tesseract  4.00.00dev
tesseract::Reconfig Class Reference

#include <reconfig.h>

Inheritance diagram for tesseract::Reconfig:
tesseract::Network tesseract::Maxpool

Public Member Functions

 Reconfig (const STRING &name, int ni, int x_scale, int y_scale)
 
virtual ~Reconfig ()
 
virtual StaticShape OutputShape (const StaticShape &input_shape) const
 
virtual STRING spec () const
 
virtual int XScaleFactor () const
 
virtual bool Serialize (TFile *fp) const
 
virtual bool DeSerialize (TFile *fp)
 
virtual void Forward (bool debug, const NetworkIO &input, const TransposedArray *input_transpose, NetworkScratch *scratch, NetworkIO *output)
 
virtual bool Backward (bool debug, const NetworkIO &fwd_deltas, NetworkScratch *scratch, NetworkIO *back_deltas)
 
- Public Member Functions inherited from tesseract::Network
 Network ()
 
 Network (NetworkType type, const STRING &name, int ni, int no)
 
virtual ~Network ()
 
NetworkType type () const
 
bool IsTraining () const
 
bool needs_to_backprop () const
 
int num_weights () const
 
int NumInputs () const
 
int NumOutputs () const
 
virtual StaticShape InputShape () const
 
const STRING & name () const
 
bool TestFlag (NetworkFlags flag) const
 
virtual bool IsPlumbingType () const
 
virtual void SetEnableTraining (TrainingState state)
 
virtual void SetNetworkFlags (uinT32 flags)
 
virtual int InitWeights (float range, TRand *randomizer)
 
virtual void ConvertToInt ()
 
virtual void SetRandomizer (TRand *randomizer)
 
virtual bool SetupNeedsBackprop (bool needs_backprop)
 
virtual void CacheXScaleFactor (int factor)
 
virtual void DebugWeights ()
 
virtual void Update (float learning_rate, float momentum, int num_samples)
 
virtual void CountAlternators (const Network &other, double *same, double *changed) const
 
void DisplayForward (const NetworkIO &matrix)
 
void DisplayBackward (const NetworkIO &matrix)
 

Protected Attributes

StrideMap back_map_
 
inT32 x_scale_
 
inT32 y_scale_
 
- Protected Attributes inherited from tesseract::Network
NetworkType type_
 
TrainingState training_
 
bool needs_to_backprop_
 
inT32 network_flags_
 
inT32 ni_
 
inT32 no_
 
inT32 num_weights_
 
STRING name_
 
ScrollView * forward_win_
 
ScrollView * backward_win_
 
TRand * randomizer_
 

Additional Inherited Members

- Static Public Member Functions inherited from tesseract::Network
static Network * CreateFromFile (TFile *fp)
 
static void ClearWindow (bool tess_coords, const char *window_name, int width, int height, ScrollView **window)
 
static int DisplayImage (Pix *pix, ScrollView *window)
 
- Protected Member Functions inherited from tesseract::Network
double Random (double range)
 
- Static Protected Attributes inherited from tesseract::Network
static char const *const kTypeNames [NT_COUNT]
 

Detailed Description

Definition at line 33 of file reconfig.h.

Constructor & Destructor Documentation

◆ Reconfig()

tesseract::Reconfig::Reconfig ( const STRING &  name,
int  ni,
int  x_scale,
int  y_scale 
)

Definition at line 24 of file reconfig.cpp.

25  : Network(NT_RECONFIG, name, ni, ni * x_scale * y_scale),
26  x_scale_(x_scale), y_scale_(y_scale) {
27 }

◆ ~Reconfig()

tesseract::Reconfig::~Reconfig ( )
virtual

Definition at line 29 of file reconfig.cpp.

29  {
30 }

Member Function Documentation

◆ Backward()

bool tesseract::Reconfig::Backward ( bool  debug,
const NetworkIO &  fwd_deltas,
NetworkScratch *  scratch,
NetworkIO *  back_deltas 
)
virtual

Reimplemented from tesseract::Network.

Reimplemented in tesseract::Maxpool.

Definition at line 97 of file reconfig.cpp.

99  {
100  back_deltas->ResizeToMap(fwd_deltas.int_mode(), back_map_, ni_);
101  StrideMap::Index src_index(fwd_deltas.stride_map());
102  do {
103  int in_t = src_index.t();
104  StrideMap::Index dest_index(back_deltas->stride_map(),
105  src_index.index(FD_BATCH),
106  src_index.index(FD_HEIGHT) * y_scale_,
107  src_index.index(FD_WIDTH) * x_scale_);
108  // Unstack x_scale_ groups of y_scale_ inputs that are together.
109  for (int x = 0; x < x_scale_; ++x) {
110  for (int y = 0; y < y_scale_; ++y) {
111  StrideMap::Index dest_xy(dest_index);
112  if (dest_xy.AddOffset(x, FD_WIDTH) && dest_xy.AddOffset(y, FD_HEIGHT)) {
113  back_deltas->CopyTimeStepGeneral(dest_xy.t(), 0, ni_, fwd_deltas,
114  in_t, (x * y_scale_ + y) * ni_);
115  }
116  }
117  }
118  } while (src_index.Increment());
119  return needs_to_backprop_;
120 }
bool needs_to_backprop_
Definition: network.h:287
StrideMap back_map_
Definition: reconfig.h:76

◆ DeSerialize()

bool tesseract::Reconfig::DeSerialize ( TFile *  fp)
virtual

Reimplemented from tesseract::Network.

