals to 1 (1 for ints, smallest denormal for floats).
+ // For all these cases, taking the sum is just fine, and this boils down to a no-op for scalars.
+ return bool(predux(a));
+}
+
/** \internal \returns the reversed elements of \a a*/
template<typename Packet> EIGEN_DEVICE_FUNC inline Packet preverse(const Packet& a)
{ return a; }
diff --git a/Eigen/src/Core/arch/AVX/PacketMath.h b/Eigen/src/Core/arch/AVX/PacketMath.h
index e5aeb6375..ebea63757 100644
--- a/Eigen/src/Core/arch/AVX/PacketMath.h
+++ b/Eigen/src/Core/arch/AVX/PacketMath.h
@@ -575,6 +575,16 @@ template<> EIGEN_STRONG_INLINE double predux_max<Packet4d>(const Packet4d& a)
return pfirst(_mm256_max_pd(tmp, _mm256_shuffle_pd(tmp, tmp, 1)));
}
+// not needed yet
+// template<> EIGEN_STRONG_INLINE bool predux_all(const Packet8f& x)
+// {
+// return _mm256_movemask_ps(x)==0xFF;
+// }
+
+template<> EIGEN_STRONG_INLINE bool predux_any(const Packet8f& x)
+{
+ return _mm256_movemask_ps(x)!=0;
+}
template<int Offset>
struct palign_impl<Offset,Packet8f>
diff --git a/Eigen/src/Core/arch/Default/GenericPacketMathFunctions.h b/Eigen/src/Core/arch/Default/GenericPacketMathFunctions.h
index 7ceaea894..3c167247e 100644
--- a/Eigen/src/Core/arch/Default/GenericPacketMathFunctions.h
+++ b/Eigen/src/Core/arch/Default/GenericPacketMathFunctions.h
@@ -269,88 +269,118 @@ EIGEN_UNUSED
Packet psincos_float(const Packet& _x)
{
typedef typename unpacket_traits<Packet>::integer_packet PacketI;
- const Packet cst_1 = pset1<Packet>(1.0f);
- const Packet cst_half = pset1<Packet>(0.5f);
-
- const PacketI csti_1 = pset1<PacketI>(1);
- const PacketI csti_not1 = pset1<PacketI>(~1);
- const PacketI csti_2 = pset1<PacketI>(2);
- const PacketI csti_3 = pset1<PacketI>(3);
-
- const Packet cst_sign_mask = pset1frombits<Packet>(0x80000000u);
-
- const Packet cst_minus_cephes_DP1 = pset1<Packet>(-0.78515625f);
- const Packet cst_minus_cephes_DP2 = pset1<Packet>(-2.4187564849853515625e-4f);
- const Packet cst_minus_cephes_DP3 = pset1<Packet>(-3.77489497744594108e-8f);
- const Packet cst_sincof_p0 = pset1<Packet>(-1.9515295891E-4f);
- const Packet cst_sincof_p1 = pset1<Packet>( 8.3321608736E-3f);
- const Packet cst_sincof_p2 = pset1<Packet>(-1.6666654611E-1f);
- const Packet cst_coscof_p0 = pset1<Packet>( 2.443315711809948E-005f);
- const Packet cst_coscof_p1 = pset1<Packet>(-1.388731625493765E-003f);
- const Packet cst_coscof_p2 = pset1<Packet>( 4.166664568298827E-002f);
- const Packet cst_cephes_FOPI = pset1<Packet>( 1.27323954473516f); // 4 / M_PI
+
+ const Packet cst_2oPI = pset1<Packet>(0.636619746685028076171875f); // 2/PI
+ const Packet cst_rounding_magic = pset1<Packet>(12582912); // 2^23 for rounding
+ const PacketI csti_1 = pset1<PacketI>(1);
+ const Packet cst_sign_mask = pset1frombits<Packet>(0x80000000u);
Packet x = pabs(_x);
- // Scale x by 4/Pi to find x's octant.
- Packet y = pmul(x, cst_cephes_FOPI);
+ // Scale x by 2/Pi to find x's octant.
+ Packet y = pmul(x, cst_2oPI);
- // Get the octant. We'll reduce x by this number of octants or by one more than it.
- PacketI y_int = pcast<Packet,PacketI>(y);
- // x's from even-numbered octants will translate to octant 0: [0, +Pi/4].
- // x's from odd-numbered octants will translate to octant -1: [-Pi/4, 0].
- // Adjustment for odd-numbered octants: octant = (octant + 1) & (~1).
- PacketI y_int1 = pand(padd(y_int, csti_1), csti_not1); // could be pbitclear<0>(...)
