mirror of
https://gitlab.com/libeigen/eigen.git
synced 2024-12-27 07:29:52 +08:00
8e9cc5b10a
Clang currently complains about implicit conversions, e.g.
```
test/packetmath.cpp:680:59: warning: implicit conversion increases floating-point precision: 'typename Eigen::internal::random_retval<typename Eigen::internal::global_math_functions_filtering_base<double>::type>::type' (aka 'double') to 'long double' [-Wdouble-promotion]
data1[0] = Scalar((2 * k + k1) * EIGEN_PI / 2 * internal::random<double>(0.8, 1.2));
~ ^~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
test/packetmath.cpp:681:40: warning: implicit conversion increases floating-point precision: 'float' to 'long double' [-Wdouble-promotion]
data1[1] = Scalar((2 * k + 2 + k1) * EIGEN_PI / 2 * internal::random<double>(0.8, 1.2));
```
Modified to explicitly cast to double.
1082 lines
47 KiB
C++
1082 lines
47 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 "packetmath_test_shared.h"
|
|
#include "random_without_cast_overflow.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() {}
|
|
};
|
|
|
|
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] = internal::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, typename EnableIf = void>
|
|
struct packetmath_pcast_ops_runner {
|
|
static void run() {
|
|
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, std::complex<float> >::run();
|
|
test_cast_runner<Packet, std::complex<double> >::run();
|
|
test_cast_runner<Packet, half>::run();
|
|
test_cast_runner<Packet, bfloat16>::run();
|
|
}
|
|
};
|
|
|
|
// Only some types support cast from std::complex<>.
|
|
template <typename Scalar, typename Packet>
|
|
struct packetmath_pcast_ops_runner<Scalar, Packet, typename internal::enable_if<NumTraits<Scalar>::IsComplex>::type> {
|
|
static void run() {
|
|
test_cast_runner<Packet, std::complex<float> >::run();
|
|
test_cast_runner<Packet, std::complex<double> >::run();
|
|
test_cast_runner<Packet, half>::run();
|
|
test_cast_runner<Packet, bfloat16>::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);
|
|
|
|
//Test (-0) == (0) for signed operations
|
|
for (int i = 0; i < PacketSize; ++i) {
|
|
data1[i] = Scalar(-0.0);
|
|
data1[i + PacketSize] = internal::random<bool>() ? data1[i] : Scalar(0);
|
|
}
|
|
CHECK_CWISE2_IF(true, internal::pcmp_eq, internal::pcmp_eq);
|
|
|
|
//Test NaN
|
|
for (int i = 0; i < PacketSize; ++i) {
|
|
data1[i] = std::numeric_limits<Scalar>::quiet_NaN();
|
|
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].
|
|
template<>
|
|
void packetmath_boolean_mask_ops<bool, internal::packet_traits<bool>::type>() {}
|
|
|
|
template <typename Scalar, typename Packet>
|
|
void packetmath_minus_zero_add() {
|
|
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 < PacketSize; ++i) {
|
|
data1[i] = Scalar(-0.0);
|
|
data1[i + PacketSize] = Scalar(-0.0);
|
|
}
|
|
CHECK_CWISE2_IF(internal::packet_traits<Scalar>::HasAdd, REF_ADD, internal::padd);
|
|
}
|
|
|
|
|
|
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_runner<Scalar, Packet>::run();
|
|
packetmath_minus_zero_add<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] = Scalar(internal::random<double>(0, 1) * std::pow(10., internal::random<double>(-6, 6)));
|
|
data2[i] = Scalar(internal::random<double>(0, 1) * std::pow(10., internal::random<double>(-6, 6)));
|
|
}
|
|
|
|
if (internal::random<float>(0, 1) < 0.1f) data1[internal::random<int>(0, PacketSize)] = Scalar(0);
|
|
|
|
CHECK_CWISE1_IF(PacketTraits::HasLog, std::log, internal::plog);
|
|
CHECK_CWISE1_IF(PacketTraits::HasRsqrt, 1 / std::sqrt, internal::prsqrt);
|
|
