eigen/test/packetmath.cpp
Antonio Sanchez 7222f0b6b5 Fix packetmath_1 float tests for arm/aarch64.
Added missing `pmadd<Packet2f>` for NEON. This leads to significant
improvement in precision than previous `pmul+padd`, which was causing
the `pcos` tests to fail. Also added an approx test with
`std::sin`/`std::cos` since otherwise returning any `a^2+b^2=1` would
pass.

Modified `log(denorm)` tests.  Denorms are not always supported by all
systems (returns `::min`), are always flushed to zero on 32-bit arm,
and configurably flush to zero on sse/avx/aarch64. This leads to
inconsistent results across different systems (i.e. `-inf` vs `nan`).
Added a check for existence and exclude ARM.

Removed logistic exactness test, since scalar and vectorized versions
follow different code-paths due to differences in `pexp` and `pmadd`,
which result in slightly different values. For example, exactness always
fails on arm, aarch64, and altivec.
2020-06-24 14:03:35 -07:00

985 lines
41 KiB
C++

// This file is part of Eigen, a lightweight C++ template library
// for linear algebra.
//
// Copyright (C) 2008-2009 Gael Guennebaud <gael.guennebaud@inria.fr>
// Copyright (C) 2006-2008 Benoit Jacob <jacob.benoit.1@gmail.com>
//
// This Source Code Form is subject to the terms of the Mozilla
// Public License v. 2.0. If a copy of the MPL was not distributed
// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
#include <limits>
#include "packetmath_test_shared.h"
template <typename T>
inline T REF_ADD(const T& a, const T& b) {
return a + b;
}
template <typename T>
inline T REF_SUB(const T& a, const T& b) {
return a - b;
}
template <typename T>
inline T REF_MUL(const T& a, const T& b) {
return a * b;
}
template <typename T>
inline T REF_DIV(const T& a, const T& b) {
return a / b;
}
template <typename T>
inline T REF_ABS_DIFF(const T& a, const T& b) {
return a > b ? a - b : b - a;
}
// Specializations for bool.
template <>
inline bool REF_ADD(const bool& a, const bool& b) {
return a || b;
}
template <>
inline bool REF_SUB(const bool& a, const bool& b) {
return a ^ b;
}
template <>
inline bool REF_MUL(const bool& a, const bool& b) {
return a && b;
}
// Uses pcast to cast from one array to another.
template <typename SrcPacket, typename TgtPacket, int SrcCoeffRatio, int TgtCoeffRatio>
struct pcast_array;
template <typename SrcPacket, typename TgtPacket, int TgtCoeffRatio>
struct pcast_array<SrcPacket, TgtPacket, 1, TgtCoeffRatio> {
typedef typename internal::unpacket_traits<SrcPacket>::type SrcScalar;
typedef typename internal::unpacket_traits<TgtPacket>::type TgtScalar;
static void cast(const SrcScalar* src, size_t size, TgtScalar* dst) {
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
size_t i;
for (i = 0; i < size && i + SrcPacketSize <= size; i += TgtPacketSize) {
internal::pstoreu(dst + i, internal::pcast<SrcPacket, TgtPacket>(internal::ploadu<SrcPacket>(src + i)));
}
// Leftovers that cannot be loaded into a packet.
for (; i < size; ++i) {
dst[i] = static_cast<TgtScalar>(src[i]);
}
}
};
template <typename SrcPacket, typename TgtPacket>
struct pcast_array<SrcPacket, TgtPacket, 2, 1> {
static void cast(const typename internal::unpacket_traits<SrcPacket>::type* src, size_t size,
typename internal::unpacket_traits<TgtPacket>::type* dst) {
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
for (size_t i = 0; i < size; i += TgtPacketSize) {
SrcPacket a = internal::ploadu<SrcPacket>(src + i);
SrcPacket b = internal::ploadu<SrcPacket>(src + i + SrcPacketSize);
internal::pstoreu(dst + i, internal::pcast<SrcPacket, TgtPacket>(a, b));
}
}
};
template <typename SrcPacket, typename TgtPacket>
struct pcast_array<SrcPacket, TgtPacket, 4, 1> {
static void cast(const typename internal::unpacket_traits<SrcPacket>::type* src, size_t size,
typename internal::unpacket_traits<TgtPacket>::type* dst) {
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
for (size_t i = 0; i < size; i += TgtPacketSize) {
SrcPacket a = internal::ploadu<SrcPacket>(src + i);
SrcPacket b = internal::ploadu<SrcPacket>(src + i + SrcPacketSize);
SrcPacket c = internal::ploadu<SrcPacket>(src + i + 2 * SrcPacketSize);
SrcPacket d = internal::ploadu<SrcPacket>(src + i + 3 * SrcPacketSize);
internal::pstoreu(dst + i, internal::pcast<SrcPacket, TgtPacket>(a, b, c, d));
}
}
};
template <typename SrcPacket, typename TgtPacket>
struct pcast_array<SrcPacket, TgtPacket, 8, 1> {
static void cast(const typename internal::unpacket_traits<SrcPacket>::type* src, size_t size,
typename internal::unpacket_traits<TgtPacket>::type* dst) {
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
for (size_t i = 0; i < size; i += TgtPacketSize) {
SrcPacket a = internal::ploadu<SrcPacket>(src + i);
SrcPacket b = internal::ploadu<SrcPacket>(src + i + SrcPacketSize);
SrcPacket c = internal::ploadu<SrcPacket>(src + i + 2 * SrcPacketSize);
SrcPacket d = internal::ploadu<SrcPacket>(src + i + 3 * SrcPacketSize);
SrcPacket e = internal::ploadu<SrcPacket>(src + i + 4 * SrcPacketSize);
SrcPacket f = internal::ploadu<SrcPacket>(src + i + 5 * SrcPacketSize);
SrcPacket g = internal::ploadu<SrcPacket>(src + i + 6 * SrcPacketSize);
SrcPacket h = internal::ploadu<SrcPacket>(src + i + 7 * SrcPacketSize);
internal::pstoreu(dst + i, internal::pcast<SrcPacket, TgtPacket>(a, b, c, d, e, f, g, h));
}
}
};
template <typename SrcPacket, typename TgtPacket, int SrcCoeffRatio, int TgtCoeffRatio, bool CanCast = false>
struct test_cast_helper;
template <typename SrcPacket, typename TgtPacket, int SrcCoeffRatio, int TgtCoeffRatio>
struct test_cast_helper<SrcPacket, TgtPacket, SrcCoeffRatio, TgtCoeffRatio, false> {
static void run() {}
};
// Generates random values that fit in both SrcScalar and TgtScalar without
// overflowing when cast.
