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Functors.h
1 // This file is part of Eigen, a lightweight C++ template library
2 // for linear algebra.
3 //
4 // Copyright (C) 2008-2010 Gael Guennebaud <[email protected]>
5 //
6 // This Source Code Form is subject to the terms of the Mozilla
7 // Public License v. 2.0. If a copy of the MPL was not distributed
8 // with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
9 
10 #ifndef EIGEN_FUNCTORS_H
11 #define EIGEN_FUNCTORS_H
12 
13 namespace Eigen {
14 
15 namespace internal {
16 
17 // associative functors:
18 
24 template<typename Scalar> struct scalar_sum_op {
25  EIGEN_EMPTY_STRUCT_CTOR(scalar_sum_op)
26  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& b) const { return a + b; }
27  template<typename Packet>
28  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
29  { return internal::padd(a,b); }
30  template<typename Packet>
31  EIGEN_STRONG_INLINE const Scalar predux(const Packet& a) const
32  { return internal::predux(a); }
33 };
34 template<typename Scalar>
35 struct functor_traits<scalar_sum_op<Scalar> > {
36  enum {
37  Cost = NumTraits<Scalar>::AddCost,
38  PacketAccess = packet_traits<Scalar>::HasAdd
39  };
40 };
41 
47 template<typename LhsScalar,typename RhsScalar> struct scalar_product_op {
48  enum {
49  // TODO vectorize mixed product
50  Vectorizable = is_same<LhsScalar,RhsScalar>::value && packet_traits<LhsScalar>::HasMul && packet_traits<RhsScalar>::HasMul
51  };
52  typedef typename scalar_product_traits<LhsScalar,RhsScalar>::ReturnType result_type;
53  EIGEN_EMPTY_STRUCT_CTOR(scalar_product_op)
54  EIGEN_STRONG_INLINE const result_type operator() (const LhsScalar& a, const RhsScalar& b) const { return a * b; }
55  template<typename Packet>
56  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
57  { return internal::pmul(a,b); }
58  template<typename Packet>
59  EIGEN_STRONG_INLINE const result_type predux(const Packet& a) const
60  { return internal::predux_mul(a); }
61 };
62 template<typename LhsScalar,typename RhsScalar>
63 struct functor_traits<scalar_product_op<LhsScalar,RhsScalar> > {
64  enum {
65  Cost = (NumTraits<LhsScalar>::MulCost + NumTraits<RhsScalar>::MulCost)/2, // rough estimate!
66  PacketAccess = scalar_product_op<LhsScalar,RhsScalar>::Vectorizable
67  };
68 };
69 
75 template<typename LhsScalar,typename RhsScalar> struct scalar_conj_product_op {
76 
77  enum {
78  Conj = NumTraits<LhsScalar>::IsComplex
79  };
80 
81  typedef typename scalar_product_traits<LhsScalar,RhsScalar>::ReturnType result_type;
82 
83  EIGEN_EMPTY_STRUCT_CTOR(scalar_conj_product_op)
84  EIGEN_STRONG_INLINE const result_type operator() (const LhsScalar& a, const RhsScalar& b) const
85  { return conj_helper<LhsScalar,RhsScalar,Conj,false>().pmul(a,b); }
86 
87  template<typename Packet>
88  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
89  { return conj_helper<Packet,Packet,Conj,false>().pmul(a,b); }
90 };
91 template<typename LhsScalar,typename RhsScalar>
92 struct functor_traits<scalar_conj_product_op<LhsScalar,RhsScalar> > {
93  enum {
94  Cost = NumTraits<LhsScalar>::MulCost,
95  PacketAccess = internal::is_same<LhsScalar, RhsScalar>::value && packet_traits<LhsScalar>::HasMul
96  };
97 };
98 
104 template<typename Scalar> struct scalar_min_op {
105  EIGEN_EMPTY_STRUCT_CTOR(scalar_min_op)
106  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& b) const { using std::min; return (min)(a, b); }
107  template<typename Packet>
108  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
109  { return internal::pmin(a,b); }
110  template<typename Packet>
111  EIGEN_STRONG_INLINE const Scalar predux(const Packet& a) const
112  { return internal::predux_min(a); }
113 };
114 template<typename Scalar>
115 struct functor_traits<scalar_min_op<Scalar> > {
116  enum {
117  Cost = NumTraits<Scalar>::AddCost,
118  PacketAccess = packet_traits<Scalar>::HasMin
119  };
120 };
121 
127 template<typename Scalar> struct scalar_max_op {
128  EIGEN_EMPTY_STRUCT_CTOR(scalar_max_op)
129  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& b) const { using std::max; return (max)(a, b); }
130  template<typename Packet>
131  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
132  { return internal::pmax(a,b); }
133  template<typename Packet>
134  EIGEN_STRONG_INLINE const Scalar predux(const Packet& a) const
135  { return internal::predux_max(a); }
136 };
137 template<typename Scalar>
