Binary Trace compiles, runs
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303d37a716
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8e527a2251
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@ -75,6 +75,12 @@ public:
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add(H, jacobians);
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}
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/// Construct from value and two disjoint JacobianMaps
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Augmented(const T& t, const JacobianMap& jacobians1, const JacobianMap& jacobians2) :
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value_(t), jacobians_(jacobians1) {
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jacobians_.insert(jacobians2.begin(), jacobians2.end());
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}
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/// Construct value, pre-multiply jacobians by H
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Augmented(const T& t, const Matrix& H1, const JacobianMap& jacobians1,
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const Matrix& H2, const JacobianMap& jacobians2) :
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@ -107,84 +113,6 @@ public:
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}
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};
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//-----------------------------------------------------------------------------
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/**
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* Execution trace for reverse AD
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*/
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template<class T>
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class JacobianTrace {
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public:
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/// Constructor
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JacobianTrace() {
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}
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virtual ~JacobianTrace() {
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}
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/// Return value
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const T& value() const = 0;
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/// Return value and derivatives
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virtual Augmented<T> augmented() const = 0;
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};
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template<class T>
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class JacobianTraceConstant : public JacobianTrace<T> {
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protected:
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T constant_;
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public:
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/// Constructor
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JacobianTraceConstant(const T& constant) :
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constant_(constant) {
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}
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virtual ~JacobianTraceConstant() {
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}
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/// Return value
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const T& value() const {
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return constant_;
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}
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/// Return value and derivatives
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virtual Augmented<T> augmented() const {
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return Augmented<T>(constant_);
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}
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};
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template<class T>
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class JacobianTraceLeaf : public JacobianTrace<T> {
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protected:
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T value_;
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public:
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/// Constructor
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JacobianTraceLeaf(const T& value) :
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value_(value) {
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}
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virtual ~JacobianTraceLeaf() {
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}
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/// Return value
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const T& value() const {
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return value_;
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}
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/// Return value and derivatives
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virtual Augmented<T> augmented() const {
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return Augmented<T>(value_);
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}
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};
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//-----------------------------------------------------------------------------
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/**
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* Expression node. The superclass for objects that do the heavy lifting
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@ -202,6 +130,13 @@ protected:
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public:
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struct Trace {
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T value() const {
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return T();
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}
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virtual Augmented<T> augmented(const Matrix& H) const = 0;
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};
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/// Destructor
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virtual ~ExpressionNode() {
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}
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@ -216,8 +151,8 @@ public:
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virtual Augmented<T> forward(const Values& values) const = 0;
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/// Construct an execution trace for reverse AD
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virtual JacobianTrace<T> reverse(const Values& values) const {
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return JacobianTrace<T>(T());
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virtual boost::shared_ptr<Trace> reverse(const Values& values) const {
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return boost::shared_ptr<Trace>();
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}
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};
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@ -259,8 +194,9 @@ public:
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}
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/// Construct an execution trace for reverse AD
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virtual JacobianTrace<T> reverse(const Values& values) const {
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return JacobianTrace<T>(constant_);
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virtual boost::shared_ptr<typename ExpressionNode<T>::Trace> reverse(
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const Values& values) const {
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return boost::shared_ptr<typename ExpressionNode<T>::Trace>();
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}
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};
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@ -413,7 +349,37 @@ public:
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return Augmented<T>(t, H1, argument1.jacobians(), H2, argument2.jacobians());
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}
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};
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/// Trace structure for reverse AD
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typedef typename ExpressionNode<T>::Trace BaseTrace;
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struct Trace: public BaseTrace {
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boost::shared_ptr<typename ExpressionNode<A1>::Trace> trace1;
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boost::shared_ptr<typename ExpressionNode<A2>::Trace> trace2;
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Matrix H1, H2;
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T t;
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/// Return value and derivatives
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virtual Augmented<T> augmented(const Matrix& H) const {
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// This is a top-down calculation
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// The end-result needs Jacobians to all leaf nodes.
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// Since this is not a leaf node, we compute what is needed for leaf nodes here
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// The binary node represents a fork in the tree, and hence we will get two Augmented maps
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Augmented<A1> augmented1 = trace1->augmented(H*H1);
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Augmented<A1> augmented2 = trace1->augmented(H*H2);
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return Augmented<T>(t, augmented1.jacobians(), augmented2.jacobians());
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}
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};
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/// Construct an execution trace for reverse AD
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virtual boost::shared_ptr<BaseTrace> reverse(const Values& values) const {
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boost::shared_ptr<Trace> trace = boost::make_shared<Trace>();
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trace->trace1 = this->expressionA1_->reverse(values);
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trace->trace2 = this->expressionA2_->reverse(values);
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trace->t = function_(trace->trace1->value(), trace->trace2->value(),
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trace->H1, trace->H2);
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return trace;
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}
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}
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;
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//-----------------------------------------------------------------------------
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}
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@ -103,8 +103,9 @@ public:
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/// Return value and derivatives
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Augmented<T> augmented(const Values& values) const {
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JacobianTrace<T> trace = root_->reverse(values);
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return trace.augmented();
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boost::shared_ptr<typename ExpressionNode<T>::Trace> trace = root_->reverse(values);
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size_t n = T::Dim();
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return trace->augmented(Eigen::MatrixXd::Identity(n, n));
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// return root_->forward(values);
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}
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@ -22,6 +22,7 @@
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#include <gtsam/geometry/Cal3_S2.h>
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#include <gtsam_unstable/nonlinear/Expression.h>
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#include <gtsam/base/Testable.h>
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#include <gtsam/base/LieScalar.h>
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#include <CppUnitLite/TestHarness.h>
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@ -64,17 +65,17 @@ TEST(Expression, leaf) {
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/* ************************************************************************* */
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TEST(Expression, nullaryMethod) {
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Expression<Point3> p(67);
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Expression<double> norm(p, &Point3::norm);
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Values values;
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values.insert(67,Point3(3,4,5));
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Augmented<double> a = norm.augmented(values);
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EXPECT(a.value() == sqrt(50));
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JacobianMap expected;
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expected[67] = (Matrix(1,3) << 3/sqrt(50),4/sqrt(50),5/sqrt(50));
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EXPECT(assert_equal(expected.at(67),a.jacobians().at(67)));
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}
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//TEST(Expression, nullaryMethod) {
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// Expression<Point3> p(67);
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// Expression<LieScalar> norm(p, &Point3::norm);
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// Values values;
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// values.insert(67,Point3(3,4,5));
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// Augmented<LieScalar> a = norm.augmented(values);
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// EXPECT(a.value() == sqrt(50));
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// JacobianMap expected;
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// expected[67] = (Matrix(1,3) << 3/sqrt(50),4/sqrt(50),5/sqrt(50));
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// EXPECT(assert_equal(expected.at(67),a.jacobians().at(67)));
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//}
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/* ************************************************************************* */
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