template <typename SrcScalar, typename TgtScalar, typename EnableIf = void>
struct random_without_cast_overflow {
static SrcScalar value() { return internal::random<SrcScalar>(); }
};
// Widening integer cast signed to unsigned.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger &&
!NumTraits<TgtScalar>::IsSigned &&
(std::numeric_limits<SrcScalar>::digits < std::numeric_limits<TgtScalar>::digits ||
(std::numeric_limits<SrcScalar>::digits == std::numeric_limits<TgtScalar>::digits &&
NumTraits<SrcScalar>::IsSigned))>::type> {
static SrcScalar value() {
SrcScalar a = internal::random<SrcScalar>();
return a < SrcScalar(0) ? -(a + 1) : a;
}
};
// Narrowing integer cast to unsigned.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<
NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && !NumTraits<SrcScalar>::IsSigned &&
(std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>::type> {
static SrcScalar value() {
TgtScalar b = internal::random<TgtScalar>();
return static_cast<SrcScalar>(b < TgtScalar(0) ? -(b + 1) : b);
}
};
// Narrowing integer cast to signed.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<
NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && NumTraits<SrcScalar>::IsSigned &&
(std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>::type> {
static SrcScalar value() {
TgtScalar b = internal::random<TgtScalar>();
return static_cast<SrcScalar>(b);
}
};
// Unsigned to signed narrowing cast.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger &&
!NumTraits<SrcScalar>::IsSigned && NumTraits<TgtScalar>::IsSigned &&
(std::numeric_limits<SrcScalar>::digits ==
std::numeric_limits<TgtScalar>::digits)>::type> {
static SrcScalar value() { return internal::random<SrcScalar>() / 2; }
};
template <typename Scalar>
struct is_floating_point {
enum { value = 0 };
};
template <>
struct is_floating_point<float> {
enum { value = 1 };
};
template <>
struct is_floating_point<double> {
enum { value = 1 };
};
template <>
struct is_floating_point<half> {
enum { value = 1 };
};
template <>
struct is_floating_point<bfloat16> {
enum { value = 1 };
};
// Floating-point to integer, full precision.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<is_floating_point<SrcScalar>::value && NumTraits<TgtScalar>::IsInteger &&
(std::numeric_limits<TgtScalar>::digits <=
std::numeric_limits<SrcScalar>::digits)>::type> {
static SrcScalar value() { return static_cast<SrcScalar>(internal::random<TgtScalar>()); }
};
// Floating-point to integer, narrowing precision.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<is_floating_point<SrcScalar>::value && NumTraits<TgtScalar>::IsInteger &&
(std::numeric_limits<TgtScalar>::digits >
std::numeric_limits<SrcScalar>::digits)>::type> {
static SrcScalar value() {
static const int BitShift = std::numeric_limits<TgtScalar>::digits - std::numeric_limits<SrcScalar>::digits;
return static_cast<SrcScalar>(internal::random<TgtScalar>() >> BitShift);
}
};
// Floating-point target from integer, re-use above logic.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<NumTraits<SrcScalar>::IsInteger && is_floating_point<TgtScalar>::value>::type> {
static SrcScalar value() {
return static_cast<SrcScalar>(random_without_cast_overflow<TgtScalar, SrcScalar>::value());
}
};
// Floating-point narrowing conversion.
template <typename SrcScalar, typename TgtScalar>
struct random_without_cast_overflow<
SrcScalar, TgtScalar,
typename internal::enable_if<is_floating_point<SrcScalar>::value && is_floating_point<TgtScalar>::value &&
(std::numeric_limits<SrcScalar>::digits >
std::numeric_limits<TgtScalar>::digits)>::type> {
static SrcScalar value() { return static_cast<SrcScalar>(internal::random<TgtScalar>()); }
};
template <typename SrcPacket, typename TgtPacket, int SrcCoeffRatio, int TgtCoeffRatio>
struct test_cast_helper<SrcPacket, TgtPacket, SrcCoeffRatio, TgtCoeffRatio, true> {
static void run() {
typedef typename internal::unpacket_traits<SrcPacket>::type SrcScalar;
typedef typename internal::unpacket_traits<TgtPacket>::type TgtScalar;
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
static const int BlockSize = SrcPacketSize * SrcCoeffRatio;
eigen_assert(BlockSize == TgtPacketSize * TgtCoeffRatio && "Packet sizes and cast ratios are mismatched.");
static const int DataSize = 10 * BlockSize;
EIGEN_ALIGN_MAX SrcScalar data1[DataSize];
EIGEN_ALIGN_MAX TgtScalar data2[DataSize];
EIGEN_ALIGN_MAX TgtScalar ref[DataSize];
// Construct a packet of scalars that will not overflow when casting
