Merge branch 'develop' into discrete-elimination-refactor

release/4.3a0
Varun Agrawal 2024-12-10 21:33:13 -05:00
commit 0b3f0587c8
3 changed files with 33 additions and 46 deletions

View File

@ -14,6 +14,7 @@
* @date Feb 14, 2011
* @author Duy-Nguyen Ta
* @author Frank Dellaert
* @author Varun Agrawal
*/
#include <gtsam/discrete/DiscreteBayesTree.h>
@ -35,13 +36,12 @@ namespace gtsam {
template class FactorGraph<DiscreteFactor>;
template class EliminateableFactorGraph<DiscreteFactorGraph>;
/* ************************************************************************* */
bool DiscreteFactorGraph::equals(const This& fg, double tol) const
{
/* ************************************************************************ */
bool DiscreteFactorGraph::equals(const This& fg, double tol) const {
return Base::equals(fg, tol);
}
/* ************************************************************************* */
/* ************************************************************************ */
KeySet DiscreteFactorGraph::keys() const {
KeySet keys;
for (const sharedFactor& factor : *this) {
@ -50,7 +50,7 @@ namespace gtsam {
return keys;
}
/* ************************************************************************* */
/* ************************************************************************ */
DiscreteKeys DiscreteFactorGraph::discreteKeys() const {
DiscreteKeys result;
for (auto&& factor : *this) {
@ -63,7 +63,7 @@ namespace gtsam {
return result;
}
/* ************************************************************************* */
/* ************************************************************************ */
DecisionTreeFactor DiscreteFactorGraph::product() const {
DecisionTreeFactor result;
for (const sharedFactor& factor : *this) {
@ -72,18 +72,18 @@ namespace gtsam {
return result;
}
/* ************************************************************************* */
double DiscreteFactorGraph::operator()(
const DiscreteValues &values) const {
/* ************************************************************************ */
double DiscreteFactorGraph::operator()(const DiscreteValues& values) const {
double product = 1.0;
for( const sharedFactor& factor: factors_ )
product *= (*factor)(values);
for (const sharedFactor& factor : factors_) {
if (factor) product *= (*factor)(values);
}
return product;
}
/* ************************************************************************* */
/* ************************************************************************ */
void DiscreteFactorGraph::print(const string& s,
const KeyFormatter& formatter) const {
const KeyFormatter& formatter) const {
std::cout << s << std::endl;
std::cout << "size: " << size() << std::endl;
for (size_t i = 0; i < factors_.size(); i++) {
@ -112,43 +112,36 @@ namespace gtsam {
// }
/**
* @brief Helper method to normalize the product factor by
* the max value to prevent underflow
* @brief Multiply all the `factors` and normalize the
* product to prevent underflow.
*
* @param product The product discrete factor.
* @return DiscreteFactor::shared_ptr
* @param factors The factors to multiply as a DiscreteFactorGraph.
* @return DecisionTreeFactor
*/
static DecisionTreeFactor Normalize(const DecisionTreeFactor& product) {
// Max over all the potentials by pretending all keys are frontal:
gttic_(DiscreteFindMax);
auto normalization = product.max(product.size());
gttoc_(DiscreteFindMax);
static DecisionTreeFactor ProductAndNormalize(
const DiscreteFactorGraph& factors) {
// PRODUCT: multiply all factors
gttic(product);
DecisionTreeFactor product = factors.product();
gttoc(product);
// Max over all the potentials by pretending all keys are frontal:
auto normalization = product.max(product.size());
gttic_(DiscreteNormalization);
// Normalize the product factor to prevent underflow.
auto normalized_product =
product /
(*std::dynamic_pointer_cast<DecisionTreeFactor>(normalization));
gttoc_(DiscreteNormalization);
return normalized_product;
}
/* ************************************************************************ */
// Alternate eliminate function for MPE
std::pair<DiscreteConditional::shared_ptr, DiscreteFactor::shared_ptr>
std::pair<DiscreteConditional::shared_ptr, DiscreteFactor::shared_ptr> //
EliminateForMPE(const DiscreteFactorGraph& factors,
const Ordering& frontalKeys) {
// PRODUCT: multiply all factors
gttic_(MPEProduct);
DecisionTreeFactor product = factors.product();
gttoc_(MPEProduct);
gttic_(Normalize);
// Normalize the product
product = Normalize(product);
gttoc_(Normalize);
DecisionTreeFactor product = ProductAndNormalize(factors);
// max out frontals, this is the factor on the separator
gttic(max);
@ -225,18 +218,10 @@ namespace gtsam {
}
/* ************************************************************************ */
std::pair<DiscreteConditional::shared_ptr, DiscreteFactor::shared_ptr>
std::pair<DiscreteConditional::shared_ptr, DiscreteFactor::shared_ptr> //
EliminateDiscrete(const DiscreteFactorGraph& factors,
const Ordering& frontalKeys) {
// PRODUCT: multiply all factors
gttic_(product);
DecisionTreeFactor product = factors.product();
gttoc_(product);
gttic_(Normalize);
// Normalize the product
product = Normalize(product);
gttoc_(Normalize);
DecisionTreeFactor product = ProductAndNormalize(factors);
// sum out frontals, this is the factor on the separator
gttic_(sum);

View File

@ -14,6 +14,7 @@
* @date Feb 14, 2011
* @author Duy-Nguyen Ta
* @author Frank Dellaert
* @author Varun Agrawal
*/
#pragma once

View File

@ -113,7 +113,8 @@ TEST(DiscreteFactorGraph, test) {
const Ordering frontalKeys{0};
const auto [conditional, newFactorPtr] = EliminateDiscrete(graph, frontalKeys);
auto newFactor = *std::dynamic_pointer_cast<DecisionTreeFactor>(newFactorPtr);
DecisionTreeFactor newFactor =
*std::dynamic_pointer_cast<DecisionTreeFactor>(newFactorPtr);
// Normalize newFactor by max for comparison with expected
auto normalization = newFactor.max(newFactor.size());