mirror of
https://gitlab.com/libeigen/eigen.git
synced 2024-12-27 07:29:52 +08:00
9cb8771e9c
The original tensor casts were only defined for `SrcCoeffRatio`:`TgtCoeffRatio` 1:1, 1:2, 2:1, 4:1. Here we add the missing 1:N and 8:1. We also add casting `Eigen::half` to/from `std::complex<T>`, which was missing to make it consistent with `Eigen:bfloat16`, and generalize the overload to work for any complex type. Tests were added to `basicstuff`, `packetmath`, and `cxx11_tensor_casts` to test all cast configurations.
153 lines
7.0 KiB
C++
153 lines
7.0 KiB
C++
// This file is part of Eigen, a lightweight C++ template library
|
|
// for linear algebra.
|
|
//
|
|
// Copyright (C) 2020 C. Antonio Sanchez <cantonios@google.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/.
|
|
|
|
// Utilities for generating random numbers without overflows, which might
|
|
// otherwise result in undefined behavior.
|
|
|
|
namespace Eigen {
|
|
namespace internal {
|
|
|
|
// Default implementation assuming SrcScalar fits into TgtScalar.
|
|
template <typename SrcScalar, typename TgtScalar, typename EnableIf = void>
|
|
struct random_without_cast_overflow {
|
|
static SrcScalar value() { return internal::random<SrcScalar>(); }
|
|
};
|
|
|
|
// Signed to unsigned integer widening cast.
|
|
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;
|
|
}
|
|
};
|
|
|
|
// Integer to unsigned 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 &&
|
|
(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);
|
|
}
|
|
};
|
|
|
|
// Integer 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 &&
|
|
(std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>::type> {
|
|
static SrcScalar value() { return static_cast<SrcScalar>(internal::random<TgtScalar>()); }
|
|
};
|
|
|
|
// Unsigned to signed integer 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; }
|
|
};
|
|
|
|
// Floating-point to integer, full precision.
|
|
template <typename SrcScalar, typename TgtScalar>
|
|
struct random_without_cast_overflow<
|
|
SrcScalar, TgtScalar,
|
|
typename internal::enable_if<
|
|
!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && 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<
|
|
!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && NumTraits<TgtScalar>::IsInteger &&
|
|
(std::numeric_limits<TgtScalar>::digits > std::numeric_limits<SrcScalar>::digits)>::type> {
|
|
static SrcScalar value() {
|
|
// NOTE: internal::random<T>() is limited by RAND_MAX, so random<int64_t> is always within that range.
|
|
// This prevents us from simply shifting bits, which would result in only 0 or -1.
|
|
// Instead, keep least-significant K bits and sign.
|
|
static const TgtScalar KeepMask = (static_cast<TgtScalar>(1) << std::numeric_limits<SrcScalar>::digits) - 1;
|
|
const TgtScalar a = internal::random<TgtScalar>();
|
|
return static_cast<SrcScalar>(a > TgtScalar(0) ? (a & KeepMask) : -(a & KeepMask));
|
|
}
|
|
};
|
|
|
|
// Integer to floating-point, re-use above logic.
|
|
template <typename SrcScalar, typename TgtScalar>
|
|
struct random_without_cast_overflow<
|
|
SrcScalar, TgtScalar,
|
|
typename internal::enable_if<NumTraits<SrcScalar>::IsInteger && !NumTraits<TgtScalar>::IsInteger &&
|
|
!NumTraits<TgtScalar>::IsComplex>::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<!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex &&
|
|
!NumTraits<TgtScalar>::IsInteger && !NumTraits<TgtScalar>::IsComplex &&
|
|
(std::numeric_limits<SrcScalar>::digits >
|
|
std::numeric_limits<TgtScalar>::digits)>::type> {
|
|
static SrcScalar value() { return static_cast<SrcScalar>(internal::random<TgtScalar>()); }
|
|
};
|
|
|
|
// Complex to non-complex.
|
|
template <typename SrcScalar, typename TgtScalar>
|
|
struct random_without_cast_overflow<
|
|
SrcScalar, TgtScalar,
|
|
typename internal::enable_if<NumTraits<SrcScalar>::IsComplex && !NumTraits<TgtScalar>::IsComplex>::type> {
|
|
typedef typename NumTraits<SrcScalar>::Real SrcReal;
|
|
static SrcScalar value() { return SrcScalar(random_without_cast_overflow<SrcReal, TgtScalar>::value(), 0); }
|
|
};
|
|
|
|
// Non-complex to complex.
|
|
template <typename SrcScalar, typename TgtScalar>
|
|
struct random_without_cast_overflow<
|
|
SrcScalar, TgtScalar,
|
|
typename internal::enable_if<!NumTraits<SrcScalar>::IsComplex && NumTraits<TgtScalar>::IsComplex>::type> {
|
|
typedef typename NumTraits<TgtScalar>::Real TgtReal;
|
|
static SrcScalar value() { return random_without_cast_overflow<SrcScalar, TgtReal>::value(); }
|
|
};
|
|
|
|
// Complex to complex.
|
|
template <typename SrcScalar, typename TgtScalar>
|
|
struct random_without_cast_overflow<
|
|
SrcScalar, TgtScalar,
|
|
typename internal::enable_if<NumTraits<SrcScalar>::IsComplex && NumTraits<TgtScalar>::IsComplex>::type> {
|
|
typedef typename NumTraits<SrcScalar>::Real SrcReal;
|
|
typedef typename NumTraits<TgtScalar>::Real TgtReal;
|
|
static SrcScalar value() {
|
|
return SrcScalar(random_without_cast_overflow<SrcReal, TgtReal>::value(),
|
|
random_without_cast_overflow<SrcReal, TgtReal>::value());
|
|
}
|
|
};
|
|
|
|
} // namespace internal
|
|
} // namespace Eigen
|