for (int i = 0; i < DataSize; ++i) {
data1[i] = random_without_cast_overflow<SrcScalar, TgtScalar>::value();
}
for (int i = 0; i < DataSize; ++i) ref[i] = static_cast<const TgtScalar>(data1[i]);
pcast_array<SrcPacket, TgtPacket, SrcCoeffRatio, TgtCoeffRatio>::cast(data1, DataSize, data2);
VERIFY(test::areApprox(ref, data2, DataSize) && "internal::pcast<>");
}
};
template <typename SrcPacket, typename TgtPacket>
struct test_cast {
static void run() {
typedef typename internal::unpacket_traits<SrcPacket>::type SrcScalar;
typedef typename internal::unpacket_traits<TgtPacket>::type TgtScalar;
typedef typename internal::type_casting_traits<SrcScalar, TgtScalar> TypeCastingTraits;
static const int SrcCoeffRatio = TypeCastingTraits::SrcCoeffRatio;
static const int TgtCoeffRatio = TypeCastingTraits::TgtCoeffRatio;
static const int SrcPacketSize = internal::unpacket_traits<SrcPacket>::size;
static const int TgtPacketSize = internal::unpacket_traits<TgtPacket>::size;
static const bool HasCast =
internal::unpacket_traits<SrcPacket>::vectorizable && internal::unpacket_traits<TgtPacket>::vectorizable &&
TypeCastingTraits::VectorizedCast && (SrcPacketSize * SrcCoeffRatio == TgtPacketSize * TgtCoeffRatio);
test_cast_helper<SrcPacket, TgtPacket, SrcCoeffRatio, TgtCoeffRatio, HasCast>::run();
}
};
template <typename SrcPacket, typename TgtScalar,
typename TgtPacket = typename internal::packet_traits<TgtScalar>::type,
bool Vectorized = internal::packet_traits<TgtScalar>::Vectorizable,
bool HasHalf = !internal::is_same<typename internal::unpacket_traits<TgtPacket>::half, TgtPacket>::value>
struct test_cast_runner;
template <typename SrcPacket, typename TgtScalar, typename TgtPacket>
struct test_cast_runner<SrcPacket, TgtScalar, TgtPacket, true, false> {
static void run() { test_cast<SrcPacket, TgtPacket>::run(); }
};
template <typename SrcPacket, typename TgtScalar, typename TgtPacket>
struct test_cast_runner<SrcPacket, TgtScalar, TgtPacket, true, true> {
static void run() {
test_cast<SrcPacket, TgtPacket>::run();
test_cast_runner<SrcPacket, TgtScalar, typename internal::unpacket_traits<TgtPacket>::half>::run();
}
};
template <typename SrcPacket, typename TgtScalar, typename TgtPacket>
struct test_cast_runner<SrcPacket, TgtScalar, TgtPacket, false, false> {
static void run() {}
};
template <typename Scalar, typename Packet>
void packetmath_pcast_ops() {
test_cast_runner<Packet, float>::run();
test_cast_runner<Packet, double>::run();
test_cast_runner<Packet, int8_t>::run();
test_cast_runner<Packet, uint8_t>::run();
test_cast_runner<Packet, int16_t>::run();
test_cast_runner<Packet, uint16_t>::run();
test_cast_runner<Packet, int32_t>::run();
test_cast_runner<Packet, uint32_t>::run();
test_cast_runner<Packet, int64_t>::run();
test_cast_runner<Packet, uint64_t>::run();
test_cast_runner<Packet, bool>::run();
test_cast_runner<Packet, half>::run();
}
template <typename Scalar, typename Packet>
void packetmath_boolean_mask_ops() {
const int PacketSize = internal::unpacket_traits<Packet>::size;
const int size = 2 * PacketSize;
EIGEN_ALIGN_MAX Scalar data1[size];
EIGEN_ALIGN_MAX Scalar data2[size];
EIGEN_ALIGN_MAX Scalar ref[size];
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>();
}
CHECK_CWISE1(internal::ptrue, internal::ptrue);
CHECK_CWISE2_IF(true, internal::pandnot, internal::pandnot);
for (int i = 0; i < PacketSize; ++i) {
data1[i] = Scalar(i);
data1[i + PacketSize] = internal::random<bool>() ? data1[i] : Scalar(0);
}
CHECK_CWISE2_IF(true, internal::pcmp_eq, internal::pcmp_eq);
}
// Packet16b representing bool does not support ptrue, pandnot or pcmp_eq, since the scalar path
// (for some compilers) compute the bitwise and with 0x1 of the results to keep the value in [0,1].
#ifdef EIGEN_PACKET_MATH_SSE_H
template <>
void packetmath_boolean_mask_ops<bool, internal::Packet16b>() {}
#endif
template <typename Scalar, typename Packet>
void packetmath() {
typedef internal::packet_traits<Scalar> PacketTraits;
const int PacketSize = internal::unpacket_traits<Packet>::size;
typedef typename NumTraits<Scalar>::Real RealScalar;
if (g_first_pass)
std::cerr << "=== Testing packet of type '" << typeid(Packet).name() << "' and scalar type '"
<< typeid(Scalar).name() << "' and size '" << PacketSize << "' ===\n";
const int max_size = PacketSize > 4 ? PacketSize : 4;
const int size = PacketSize * max_size;
EIGEN_ALIGN_MAX Scalar data1[size];
EIGEN_ALIGN_MAX Scalar data2[size];
EIGEN_ALIGN_MAX Scalar data3[size];
