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Diffstat (limited to 'tesseract/src/lstm/reversed.cpp')
-rw-r--r-- | tesseract/src/lstm/reversed.cpp | 88 |
1 files changed, 88 insertions, 0 deletions
diff --git a/tesseract/src/lstm/reversed.cpp b/tesseract/src/lstm/reversed.cpp new file mode 100644 index 00000000..13edda12 --- /dev/null +++ b/tesseract/src/lstm/reversed.cpp @@ -0,0 +1,88 @@ +/////////////////////////////////////////////////////////////////////// +// File: reversed.cpp +// Description: Runs a single network on time-reversed input, reversing output. +// Author: Ray Smith +// +// (C) Copyright 2013, Google Inc. +// Licensed under the Apache License, Version 2.0 (the "License"); +// you may not use this file except in compliance with the License. +// You may obtain a copy of the License at +// http://www.apache.org/licenses/LICENSE-2.0 +// Unless required by applicable law or agreed to in writing, software +// distributed under the License is distributed on an "AS IS" BASIS, +// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +// See the License for the specific language governing permissions and +// limitations under the License. +/////////////////////////////////////////////////////////////////////// + +#include "reversed.h" + +#include <cstdio> + +#include "networkscratch.h" + +namespace tesseract { + +Reversed::Reversed(const std::string& name, NetworkType type) : Plumbing(name) { + type_ = type; +} + +// Returns the shape output from the network given an input shape (which may +// be partially unknown ie zero). +StaticShape Reversed::OutputShape(const StaticShape& input_shape) const { + if (type_ == NT_XYTRANSPOSE) { + StaticShape x_shape(input_shape); + x_shape.set_width(input_shape.height()); + x_shape.set_height(input_shape.width()); + x_shape = stack_[0]->OutputShape(x_shape); + x_shape.SetShape(x_shape.batch(), x_shape.width(), x_shape.height(), + x_shape.depth()); + return x_shape; + } + return stack_[0]->OutputShape(input_shape); +} + +// Takes ownership of the given network to make it the reversed one. +void Reversed::SetNetwork(Network* network) { + stack_.clear(); + AddToStack(network); +} + +// Runs forward propagation of activations on the input line. +// See NetworkCpp for a detailed discussion of the arguments. +void Reversed::Forward(bool debug, const NetworkIO& input, + const TransposedArray* input_transpose, + NetworkScratch* scratch, NetworkIO* output) { + NetworkScratch::IO rev_input(input, scratch); + ReverseData(input, rev_input); + NetworkScratch::IO rev_output(input, scratch); + stack_[0]->Forward(debug, *rev_input, nullptr, scratch, rev_output); + ReverseData(*rev_output, output); +} + +// Runs backward propagation of errors on the deltas line. +// See NetworkCpp for a detailed discussion of the arguments. +bool Reversed::Backward(bool debug, const NetworkIO& fwd_deltas, + NetworkScratch* scratch, + NetworkIO* back_deltas) { + NetworkScratch::IO rev_input(fwd_deltas, scratch); + ReverseData(fwd_deltas, rev_input); + NetworkScratch::IO rev_output(fwd_deltas, scratch); + if (stack_[0]->Backward(debug, *rev_input, scratch, rev_output)) { + ReverseData(*rev_output, back_deltas); + return true; + } + return false; +} + +// Copies src to *dest with the reversal according to type_. +void Reversed::ReverseData(const NetworkIO& src, NetworkIO* dest) const { + if (type_ == NT_XREVERSED) + dest->CopyWithXReversal(src); + else if (type_ == NT_YREVERSED) + dest->CopyWithYReversal(src); + else + dest->CopyWithXYTranspose(src); +} + +} // namespace tesseract. |