mxnet
crop.h
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19 
25 #ifndef MSHADOW_EXTENSION_CROP_H_
26 #define MSHADOW_EXTENSION_CROP_H_
27 #include "../extension.h"
28 namespace mshadow {
29 namespace expr {
36 template<typename SrcExp, typename DType, int srcdim>
37 struct CroppingExp:
38  public MakeTensorExp<CroppingExp<SrcExp, DType, srcdim>,
39  SrcExp, srcdim, DType> {
41  const SrcExp &src_;
49  explicit CroppingExp(const SrcExp &src, Shape<2> cshape)
50  : src_(src) {
52  CHECK_GE(this->shape_[srcdim - 2], cshape[0]) << "CroppingExp: height requirement not met";
53  CHECK_GE(this->shape_[srcdim - 1], cshape[1]) << "CroppingExp: width requirement not met";
54  pad_height_ = (this->shape_[srcdim - 2] - cshape[0]) / 2;
55  pad_width_ = (this->shape_[srcdim - 1] - cshape[1]) / 2;
56  src_height_ = this->shape_[srcdim - 2];
57  this->shape_[srcdim - 2] = cshape[0]; // height
58  this->shape_[srcdim - 1] = cshape[1]; // width
59  }
61  explicit CroppingExp(const SrcExp &src, Shape<2> cshape,
62  index_t start_height, index_t start_width)
63  : src_(src), pad_height_(start_height), pad_width_(start_width) {
65  CHECK_GE(this->shape_[srcdim - 2], cshape[0] + start_height)
66  << "CroppingExp: height requirement not met";
67  CHECK_GE(this->shape_[srcdim - 1], cshape[1] + start_width)
68  << "CroppingExp: width requirement not met";
69  src_height_ = this->shape_[srcdim - 2];
70  this->shape_[srcdim - 2] = cshape[0]; // height
71  this->shape_[srcdim - 1] = cshape[1]; // width
72  }
73 }; // struct CroppingExp
84 template<typename SrcExp, typename DType, int etype>
85 inline CroppingExp<SrcExp, DType, ExpInfo<SrcExp>::kDim>
88  ::Error_Expression_Does_Not_Meet_Dimension_Req();
90 }
102 template<typename SrcExp, typename DType, int etype>
103 inline CroppingExp<SrcExp, DType, ExpInfo<SrcExp>::kDim>
105  index_t start_height, index_t start_width) {
107  ::Error_Expression_Does_Not_Meet_Dimension_Req();
109  (src.self(), oshape, start_height, start_width);
110 }
111 //----------------------
112 // Execution plan
113 //----------------------
114 template<typename SrcExp, typename DType, int srcdim>
115 struct Plan<CroppingExp<SrcExp, DType, srcdim>, DType> {
116  public:
118  : src_(MakePlan(e.src_)),
119  pad_height_(e.pad_height_), pad_width_(e.pad_width_),
120  new_height_(e.shape_[srcdim - 2]), src_height_(e.src_height_) {}
121  MSHADOW_XINLINE DType Eval(index_t i, index_t j) const {
122  const index_t x = j;
123  const index_t y = i % new_height_;
124  const index_t c = i / new_height_;
125  const index_t h = y + pad_height_;
126  const index_t w = x + pad_width_;
127  return src_.Eval(c * src_height_ + h, w);
128  }
129  private:
130  Plan<SrcExp, DType> src_;
131  const index_t pad_height_, pad_width_;
132  const index_t new_height_;
133  const index_t src_height_;
134 };
135 } // namespace expr
136 } // namespace mshadow
137 #endif // MSHADOW_EXTENSION_CROP_H_
mshadow::expr::CroppingExp::src_
const SrcExp & src_
source operand
Definition: crop.h:41
mshadow::expr::Exp::self
const SubType & self(void) const
Definition: expression.h:82
mshadow::expr::CroppingExp::pad_width_
index_t pad_width_
pad height
Definition: crop.h:45
mshadow::expr::TypeCheckPass
used to help static type check
Definition: expr_engine-inl.h:330
mshadow::expr::CroppingExp::CroppingExp
CroppingExp(const SrcExp &src, Shape< 2 > cshape)
constructor
Definition: crop.h:49
mshadow::expr::CroppingExp::pad_height_
index_t pad_height_
pad height
Definition: crop.h:43
mshadow::expr::Plan< CroppingExp< SrcExp, DType, srcdim >, DType >::Eval
MSHADOW_XINLINE DType Eval(index_t i, index_t j) const
Definition: crop.h:121
mshadow::expr::CroppingExp
crop expression, cut off the boundary region, reverse operation of padding
Definition: crop.h:37
MSHADOW_XINLINE
#define MSHADOW_XINLINE
Definition: base.h:228
mshadow::expr::CroppingExp::CroppingExp
CroppingExp(const SrcExp &src, Shape< 2 > cshape, index_t start_height, index_t start_width)
constructor
Definition: crop.h:61
mshadow::expr::crop
CroppingExp< SrcExp, DType, ExpInfo< SrcExp >::kDim > crop(const Exp< SrcExp, DType, etype > &src, Shape< 2 > oshape)
revserse operationg of padding, cut off boundaries, crop output from center of input
Definition: crop.h:86
mshadow::expr::ShapeCheck::Check
static Shape< dim > Check(const E &t)
mshadow::expr::CroppingExp::src_height_
index_t src_height_
src height
Definition: crop.h:47
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< CroppingExp< SrcExp, DType, srcdim >, SrcExp, srcdim, DType >::shape_
Shape< dim > shape_
the shape of this expression
Definition: expr_engine-inl.h:47
mshadow::expr::Plan< CroppingExp< SrcExp, DType, srcdim >, DType >::Plan
Plan(const CroppingExp< SrcExp, DType, srcdim > &e)
Definition: crop.h:117
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::Shape< 2 >