EIGEN_ALIGN_MAX Scalar ref[size];
RealScalar refvalue = RealScalar(0);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>() / RealScalar(PacketSize);
data2[i] = internal::random<Scalar>() / RealScalar(PacketSize);
refvalue = (std::max)(refvalue, numext::abs(data1[i]));
}
internal::pstore(data2, internal::pload<Packet>(data1));
VERIFY(test::areApprox(data1, data2, PacketSize) && "aligned load/store");
for (int offset = 0; offset < PacketSize; ++offset) {
internal::pstore(data2, internal::ploadu<Packet>(data1 + offset));
VERIFY(test::areApprox(data1 + offset, data2, PacketSize) && "internal::ploadu");
}
for (int offset = 0; offset < PacketSize; ++offset) {
internal::pstoreu(data2 + offset, internal::pload<Packet>(data1));
VERIFY(test::areApprox(data1, data2 + offset, PacketSize) && "internal::pstoreu");
}
if (internal::unpacket_traits<Packet>::masked_load_available) {
test::packet_helper<internal::unpacket_traits<Packet>::masked_load_available, Packet> h;
unsigned long long max_umask = (0x1ull << PacketSize);
for (int offset = 0; offset < PacketSize; ++offset) {
for (unsigned long long umask = 0; umask < max_umask; ++umask) {
h.store(data2, h.load(data1 + offset, umask));
for (int k = 0; k < PacketSize; ++k) data3[k] = ((umask & (0x1ull << k)) >> k) ? data1[k + offset] : Scalar(0);
VERIFY(test::areApprox(data3, data2, PacketSize) && "internal::ploadu masked");
}
}
}
if (internal::unpacket_traits<Packet>::masked_store_available) {
test::packet_helper<internal::unpacket_traits<Packet>::masked_store_available, Packet> h;
unsigned long long max_umask = (0x1ull << PacketSize);
for (int offset = 0; offset < PacketSize; ++offset) {
for (unsigned long long umask = 0; umask < max_umask; ++umask) {
internal::pstore(data2, internal::pset1<Packet>(Scalar(0)));
h.store(data2, h.loadu(data1 + offset), umask);
for (int k = 0; k < PacketSize; ++k) data3[k] = ((umask & (0x1ull << k)) >> k) ? data1[k + offset] : Scalar(0);
VERIFY(test::areApprox(data3, data2, PacketSize) && "internal::pstoreu masked");
}
}
}
VERIFY((!PacketTraits::Vectorizable) || PacketTraits::HasAdd);
VERIFY((!PacketTraits::Vectorizable) || PacketTraits::HasSub);
VERIFY((!PacketTraits::Vectorizable) || PacketTraits::HasMul);
CHECK_CWISE2_IF(PacketTraits::HasAdd, REF_ADD, internal::padd);
CHECK_CWISE2_IF(PacketTraits::HasSub, REF_SUB, internal::psub);
CHECK_CWISE2_IF(PacketTraits::HasMul, REF_MUL, internal::pmul);
CHECK_CWISE2_IF(PacketTraits::HasDiv, REF_DIV, internal::pdiv);
if (PacketTraits::HasNegate) CHECK_CWISE1(internal::negate, internal::pnegate);
CHECK_CWISE1(numext::conj, internal::pconj);
for (int offset = 0; offset < 3; ++offset) {
for (int i = 0; i < PacketSize; ++i) ref[i] = data1[offset];
internal::pstore(data2, internal::pset1<Packet>(data1[offset]));
VERIFY(test::areApprox(ref, data2, PacketSize) && "internal::pset1");
}
{
for (int i = 0; i < PacketSize * 4; ++i) ref[i] = data1[i / PacketSize];
Packet A0, A1, A2, A3;
internal::pbroadcast4<Packet>(data1, A0, A1, A2, A3);
internal::pstore(data2 + 0 * PacketSize, A0);
internal::pstore(data2 + 1 * PacketSize, A1);
internal::pstore(data2 + 2 * PacketSize, A2);
internal::pstore(data2 + 3 * PacketSize, A3);
VERIFY(test::areApprox(ref, data2, 4 * PacketSize) && "internal::pbroadcast4");
}
{
for (int i = 0; i < PacketSize * 2; ++i) ref[i] = data1[i / PacketSize];
Packet A0, A1;
internal::pbroadcast2<Packet>(data1, A0, A1);
internal::pstore(data2 + 0 * PacketSize, A0);
internal::pstore(data2 + 1 * PacketSize, A1);
VERIFY(test::areApprox(ref, data2, 2 * PacketSize) && "internal::pbroadcast2");
}
VERIFY(internal::isApprox(data1[0], internal::pfirst(internal::pload<Packet>(data1))) && "internal::pfirst");
if (PacketSize > 1) {
// apply different offsets to check that ploaddup is robust to unaligned inputs
for (int offset = 0; offset < 4; ++offset) {
for (int i = 0; i < PacketSize / 2; ++i) ref[2 * i + 0] = ref[2 * i + 1] = data1[offset + i];
internal::pstore(data2, internal::ploaddup<Packet>(data1 + offset));
VERIFY(test::areApprox(ref, data2, PacketSize) && "ploaddup");
}
}
if (PacketSize > 2) {
// apply different offsets to check that ploadquad is robust to unaligned inputs
for (int offset = 0; offset < 4; ++offset) {
for (int i = 0; i < PacketSize / 4; ++i)
ref[4 * i + 0] = ref[4 * i + 1] = ref[4 * i + 2] = ref[4 * i + 3] = data1[offset + i];
internal::pstore(data2, internal::ploadquad<Packet>(data1 + offset));
VERIFY(test::areApprox(ref, data2, PacketSize) && "ploadquad");
}
}
ref[0] = Scalar(0);