- y = pcast<PacketI,Packet>(y_int1);
+ // Rounding trick:
+ Packet y_round = padd(y, cst_rounding_magic);
+ PacketI y_int = preinterpret<PacketI>(y_round); // last 23 digits represent integer (if abs(x)<2^24)
+ y = psub(y_round, cst_rounding_magic); // nearest integer to x*4/pi
// Compute the sign to apply to the polynomial.
- // sign = third_bit(y_int1) xor signbit(_x)
- Packet sign_bit = ComputeSine ? pxor(_x, preinterpret<Packet>(pshiftleft<29>(y_int1)))
- : preinterpret<Packet>(pshiftleft<29>(padd(y_int1,csti_3)));
+ // sin: sign = second_bit(y_int) xor signbit(_x)
+ // cos: sign = second_bit(y_int+1)
+ Packet sign_bit = ComputeSine ? pxor(_x, preinterpret<Packet>(pshiftleft<30>(y_int)))
+ : preinterpret<Packet>(pshiftleft<30>(padd(y_int,csti_1)));
sign_bit = pand(sign_bit, cst_sign_mask); // clear all but left most bit
- // Get the polynomial selection mask from the second bit of y_int1
+ // Get the polynomial selection mask from the second bit of y_int
// We'll calculate both (sin and cos) polynomials and then select from the two.
- Packet poly_mask = preinterpret<Packet>(pcmp_eq(pand(y_int1, csti_2), pzero(y_int1)));
-
- // Reduce x by y octants to get: -Pi/4 <= x <= +Pi/4.
- // The magic pass: "Extended precision modular arithmetic"
- // x = ((x - y * DP1) - y * DP2) - y * DP3
- x = pmadd(y, cst_minus_cephes_DP1, x);
- x = pmadd(y, cst_minus_cephes_DP2, x);
- x = pmadd(y, cst_minus_cephes_DP3, x);
+ Packet poly_mask = preinterpret<Packet>(pcmp_eq(pand(y_int, csti_1), pzero(y_int)));
+
+ // Reduce x by y octants to get: -Pi/4 <= x <= +Pi/4
+ // using "Extended precision modular arithmetic"
+ #if defined(EIGEN_HAS_SINGLE_INSTRUCTION_MADD)
+ // This version requires true FMA for high accuracy
+ // It provides a max error of 1ULP up to (with absolute_error < 5.9605e-08):
+ const float huge_th = ComputeSine ? 117435.992f : 71476.0625f;
+ x = pmadd(y, pset1<Packet>(-1.57079601287841796875f), x);
+ x = pmadd(y, pset1<Packet>(-3.1391647326017846353352069854736328125e-07f), x);
+ x = pmadd(y, pset1<Packet>(-5.390302529957764765544681040410068817436695098876953125e-15f), x);
+ #else
+ // Without true FMA, the previous set of coefficients maintain 1ULP accuracy
+ // up to x<15.7 (for sin), but accuracy is immediately lost for x>15.7.
+ // We thus use one more iteration to maintain 2ULPs up to reasonably large inputs.
+
+ // The following set of coefficients maintain 1ULP up to 9.43 and 14.16 for sin and cos respectively.
+ // and 2 ULP up to:
+ const float huge_th = ComputeSine ? 25966.f : 18838.f;
+ x = pmadd(y, pset1<Packet>(-1.5703125), x); // = 0xbfc90000
+ x = pmadd(y, pset1<Packet>(-0.000483989715576171875), x); // = 0xb9fdc000
+ x = pmadd(y, pset1<Packet>(1.62865035235881805419921875e-07), x); // = 0x342ee000
+ x = pmadd(y, pset1<Packet>(5.5644315544167710640977020375430583953857421875e-11), x); // = 0x2e74b9ee
+
+ // For the record, the following set of coefficients maintain 2ULP up
+ // to a slightly larger range:
+ // const float huge_th = ComputeSine ? 51981.f : 39086.125f;
+ // but it slightly fails to maintain 1ULP for two values of sin below pi.
+ // x = pmadd(y, pset1<Packet>(-3.140625/2.), x);
+ // x = pmadd(y, pset1<Packet>(-0.00048351287841796875), x);
+ // x = pmadd(y, pset1<Packet>(-3.13855707645416259765625e-07), x);
+ // x = pmadd(y, pset1<Packet>(-6.0771006282767103812147979624569416046142578125e-11), x);
+
+ // For the record, with only 3 iterations it is possible to maintain
+ // 1 ULP up to 3PI (maybe more) and 2ULP up to 255.