138 struct functor_traits<scalar_max_op<Scalar> > {
139  enum {
140  Cost = NumTraits<Scalar>::AddCost,
141  PacketAccess = packet_traits<Scalar>::HasMax
142  };
143 };
144 
150 template<typename Scalar> struct scalar_hypot_op {
151  EIGEN_EMPTY_STRUCT_CTOR(scalar_hypot_op)
152 // typedef typename NumTraits<Scalar>::Real result_type;
153  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& _x, const Scalar& _y) const
154  {
155  using std::max;
156  using std::min;
157  using std::sqrt;
158  Scalar p = (max)(_x, _y);
159  Scalar q = (min)(_x, _y);
160  Scalar qp = q/p;
161  return p * sqrt(Scalar(1) + qp*qp);
162  }
163 };
164 template<typename Scalar>
165 struct functor_traits<scalar_hypot_op<Scalar> > {
166  enum { Cost = 5 * NumTraits<Scalar>::MulCost, PacketAccess=0 };
167 };
168 
172 template<typename Scalar, typename OtherScalar> struct scalar_binary_pow_op {
173  EIGEN_EMPTY_STRUCT_CTOR(scalar_binary_pow_op)
174  inline Scalar operator() (const Scalar& a, const OtherScalar& b) const { return numext::pow(a, b); }
175 };
176 template<typename Scalar, typename OtherScalar>
177 struct functor_traits<scalar_binary_pow_op<Scalar,OtherScalar> > {
178  enum { Cost = 5 * NumTraits<Scalar>::MulCost, PacketAccess = false };
179 };
180 
181 // other binary functors:
182 
188 template<typename Scalar> struct scalar_difference_op {
189  EIGEN_EMPTY_STRUCT_CTOR(scalar_difference_op)
190  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a, const Scalar& b) const { return a - b; }
191  template<typename Packet>
192  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
193  { return internal::psub(a,b); }
194 };
195 template<typename Scalar>
196 struct functor_traits<scalar_difference_op<Scalar> > {
197  enum {
198  Cost = NumTraits<Scalar>::AddCost,
199  PacketAccess = packet_traits<Scalar>::HasSub
200  };
201 };
202 
208 template<typename LhsScalar,typename RhsScalar> struct scalar_quotient_op {
209  enum {
210  // TODO vectorize mixed product
211  Vectorizable = is_same<LhsScalar,RhsScalar>::value && packet_traits<LhsScalar>::HasDiv && packet_traits<RhsScalar>::HasDiv
212  };
213  typedef typename scalar_product_traits<LhsScalar,RhsScalar>::ReturnType result_type;
214  EIGEN_EMPTY_STRUCT_CTOR(scalar_quotient_op)
215  EIGEN_STRONG_INLINE const result_type operator() (const LhsScalar& a, const RhsScalar& b) const { return a / b; }
216  template<typename Packet>
217  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a, const Packet& b) const
218  { return internal::pdiv(a,b); }
219 };
220 template<typename LhsScalar,typename RhsScalar>
221 struct functor_traits<scalar_quotient_op<LhsScalar,RhsScalar> > {
222  enum {
223  Cost = (NumTraits<LhsScalar>::MulCost + NumTraits<RhsScalar>::MulCost), // rough estimate!
224  PacketAccess = scalar_quotient_op<LhsScalar,RhsScalar>::Vectorizable
225  };
226 };
227 
228 
229 
235 struct scalar_boolean_and_op {
236  EIGEN_EMPTY_STRUCT_CTOR(scalar_boolean_and_op)
237  EIGEN_STRONG_INLINE bool operator() (const bool& a, const bool& b) const { return a && b; }
238 };
239 template<> struct functor_traits<scalar_boolean_and_op> {
240  enum {
241  Cost = NumTraits<bool>::AddCost,
242  PacketAccess = false
243  };
244 };
245 
251 struct scalar_boolean_or_op {
252  EIGEN_EMPTY_STRUCT_CTOR(scalar_boolean_or_op)
253  EIGEN_STRONG_INLINE bool operator() (const bool& a, const bool& b) const { return a || b; }
254 };
255 template<> struct functor_traits<scalar_boolean_or_op> {
256  enum {
257  Cost = NumTraits<bool>::AddCost,
258  PacketAccess = false
259  };
260 };
261 
266 template<typename Scalar, ComparisonName cmp> struct scalar_cmp_op;
267 
268 template<typename Scalar, ComparisonName cmp>
269 struct functor_traits<scalar_cmp_op<Scalar, cmp> > {
270  enum {
271  Cost = NumTraits<Scalar>::AddCost,
272  PacketAccess = false
273  };
274 };
275 
276 template<ComparisonName Cmp, typename Scalar>
277 struct result_of<scalar_cmp_op<Scalar, Cmp>(Scalar,Scalar)> {
278  typedef bool type;
279 };
280 
281 
282 template<typename Scalar> struct scalar_cmp_op<Scalar, cmp_EQ> {
283  EIGEN_EMPTY_STRUCT_CTOR(scalar_cmp_op)
284  EIGEN_STRONG_INLINE bool operator()(const Scalar& a, const Scalar& b) const {return a==b;}
285 };
286 template<typename Scalar> struct scalar_cmp_op<Scalar, cmp_LT> {
287  EIGEN_EMPTY_STRUCT_CTOR(scalar_cmp_op)
288  EIGEN_STRONG_INLINE bool operator()(const Scalar& a, const Scalar& b) const {return a<b;}