for (int i = 0; i < PacketSize; ++i) ref[0] += data1[i];
VERIFY(test::isApproxAbs(ref[0], internal::predux(internal::pload<Packet>(data1)), refvalue) && "internal::predux");
if (PacketSize == 8 && internal::unpacket_traits<typename internal::unpacket_traits<Packet>::half>::size ==
4) // so far, predux_half_downto4 is only required in such a case
{
int HalfPacketSize = PacketSize > 4 ? PacketSize / 2 : PacketSize;
for (int i = 0; i < HalfPacketSize; ++i) ref[i] = Scalar(0);
for (int i = 0; i < PacketSize; ++i) ref[i % HalfPacketSize] += data1[i];
internal::pstore(data2, internal::predux_half_dowto4(internal::pload<Packet>(data1)));
VERIFY(test::areApprox(ref, data2, HalfPacketSize) && "internal::predux_half_dowto4");
}
ref[0] = Scalar(1);
for (int i = 0; i < PacketSize; ++i) ref[0] = REF_MUL(ref[0], data1[i]);
VERIFY(internal::isApprox(ref[0], internal::predux_mul(internal::pload<Packet>(data1))) && "internal::predux_mul");
for (int i = 0; i < PacketSize; ++i) ref[i] = data1[PacketSize - i - 1];
internal::pstore(data2, internal::preverse(internal::pload<Packet>(data1)));
VERIFY(test::areApprox(ref, data2, PacketSize) && "internal::preverse");
internal::PacketBlock<Packet> kernel;
for (int i = 0; i < PacketSize; ++i) {
kernel.packet[i] = internal::pload<Packet>(data1 + i * PacketSize);
}
ptranspose(kernel);
for (int i = 0; i < PacketSize; ++i) {
internal::pstore(data2, kernel.packet[i]);
for (int j = 0; j < PacketSize; ++j) {
VERIFY(test::isApproxAbs(data2[j], data1[i + j * PacketSize], refvalue) && "ptranspose");
}
}
if (PacketTraits::HasBlend) {
Packet thenPacket = internal::pload<Packet>(data1);
Packet elsePacket = internal::pload<Packet>(data2);
EIGEN_ALIGN_MAX internal::Selector<PacketSize> selector;
for (int i = 0; i < PacketSize; ++i) {
selector.select[i] = i;
}
Packet blend = internal::pblend(selector, thenPacket, elsePacket);
EIGEN_ALIGN_MAX Scalar result[size];
internal::pstore(result, blend);
for (int i = 0; i < PacketSize; ++i) {
VERIFY(test::isApproxAbs(result[i], (selector.select[i] ? data1[i] : data2[i]), refvalue));
}
}
{
for (int i = 0; i < PacketSize; ++i) {
// "if" mask
unsigned char v = internal::random<bool>() ? 0xff : 0;
char* bytes = (char*)(data1 + i);
for (int k = 0; k < int(sizeof(Scalar)); ++k) {
bytes[k] = v;
}
// "then" packet
data1[i + PacketSize] = internal::random<Scalar>();
// "else" packet
data1[i + 2 * PacketSize] = internal::random<Scalar>();
}
CHECK_CWISE3_IF(true, internal::pselect, internal::pselect);
}
CHECK_CWISE1_IF(PacketTraits::HasSqrt, numext::sqrt, internal::psqrt);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>();
}
CHECK_CWISE1(internal::pzero, internal::pzero);
CHECK_CWISE2_IF(true, internal::por, internal::por);
CHECK_CWISE2_IF(true, internal::pxor, internal::pxor);
CHECK_CWISE2_IF(true, internal::pand, internal::pand);
packetmath_boolean_mask_ops<Scalar, Packet>();
packetmath_pcast_ops<Scalar, Packet>();
}
template <typename Scalar, typename Packet>
void packetmath_real() {
typedef internal::packet_traits<Scalar> PacketTraits;
const int PacketSize = internal::unpacket_traits<Packet>::size;
const int size = PacketSize * 4;
EIGEN_ALIGN_MAX Scalar data1[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar data2[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar ref[PacketSize * 4];
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(0, 1) * std::pow(Scalar(10), internal::random<Scalar>(-6, 6));
data2[i] = internal::random<Scalar>(0, 1) * std::pow(Scalar(10), internal::random<Scalar>(-6, 6));
}
if (internal::random<float>(0, 1) < 0.1f) data1[internal::random<int>(0, PacketSize)] = 0;
CHECK_CWISE1_IF(PacketTraits::HasLog, std::log, internal::plog);
CHECK_CWISE1_IF(PacketTraits::HasRsqrt, Scalar(1) / std::sqrt, internal::prsqrt);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(-1, 1) * std::pow(Scalar(10), internal::random<Scalar>(-3, 3));
data2[i] = internal::random<Scalar>(-1, 1) * std::pow(Scalar(10), internal::random<Scalar>(-3, 3));
}
CHECK_CWISE1_IF(PacketTraits::HasSin, std::sin, internal::psin);
CHECK_CWISE1_IF(PacketTraits::HasCos, std::cos, internal::pcos);
CHECK_CWISE1_IF(PacketTraits::HasTan, std::tan, internal::ptan);
CHECK_CWISE1_IF(PacketTraits::HasRound, numext::round, internal::pround);
CHECK_CWISE1_IF(PacketTraits::HasCeil, numext::ceil, internal::pceil);
CHECK_CWISE1_IF(PacketTraits::HasFloor, numext::floor, internal::pfloor);
CHECK_CWISE1_IF(PacketTraits::HasRint, numext::rint, internal::print);
// See bug 1785.
