Add cycle detect adding edges
This commit is contained in:
parent
d59bf03a51
commit
31c22898de
67
Network.cc
67
Network.cc
@ -6,30 +6,75 @@ namespace bayesnet {
|
||||
delete pair.second;
|
||||
}
|
||||
}
|
||||
void Network::addNode(std::string name, int numStates)
|
||||
void Network::addNode(string name, int numStates)
|
||||
{
|
||||
nodes[name] = new Node(name, numStates);
|
||||
if (root == nullptr) {
|
||||
root = nodes[name];
|
||||
}
|
||||
void Network::addEdge(const std::string parent, const std::string child)
|
||||
}
|
||||
void Network::setRoot(string name)
|
||||
{
|
||||
if (nodes.find(name) == nodes.end()) {
|
||||
throw invalid_argument("Node " + name + " does not exist");
|
||||
}
|
||||
root = nodes[name];
|
||||
}
|
||||
Node* Network::getRoot()
|
||||
{
|
||||
return root;
|
||||
}
|
||||
bool Network::isCyclic(const string& nodeId, unordered_set<string>& visited, unordered_set<string>& recStack)
|
||||
{
|
||||
if (visited.find(nodeId) == visited.end()) // if node hasn't been visited yet
|
||||
{
|
||||
visited.insert(nodeId);
|
||||
recStack.insert(nodeId);
|
||||
|
||||
for (Node* child : nodes[nodeId]->getChildren()) {
|
||||
if (visited.find(child->getName()) == visited.end() && isCyclic(child->getName(), visited, recStack))
|
||||
return true;
|
||||
else if (recStack.find(child->getName()) != recStack.end())
|
||||
return true;
|
||||
}
|
||||
}
|
||||
recStack.erase(nodeId); // remove node from recursion stack before function ends
|
||||
return false;
|
||||
}
|
||||
void Network::addEdge(const string parent, const string child)
|
||||
{
|
||||
if (nodes.find(parent) == nodes.end()) {
|
||||
throw std::invalid_argument("Parent node " + parent + " does not exist");
|
||||
throw invalid_argument("Parent node " + parent + " does not exist");
|
||||
}
|
||||
if (nodes.find(child) == nodes.end()) {
|
||||
throw std::invalid_argument("Child node " + child + " does not exist");
|
||||
throw invalid_argument("Child node " + child + " does not exist");
|
||||
}
|
||||
// Temporarily add edge to check for cycles
|
||||
nodes[parent]->addChild(nodes[child]);
|
||||
nodes[child]->addParent(nodes[parent]);
|
||||
// temporarily add edge
|
||||
|
||||
unordered_set<string> visited;
|
||||
unordered_set<string> recStack;
|
||||
|
||||
if (isCyclic(nodes[child]->getName(), visited, recStack)) // if adding this edge forms a cycle
|
||||
{
|
||||
// remove edge
|
||||
nodes[parent]->removeChild(nodes[child]);
|
||||
nodes[child]->removeParent(nodes[parent]);
|
||||
throw invalid_argument("Adding this edge forms a cycle in the graph.");
|
||||
}
|
||||
std::map<std::string, Node*>& Network::getNodes()
|
||||
|
||||
}
|
||||
map<string, Node*>& Network::getNodes()
|
||||
{
|
||||
return nodes;
|
||||
}
|
||||
void Network::fit(const std::vector<std::vector<int>>& dataset, const int smoothing)
|
||||
void Network::fit(const vector<vector<int>>& dataset, const int smoothing)
|
||||
{
|
||||
auto jointCounts = [](const std::vector<std::vector<int>>& data, const std::vector<int>& indices, int numStates) {
|
||||
auto jointCounts = [](const vector<vector<int>>& data, const vector<int>& indices, int numStates) {
|
||||
int size = indices.size();
|
||||
std::vector<int64_t> sizes(size, numStates);
|
||||
vector<int64_t> sizes(size, numStates);
|
||||
torch::Tensor counts = torch::zeros(sizes, torch::kLong);
|
||||
|
||||
for (const auto& row : data) {
|
||||
@ -50,7 +95,7 @@ namespace bayesnet {
|
||||