+ // The coefficients are: 0xbfc90f80, 0xb7354480, 0x2e74b9ee
+ #endif
+
+ Packet huge_mask = pcmp_le(pset1<Packet>(huge_th),pabs(_x));
+ Packet huge_vals;
+ if(predux_any(huge_mask))
+ {
+ const int PacketSize = unpacket_traits<Packet>::size;
+ #if EIGEN_HAS_CXX11
+ alignas(Packet) float vals[PacketSize];
+ #else
+ EIGEN_ALIGN_TO_BOUNDARY(sizeof(Packet)) float vals[PacketSize];
+ #endif
+ pstoreu(vals, _x);
+ for(int k=0; k<PacketSize;++k) {
+ float val = vals[k];
+ if(numext::abs(val)>=huge_th) {
+ vals[k] = ComputeSine ? std::sin(val) : std::cos(val);
+ }
+ }
+ huge_vals = ploadu<Packet>(vals);
+ }
Packet x2 = pmul(x,x);
- // Evaluate the cos(x) polynomial. (0 <= x <= Pi/4)
- Packet y1 = cst_coscof_p0;
- y1 = pmadd(y1, x2, cst_coscof_p1);
- y1 = pmadd(y1, x2, cst_coscof_p2);
- y1 = pmul(y1, x2);
- y1 = pmul(y1, x2);
- y1 = psub(y1, pmul(x2, cst_half));
- y1 = padd(y1, cst_1);
-
- // Evaluate the sin(x) polynomial. (Pi/4 <= x <= 0)
- Packet y2 = cst_sincof_p0;
- y2 = pmadd(y2, x2, cst_sincof_p1);
- y2 = pmadd(y2, x2, cst_sincof_p2);
+ // Evaluate the cos(x) polynomial. (-Pi/4 <= x <= Pi/4)
+ Packet y1 = pset1<Packet>(2.4372266125283204019069671630859375e-05f);
+ y1 = pmadd(y1, x2, pset1<Packet>(-0.00138865201734006404876708984375f ));
+ y1 = pmadd(y1, x2, pset1<Packet>(0.041666619479656219482421875f ));
+ y1 = pmadd(y1, x2, pset1<Packet>(-0.5f));
+ y1 = pmadd(y1, x2, pset1<Packet>(1.f));
+
+ // Evaluate the sin(x) polynomial. (Pi/4 <= x <= Pi/4)
+ // octave/matlab code to compute those coefficients:
+ // x = (0:0.0001:pi/4)';
+ // A = [x.^3 x.^5 x.^7];
+ // w = ((1.-(x/(pi/4)).^2).^5)*2000+1; # weights trading relative accuracy
+ // c = (A'*diag(w)*A)\(A'*diag(w)*(sin(x)-x)); # weighted LS, linear coeff forced to 1
+ // printf('%.64f\n %.64f\n%.64f\n', c(3), c(2), c(1))
+ //
+ Packet y2 = pset1<Packet>(-0.0001959234114083702898469196984621021329076029360294342041015625f);
+ y2 = pmadd(y2, x2, pset1<Packet>( 0.0083326873655616851693794799871284340042620897293090820312500000f));
+ y2 = pmadd(y2, x2, pset1<Packet>(-0.1666666203982298255503735617821803316473960876464843750000000000f));
y2 = pmul(y2, x2);
y2 = pmadd(y2, x, x);
- // Select the correct result from the two polynoms.
+ // Select the correct result from the two polynomials.
y = ComputeSine ? pselect(poly_mask,y2,y1)
: pselect(poly_mask,y1,y2);
- // For very large arguments the the reduction to the [-Pi/4,+Pi/4] range
- // does not work thus leading to sine/cosine out of the [-1:1] range.
- // Since computing the sine/cosine for very large entry entries makes little
- // sense in term of accuracy, we simply clamp to [-1,1]:
- y = pmin(y,pset1<Packet>( 1.f));
- y = pmax(y,pset1<Packet>(-1.f));
-
- // Update the sign
- return pxor(y, sign_bit);
+ // Update the sign and filter huge inputs
+ return pselect(huge_mask, huge_vals, pxor(y, sign_bit));
}
template<typename Packet>
diff --git a/Eigen/src/Core/arch/SSE/PacketMath.h b/Eigen/src/Core/arch/SSE/PacketMath.h
index 3e7a75bc0..0003be43b 100755
--- a/Eigen/src/Core/arch/SSE/PacketMath.h
+++ b/Eigen/src/Core/arch/SSE/PacketMath.h
@@ -812,6 +812,17 @@ template<> EIGEN_STRONG_INLINE int predux_max<Packet4i>(const Packet4i& a)
#endif // EIGEN_VECTORIZE_SSE4_1
}
+// not needed yet
+// template<> EIGEN_STRONG_INLINE bool predux_all(const Packet4f& x)
+// {
+// return _mm_movemask_ps(x) == 0xF;
+// }
+
+template<> EIGEN_STRONG_INLINE bool predux_any(const Packet4f& x)
+{
+ return _mm_movemask_ps(x) != 0x0;
+}
+
#if EIGEN_COMP_GNUC
// template <> EIGEN_STRONG_INLINE Packet4f pmadd(const Packet4f& a, const Packet4f& b, const Packet4f& c)
// {