36 #ifndef EIGEN_HALF_CUDA_H 37 #define EIGEN_HALF_CUDA_H 39 #if __cplusplus > 199711L 40 #define EIGEN_EXPLICIT_CAST(tgt_type) explicit operator tgt_type() 42 #define EIGEN_EXPLICIT_CAST(tgt_type) operator tgt_type() 52 #if !defined(EIGEN_HAS_CUDA_FP16) 55 EIGEN_DEVICE_FUNC __half_raw() : x(0) {}
56 explicit EIGEN_DEVICE_FUNC __half_raw(
unsigned short raw) : x(raw) {}
59 #elif defined(EIGEN_CUDACC_VER) && EIGEN_CUDACC_VER < 90000 61 typedef __half __half_raw;
64 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw raw_uint16_to_half(
unsigned short x);
65 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw float_to_half_rtne(
float ff);
66 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
float half_to_float(__half_raw h);
68 struct half_base :
public __half_raw {
69 EIGEN_DEVICE_FUNC half_base() {}
70 EIGEN_DEVICE_FUNC half_base(
const half_base& h) : __half_raw(h) {}
71 EIGEN_DEVICE_FUNC half_base(
const __half_raw& h) : __half_raw(h) {}
72 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDACC_VER) && EIGEN_CUDACC_VER >= 90000 73 EIGEN_DEVICE_FUNC half_base(
const __half& h) : __half_raw(*(__half_raw*)&h) {}
80 struct half :
public half_impl::half_base {
81 #if !defined(EIGEN_HAS_CUDA_FP16) || (defined(EIGEN_CUDACC_VER) && EIGEN_CUDACC_VER < 90000) 82 typedef half_impl::__half_raw __half_raw;
85 EIGEN_DEVICE_FUNC half() {}
87 EIGEN_DEVICE_FUNC half(
const __half_raw& h) : half_impl::half_base(h) {}
88 EIGEN_DEVICE_FUNC half(
const half& h) : half_impl::half_base(h) {}
89 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDACC_VER) && EIGEN_CUDACC_VER >= 90000 90 EIGEN_DEVICE_FUNC half(
const __half& h) : half_impl::half_base(h) {}
93 explicit EIGEN_DEVICE_FUNC half(
bool b)
94 : half_impl::half_base(half_impl::raw_uint16_to_half(b ? 0x3c00 : 0)) {}
96 explicit EIGEN_DEVICE_FUNC half(
const T& val)
97 : half_impl::half_base(half_impl::float_to_half_rtne(static_cast<float>(val))) {}
98 explicit EIGEN_DEVICE_FUNC half(
float f)
99 : half_impl::half_base(half_impl::float_to_half_rtne(f)) {}
101 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
bool)
const {
103 return (x & 0x7fff) != 0;
105 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
signed char)
const {
106 return static_cast<signed char>(half_impl::half_to_float(*
this));
108 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
unsigned char)
const {
109 return static_cast<unsigned char>(half_impl::half_to_float(*
this));
111 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
short)
const {
112 return static_cast<short>(half_impl::half_to_float(*
this));
114 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
unsigned short)
const {
115 return static_cast<unsigned short>(half_impl::half_to_float(*
this));
117 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
int)
const {
118 return static_cast<int>(half_impl::half_to_float(*
this));
120 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
unsigned int)
const {
121 return static_cast<unsigned int>(half_impl::half_to_float(*
this));
123 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
long)
const {
124 return static_cast<long>(half_impl::half_to_float(*
this));
126 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
unsigned long)
const {
127 return static_cast<unsigned long>(half_impl::half_to_float(*
this));
129 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
long long)
const {
130 return static_cast<long long>(half_impl::half_to_float(*
this));
132 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
unsigned long long)
const {
133 return static_cast<unsigned long long>(half_to_float(*
this));
135 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
float)
const {
136 return half_impl::half_to_float(*
this);
138 EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(
double)
const {
139 return static_cast<double>(half_impl::half_to_float(*
this));
142 EIGEN_DEVICE_FUNC half& operator=(
const half& other) {
152 struct numeric_limits<
Eigen::half> {
153 static const bool is_specialized =
true;
154 static const bool is_signed =
true;
155 static const bool is_integer =
false;
156 static const bool is_exact =
false;