for (auto& pair : nodes) {
|
||||
Node* node = pair.second;
|
||||
|
||||
std::vector<int> indices;
|
||||
vector<int> indices;
|
||||
for (const auto& parent : node->getParents()) {
|
||||
indices.push_back(nodes[parent->getName()]->getId());
|
||||
}
|
||||
@ -67,12 +112,12 @@ namespace bayesnet {
|
||||
}
|
||||
}
|
||||
|
||||
torch::Tensor& Network::getCPD(const std::string& key)
|
||||
torch::Tensor& Network::getCPD(const string& key)
|
||||
{
|
||||
return cpds[key];
|
||||
}
|
||||
|
||||
void Network::setCPD(const std::string& key, const torch::Tensor& cpt)
|
||||
void Network::setCPD(const string& key, const torch::Tensor& cpt)
|
||||
{
|
||||
cpds[key] = cpt;
|
||||
}
|
||||
|
@ -8,6 +8,8 @@ namespace bayesnet {
|
||||
private:
|
||||
map<string, Node*> nodes;
|
||||
map<string, torch::Tensor> cpds; // Map from CPD key to CPD tensor
|
||||
Node* root = nullptr;
|
||||
bool isCyclic(const std::string&, std::unordered_set<std::string>&, std::unordered_set<std::string>&);
|
||||
public:
|
||||
~Network();
|
||||
void addNode(string, int);
|
||||
@ -16,6 +18,8 @@ namespace bayesnet {
|
||||
void fit(const vector<vector<int>>&, const int);
|
||||
torch::Tensor& getCPD(const string&);
|
||||
void setCPD(const string&, const torch::Tensor&);
|
||||
void setRoot(string);
|
||||
Node* getRoot();
|
||||
};
|
||||
}
|
||||
#endif
|
9
Node.cc
9
Node.cc
@ -17,7 +17,14 @@ namespace bayesnet {
|
||||
{
|
||||
parents.push_back(parent);
|
||||
}
|
||||
|
||||
void Node::removeParent(Node* parent)
|
||||
{
|
||||
parents.erase(std::remove(parents.begin(), parents.end(), parent), parents.end());
|
||||
}
|
||||
void Node::removeChild(Node* child)
|
||||
{
|
||||
children.erase(std::remove(children.begin(), children.end(), child), children.end());
|
||||
}
|
||||
void Node::addChild(Node* child)
|
||||
{
|
||||
children.push_back(child);
|
||||
|
10
Node.h
10
Node.h
@ -15,14 +15,16 @@ namespace bayesnet {
|
||||
int numStates;
|
||||
torch::Tensor cpt;
|
||||
public:
|
||||
Node(const std::string& name, int numStates);
|
||||
void addParent(Node* parent);
|
||||
void addChild(Node* child);
|
||||
Node(const std::string&, int);
|
||||
void addParent(Node*);
|
||||
void addChild(Node*);
|
||||
void removeParent(Node*);
|
||||
void removeChild(Node*);
|
||||
string getName() const;
|
||||
vector<Node*>& getParents();
|
||||
vector<Node*>& getChildren();
|
||||
torch::Tensor& getCPT();
|
||||
void setCPT(const torch::Tensor& cpt);
|
||||
void setCPT(const torch::Tensor&);
|
||||
int getNumStates() const;
|
||||
int getId() const { return id; }
|
||||
string getCPDKey(const Node*) const;
|
||||
|
11
main.cc
11
main.cc
@ -26,6 +26,13 @@ int main()
|
||||
}
|
||||
cout << "Hello, Bayesian Networks!" << endl;
|
||||
torch::Tensor tensor = torch::eye(3);
|
||||
cout << "Now I'll add a cycle" << endl;
|
||||
try {
|
||||
network.addEdge("petallength", className);
|
||||
}
|
||||
catch (invalid_argument& e) {
|
||||
cout << e.what() << endl;
|
||||
}
|
||||
cout << tensor << std::endl;
|
||||
cout << "Nodes:" << endl;
|
||||
for (auto [name, item] : network.getNodes()) {
|
||||
@ -39,5 +46,9 @@ int main()
|
||||
cout << " " << child->getName() << endl;
|
||||
}
|
||||
}
|
||||
cout << "Root: " << network.getRoot()->getName() << endl;
|
||||
network.setRoot(className);
|
||||
cout << "Now Root should be class: " << network.getRoot()->getName() << endl;
|
||||
|
||||
return 0;
|
||||
}
|
Loading…
Reference in New Issue
Block a user