mxnet
spatial_upsampling_nearest.h
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19 
25 #ifndef MSHADOW_EXTENSION_SPATIAL_UPSAMPLING_NEAREST_H_
26 #define MSHADOW_EXTENSION_SPATIAL_UPSAMPLING_NEAREST_H_
27 #include "../extension.h"
28 
29 namespace mshadow {
30 namespace expr {
31 
38 template<typename SrcExp, typename DType, int srcdim>
40  public MakeTensorExp<UpSamplingNearestExp<SrcExp, DType, srcdim>,
41  SrcExp, srcdim, DType> {
43  const SrcExp &src_;
47  UpSamplingNearestExp(const SrcExp &src, index_t scale)
48  : src_(src), scale_(scale) {
50  this->shape_[srcdim - 2] *= scale_;
51  this->shape_[srcdim - 1] *= scale_;
52  }
53 };
54 
55 
56 template<typename SrcExp, typename DType, int etype>
57 inline UpSamplingNearestExp<SrcExp, DType, ExpInfo<SrcExp>::kDim>
60  ::Error_Expression_Does_Not_Meet_Dimension_Req();
62 }
63 
64 template<typename SrcExp, typename DType, int srcdim>
65 struct Plan<UpSamplingNearestExp<SrcExp, DType, srcdim>, DType> {
66  public:
68  : src_(MakePlan(e.src_)),
69  scale_(e.scale_),
70  new_height_(e.shape_[srcdim - 2]),
71  src_height_(static_cast<index_t>(e.shape_[srcdim - 2] / e.scale_)) {}
72  MSHADOW_XINLINE DType Eval(index_t i, index_t j) const {
73  const index_t x = j;
74  const index_t y = i % new_height_;
75  const index_t c = i / new_height_;
76  const index_t h = static_cast<index_t>(y / scale_);
77  const index_t w = static_cast<index_t>(x / scale_);
78  return src_.Eval(c * src_height_ + h, w);
79  }
80 
81  private:
83  const index_t scale_;
84  const index_t new_height_;
85  const index_t src_height_;
86 };
87 } // namespace expr
88 } // namespace mshadow
89 #endif // MSHADOW_EXTENSION_SPATIAL_UPSAMPLING_NEAREST_H_
mshadow::expr::Plan< UpSamplingNearestExp< SrcExp, DType, srcdim >, DType >::Eval
MSHADOW_XINLINE DType Eval(index_t i, index_t j) const
Definition: spatial_upsampling_nearest.h:72
mshadow::expr::upsampling_nearest
UpSamplingNearestExp< SrcExp, DType, ExpInfo< SrcExp >::kDim > upsampling_nearest(const Exp< SrcExp, DType, etype > &src, index_t scale)
Definition: spatial_upsampling_nearest.h:58
mshadow::expr::Exp::self
const SubType & self(void) const
Definition: expression.h:82
mshadow::expr::UpSamplingNearestExp::UpSamplingNearestExp
UpSamplingNearestExp(const SrcExp &src, index_t scale)
constructor
Definition: spatial_upsampling_nearest.h:47
mshadow::expr::TypeCheckPass
used to help static type check
Definition: expr_engine-inl.h:330
MSHADOW_XINLINE
#define MSHADOW_XINLINE
Definition: base.h:228
mshadow::expr::UpSamplingNearestExp::scale_
index_t scale_
up sampling scale
Definition: spatial_upsampling_nearest.h:45
mshadow::expr::ShapeCheck::Check
static Shape< dim > Check(const E &t)
mshadow::expr::Plan< UpSamplingNearestExp< SrcExp, DType, srcdim >, DType >::Plan
Plan(const UpSamplingNearestExp< SrcExp, DType, srcdim > &e)
Definition: spatial_upsampling_nearest.h:67
mshadow::expr::MakePlan
Plan< BinaryMapExp< OP, TA, TB, DType, etype >, DType > MakePlan(const BinaryMapExp< OP, TA, TB, DType, etype > &e)
Definition: expr_engine-inl.h:239
mshadow::expr::MakeTensorExp< UpSamplingNearestExp< SrcExp, DType, srcdim >, SrcExp, srcdim, DType >::shape_
Shape< dim > shape_
the shape of this expression
Definition: expr_engine-inl.h:47
mshadow::expr::UpSamplingNearestExp::src_
const SrcExp & src_
source oprand
Definition: spatial_upsampling_nearest.h:43
mshadow::index_t
int32_t index_t
type that will be used for index
Definition: base.h:328
mshadow::expr::Plan
Definition: expr_engine-inl.h:58
mshadow::expr::Exp
defines how expression exp can be evaluated and stored into dst
Definition: expression.h:79
mshadow
overloaded + operator between half_t and bf16_t
Definition: base.h:319
mshadow::expr::MakeTensorExp
a general class that allows extension that makes tensors of some shape
Definition: expr_engine-inl.h:43
mshadow::expr::UpSamplingNearestExp
nearest neighboor upsampling out(x, y) = in(int(x / scale_x), int(y / scale_y))
Definition: spatial_upsampling_nearest.h:39