289 };
290 template<typename Scalar> struct scalar_cmp_op<Scalar, cmp_LE> {
291  EIGEN_EMPTY_STRUCT_CTOR(scalar_cmp_op)
292  EIGEN_STRONG_INLINE bool operator()(const Scalar& a, const Scalar& b) const {return a<=b;}
293 };
294 template<typename Scalar> struct scalar_cmp_op<Scalar, cmp_UNORD> {
295  EIGEN_EMPTY_STRUCT_CTOR(scalar_cmp_op)
296  EIGEN_STRONG_INLINE bool operator()(const Scalar& a, const Scalar& b) const {return !(a<=b || b<=a);}
297 };
298 template<typename Scalar> struct scalar_cmp_op<Scalar, cmp_NEQ> {
299  EIGEN_EMPTY_STRUCT_CTOR(scalar_cmp_op)
300  EIGEN_STRONG_INLINE bool operator()(const Scalar& a, const Scalar& b) const {return a!=b;}
301 };
302 
303 // unary functors:
304 
310 template<typename Scalar> struct scalar_opposite_op {
311  EIGEN_EMPTY_STRUCT_CTOR(scalar_opposite_op)
312  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a) const { return -a; }
313  template<typename Packet>
314  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const
315  { return internal::pnegate(a); }
316 };
317 template<typename Scalar>
318 struct functor_traits<scalar_opposite_op<Scalar> >
319 { enum {
320  Cost = NumTraits<Scalar>::AddCost,
321  PacketAccess = packet_traits<Scalar>::HasNegate };
322 };
323 
329 template<typename Scalar> struct scalar_abs_op {
330  EIGEN_EMPTY_STRUCT_CTOR(scalar_abs_op)
331  typedef typename NumTraits<Scalar>::Real result_type;
332  EIGEN_STRONG_INLINE const result_type operator() (const Scalar& a) const { using std::abs; return abs(a); }
333  template<typename Packet>
334  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const
335  { return internal::pabs(a); }
336 };
337 template<typename Scalar>
338 struct functor_traits<scalar_abs_op<Scalar> >
339 {
340  enum {
341  Cost = NumTraits<Scalar>::AddCost,
342  PacketAccess = packet_traits<Scalar>::HasAbs
343  };
344 };
345 
351 template<typename Scalar> struct scalar_abs2_op {
352  EIGEN_EMPTY_STRUCT_CTOR(scalar_abs2_op)
353  typedef typename NumTraits<Scalar>::Real result_type;
354  EIGEN_STRONG_INLINE const result_type operator() (const Scalar& a) const { return numext::abs2(a); }
355  template<typename Packet>
356  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const
357  { return internal::pmul(a,a); }
358 };
359 template<typename Scalar>
360 struct functor_traits<scalar_abs2_op<Scalar> >
361 { enum { Cost = NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasAbs2 }; };
362 
368 template<typename Scalar> struct scalar_conjugate_op {
369  EIGEN_EMPTY_STRUCT_CTOR(scalar_conjugate_op)
370  EIGEN_STRONG_INLINE const Scalar operator() (const Scalar& a) const { using numext::conj; return conj(a); }
371  template<typename Packet>
372  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const { return internal::pconj(a); }
373 };
374 template<typename Scalar>
375 struct functor_traits<scalar_conjugate_op<Scalar> >
376 {
377  enum {
378  Cost = NumTraits<Scalar>::IsComplex ? NumTraits<Scalar>::AddCost : 0,
379  PacketAccess = packet_traits<Scalar>::HasConj
380  };
381 };
382 
388 template<typename Scalar, typename NewType>
389 struct scalar_cast_op {
390  EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op)
391  typedef NewType result_type;
392  EIGEN_STRONG_INLINE const NewType operator() (const Scalar& a) const { return cast<Scalar, NewType>(a); }
393 };
394 template<typename Scalar, typename NewType>
395 struct functor_traits<scalar_cast_op<Scalar,NewType> >
396 { enum { Cost = is_same<Scalar, NewType>::value ? 0 : NumTraits<NewType>::AddCost, PacketAccess = false }; };
397 
403 template<typename Scalar>
404 struct scalar_real_op {
405  EIGEN_EMPTY_STRUCT_CTOR(scalar_real_op)
406  typedef typename NumTraits<Scalar>::Real result_type;
407  EIGEN_STRONG_INLINE result_type operator() (const Scalar& a) const { return numext::real(a); }
408 };
409 template<typename Scalar>
410 struct functor_traits<scalar_real_op<Scalar> >
411 { enum { Cost = 0, PacketAccess = false }; };
412 
418 template<typename Scalar>
419 struct scalar_imag_op {
420  EIGEN_EMPTY_STRUCT_CTOR(scalar_imag_op)
421  typedef typename NumTraits<Scalar>::Real result_type;
422  EIGEN_STRONG_INLINE result_type operator() (const Scalar& a) const { return numext::imag(a); }
423 };
424 template<typename Scalar>
425 struct functor_traits<scalar_imag_op<Scalar> >
426 { enum { Cost = 0, PacketAccess = false }; };
427 
433 template<typename Scalar>
434 struct scalar_real_ref_op {