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = Scalar(internal::random<double>(-1, 1) * std::pow(10., internal::random<double>(-3, 3)));
|
|
data2[i] = Scalar(internal::random<double>(-1, 1) * std::pow(10., internal::random<double>(-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] = Scalar(-1.5 + i);
|
|
data2[i] = Scalar(-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] = Scalar(internal::random<double>(-1, 1));
|
|
data2[i] = Scalar(internal::random<double>(-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] = Scalar(internal::random<double>(-87, 88));
|
|
data2[i] = Scalar(internal::random<double>(-87, 88));
|
|
}
|
|
CHECK_CWISE1_IF(PacketTraits::HasExp, std::exp, internal::pexp);
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = Scalar(internal::random<double>(-1, 1) * std::pow(10., internal::random<double>(-6, 6)));
|
|
data2[i] = Scalar(internal::random<double>(-1, 1) * std::pow(10., internal::random<double>(-6, 6)));
|
|
}
|
|
data1[0] = Scalar(1e-20);
|
|
CHECK_CWISE1_IF(PacketTraits::HasTanh, std::tanh, internal::ptanh);
|
|
if (PacketTraits::HasExp && PacketSize >= 2) {
|
|
const Scalar small = std::numeric_limits<Scalar>::epsilon();
|
|
data1[0] = std::numeric_limits<Scalar>::quiet_NaN();
|
|
data1[1] = small;
|
|
test::packet_helper<PacketTraits::HasExp, Packet> h;
|
|
h.store(data2, internal::pexp(h.load(data1)));
|
|
VERIFY((numext::isnan)(data2[0]));
|
|
// TODO(rmlarsen): Re-enable for bfloat16.
|
|
if (!internal::is_same<Scalar, bfloat16>::value) {
|
|
VERIFY_IS_EQUAL(std::exp(small), data2[1]);
|
|
}
|
|
|
|
data1[0] = -small;
|
|
data1[1] = Scalar(0);
|
|
h.store(data2, internal::pexp(h.load(data1)));
|
|
// TODO(rmlarsen): Re-enable for bfloat16.
|
|
if (!internal::is_same<Scalar, bfloat16>::value) {
|
|
VERIFY_IS_EQUAL(std::exp(-small), 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] = Scalar(internal::random<double>(-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] = Scalar(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::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)));
|
|
// TODO(rmlarsen): Reenable.
|
|
// 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);
|
|
if (std::numeric_limits<Scalar>::has_denorm == std::denorm_present) {
|
|
data1[1] = -std::numeric_limits<Scalar>::denorm_min();
|
|
} else {
|
|
data1[1] = -std::numeric_limits<Scalar>::epsilon();
|
|
}
|
|
h.store(data2, internal::psqrt(h.load(data1)));
|
|
VERIFY((numext::isnan)(data2[0]));
|
|
VERIFY((numext::isnan)(data2[1]));
|
|
}
|
|
// TODO(rmlarsen): Re-enable for bfloat16.
|
|
if (PacketTraits::HasCos && !internal::is_same<Scalar, bfloat16>::value) {
|
|
test::packet_helper<PacketTraits::HasCos, Packet> h;
|
|
for (Scalar k = Scalar(1); k < Scalar(10000) / std::numeric_limits<Scalar>::epsilon(); k *= Scalar(2)) {
|
|
for (int k1 = 0; k1 <= 1; ++k1) {
|
|
data1[0] = Scalar((2 * double(k) + k1) * double(EIGEN_PI) / 2 * internal::random<double>(0.8, 1.2));
|
|
data1[1] = Scalar((2 * double(k) + 2 + k1) * double(EIGEN_PI) / 2 * internal::random<double>(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));
|
|
}
|
|
}
|
|
}
|
|
|
|
#define CAST_CHECK_CWISE1_IF(COND, REFOP, POP, SCALAR, REFTYPE) if(COND) { \
|
|
test::packet_helper<COND,Packet> h; \
|
|
for (int i=0; i<PacketSize; ++i) \
|
|
ref[i] = SCALAR(REFOP(static_cast<REFTYPE>(data1[i]))); \
|
|
h.store(data2, POP(h.load(data1))); \
|
|
VERIFY(test::areApprox(ref, data2, PacketSize) && #POP); \
|
|
}
|
|
|
|
template <>
|
|
void packetmath_real<bfloat16, typename internal::packet_traits<bfloat16>::type>(){
|
|
typedef internal::packet_traits<bfloat16> PacketTraits;
|
|
typedef internal::packet_traits<bfloat16>::type Packet;
|
|
|
|