157 static const bool has_infinity =
true;
158 static const bool has_quiet_NaN =
true;
159 static const bool has_signaling_NaN =
true;
160 static const float_denorm_style has_denorm = denorm_present;
161 static const bool has_denorm_loss =
false;
162 static const std::float_round_style round_style = std::round_to_nearest;
163 static const bool is_iec559 =
false;
164 static const bool is_bounded =
false;
165 static const bool is_modulo =
false;
166 static const int digits = 11;
167 static const int digits10 = 3;
168 static const int max_digits10 = 5;
169 static const int radix = 2;
170 static const int min_exponent = -13;
171 static const int min_exponent10 = -4;
172 static const int max_exponent = 16;
173 static const int max_exponent10 = 4;
174 static const bool traps =
true;
175 static const bool tinyness_before =
false;
177 static Eigen::half (min)() {
return Eigen::half_impl::raw_uint16_to_half(0x400); }
178 static Eigen::half lowest() {
return Eigen::half_impl::raw_uint16_to_half(0xfbff); }
179 static Eigen::half (max)() {
return Eigen::half_impl::raw_uint16_to_half(0x7bff); }
180 static Eigen::half epsilon() {
return Eigen::half_impl::raw_uint16_to_half(0x0800); }
181 static Eigen::half round_error() {
return Eigen::half(0.5); }
182 static Eigen::half infinity() {
return Eigen::half_impl::raw_uint16_to_half(0x7c00); }
183 static Eigen::half quiet_NaN() {
return Eigen::half_impl::raw_uint16_to_half(0x7e00); }
184 static Eigen::half signaling_NaN() {
return Eigen::half_impl::raw_uint16_to_half(0x7e00); }
185 static Eigen::half denorm_min() {
return Eigen::half_impl::raw_uint16_to_half(0x1); }
193 struct numeric_limits<const
Eigen::half> : numeric_limits<Eigen::half> {};
195 struct numeric_limits<volatile Eigen::half> : numeric_limits<Eigen::half> {};
197 struct numeric_limits<const volatile Eigen::half> : numeric_limits<Eigen::half> {};
202 namespace half_impl {
204 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 211 EIGEN_STRONG_INLINE __device__ half operator + (
const half& a,
const half& b) {
214 EIGEN_STRONG_INLINE __device__ half
operator * (
const half& a,
const half& b) {
217 EIGEN_STRONG_INLINE __device__ half operator - (
const half& a,
const half& b) {
220 EIGEN_STRONG_INLINE __device__ half operator / (
const half& a,
const half& b) {
221 float num = __half2float(a);
222 float denom = __half2float(b);
223 return __float2half(num / denom);
225 EIGEN_STRONG_INLINE __device__ half operator - (
const half& a) {
228 EIGEN_STRONG_INLINE __device__ half& operator += (half& a,
const half& b) {
232 EIGEN_STRONG_INLINE __device__ half& operator *= (half& a,
const half& b) {
236 EIGEN_STRONG_INLINE __device__ half& operator -= (half& a,
const half& b) {
240 EIGEN_STRONG_INLINE __device__ half& operator /= (half& a,
const half& b) {
244 EIGEN_STRONG_INLINE __device__
bool operator == (
const half& a,
const half& b) {
247 EIGEN_STRONG_INLINE __device__
bool operator != (
const half& a,
const half& b) {
250 EIGEN_STRONG_INLINE __device__
bool operator < (
const half& a,
const half& b) {
253 EIGEN_STRONG_INLINE __device__
bool operator <= (
const half& a,
const half& b) {
256 EIGEN_STRONG_INLINE __device__
bool operator > (
const half& a,
const half& b) {
259 EIGEN_STRONG_INLINE __device__
bool operator >= (
const half& a,
const half& b) {
263 #else // Emulate support for half floats 268 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator + (
const half& a,
const half& b) {
269 return half(
float(a) +
float(b));
271 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
operator * (
const half& a,
const half& b) {
272 return half(
float(a) *
float(b));
274 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator - (
const half& a,
const half& b) {
275 return half(
float(a) -
float(b));
277 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator / (
const half& a,
const half& b) {
278 return half(
float(a) /
float(b));
280 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator - (
const half& a) {
282 result.x = a.x ^ 0x8000;
285 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator += (half& a,
const half& b) {
286 a = half(
float(a) +
float(b));