for (int i = 0; i < size; ++i) {
data1[i] = -1.5 + i;
data2[i] = -1.5 + i;
}
CHECK_CWISE1_IF(PacketTraits::HasRound, numext::round, internal::pround);
CHECK_CWISE1_IF(PacketTraits::HasRint, numext::rint, internal::print);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(-1, 1);
data2[i] = internal::random<Scalar>(-1, 1);
}
CHECK_CWISE1_IF(PacketTraits::HasASin, std::asin, internal::pasin);
CHECK_CWISE1_IF(PacketTraits::HasACos, std::acos, internal::pacos);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(-87, 88);
data2[i] = internal::random<Scalar>(-87, 88);
}
CHECK_CWISE1_IF(PacketTraits::HasExp, std::exp, internal::pexp);
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(-1, 1) * std::pow(Scalar(10), internal::random<Scalar>(-6, 6));
data2[i] = internal::random<Scalar>(-1, 1) * std::pow(Scalar(10), internal::random<Scalar>(-6, 6));
}
data1[0] = 1e-20;
CHECK_CWISE1_IF(PacketTraits::HasTanh, std::tanh, internal::ptanh);
if (PacketTraits::HasExp && PacketSize >= 2) {
data1[0] = std::numeric_limits<Scalar>::quiet_NaN();
data1[1] = std::numeric_limits<Scalar>::epsilon();
test::packet_helper<PacketTraits::HasExp, Packet> h;
h.store(data2, internal::pexp(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY_IS_EQUAL(std::exp(std::numeric_limits<Scalar>::epsilon()), data2[1]);
data1[0] = -std::numeric_limits<Scalar>::epsilon();
data1[1] = 0;
h.store(data2, internal::pexp(h.load(data1)));
VERIFY_IS_EQUAL(std::exp(-std::numeric_limits<Scalar>::epsilon()), data2[0]);
VERIFY_IS_EQUAL(std::exp(Scalar(0)), data2[1]);
data1[0] = (std::numeric_limits<Scalar>::min)();
data1[1] = -(std::numeric_limits<Scalar>::min)();
h.store(data2, internal::pexp(h.load(data1)));
VERIFY_IS_EQUAL(std::exp((std::numeric_limits<Scalar>::min)()), data2[0]);
VERIFY_IS_EQUAL(std::exp(-(std::numeric_limits<Scalar>::min)()), data2[1]);
data1[0] = std::numeric_limits<Scalar>::denorm_min();
data1[1] = -std::numeric_limits<Scalar>::denorm_min();
h.store(data2, internal::pexp(h.load(data1)));
VERIFY_IS_EQUAL(std::exp(std::numeric_limits<Scalar>::denorm_min()), data2[0]);
VERIFY_IS_EQUAL(std::exp(-std::numeric_limits<Scalar>::denorm_min()), data2[1]);
}
if (PacketTraits::HasTanh) {
// NOTE this test migh fail with GCC prior to 6.3, see MathFunctionsImpl.h for details.
data1[0] = std::numeric_limits<Scalar>::quiet_NaN();
test::packet_helper<internal::packet_traits<Scalar>::HasTanh, Packet> h;
h.store(data2, internal::ptanh(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
}
if (PacketTraits::HasExp) {
internal::scalar_logistic_op<Scalar> logistic;
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>(-20, 20);
}
test::packet_helper<PacketTraits::HasExp, Packet> h;
h.store(data2, logistic.packetOp(h.load(data1)));
for (int i = 0; i < PacketSize; ++i) {
VERIFY_IS_APPROX(data2[i], logistic(data1[i]));
}
}
#if EIGEN_HAS_C99_MATH && (__cplusplus > 199711L)
data1[0] = std::numeric_limits<Scalar>::infinity();
data1[1] = Scalar(-1);
CHECK_CWISE1_IF(PacketTraits::HasLog1p, std::log1p, internal::plog1p);
data1[0] = std::numeric_limits<Scalar>::infinity();
data1[1] = -std::numeric_limits<Scalar>::infinity();
CHECK_CWISE1_IF(PacketTraits::HasExpm1, std::expm1, internal::pexpm1);
#endif
if (PacketSize >= 2) {
data1[0] = std::numeric_limits<Scalar>::quiet_NaN();
data1[1] = std::numeric_limits<Scalar>::epsilon();
if (PacketTraits::HasLog) {
test::packet_helper<PacketTraits::HasLog, Packet> h;
h.store(data2, internal::plog(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY_IS_EQUAL(std::log(std::numeric_limits<Scalar>::epsilon()), data2[1]);
data1[0] = -std::numeric_limits<Scalar>::epsilon();
data1[1] = 0;
h.store(data2, internal::plog(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY_IS_EQUAL(std::log(Scalar(0)), data2[1]);
data1[0] = (std::numeric_limits<Scalar>::min)();
data1[1] = -(std::numeric_limits<Scalar>::min)();
h.store(data2, internal::plog(h.load(data1)));
VERIFY_IS_EQUAL(std::log((std::numeric_limits<Scalar>::min)()), data2[0]);
VERIFY((numext::isnan)(data2[1]));
// Note: 32-bit arm always flushes denorms to zero.
#if !EIGEN_ARCH_ARM
if (std::numeric_limits<Scalar>::has_denorm == std::float_denorm_style::denorm_present) {
data1[0] = std::numeric_limits<Scalar>::denorm_min();
data1[1] = -std::numeric_limits<Scalar>::denorm_min();
h.store(data2, internal::plog(h.load(data1)));
// VERIFY_IS_EQUAL(std::log(std::numeric_limits<Scalar>::denorm_min()), data2[0]);
VERIFY((numext::isnan)(data2[1]));
}
#endif
data1[0] = Scalar(-1.0f);
h.store(data2, internal::plog(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
data1[0] = std::numeric_limits<Scalar>::infinity();
h.store(data2, internal::plog(h.load(data1)));
VERIFY((numext::isinf)(data2[0]));
}
if (PacketTraits::HasLog1p) {
test::packet_helper<PacketTraits::HasLog1p, Packet> h;
data1[0] = Scalar(-2);
data1[1] = -std::numeric_limits<Scalar>::infinity();
h.store(data2, internal::plog1p(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY((numext::isnan)(data2[1]));
}
if (PacketTraits::HasSqrt) {