435  EIGEN_EMPTY_STRUCT_CTOR(scalar_real_ref_op)
436  typedef typename NumTraits<Scalar>::Real result_type;
437  EIGEN_STRONG_INLINE result_type& operator() (const Scalar& a) const { return numext::real_ref(*const_cast<Scalar*>(&a)); }
438 };
439 template<typename Scalar>
440 struct functor_traits<scalar_real_ref_op<Scalar> >
441 { enum { Cost = 0, PacketAccess = false }; };
442 
448 template<typename Scalar>
449 struct scalar_imag_ref_op {
450  EIGEN_EMPTY_STRUCT_CTOR(scalar_imag_ref_op)
451  typedef typename NumTraits<Scalar>::Real result_type;
452  EIGEN_STRONG_INLINE result_type& operator() (const Scalar& a) const { return numext::imag_ref(*const_cast<Scalar*>(&a)); }
453 };
454 template<typename Scalar>
455 struct functor_traits<scalar_imag_ref_op<Scalar> >
456 { enum { Cost = 0, PacketAccess = false }; };
457 
464 template<typename Scalar> struct scalar_exp_op {
465  EIGEN_EMPTY_STRUCT_CTOR(scalar_exp_op)
466  inline const Scalar operator() (const Scalar& a) const { using std::exp; return exp(a); }
467  typedef typename packet_traits<Scalar>::type Packet;
468  inline Packet packetOp(const Packet& a) const { return internal::pexp(a); }
469 };
470 template<typename Scalar>
471 struct functor_traits<scalar_exp_op<Scalar> >
472 { enum { Cost = 5 * NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasExp }; };
473 
480 template<typename Scalar> struct scalar_log_op {
481  EIGEN_EMPTY_STRUCT_CTOR(scalar_log_op)
482  inline const Scalar operator() (const Scalar& a) const { using std::log; return log(a); }
483  typedef typename packet_traits<Scalar>::type Packet;
484  inline Packet packetOp(const Packet& a) const { return internal::plog(a); }
485 };
486 template<typename Scalar>
487 struct functor_traits<scalar_log_op<Scalar> >
488 { enum { Cost = 5 * NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasLog }; };
489 
495 /* NOTE why doing the pset1() in packetOp *is* an optimization ?
496  * indeed it seems better to declare m_other as a Packet and do the pset1() once
497  * in the constructor. However, in practice:
498  * - GCC does not like m_other as a Packet and generate a load every time it needs it
499  * - on the other hand GCC is able to moves the pset1() outside the loop :)
500  * - simpler code ;)
501  * (ICC and gcc 4.4 seems to perform well in both cases, the issue is visible with y = a*x + b*y)
502  */
503 template<typename Scalar>
504 struct scalar_multiple_op {
505  typedef typename packet_traits<Scalar>::type Packet;
506  // FIXME default copy constructors seems bugged with std::complex<>
507  EIGEN_STRONG_INLINE scalar_multiple_op(const scalar_multiple_op& other) : m_other(other.m_other) { }
508  EIGEN_STRONG_INLINE scalar_multiple_op(const Scalar& other) : m_other(other) { }
509  EIGEN_STRONG_INLINE Scalar operator() (const Scalar& a) const { return a * m_other; }
510  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const
511  { return internal::pmul(a, pset1<Packet>(m_other)); }
512  typename add_const_on_value_type<typename NumTraits<Scalar>::Nested>::type m_other;
513 };
514 template<typename Scalar>
515 struct functor_traits<scalar_multiple_op<Scalar> >
516 { enum { Cost = NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasMul }; };
517 
518 template<typename Scalar1, typename Scalar2>
519 struct scalar_multiple2_op {
520  typedef typename scalar_product_traits<Scalar1,Scalar2>::ReturnType result_type;
521  EIGEN_STRONG_INLINE scalar_multiple2_op(const scalar_multiple2_op& other) : m_other(other.m_other) { }
522  EIGEN_STRONG_INLINE scalar_multiple2_op(const Scalar2& other) : m_other(other) { }
523  EIGEN_STRONG_INLINE result_type operator() (const Scalar1& a) const { return a * m_other; }
524  typename add_const_on_value_type<typename NumTraits<Scalar2>::Nested>::type m_other;
525 };
526 template<typename Scalar1,typename Scalar2>
527 struct functor_traits<scalar_multiple2_op<Scalar1,Scalar2> >
528 { enum { Cost = NumTraits<Scalar1>::MulCost, PacketAccess = false }; };
529 
538 template<typename Scalar>
539 struct scalar_quotient1_op {
540  typedef typename packet_traits<Scalar>::type Packet;
541  // FIXME default copy constructors seems bugged with std::complex<>
542  EIGEN_STRONG_INLINE scalar_quotient1_op(const scalar_quotient1_op& other) : m_other(other.m_other) { }
543  EIGEN_STRONG_INLINE scalar_quotient1_op(const Scalar& other) : m_other(other) {}
544  EIGEN_STRONG_INLINE Scalar operator() (const Scalar& a) const { return a / m_other; }