289 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator *= (half& a,
const half& b) {
290 a = half(
float(a) *
float(b));
293 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator -= (half& a,
const half& b) {
294 a = half(
float(a) -
float(b));
297 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator /= (half& a,
const half& b) {
298 a = half(
float(a) /
float(b));
301 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator == (
const half& a,
const half& b) {
302 return numext::equal_strict(
float(a),
float(b));
304 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator != (
const half& a,
const half& b) {
305 return numext::not_equal_strict(
float(a),
float(b));
307 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator < (
const half& a,
const half& b) {
308 return float(a) < float(b);
310 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator <= (
const half& a,
const half& b) {
311 return float(a) <= float(b);
313 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator > (
const half& a,
const half& b) {
314 return float(a) > float(b);
316 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
bool operator >= (
const half& a,
const half& b) {
317 return float(a) >= float(b);
320 #endif // Emulate support for half floats 324 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator / (
const half& a,
Index b) {
325 return half(static_cast<float>(a) / static_cast<float>(b));
333 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw raw_uint16_to_half(
unsigned short x) {
344 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw float_to_half_rtne(
float ff) {
345 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 300 346 __half tmp_ff = __float2half(ff);
347 return *(__half_raw*)&tmp_ff;
349 #elif defined(EIGEN_HAS_FP16_C) 351 h.x = _cvtss_sh(ff, 0);
355 float32_bits f; f.f = ff;
357 const float32_bits f32infty = { 255 << 23 };
358 const float32_bits f16max = { (127 + 16) << 23 };
359 const float32_bits denorm_magic = { ((127 - 15) + (23 - 10) + 1) << 23 };
360 unsigned int sign_mask = 0x80000000u;
362 o.x =
static_cast<unsigned short>(0x0u);
364 unsigned int sign = f.u & sign_mask;
372 if (f.u >= f16max.u) {
373 o.x = (f.u > f32infty.u) ? 0x7e00 : 0x7c00;
375 if (f.u < (113 << 23)) {
379 f.f += denorm_magic.f;
382 o.x =
static_cast<unsigned short>(f.u - denorm_magic.u);
384 unsigned int mant_odd = (f.u >> 13) & 1;
387 f.u += ((
unsigned int)(15 - 127) << 23) + 0xfff;
391 o.x =
static_cast<unsigned short>(f.u >> 13);
395 o.x |=
static_cast<unsigned short>(sign >> 16);
400 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC
float half_to_float(__half_raw h) {
401 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 300 402 return __half2float(h);
404 #elif defined(EIGEN_HAS_FP16_C) 405 return _cvtsh_ss(h.x);
408 const float32_bits magic = { 113 << 23 };
409 const unsigned int shifted_exp = 0x7c00 << 13;
412 o.u = (h.x & 0x7fff) << 13;
413 unsigned int exp = shifted_exp & o.u;
414 o.u += (127 - 15) << 23;
417 if (exp == shifted_exp) {
418 o.u += (128 - 16) << 23;
419 }
else if (exp == 0) {
424 o.u |= (h.x & 0x8000) << 16;
431 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (
isinf)(
const half& a) {
432 return (a.x & 0x7fff) == 0x7c00;
434 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (
isnan)(
const half& a) {
435 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 438 return (a.x & 0x7fff) > 0x7c00;
441 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (
isfinite)(
const half& a) {
442 return !(
isinf EIGEN_NOT_A_MACRO (a)) && !(
isnan EIGEN_NOT_A_MACRO (a));
445 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
abs(
const half& a) {
447 result.x = a.x & 0x7FFF;
450 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
exp(
const half& a) {
451 #if EIGEN_CUDACC_VER >= 80000 && defined EIGEN_CUDA_ARCH && EIGEN_CUDA_ARCH >= 530 452 return half(hexp(a));
454 return half(::expf(
float(a)));
457 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
log(
const half& a) {
458 #if defined(EIGEN_HAS_CUDA_FP16) && EIGEN_CUDACC_VER >= 80000 && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 459 return half(::hlog(a));
461 return half(::logf(
