Add cycle detect adding edges

This commit is contained in:
2023-06-29 23:53:33 +02:00
parent d59bf03a51
commit 31c22898de
5 changed files with 87 additions and 18 deletions

View File

@@ -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) {
@@ -41,16 +86,16 @@ namespace bayesnet {
}
return counts;
};
};
auto marginalCounts = [](const torch::Tensor& jointCounts) {
return jointCounts.sum(-1);
};
};
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;
}