545  EIGEN_STRONG_INLINE const Packet packetOp(const Packet& a) const
546  { return internal::pdiv(a, pset1<Packet>(m_other)); }
547  typename add_const_on_value_type<typename NumTraits<Scalar>::Nested>::type m_other;
548 };
549 template<typename Scalar>
550 struct functor_traits<scalar_quotient1_op<Scalar> >
551 { enum { Cost = 2 * NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasDiv }; };
552 
553 // nullary functors
554 
555 template<typename Scalar>
556 struct scalar_constant_op {
557  typedef typename packet_traits<Scalar>::type Packet;
558  EIGEN_STRONG_INLINE scalar_constant_op(const scalar_constant_op& other) : m_other(other.m_other) { }
559  EIGEN_STRONG_INLINE scalar_constant_op(const Scalar& other) : m_other(other) { }
560  template<typename Index>
561  EIGEN_STRONG_INLINE const Scalar operator() (Index, Index = 0) const { return m_other; }
562  template<typename Index>
563  EIGEN_STRONG_INLINE const Packet packetOp(Index, Index = 0) const { return internal::pset1<Packet>(m_other); }
564  const Scalar m_other;
565 };
566 template<typename Scalar>
567 struct functor_traits<scalar_constant_op<Scalar> >
568 // FIXME replace this packet test by a safe one
569 { enum { Cost = 1, PacketAccess = packet_traits<Scalar>::Vectorizable, IsRepeatable = true }; };
570 
571 template<typename Scalar> struct scalar_identity_op {
572  EIGEN_EMPTY_STRUCT_CTOR(scalar_identity_op)
573  template<typename Index>
574  EIGEN_STRONG_INLINE const Scalar operator() (Index row, Index col) const { return row==col ? Scalar(1) : Scalar(0); }
575 };
576 template<typename Scalar>
577 struct functor_traits<scalar_identity_op<Scalar> >
578 { enum { Cost = NumTraits<Scalar>::AddCost, PacketAccess = false, IsRepeatable = true }; };
579 
580 template <typename Scalar, bool RandomAccess> struct linspaced_op_impl;
581 
582 // linear access for packet ops:
583 // 1) initialization
584 // base = [low, ..., low] + ([step, ..., step] * [-size, ..., 0])
585 // 2) each step (where size is 1 for coeff access or PacketSize for packet access)
586 // base += [size*step, ..., size*step]
587 //
588 // TODO: Perhaps it's better to initialize lazily (so not in the constructor but in packetOp)
589 // in order to avoid the padd() in operator() ?
590 template <typename Scalar>
591 struct linspaced_op_impl<Scalar,false>
592 {
593  typedef typename packet_traits<Scalar>::type Packet;
594 
595  linspaced_op_impl(const Scalar& low, const Scalar& step) :
596  m_low(low), m_step(step),
597  m_packetStep(pset1<Packet>(packet_traits<Scalar>::size*step)),
598  m_base(padd(pset1<Packet>(low), pmul(pset1<Packet>(step),plset<Scalar>(-packet_traits<Scalar>::size)))) {}
599 
600  template<typename Index>
601  EIGEN_STRONG_INLINE const Scalar operator() (Index i) const
602  {
603  m_base = padd(m_base, pset1<Packet>(m_step));
604  return m_low+Scalar(i)*m_step;
605  }
606 
607  template<typename Index>
608  EIGEN_STRONG_INLINE const Packet packetOp(Index) const { return m_base = padd(m_base,m_packetStep); }
609 
610  const Scalar m_low;
611  const Scalar m_step;
612  const Packet m_packetStep;
613  mutable Packet m_base;
614 };
615 
616 // random access for packet ops:
617 // 1) each step
618 // [low, ..., low] + ( [step, ..., step] * ( [i, ..., i] + [0, ..., size] ) )
619 template <typename Scalar>
620 struct linspaced_op_impl<Scalar,true>
621 {
622  typedef typename packet_traits<Scalar>::type Packet;
623 
624  linspaced_op_impl(const Scalar& low, const Scalar& step) :
625  m_low(low), m_step(step),
626  m_lowPacket(pset1<Packet>(m_low)), m_stepPacket(pset1<Packet>(m_step)), m_interPacket(plset<Scalar>(0)) {}
627 
628  template<typename Index>
629  EIGEN_STRONG_INLINE const Scalar operator() (Index i) const { return m_low+i*m_step; }
630 
631  template<typename Index>
632  EIGEN_STRONG_INLINE const Packet packetOp(Index i) const
633  { return internal::padd(m_lowPacket, pmul(m_stepPacket, padd(pset1<Packet>(Scalar(i)),m_interPacket))); }
634 
635  const Scalar m_low;
636  const Scalar m_step;
637  const Packet m_lowPacket;
638  const Packet m_stepPacket;
639  const Packet m_interPacket;
640 };
641 
642 // ----- Linspace functor ----------------------------------------------------------------
643 
644 // Forward declaration (we default to random access which does not really give
645 // us a speed gain when using packet access but it allows to use the functor in
646 // nested expressions).