float(a)));
464 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
log1p(
const half& a) {
465 return half(numext::log1p(
float(a)));
467 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
log10(
const half& a) {
468 return half(::log10f(
float(a)));
470 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
sqrt(
const half& a) {
471 #if EIGEN_CUDACC_VER >= 80000 && defined EIGEN_CUDA_ARCH && EIGEN_CUDA_ARCH >= 530 472 return half(hsqrt(a));
474 return half(::sqrtf(
float(a)));
477 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half pow(
const half& a,
const half& b) {
478 return half(::powf(
float(a),
float(b)));
480 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
sin(
const half& a) {
481 return half(::sinf(
float(a)));
483 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
cos(
const half& a) {
484 return half(::cosf(
float(a)));
486 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
tan(
const half& a) {
487 return half(::tanf(
float(a)));
489 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
tanh(
const half& a) {
490 return half(::tanhf(
float(a)));
492 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
floor(
const half& a) {
493 #if EIGEN_CUDACC_VER >= 80000 && defined EIGEN_CUDA_ARCH && EIGEN_CUDA_ARCH >= 300 494 return half(hfloor(a));
496 return half(::floorf(
float(a)));
499 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half
ceil(
const half& a) {
500 #if EIGEN_CUDACC_VER >= 80000 && defined EIGEN_CUDA_ARCH && EIGEN_CUDA_ARCH >= 300 501 return half(hceil(a));
503 return half(::ceilf(
float(a)));
507 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half (min)(
const half& a,
const half& b) {
508 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 509 return __hlt(b, a) ? b : a;
511 const float f1 =
static_cast<float>(a);
512 const float f2 =
static_cast<float>(b);
513 return f2 < f1 ? b : a;
516 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half (max)(
const half& a,
const half& b) {
517 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 518 return __hlt(a, b) ? b : a;
520 const float f1 =
static_cast<float>(a);
521 const float f2 =
static_cast<float>(b);
522 return f1 < f2 ? b : a;
526 EIGEN_ALWAYS_INLINE std::ostream& operator << (std::ostream& os,
const half& v) {
527 os << static_cast<float>(v);
539 struct random_default_impl<half, false, false>
541 static inline half run(
const half& x,
const half& y)
543 return x + (y-x) * half(
float(std::rand()) / float(RAND_MAX));
545 static inline half run()
547 return run(half(-1.f), half(1.f));
551 template<>
struct is_arithmetic<half> {
enum { value =
true }; };
555 template<>
struct NumTraits<
Eigen::half>
556 : GenericNumTraits<Eigen::half>
562 RequireInitialization =
false 565 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half epsilon() {
566 return half_impl::raw_uint16_to_half(0x0800);
568 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half dummy_precision() {
return Eigen::half(1e-2f); }
569 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half highest() {
570 return half_impl::raw_uint16_to_half(0x7bff);
572 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half lowest() {
573 return half_impl::raw_uint16_to_half(0xfbff);
575 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half infinity() {
576 return half_impl::raw_uint16_to_half(0x7c00);
578 EIGEN_DEVICE_FUNC
static EIGEN_STRONG_INLINE Eigen::half quiet_NaN() {
579 return half_impl::raw_uint16_to_half(0x7c01);
586 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half fabsh(
const Eigen::half& a) {
588 result.x = a.x & 0x7FFF;
591 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half exph(
const Eigen::half& a) {
592 return Eigen::half(::expf(
float(a)));
594 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half logh(
const Eigen::half& a) {
595 #if EIGEN_CUDACC_VER >= 80000 && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 530 596 return Eigen::half(::hlog(a));
598 return Eigen::half(::logf(
float(a)));
601 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half sqrth(
const Eigen::half& a) {
602 return Eigen::half(::sqrtf(
float(a)));