test::packet_helper<PacketTraits::HasSqrt, Packet> h;
data1[0] = Scalar(-1.0f);
data1[1] = -std::numeric_limits<Scalar>::denorm_min();
h.store(data2, internal::psqrt(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY((numext::isnan)(data2[1]));
}
if (PacketTraits::HasCos) {
test::packet_helper<PacketTraits::HasCos, Packet> h;
for (Scalar k = 1; k < Scalar(10000) / std::numeric_limits<Scalar>::epsilon(); k *= 2) {
for (int k1 = 0; k1 <= 1; ++k1) {
data1[0] = (2 * k + k1) * Scalar(EIGEN_PI) / 2 * internal::random<Scalar>(0.8, 1.2);
data1[1] = (2 * k + 2 + k1) * Scalar(EIGEN_PI) / 2 * internal::random<Scalar>(0.8, 1.2);
h.store(data2, internal::pcos(h.load(data1)));
h.store(data2 + PacketSize, internal::psin(h.load(data1)));
VERIFY(data2[0] <= Scalar(1.) && data2[0] >= Scalar(-1.));
VERIFY(data2[1] <= Scalar(1.) && data2[1] >= Scalar(-1.));
VERIFY(data2[PacketSize + 0] <= Scalar(1.) && data2[PacketSize + 0] >= Scalar(-1.));
VERIFY(data2[PacketSize + 1] <= Scalar(1.) && data2[PacketSize + 1] >= Scalar(-1.));
VERIFY_IS_APPROX(data2[0], std::cos(data1[0]));
VERIFY_IS_APPROX(data2[1], std::cos(data1[1]));
VERIFY_IS_APPROX(data2[PacketSize + 0], std::sin(data1[0]));
VERIFY_IS_APPROX(data2[PacketSize + 1], std::sin(data1[1]));
VERIFY_IS_APPROX(numext::abs2(data2[0]) + numext::abs2(data2[PacketSize + 0]), Scalar(1));
VERIFY_IS_APPROX(numext::abs2(data2[1]) + numext::abs2(data2[PacketSize + 1]), Scalar(1));
}
}
data1[0] = std::numeric_limits<Scalar>::infinity();
data1[1] = -std::numeric_limits<Scalar>::infinity();
h.store(data2, internal::psin(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY((numext::isnan)(data2[1]));
h.store(data2, internal::pcos(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
VERIFY((numext::isnan)(data2[1]));
data1[0] = std::numeric_limits<Scalar>::quiet_NaN();
h.store(data2, internal::psin(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
h.store(data2, internal::pcos(h.load(data1)));
VERIFY((numext::isnan)(data2[0]));
data1[0] = -Scalar(0.);
h.store(data2, internal::psin(h.load(data1)));
VERIFY(internal::biteq(data2[0], data1[0]));
h.store(data2, internal::pcos(h.load(data1)));
VERIFY_IS_EQUAL(data2[0], Scalar(1));
}
}
}
template <typename Scalar, typename Packet>
void packetmath_notcomplex() {
typedef internal::packet_traits<Scalar> PacketTraits;
const int PacketSize = internal::unpacket_traits<Packet>::size;
EIGEN_ALIGN_MAX Scalar data1[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar data2[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar ref[PacketSize * 4];
Array<Scalar, Dynamic, 1>::Map(data1, PacketSize * 4).setRandom();
ref[0] = data1[0];
for (int i = 0; i < PacketSize; ++i) ref[0] = (std::min)(ref[0], data1[i]);
VERIFY(internal::isApprox(ref[0], internal::predux_min(internal::pload<Packet>(data1))) && "internal::predux_min");
VERIFY((!PacketTraits::Vectorizable) || PacketTraits::HasMin);
VERIFY((!PacketTraits::Vectorizable) || PacketTraits::HasMax);
CHECK_CWISE2_IF(PacketTraits::HasMin, (std::min), internal::pmin);
CHECK_CWISE2_IF(PacketTraits::HasMax, (std::max), internal::pmax);
CHECK_CWISE1(numext::abs, internal::pabs);
CHECK_CWISE2_IF(PacketTraits::HasAbsDiff, REF_ABS_DIFF, internal::pabsdiff);
ref[0] = data1[0];
for (int i = 0; i < PacketSize; ++i) ref[0] = (std::max)(ref[0], data1[i]);
VERIFY(internal::isApprox(ref[0], internal::predux_max(internal::pload<Packet>(data1))) && "internal::predux_max");
for (int i = 0; i < PacketSize; ++i) ref[i] = data1[0] + Scalar(i);
internal::pstore(data2, internal::plset<Packet>(data1[0]));
VERIFY(test::areApprox(ref, data2, PacketSize) && "internal::plset");
{
unsigned char* data1_bits = reinterpret_cast<unsigned char*>(data1);
// predux_all - not needed yet
// for (unsigned int i=0; i<PacketSize*sizeof(Scalar); ++i) data1_bits[i] = 0xff;
// VERIFY(internal::predux_all(internal::pload<Packet>(data1)) && "internal::predux_all(1111)");
// for(int k=0; k<PacketSize; ++k)
// {
// for (unsigned int i=0; i<sizeof(Scalar); ++i) data1_bits[k*sizeof(Scalar)+i] = 0x0;
// VERIFY( (!internal::predux_all(internal::pload<Packet>(data1))) && "internal::predux_all(0101)");
// for (unsigned int i=0; i<sizeof(Scalar); ++i) data1_bits[k*sizeof(Scalar)+i] = 0xff;
// }
// predux_any
for (unsigned int i = 0; i < PacketSize * sizeof(Scalar); ++i) data1_bits[i] = 0x0;
VERIFY((!internal::predux_any(internal::pload<Packet>(data1))) && "internal::predux_any(0000)");
for (int k = 0; k < PacketSize; ++k) {
for (unsigned int i = 0; i < sizeof(Scalar); ++i) data1_bits[k * sizeof(Scalar) + i] = 0xff;
VERIFY(internal::predux_any(internal::pload<Packet>(data1)) && "internal::predux_any(0101)");
for (unsigned int i = 0; i < sizeof(Scalar); ++i) data1_bits[k * sizeof(Scalar) + i] = 0x00;
}
}
}
template <typename Scalar, typename Packet, bool ConjLhs, bool ConjRhs>
void test_conj_helper(Scalar* data1, Scalar* data2, Scalar* ref, Scalar* pval) {
const int PacketSize = internal::unpacket_traits<Packet>::size;
internal::conj_if<ConjLhs> cj0;
internal::conj_if<ConjRhs> cj1;