647 template <typename Scalar, bool RandomAccess = true> struct linspaced_op;
648 template <typename Scalar, bool RandomAccess> struct functor_traits< linspaced_op<Scalar,RandomAccess> >
649 { enum { Cost = 1, PacketAccess = packet_traits<Scalar>::HasSetLinear, IsRepeatable = true }; };
650 template <typename Scalar, bool RandomAccess> struct linspaced_op
651 {
652  typedef typename packet_traits<Scalar>::type Packet;
653  linspaced_op(const Scalar& low, const Scalar& high, DenseIndex num_steps) : impl((num_steps==1 ? high : low), (num_steps==1 ? Scalar() : (high-low)/Scalar(num_steps-1))) {}
654 
655  template<typename Index>
656  EIGEN_STRONG_INLINE const Scalar operator() (Index i) const { return impl(i); }
657 
658  // We need this function when assigning e.g. a RowVectorXd to a MatrixXd since
659  // there row==0 and col is used for the actual iteration.
660  template<typename Index>
661  EIGEN_STRONG_INLINE const Scalar operator() (Index row, Index col) const
662  {
663  eigen_assert(col==0 || row==0);
664  return impl(col + row);
665  }
666 
667  template<typename Index>
668  EIGEN_STRONG_INLINE const Packet packetOp(Index i) const { return impl.packetOp(i); }
669 
670  // We need this function when assigning e.g. a RowVectorXd to a MatrixXd since
671  // there row==0 and col is used for the actual iteration.
672  template<typename Index>
673  EIGEN_STRONG_INLINE const Packet packetOp(Index row, Index col) const
674  {
675  eigen_assert(col==0 || row==0);
676  return impl.packetOp(col + row);
677  }
678 
679  // This proxy object handles the actual required temporaries, the different
680  // implementations (random vs. sequential access) as well as the
681  // correct piping to size 2/4 packet operations.
682  const linspaced_op_impl<Scalar,RandomAccess> impl;
683 };
684 
685 // all functors allow linear access, except scalar_identity_op. So we fix here a quick meta
686 // to indicate whether a functor allows linear access, just always answering 'yes' except for
687 // scalar_identity_op.
688 // FIXME move this to functor_traits adding a functor_default
689 template<typename Functor> struct functor_has_linear_access { enum { ret = 1 }; };
690 template<typename Scalar> struct functor_has_linear_access<scalar_identity_op<Scalar> > { enum { ret = 0 }; };
691 
692 // In Eigen, any binary op (Product, CwiseBinaryOp) require the Lhs and Rhs to have the same scalar type, except for multiplication
693 // where the mixing of different types is handled by scalar_product_traits
694 // In particular, real * complex<real> is allowed.
695 // FIXME move this to functor_traits adding a functor_default
696 template<typename Functor> struct functor_is_product_like { enum { ret = 0 }; };
697 template<typename LhsScalar,typename RhsScalar> struct functor_is_product_like<scalar_product_op<LhsScalar,RhsScalar> > { enum { ret = 1 }; };
698 template<typename LhsScalar,typename RhsScalar> struct functor_is_product_like<scalar_conj_product_op<LhsScalar,RhsScalar> > { enum { ret = 1 }; };
699 template<typename LhsScalar,typename RhsScalar> struct functor_is_product_like<scalar_quotient_op<LhsScalar,RhsScalar> > { enum { ret = 1 }; };
700 
701 
706 /* If you wonder why doing the pset1() in packetOp() is an optimization check scalar_multiple_op */
707 template<typename Scalar>
708 struct scalar_add_op {
709  typedef typename packet_traits<Scalar>::type Packet;
710  // FIXME default copy constructors seems bugged with std::complex<>
711  inline scalar_add_op(const scalar_add_op& other) : m_other(other.m_other) { }
712  inline scalar_add_op(const Scalar& other) : m_other(other) { }
713  inline Scalar operator() (const Scalar& a) const { return a + m_other; }
714  inline const Packet packetOp(const Packet& a) const
715  { return internal::padd(a, pset1<Packet>(m_other)); }
716  const Scalar m_other;
717 };
718 template<typename Scalar>
719 struct functor_traits<scalar_add_op<Scalar> >
720 { enum { Cost = NumTraits<Scalar>::AddCost, PacketAccess = packet_traits<Scalar>::HasAdd }; };
721 
726 template<typename Scalar> struct scalar_sqrt_op {
727  EIGEN_EMPTY_STRUCT_CTOR(scalar_sqrt_op)
728  inline const Scalar operator() (const Scalar& a) const { using std::sqrt; return sqrt(a); }
729  typedef typename packet_traits<Scalar>::type Packet;
730  inline Packet packetOp(const Packet& a) const { return internal::psqrt(a); }
731 };
732 template<typename Scalar>
733 struct functor_traits<scalar_sqrt_op<Scalar> >
734 { enum {
735  Cost = 5 * NumTraits<Scalar>::MulCost,
736  PacketAccess = packet_traits<Scalar>::HasSqrt
737  };
738 };
739 
744 template<typename Scalar> struct scalar_cos_op {