604 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half powh(
const Eigen::half& a,
const Eigen::half& b) {
605 return Eigen::half(::powf(
float(a),
float(b)));
607 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half floorh(
const Eigen::half& a) {
608 return Eigen::half(::floorf(
float(a)));
610 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half ceilh(
const Eigen::half& a) {
611 return Eigen::half(::ceilf(
float(a)));
616 #if __cplusplus > 199711L 618 struct hash<
Eigen::half> {
619 EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE std::size_t operator()(
const Eigen::half& a)
const {
620 return static_cast<std::size_t
>(a.x);
629 #if defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 300 630 __device__ EIGEN_STRONG_INLINE Eigen::half __shfl_xor(Eigen::half var,
int laneMask,
int width=warpSize) {
631 #if EIGEN_CUDACC_VER < 90000 632 return static_cast<Eigen::half
>(__shfl_xor(static_cast<float>(var), laneMask, width));
634 return static_cast<Eigen::half
>(__shfl_xor_sync(0xFFFFFFFF, static_cast<float>(var), laneMask, width));
640 #if defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 350 641 EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half __ldg(
const Eigen::half* ptr) {
642 return Eigen::half_impl::raw_uint16_to_half(
643 __ldg(reinterpret_cast<const unsigned short*>(ptr)));
648 #if defined(EIGEN_CUDA_ARCH) 653 EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
654 bool (
isnan)(
const Eigen::half& h) {
655 return (half_impl::isnan)(h);
659 EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
660 bool (
isinf)(
const Eigen::half& h) {
661 return (half_impl::isinf)(h);
665 EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
666 bool (
isfinite)(
const Eigen::half& h) {
667 return (half_impl::isfinite)(h);
674 #endif // EIGEN_HALF_CUDA_H const Eigen::CwiseUnaryOp< Eigen::internal::scalar_tanh_op< typename Derived::Scalar >, const Derived > tanh(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_isfinite_op< typename Derived::Scalar >, const Derived > isfinite(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_sqrt_op< typename Derived::Scalar >, const Derived > sqrt(const Eigen::ArrayBase< Derived > &x)
Namespace containing all symbols from the Eigen library.
Definition: Core:306
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_ceil_op< typename Derived::Scalar >, const Derived > ceil(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_isnan_op< typename Derived::Scalar >, const Derived > isnan(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_cos_op< typename Derived::Scalar >, const Derived > cos(const Eigen::ArrayBase< Derived > &x)
const Product< MatrixDerived, PermutationDerived, AliasFreeProduct > operator*(const MatrixBase< MatrixDerived > &matrix, const PermutationBase< PermutationDerived > &permutation)
Definition: PermutationMatrix.h:543
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:33
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_floor_op< typename Derived::Scalar >, const Derived > floor(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_log1p_op< typename Derived::Scalar >, const Derived > log1p(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_isinf_op< typename Derived::Scalar >, const Derived > isinf(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_abs_op< typename Derived::Scalar >, const Derived > abs(const Eigen::ArrayBase< Derived > &x)
Definition: Eigen_Colamd.h:50
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_log_op< typename Derived::Scalar >, const Derived > log(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_tan_op< typename Derived::Scalar >, const Derived > tan(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_sign_op< typename Derived::Scalar >, const Derived > sign(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_sin_op< typename Derived::Scalar >, const Derived > sin(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_exp_op< typename Derived::Scalar >, const Derived > exp(const Eigen::ArrayBase< Derived > &x)
const Eigen::CwiseUnaryOp< Eigen::internal::scalar_log10_op< typename Derived::Scalar >, const Derived > log10(const Eigen::ArrayBase< Derived > &x)