const int PacketSize = internal::unpacket_traits<Packet>::size;
|
|
const int size = PacketSize * 4;
|
|
EIGEN_ALIGN_MAX bfloat16 data1[PacketSize * 4];
|
|
EIGEN_ALIGN_MAX bfloat16 data2[PacketSize * 4];
|
|
EIGEN_ALIGN_MAX bfloat16 ref[PacketSize * 4];
|
|
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = bfloat16(internal::random<float>(0, 1) * std::pow(float(10), internal::random<float>(-6, 6)));
|
|
data2[i] = bfloat16(internal::random<float>(0, 1) * std::pow(float(10), internal::random<float>(-6, 6)));
|
|
data1[i] = bfloat16(0);
|
|
}
|
|
|
|
if (internal::random<float>(0, 1) < 0.1f) data1[internal::random<int>(0, PacketSize)] = bfloat16(0);
|
|
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasLog, std::log, internal::plog, bfloat16, float);
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasRsqrt, float(1) / std::sqrt, internal::prsqrt, bfloat16, float);
|
|
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = bfloat16(internal::random<float>(-1, 1) * std::pow(float(10), internal::random<float>(-3, 3)));
|
|
data2[i] = bfloat16(internal::random<float>(-1, 1) * std::pow(float(10), internal::random<float>(-3, 3)));
|
|
}
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasSin, std::sin, internal::psin, bfloat16, float);
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasCos, std::cos, internal::pcos, bfloat16, float);
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasTan, std::tan, internal::ptan, bfloat16, float);
|
|
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasRound, numext::round, internal::pround, bfloat16, float);
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasCeil, numext::ceil, internal::pceil, bfloat16, float);
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasFloor, numext::floor, internal::pfloor, bfloat16, float);
|
|
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = bfloat16(-1.5 + i);
|
|
data2[i] = bfloat16(-1.5 + i);
|
|
}
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasRound, numext::round, internal::pround, bfloat16, float);
|
|
|
|
for (int i = 0; i < size; ++i) {
|
|
data1[i] = bfloat16(internal::random<float>(-87, 88));
|
|
data2[i] = bfloat16(internal::random<float>(-87, 88));
|
|
}
|
|
CAST_CHECK_CWISE1_IF(PacketTraits::HasExp, std::exp, internal::pexp, bfloat16, float);
|
|
|
|
}
|
|
|
|
template <typename Scalar>
|
|
Scalar propagate_nan_max(const Scalar& a, const Scalar& b) {
|
|
if ((numext::isnan)(a)) return a;
|
|
if ((numext::isnan)(b)) return b;
|
|
return (numext::maxi)(a,b);
|
|
}
|
|
|
|
template <typename Scalar>
|
|
Scalar propagate_nan_min(const Scalar& a, const Scalar& b) {
|
|
if ((numext::isnan)(a)) return a;
|
|
if ((numext::isnan)(b)) return b;
|
|
return (numext::mini)(a,b);
|
|
}
|
|
|
|
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();
|
|
|
|
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);
|
|
#if EIGEN_HAS_CXX11_MATH
|
|
using std::fmin;
|
|
using std::fmax;
|
|
#else
|
|
using ::fmin;
|
|
using ::fmax;
|
|
#endif
|
|
CHECK_CWISE2_IF(PacketTraits::HasMin, fmin, (internal::pmin<PropagateNumbers>));
|
|
CHECK_CWISE2_IF(PacketTraits::HasMax, fmax, internal::pmax<PropagateNumbers>);
|
|
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] = internal::pmin(ref[0], data1[i]);
|
|
VERIFY(internal::isApprox(ref[0], internal::predux_min(internal::pload<Packet>(data1))) && "internal::predux_min");
|
|
ref[0] = data1[0];
|
|
for (int i = 0; i < PacketSize; ++i) ref[0] = internal::pmax(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;
|
|
}
|
|
}
|
|
|
|
|
|
// Test NaN propagation.
|
|
if (!NumTraits<Scalar>::IsInteger) {
|
|
// Test reductions with no NaNs.
