|  | // 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, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && NumTraits<SrcScalar>::IsSigned && | 
|  | 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))>> { | 
|  | static SrcScalar value() { | 
|  | SrcScalar a = internal::random<SrcScalar>(); | 
|  | return a < SrcScalar(0) ? -(a + 1) : a; | 
|  | } | 
|  | }; | 
|  |  | 
|  | // Signed to unsigned integer widening cast. | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsSigned && | 
|  | 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))>> { | 
|  | static SrcScalar value() { | 
|  | SrcScalar a = internal::random<SrcScalar>(); | 
|  | return a; | 
|  | } | 
|  | }; | 
|  |  | 
|  | // Integer to unsigned narrowing cast. | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && | 
|  | NumTraits<TgtScalar>::IsSigned && !NumTraits<SrcScalar>::IsSigned && | 
|  | (std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>> { | 
|  | static SrcScalar value() { | 
|  | TgtScalar b = internal::random<TgtScalar>(); | 
|  | return static_cast<SrcScalar>(b < TgtScalar(0) ? -(b + 1) : b); | 
|  | } | 
|  | }; | 
|  |  | 
|  | // Integer to unsigned narrowing cast. | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && | 
|  | !NumTraits<TgtScalar>::IsSigned && !NumTraits<SrcScalar>::IsSigned && | 
|  | (std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>> { | 
|  | static SrcScalar value() { | 
|  | TgtScalar b = internal::random<TgtScalar>(); | 
|  | return static_cast<SrcScalar>(b); | 
|  | } | 
|  | }; | 
|  |  | 
|  | // Integer to signed narrowing cast. | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && | 
|  | NumTraits<SrcScalar>::IsSigned && | 
|  | (std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>> { | 
|  | 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, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && NumTraits<TgtScalar>::IsInteger && | 
|  | !NumTraits<SrcScalar>::IsSigned && NumTraits<TgtScalar>::IsSigned && | 
|  | (std::numeric_limits<SrcScalar>::digits == std::numeric_limits<TgtScalar>::digits)>> { | 
|  | 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, | 
|  | std::enable_if_t<!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && | 
|  | NumTraits<TgtScalar>::IsInteger && | 
|  | (std::numeric_limits<TgtScalar>::digits <= std::numeric_limits<SrcScalar>::digits)>> { | 
|  | 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, | 
|  | std::enable_if_t<!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && | 
|  | NumTraits<TgtScalar>::IsInteger && NumTraits<TgtScalar>::IsSigned && | 
|  | (std::numeric_limits<TgtScalar>::digits > std::numeric_limits<SrcScalar>::digits)>> { | 
|  | 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)); | 
|  | } | 
|  | }; | 
|  |  | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && | 
|  | NumTraits<TgtScalar>::IsInteger && !NumTraits<TgtScalar>::IsSigned && | 
|  | (std::numeric_limits<TgtScalar>::digits > std::numeric_limits<SrcScalar>::digits)>> { | 
|  | 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 & KeepMask); | 
|  | } | 
|  | }; | 
|  |  | 
|  | // Integer to floating-point, re-use above logic. | 
|  | template <typename SrcScalar, typename TgtScalar> | 
|  | struct random_without_cast_overflow< | 
|  | SrcScalar, TgtScalar, | 
|  | std::enable_if_t<NumTraits<SrcScalar>::IsInteger && !NumTraits<TgtScalar>::IsInteger && | 
|  | !NumTraits<TgtScalar>::IsComplex>> { | 
|  | 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, | 
|  | std::enable_if_t<!NumTraits<SrcScalar>::IsInteger && !NumTraits<SrcScalar>::IsComplex && | 
|  | !NumTraits<TgtScalar>::IsInteger && !NumTraits<TgtScalar>::IsComplex && | 
|  | (std::numeric_limits<SrcScalar>::digits > std::numeric_limits<TgtScalar>::digits)>> { | 
|  | 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, std::enable_if_t<NumTraits<SrcScalar>::IsComplex && !NumTraits<TgtScalar>::IsComplex>> { | 
|  | 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, std::enable_if_t<!NumTraits<SrcScalar>::IsComplex && NumTraits<TgtScalar>::IsComplex>> { | 
|  | 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, std::enable_if_t<NumTraits<SrcScalar>::IsComplex && NumTraits<TgtScalar>::IsComplex>> { | 
|  | 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 |