internal::conj_helper<Scalar, Scalar, ConjLhs, ConjRhs> cj;
internal::conj_helper<Packet, Packet, ConjLhs, ConjRhs> pcj;
for (int i = 0; i < PacketSize; ++i) {
ref[i] = cj0(data1[i]) * cj1(data2[i]);
VERIFY(internal::isApprox(ref[i], cj.pmul(data1[i], data2[i])) && "conj_helper pmul");
}
internal::pstore(pval, pcj.pmul(internal::pload<Packet>(data1), internal::pload<Packet>(data2)));
VERIFY(test::areApprox(ref, pval, PacketSize) && "conj_helper pmul");
for (int i = 0; i < PacketSize; ++i) {
Scalar tmp = ref[i];
ref[i] += cj0(data1[i]) * cj1(data2[i]);
VERIFY(internal::isApprox(ref[i], cj.pmadd(data1[i], data2[i], tmp)) && "conj_helper pmadd");
}
internal::pstore(
pval, pcj.pmadd(internal::pload<Packet>(data1), internal::pload<Packet>(data2), internal::pload<Packet>(pval)));
VERIFY(test::areApprox(ref, pval, PacketSize) && "conj_helper pmadd");
}
template <typename Scalar, typename Packet>
void packetmath_complex() {
const int PacketSize = internal::unpacket_traits<Packet>::size;
const int size = PacketSize * 4;
EIGEN_ALIGN_MAX Scalar data1[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar data2[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar ref[PacketSize * 4];
EIGEN_ALIGN_MAX Scalar pval[PacketSize * 4];
for (int i = 0; i < size; ++i) {
data1[i] = internal::random<Scalar>() * Scalar(1e2);
data2[i] = internal::random<Scalar>() * Scalar(1e2);
}
test_conj_helper<Scalar, Packet, false, false>(data1, data2, ref, pval);
test_conj_helper<Scalar, Packet, false, true>(data1, data2, ref, pval);
test_conj_helper<Scalar, Packet, true, false>(data1, data2, ref, pval);
test_conj_helper<Scalar, Packet, true, true>(data1, data2, ref, pval);
{
for (int i = 0; i < PacketSize; ++i) ref[i] = Scalar(std::imag(data1[i]), std::real(data1[i]));
internal::pstore(pval, internal::pcplxflip(internal::pload<Packet>(data1)));
VERIFY(test::areApprox(ref, pval, PacketSize) && "pcplxflip");
}
}
template <typename Scalar, typename Packet>
void packetmath_scatter_gather() {
typedef typename NumTraits<Scalar>::Real RealScalar;
const int PacketSize = internal::unpacket_traits<Packet>::size;
EIGEN_ALIGN_MAX Scalar data1[PacketSize];
RealScalar refvalue = 0;
for (int i = 0; i < PacketSize; ++i) {
data1[i] = internal::random<Scalar>() / RealScalar(PacketSize);
}
int stride = internal::random<int>(1, 20);
EIGEN_ALIGN_MAX Scalar buffer[PacketSize * 20];
memset(buffer, 0, 20 * PacketSize * sizeof(Scalar));
Packet packet = internal::pload<Packet>(data1);
internal::pscatter<Scalar, Packet>(buffer, packet, stride);
for (int i = 0; i < PacketSize * 20; ++i) {
if ((i % stride) == 0 && i < stride * PacketSize) {
VERIFY(test::isApproxAbs(buffer[i], data1[i / stride], refvalue) && "pscatter");
} else {
VERIFY(test::isApproxAbs(buffer[i], Scalar(0), refvalue) && "pscatter");
}
}
for (int i = 0; i < PacketSize * 7; ++i) {
buffer[i] = internal::random<Scalar>() / RealScalar(PacketSize);
}
packet = internal::pgather<Scalar, Packet>(buffer, 7);
internal::pstore(data1, packet);
for (int i = 0; i < PacketSize; ++i) {
VERIFY(test::isApproxAbs(data1[i], buffer[i * 7], refvalue) && "pgather");
}
}
namespace Eigen {
namespace test {
template <typename Scalar, typename PacketType>
struct runall<Scalar, PacketType, false, false> { // i.e. float or double
static void run() {
packetmath<Scalar, PacketType>();
packetmath_scatter_gather<Scalar, PacketType>();
packetmath_notcomplex<Scalar, PacketType>();
packetmath_real<Scalar, PacketType>();
}
};
template <typename Scalar, typename PacketType>
struct runall<Scalar, PacketType, false, true> { // i.e. int
static void run() {
packetmath<Scalar, PacketType>();
packetmath_scatter_gather<Scalar, PacketType>();
packetmath_notcomplex<Scalar, PacketType>();
}
};
template <typename Scalar, typename PacketType>
struct runall<Scalar, PacketType, true, false> { // i.e. complex
static void run() {
packetmath<Scalar, PacketType>();
packetmath_scatter_gather<Scalar, PacketType>();
packetmath_complex<Scalar, PacketType>();
}
};
} // namespace test
} // namespace Eigen
EIGEN_DECLARE_TEST(packetmath) {
g_first_pass = true;
for (int i = 0; i < g_repeat; i++) {
CALL_SUBTEST_1(test::runner<float>::run());
CALL_SUBTEST_2(test::runner<double>::run());
CALL_SUBTEST_3(test::runner<int8_t>::run());
CALL_SUBTEST_4(test::runner<uint8_t>::run());
CALL_SUBTEST_5(test::runner<int16_t>::run());
CALL_SUBTEST_6(test::runner<uint16_t>::run());
CALL_SUBTEST_7(test::runner<int32_t>::run());
CALL_SUBTEST_8(test::runner<uint32_t>::run());
CALL_SUBTEST_9(test::runner<int64_t>::run());
CALL_SUBTEST_10(test::runner<uint64_t>::run());
CALL_SUBTEST_11(test::runner<std::complex<float> >::run());
CALL_SUBTEST_12(test::runner<std::complex<double> >::run());
CALL_SUBTEST_13((packetmath<half, internal::packet_traits<half>::type>()));
#ifdef EIGEN_PACKET_MATH_SSE_H
CALL_SUBTEST_14((packetmath<bool, internal::packet_traits<bool>::type>()));
#endif
CALL_SUBTEST_15((packetmath<bfloat16, internal::packet_traits<bfloat16>::type>()));
g_first_pass = false;
}
}