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std::numeric_limits doesn't work reliably on CUDA devices. Use our own definition of numeric_limit<T>::max() and numeric_limit<T>::min() instead of the stl ones.
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@ -83,8 +83,24 @@ template<typename T> struct GenericNumTraits
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// make sure to override this for floating-point types
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return Real(0);
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}
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static inline T highest() { return (std::numeric_limits<T>::max)(); }
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static inline T lowest() { return IsInteger ? (std::numeric_limits<T>::min)() : (-(std::numeric_limits<T>::max)()); }
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EIGEN_DEVICE_FUNC
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static inline T highest() {
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#if defined(__CUDA_ARCH__)
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return internal::device::numeric_limits<T>::max();
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#else
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return (std::numeric_limits<T>::max)();
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#endif
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}
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EIGEN_DEVICE_FUNC
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static inline T lowest() {
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#if defined(__CUDA_ARCH__)
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return IsInteger ? (internal::device::numeric_limits<T>::min)() : (-(internal::device::numeric_limits<T>::max)());
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#else
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return IsInteger ? (std::numeric_limits<T>::min)() : (-(std::numeric_limits<T>::max)());
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#endif
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};
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template<typename T> struct NumTraits : GenericNumTraits<T>
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@ -128,16 +128,53 @@ template<typename T> struct numeric_limits
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{
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EIGEN_DEVICE_FUNC
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static T epsilon() { return 0; }
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static T max() { assert(false && "Highest not suppoted for this type"); }
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static T min() { assert(false && "Lowest not suppoted for this type"); }
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};
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template<> struct numeric_limits<float>
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{
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EIGEN_DEVICE_FUNC
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static float epsilon() { return __FLT_EPSILON__; }
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EIGEN_DEVICE_FUNC
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static float max() { return CUDART_MAX_NORMAL_F; }
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EIGEN_DEVICE_FUNC
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static float min() { return __FLT_EPSILON__; }
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};
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template<> struct numeric_limits<double>
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{
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EIGEN_DEVICE_FUNC
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static double epsilon() { return __DBL_EPSILON__; }
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EIGEN_DEVICE_FUNC
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static double max() { return CUDART_INF; }
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EIGEN_DEVICE_FUNC
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static double min() { return __DBL_EPSILON__; }
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};
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template<> struct numeric_limits<int>
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{
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EIGEN_DEVICE_FUNC
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static int epsilon() { return 0; }
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EIGEN_DEVICE_FUNC
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static int max() { return INT_MAX; }
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EIGEN_DEVICE_FUNC
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static int min() { return INT_MIN; }
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};
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template<> struct numeric_limits<long>
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{
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EIGEN_DEVICE_FUNC
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static long epsilon() { return 0; }
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EIGEN_DEVICE_FUNC
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static long max() { return LONG_MAX; }
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EIGEN_DEVICE_FUNC
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static long min() { return LONG_MIN; }
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};
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template<> struct numeric_limits<long long>
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{
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EIGEN_DEVICE_FUNC
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static long long epsilon() { return 0; }
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EIGEN_DEVICE_FUNC
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static long long max() { return LLONG_MAX; }
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EIGEN_DEVICE_FUNC
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static long long min() { return LLONG_MIN; }
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};
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}
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