745  EIGEN_EMPTY_STRUCT_CTOR(scalar_cos_op)
746  inline Scalar operator() (const Scalar& a) const { using std::cos; return cos(a); }
747  typedef typename packet_traits<Scalar>::type Packet;
748  inline Packet packetOp(const Packet& a) const { return internal::pcos(a); }
749 };
750 template<typename Scalar>
751 struct functor_traits<scalar_cos_op<Scalar> >
752 {
753  enum {
754  Cost = 5 * NumTraits<Scalar>::MulCost,
755  PacketAccess = packet_traits<Scalar>::HasCos
756  };
757 };
758 
763 template<typename Scalar> struct scalar_sin_op {
764  EIGEN_EMPTY_STRUCT_CTOR(scalar_sin_op)
765  inline const Scalar operator() (const Scalar& a) const { using std::sin; return sin(a); }
766  typedef typename packet_traits<Scalar>::type Packet;
767  inline Packet packetOp(const Packet& a) const { return internal::psin(a); }
768 };
769 template<typename Scalar>
770 struct functor_traits<scalar_sin_op<Scalar> >
771 {
772  enum {
773  Cost = 5 * NumTraits<Scalar>::MulCost,
774  PacketAccess = packet_traits<Scalar>::HasSin
775  };
776 };
777 
778 
783 template<typename Scalar> struct scalar_tan_op {
784  EIGEN_EMPTY_STRUCT_CTOR(scalar_tan_op)
785  inline const Scalar operator() (const Scalar& a) const { using std::tan; return tan(a); }
786  typedef typename packet_traits<Scalar>::type Packet;
787  inline Packet packetOp(const Packet& a) const { return internal::ptan(a); }
788 };
789 template<typename Scalar>
790 struct functor_traits<scalar_tan_op<Scalar> >
791 {
792  enum {
793  Cost = 5 * NumTraits<Scalar>::MulCost,
794  PacketAccess = packet_traits<Scalar>::HasTan
795  };
796 };
797 
802 template<typename Scalar> struct scalar_acos_op {
803  EIGEN_EMPTY_STRUCT_CTOR(scalar_acos_op)
804  inline const Scalar operator() (const Scalar& a) const { using std::acos; return acos(a); }
805  typedef typename packet_traits<Scalar>::type Packet;
806  inline Packet packetOp(const Packet& a) const { return internal::pacos(a); }
807 };
808 template<typename Scalar>
809 struct functor_traits<scalar_acos_op<Scalar> >
810 {
811  enum {
812  Cost = 5 * NumTraits<Scalar>::MulCost,
813  PacketAccess = packet_traits<Scalar>::HasACos
814  };
815 };
816 
821 template<typename Scalar> struct scalar_asin_op {
822  EIGEN_EMPTY_STRUCT_CTOR(scalar_asin_op)
823  inline const Scalar operator() (const Scalar& a) const { using std::asin; return asin(a); }
824  typedef typename packet_traits<Scalar>::type Packet;
825  inline Packet packetOp(const Packet& a) const { return internal::pasin(a); }
826 };
827 template<typename Scalar>
828 struct functor_traits<scalar_asin_op<Scalar> >
829 {
830  enum {
831  Cost = 5 * NumTraits<Scalar>::MulCost,
832  PacketAccess = packet_traits<Scalar>::HasASin
833  };
834 };
835 
840 template<typename Scalar>
841 struct scalar_pow_op {
842  // FIXME default copy constructors seems bugged with std::complex<>
843  inline scalar_pow_op(const scalar_pow_op& other) : m_exponent(other.m_exponent) { }
844  inline scalar_pow_op(const Scalar& exponent) : m_exponent(exponent) {}
845  inline Scalar operator() (const Scalar& a) const { return numext::pow(a, m_exponent); }
846  const Scalar m_exponent;
847 };
848 template<typename Scalar>
849 struct functor_traits<scalar_pow_op<Scalar> >
850 { enum { Cost = 5 * NumTraits<Scalar>::MulCost, PacketAccess = false }; };
851 
856 template<typename Scalar>
857 struct scalar_inverse_mult_op {
858  scalar_inverse_mult_op(const Scalar& other) : m_other(other) {}
859  inline Scalar operator() (const Scalar& a) const { return m_other / a; }
860  template<typename Packet>
861  inline const Packet packetOp(const Packet& a) const
862  { return internal::pdiv(pset1<Packet>(m_other),a); }
863  Scalar m_other;
864 };
865 
870 template<typename Scalar>
871 struct scalar_inverse_op {
872  EIGEN_EMPTY_STRUCT_CTOR(scalar_inverse_op)
873  inline Scalar operator() (const Scalar& a) const { return Scalar(1)/a; }
874  template<typename Packet>
875  inline const Packet packetOp(const Packet& a) const
876  { return internal::pdiv(pset1<Packet>(Scalar(1)),a); }
877 };
878 template<typename Scalar>
879 struct functor_traits<scalar_inverse_op<Scalar> >
880 { enum { Cost = NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasDiv }; };
881 
886 template<typename Scalar>
887 struct scalar_square_op {
888  EIGEN_EMPTY_STRUCT_CTOR(scalar_square_op)
889  inline Scalar operator() (const Scalar& a) const { return a*a; }
890  template<typename Packet>
891  inline const Packet packetOp(const Packet& a) const
892  { return internal::pmul(a,a); }
893 };
894 template<typename Scalar>
895 struct functor_traits<scalar_square_op<Scalar> >
