Rbm/source/AStack.cpp

/*
 * To change this license header, choose License Headers in Project Properties.
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 * and open the template in the editor.
 */

/* 
 * File:   AStack.cpp
 * Author: jens
 * 
 * Created on 16. Januar 2022, 13:55
 */

#include "AStack.hpp"
#include <cassert>

using namespace std;

AStack::AStack(const std::string &dir, StackType type, const std::string &name)
: m_name(name)
, m_type(type)
, m_pLayers(nullptr)
, m_dir(dir)
{
}

AStack::AStack(const AStack& orig)
{
}

AStack::~AStack()
{
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		Layer *pNextLayer = pLayer->next;
		delete pLayer;
		pLayer = pNextLayer;
	}
}

AStack::StackType AStack::type()
{
	return m_type;
}

void AStack::setName(const std::string& name)
{
	m_name = name;
}

size_t AStack::numLayers()
{
	size_t count = 0;
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		count++;
		pLayer = pLayer->next;
	}
	return count;
}

void AStack::addLayer(Layer *pOtherLayer)
{
	if (!m_pLayers)
	{
		m_pLayers = pOtherLayer;
		pOtherLayer->prev = nullptr;
	}
	else
	{
		Layer *pLayer = m_pLayers;
		while(pLayer->next) 
		{
			pLayer = pLayer->next;
		}
		pLayer->next = pOtherLayer;
		pOtherLayer->prev = pLayer;
	}
}

void AStack::delLayer(Layer* pLayer)
{
	assert(!"Stack::delLayer: Not implemented!");
}

Layer* AStack::getLayer(size_t layerId) const
{
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		if (pLayer->id() == layerId)
		{
			return pLayer;
		}
		pLayer = pLayer->next;
	}
	return nullptr;
	
}

bool AStack::load(LayerConstructor *pLayerConstructor)
{
	std::cout << "Importing Project " << m_name << std::endl;
	ifstream ifs(m_dir + "/" + m_name + string(".prj"));
	
	Json::Value project;
	ifs >> project;
	
	const string &name = project["stack"]["name"].asString();
	Json::Value &layers = project["stack"]["layers"];
			
	for (int i=0; i < layers.size(); i++)
	{
		Json::Value &layer = layers[i];
		
		string layername = layer["name"].asString();
		int numVisibleX = layer["numVisibleX"].asInt();
		int numVisibleY = layer["numVisibleY"].asInt();
		int numHidden = layer["numHidden"].asInt();
		int numContext = layer["numContext"].asInt();
		
		Layer *pLayer = nullptr;
		if (!pLayerConstructor)
		{
			pLayer = new Layer(layername, i, numVisibleX, numVisibleY, numHidden, numContext);
		}
		else
		{
			pLayer = pLayerConstructor->onConstruct(layername, i, numVisibleX, numVisibleY, numHidden, numContext);
		}
		
		assert(pLayer != nullptr);
		
		pLayer->fromJson(layer["rbm"]);
		addLayer(pLayer);
	}
	
	return true;
}

bool AStack::save()
{
	std::cout << "Exporting Project " << m_name << std::endl;
	ofstream ofs(m_dir + "/" + m_name + string(".prj"));
	
	Json::Value project;
	project["stack"]["name"] = m_name;
	project["stack"]["type_string"] = stackTypeStrings[m_type];
	project["stack"]["type"] = m_type;
	
	Json::Value layers(Json::arrayValue);
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		layers.append(pLayer->toJson());
		pLayer = pLayer->next;
	}
	project["stack"]["layers"] = layers;
	
	ofs << project;
	
	return true;
}

void AStack::weightsInit(double stddev)
{
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		pLayer->weightsInit(stddev);
		pLayer = pLayer->next;
	}
}

bool AStack::loadWeights()
{
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		if (!pLayer->weightsLoad(m_dir, m_name))
		{
			return false;
		}
		pLayer = pLayer->next;
	}
	return true;
}

bool AStack::saveWeights()
{
	Layer *pLayer = m_pLayers;
	while(pLayer)
	{
		if (!pLayer->weightsSave(m_dir, m_name))
		{
			return false;
		}
		pLayer = pLayer->next;
	}
	return true;
}

arma::mat AStack::trainingBatchFrom(size_t layerId, const arma::mat& batch)
{
	arma::mat thisBatch = batch;
	Layer *pLayer = getLayer(0);
	while (pLayer)
	{
		if (pLayer->id() == layerId)
		{
			break;
		}
		thisBatch = pLayer->toHiddenProbs(thisBatch);
		pLayer = pLayer->next;
	}
	return thisBatch;
}