Straight-up depth-first fold method

# Conflicts:
#	gtsam/discrete/tests/testDecisionTree.cpp
release/4.3a0
Frank Dellaert 2022-01-03 17:28:10 -05:00
parent 53b4053c20
commit 15850333b4
3 changed files with 105 additions and 8 deletions

View File

@ -630,6 +630,48 @@ namespace gtsam {
return LY::compose(functions.begin(), functions.end(), newLabel);
}
/*********************************************************************************/
template <typename L, typename Y, typename X>
struct Fold {
std::function<X(const Y&, X)> f;
/// Construct from folding function
Fold(std::function<X(const Y&, X)> f) : f(f) {}
using NodePtr = typename DecisionTree<L, Y>::NodePtr;
using Choice = typename DecisionTree<L, Y>::Choice;
using Leaf = typename DecisionTree<L, Y>::Leaf;
/**
* @brief Do a depth-first fold on the tree rooted at node.
*
* @param node root of a (sub-) tree, or a leaf.
* @param x0 Initial accumulator value.
* @return X Final accumulator value.
*/
X fold(const NodePtr& node, X x0) const {
if (auto leaf = boost::dynamic_pointer_cast<const Leaf>(node)) {
return f(leaf->constant(), x0);
} else if (auto choice =
boost::dynamic_pointer_cast<const Choice>(node)) {
for (auto&& branch : choice->branches()) x0 = fold(branch, x0);
return x0;
} else {
throw std::invalid_argument("Fold: Invalid NodePtr");
}
}
// alias for fold:
X operator()(const NodePtr& node, X x0) const { return fold(node, x0); }
};
template <typename L, typename Y>
template <typename Func, typename X>
X DecisionTree<L, Y>::fold(Func f, X x0) const {
Fold<L, Y, X> fold(f);
return fold(root_, x0);
}
/*********************************************************************************/
template <typename L, typename Y>
bool DecisionTree<L, Y>::equals(const DecisionTree& other,

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@ -229,6 +229,22 @@ namespace gtsam {
/** evaluate */
const Y& operator()(const Assignment<L>& x) const;
/**
* @brief Fold a binary function over the tree, returning accumulator.
*
* @tparam X type for accumulator.
* @param f binary function: Y * X -> X returning an updated accumulator.
* @param x0 initial value for accumulator.
* @return X final value for accumulator.
*
* @note X is always passed by value.
*/
template <typename Func, typename X>
X fold(Func f, X x0) const;
/** Retrieve all labels. */
std::vector<L> labels() const { return std::vector<L>(); }
/** apply Unary operation "op" to f */
DecisionTree apply(const Unary& op) const;

View File

@ -123,8 +123,7 @@ struct Ring {
/* ******************************************************************************** */
// test DT
TEST(DT, example)
{
TEST(DecisionTree, example) {
// Create labels
string A("A"), B("B"), C("C");
@ -236,8 +235,7 @@ std::function<bool(const int&)> bool_of_int = [](const int& y) {
};
typedef DecisionTree<string, bool> StringBoolTree;
TEST(DT, ConvertValuesOnly)
{
TEST(DecisionTree, ConvertValuesOnly) {
// Create labels
string A("A"), B("B");
@ -260,8 +258,7 @@ enum Label {
};
typedef DecisionTree<Label, bool> LabelBoolTree;
TEST(DT, ConvertBoth)
{
TEST(DecisionTree, ConvertBoth) {
// Create labels
string A("A"), B("B");
@ -288,8 +285,7 @@ TEST(DT, ConvertBoth)
/* ******************************************************************************** */
// test Compose expansion
TEST(DT, Compose)
{
TEST(DecisionTree, Compose) {
// Create labels
string A("A"), B("B"), C("C");
@ -314,6 +310,49 @@ TEST(DT, Compose)
DOT(f5);
}
/* ******************************************************************************** */
// Check we can create a decision tree of containers.
TEST(DecisionTree, Containers) {
using Container = std::vector<double>;
using StringContainerTree = DecisionTree<string, Container>;
// Check default constructor
StringContainerTree tree;
// Create small two-level tree
string A("A"), B("B"), C("C");
DT stringIntTree(B, DT(A, 0, 1), DT(A, 2, 3));
// Check conversion
std::function<Container(const int& i)> container_of_int = [](const int& i) {
Container c;
c.emplace_back(i);
return c;
};
StringContainerTree converted(stringIntTree, container_of_int);
}
/* ******************************************************************************** */
// Test fold.
TEST(DecisionTree, fold) {
// Create small two-level tree
string A("A"), B("B"), C("C");
DT tree(B, DT(A, 0, 1), DT(A, 2, 3));
auto add = [](const int& y, double x) { return y + x; };
double sum = tree.fold(add, 0.0);
EXPECT_DOUBLES_EQUAL(6.0, sum, 1e-9);
}
/* ******************************************************************************** */
// Test retrieving all labels.
TEST_DISABLED(DecisionTree, labels) {
// Create small two-level tree
string A("A"), B("B"), C("C");
DT tree(B, DT(A, 0, 1), DT(A, 2, 3));
auto labels = tree.labels();
EXPECT_LONGS_EQUAL(2, labels.size());
}
/* ************************************************************************* */
int main() {
TestResult tr;