896 { enum { Cost = NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasMul }; };
897 
902 template<typename Scalar>
903 struct scalar_cube_op {
904  EIGEN_EMPTY_STRUCT_CTOR(scalar_cube_op)
905  inline Scalar operator() (const Scalar& a) const { return a*a*a; }
906  template<typename Packet>
907  inline const Packet packetOp(const Packet& a) const
908  { return internal::pmul(a,pmul(a,a)); }
909 };
910 template<typename Scalar>
911 struct functor_traits<scalar_cube_op<Scalar> >
912 { enum { Cost = 2*NumTraits<Scalar>::MulCost, PacketAccess = packet_traits<Scalar>::HasMul }; };
913 
914 // default functor traits for STL functors:
915 
916 template<typename T>
917 struct functor_traits<std::multiplies<T> >
918 { enum { Cost = NumTraits<T>::MulCost, PacketAccess = false }; };
919 
920 template<typename T>
921 struct functor_traits<std::divides<T> >
922 { enum { Cost = NumTraits<T>::MulCost, PacketAccess = false }; };
923 
924 template<typename T>
925 struct functor_traits<std::plus<T> >
926 { enum { Cost = NumTraits<T>::AddCost, PacketAccess = false }; };
927 
928 template<typename T>
929 struct functor_traits<std::minus<T> >
930 { enum { Cost = NumTraits<T>::AddCost, PacketAccess = false }; };
931 
932 template<typename T>
933 struct functor_traits<std::negate<T> >
934 { enum { Cost = NumTraits<T>::AddCost, PacketAccess = false }; };
935 
936 template<typename T>
937 struct functor_traits<std::logical_or<T> >
938 { enum { Cost = 1, PacketAccess = false }; };
939 
940 template<typename T>
941 struct functor_traits<std::logical_and<T> >
942 { enum { Cost = 1, PacketAccess = false }; };
943 
944 template<typename T>
945 struct functor_traits<std::logical_not<T> >
946 { enum { Cost = 1, PacketAccess = false }; };
947 
948 template<typename T>
949 struct functor_traits<std::greater<T> >
950 { enum { Cost = 1, PacketAccess = false }; };
951 
952 template<typename T>
953 struct functor_traits<std::less<T> >
954 { enum { Cost = 1, PacketAccess = false }; };
955 
956 template<typename T>
957 struct functor_traits<std::greater_equal<T> >
958 { enum { Cost = 1, PacketAccess = false }; };
959 
960 template<typename T>
961 struct functor_traits<std::less_equal<T> >
962 { enum { Cost = 1, PacketAccess = false }; };
963 
964 template<typename T>
965 struct functor_traits<std::equal_to<T> >
966 { enum { Cost = 1, PacketAccess = false }; };
967 
968 template<typename T>
969 struct functor_traits<std::not_equal_to<T> >
970 { enum { Cost = 1, PacketAccess = false }; };
971 
972 template<typename T>
973 struct functor_traits<std::binder2nd<T> >
974 { enum { Cost = functor_traits<T>::Cost, PacketAccess = false }; };
975 
976 template<typename T>
977 struct functor_traits<std::binder1st<T> >
978 { enum { Cost = functor_traits<T>::Cost, PacketAccess = false }; };
979 
980 template<typename T>
981 struct functor_traits<std::unary_negate<T> >
982 { enum { Cost = 1 + functor_traits<T>::Cost, PacketAccess = false }; };
983 
984 template<typename T>
985 struct functor_traits<std::binary_negate<T> >
986 { enum { Cost = 1 + functor_traits<T>::Cost, PacketAccess = false }; };
987 
988 #ifdef EIGEN_STDEXT_SUPPORT
989 
990 template<typename T0,typename T1>
991 struct functor_traits<std::project1st<T0,T1> >
992 { enum { Cost = 0, PacketAccess = false }; };
993 
994 template<typename T0,typename T1>
995 struct functor_traits<std::project2nd<T0,T1> >
996 { enum { Cost = 0, PacketAccess = false }; };
997 
998 template<typename T0,typename T1>
999 struct functor_traits<std::select2nd<std::pair<T0,T1> > >
1000 { enum { Cost = 0, PacketAccess = false }; };
1001 
1002 template<typename T0,typename T1>
1003 struct functor_traits<std::select1st<std::pair<T0,T1> > >
1004 { enum { Cost = 0, PacketAccess = false }; };
1005 
1006 template<typename T0,typename T1>
1007 struct functor_traits<std::unary_compose<T0,T1> >
1008 { enum { Cost = functor_traits<T0>::Cost + functor_traits<T1>::Cost, PacketAccess = false }; };
1009 
1010 template<typename T0,typename T1,typename T2>
1011 struct functor_traits<std::binary_compose<T0,T1,T2> >
1012 { enum { Cost = functor_traits<T0>::Cost + functor_traits<T1>::Cost + functor_traits<T2>::Cost, PacketAccess = false }; };
1013 
1014 #endif // EIGEN_STDEXT_SUPPORT
1015 
1016 // allow to add new functors and specializations of functor_traits from outside Eigen.
1017 // this macro is really needed because functor_traits must be specialized after it is declared but before it is used...
1018 #ifdef EIGEN_FUNCTORS_PLUGIN
1019 #include EIGEN_FUNCTORS_PLUGIN
1020 #endif
1021 
1022 } // end namespace internal
1023 
1024 } // end namespace Eigen
1025 
1026 #endif // EIGEN_FUNCTORS_H