|
|
ref[0] = data1[0];
|
|
for (int i = 0; i < PacketSize; ++i) ref[0] = internal::pmin<PropagateNumbers>(ref[0], data1[i]);
|
|
VERIFY(internal::isApprox(ref[0], internal::predux_min<PropagateNumbers>(internal::pload<Packet>(data1))) && "internal::predux_min<PropagateNumbers>");
|
|
ref[0] = data1[0];
|
|
for (int i = 0; i < PacketSize; ++i) ref[0] = internal::pmin<PropagateNaN>(ref[0], data1[i]);
|
|
VERIFY(internal::isApprox(ref[0], internal::predux_min<PropagateNaN>(internal::pload<Packet>(data1))) && "internal::predux_min<PropagateNaN>");
|
|
ref[0] = data1[0];
|
|
for (int i = 0; i < PacketSize; ++i) ref[0] = internal::pmax<PropagateNumbers>(ref[0], data1[i]);
|
|
VERIFY(internal::isApprox(ref[0], internal::predux_max<PropagateNumbers>(internal::pload<Packet>(data1))) && "internal::predux_max<PropagateNumbers>");
|
|
ref[0] = data1[0];
|
|
for (int i = 0; i < PacketSize; ++i) ref[0] = internal::pmax<PropagateNaN>(ref[0], data1[i]);
|
|
VERIFY(internal::isApprox(ref[0], internal::predux_max<PropagateNaN>(internal::pload<Packet>(data1))) && "internal::predux_max<PropagateNumbers>");
|
|
// A single NaN.
|
|
const size_t index = std::numeric_limits<size_t>::quiet_NaN() % PacketSize;
|
|
data1[index] = std::numeric_limits<Scalar>::quiet_NaN();
|
|
VERIFY(PacketSize==1 || !(numext::isnan)(internal::predux_min<PropagateNumbers>(internal::pload<Packet>(data1))));
|
|
VERIFY((numext::isnan)(internal::predux_min<PropagateNaN>(internal::pload<Packet>(data1))));
|
|
VERIFY(PacketSize==1 || !(numext::isnan)(internal::predux_max<PropagateNumbers>(internal::pload<Packet>(data1))));
|
|
VERIFY((numext::isnan)(internal::predux_max<PropagateNaN>(internal::pload<Packet>(data1))));
|
|
// All NaNs.
|
|
for (int i = 0; i < 4 * PacketSize; ++i) data1[i] = std::numeric_limits<Scalar>::quiet_NaN();
|
|
VERIFY((numext::isnan)(internal::predux_min<PropagateNumbers>(internal::pload<Packet>(data1))));
|
|
VERIFY((numext::isnan)(internal::predux_min<PropagateNaN>(internal::pload<Packet>(data1))));
|
|
VERIFY((numext::isnan)(internal::predux_max<PropagateNumbers>(internal::pload<Packet>(data1))));
|
|
VERIFY((numext::isnan)(internal::predux_max<PropagateNaN>(internal::pload<Packet>(data1))));
|
|
|
|
// Test NaN propagation for coefficient-wise min and max.
|
|
for (int i = 0; i < PacketSize; ++i) {
|
|
data1[i] = internal::random<bool>() ? std::numeric_limits<Scalar>::quiet_NaN() : Scalar(0);
|
|
data1[i + PacketSize] = internal::random<bool>() ? std::numeric_limits<Scalar>::quiet_NaN() : Scalar(0);
|
|
}
|
|
// Note: NaN propagation is implementation defined for pmin/pmax, so we do not test it here.
|
|
CHECK_CWISE2_IF(PacketTraits::HasMin, fmin, (internal::pmin<PropagateNumbers>));
|
|
CHECK_CWISE2_IF(PacketTraits::HasMax, fmax, internal::pmax<PropagateNumbers>);
|
|
CHECK_CWISE2_IF(PacketTraits::HasMin, propagate_nan_min, (internal::pmin<PropagateNaN>));
|
|
CHECK_CWISE2_IF(PacketTraits::HasMax, propagate_nan_max, internal::pmax<PropagateNaN>);
|
|
}
|
|
}
|
|
|
|
template <>
|
|
void packetmath_notcomplex<bfloat16, typename internal::packet_traits<bfloat16>::type>(){
|
|
typedef bfloat16 Scalar;
|
|
typedef internal::packet_traits<bfloat16>::type Packet;
|
|
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");
|
|
|
|
{
|
|
unsigned char* data1_bits = reinterpret_cast<unsigned char*>(data1);
|
|
// 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 = RealScalar(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>()));
|
|
CALL_SUBTEST_14((packetmath<bool, internal::packet_traits<bool>::type>()));
|
|
CALL_SUBTEST_15(test::runner<bfloat16>::run());
|
|
g_first_pass = false;
|
|
}
|
|
}
|