Reimplemented in tesseract::Maxpool.

Definition at line 62 of file reconfig.cpp.

62  {
63  if (fp->FReadEndian(&x_scale_, sizeof(x_scale_), 1) != 1) return false;
64  if (fp->FReadEndian(&y_scale_, sizeof(y_scale_), 1) != 1) return false;
65  no_ = ni_ * x_scale_ * y_scale_;
66  return true;
67 }

◆ Forward()

void tesseract::Reconfig::Forward ( bool  debug,
const NetworkIO &  input,
const TransposedArray *  input_transpose,
NetworkScratch *  scratch,
NetworkIO *  output 
)
virtual

Reimplemented from tesseract::Network.

Reimplemented in tesseract::Maxpool.

Definition at line 71 of file reconfig.cpp.

73  {
74  output->ResizeScaled(input, x_scale_, y_scale_, no_);
75  back_map_ = input.stride_map();
76  StrideMap::Index dest_index(output->stride_map());
77  do {
78  int out_t = dest_index.t();
79  StrideMap::Index src_index(input.stride_map(), dest_index.index(FD_BATCH),
80  dest_index.index(FD_HEIGHT) * y_scale_,
81  dest_index.index(FD_WIDTH) * x_scale_);
82  // Stack x_scale_ groups of y_scale_ inputs together.
83  for (int x = 0; x < x_scale_; ++x) {
84  for (int y = 0; y < y_scale_; ++y) {
85  StrideMap::Index src_xy(src_index);
86  if (src_xy.AddOffset(x, FD_WIDTH) && src_xy.AddOffset(y, FD_HEIGHT)) {
87  output->CopyTimeStepGeneral(out_t, (x * y_scale_ + y) * ni_, ni_,
88  input, src_xy.t(), 0);
89  }
90  }
91  }
92  } while (dest_index.Increment());
93 }
StrideMap back_map_
Definition: reconfig.h:76

◆ OutputShape()

StaticShape tesseract::Reconfig::OutputShape ( const StaticShape &  input_shape) const
virtual

Reimplemented from tesseract::Network.

Definition at line 34 of file reconfig.cpp.

34  {
35  StaticShape result = input_shape;
36  result.set_height(result.height() / y_scale_);
37  result.set_width(result.width() / x_scale_);
38  if (type_ != NT_MAXPOOL)
39  result.set_depth(result.depth() * y_scale_ * x_scale_);
40  return result;
41 }
NetworkType type_
Definition: network.h:285

◆ Serialize()

bool tesseract::Reconfig::Serialize ( TFile *  fp) const
virtual

Reimplemented from tesseract::Network.

Definition at line 54 of file reconfig.cpp.

54  {
55  if (!Network::Serialize(fp)) return false;
56  if (fp->FWrite(&x_scale_, sizeof(x_scale_), 1) != 1) return false;
57  if (fp->FWrite(&y_scale_, sizeof(y_scale_), 1) != 1) return false;
58  return true;
59 }
virtual bool Serialize(TFile *fp) const
Definition: network.cpp:153

◆ spec()

virtual STRING tesseract::Reconfig::spec ( ) const
inlinevirtual

Reimplemented from tesseract::Network.

Reimplemented in tesseract::Maxpool.

Definition at line 42 of file reconfig.h.

42  {
43  STRING spec;
44  spec.add_str_int("S", y_scale_);
45  spec.add_str_int(",", x_scale_);
46  return spec;
47  }
void add_str_int(const char *str, int number)
Definition: strngs.cpp:381
Definition: strngs.h:45
virtual STRING spec() const
Definition: reconfig.h:42

◆ XScaleFactor()

int tesseract::Reconfig::XScaleFactor ( ) const
virtual

Reimplemented from tesseract::Network.

Definition at line 49 of file reconfig.cpp.

49  {
50  return x_scale_;
51 }

Member Data Documentation

◆ back_map_

StrideMap tesseract::Reconfig::back_map_
protected

Definition at line 76 of file reconfig.h.

◆ x_scale_

inT32 tesseract::Reconfig::x_scale_
protected

Definition at line 78 of file reconfig.h.

◆ y_scale_

inT32 tesseract::Reconfig::y_scale_
protected

Definition at line 79 of file reconfig.h.


The documentation for this class was generated from the following files: