Hybrid Serialization

gtsam/discrete/DecisionTree-inl.h

@@ -64,6 +64,9 @@ namespace gtsam {
      */
     size_t nrAssignments_;
 
+    /// Default constructor for serialization.
+    Leaf() {}
+
     /// Constructor from constant
     Leaf(const Y& constant, size_t nrAssignments = 1)
         : constant_(constant), nrAssignments_(nrAssignments) {}
@@ -154,6 +157,18 @@ namespace gtsam {
     }
 
     bool isLeaf() const override { return true; }
+
+   private:
+    using Base = DecisionTree<L, Y>::Node;
+
+    /** Serialization function */
+    friend class boost::serialization::access;
+    template <class ARCHIVE>
+    void serialize(ARCHIVE& ar, const unsigned int /*version*/) {
+      ar & BOOST_SERIALIZATION_BASE_OBJECT_NVP(Base);
+      ar& BOOST_SERIALIZATION_NVP(constant_);
+      ar& BOOST_SERIALIZATION_NVP(nrAssignments_);
+    }
   };  // Leaf
 
   /****************************************************************************/
@@ -177,6 +192,9 @@ namespace gtsam {
     using ChoicePtr = boost::shared_ptr<const Choice>;
 
    public:
+    /// Default constructor for serialization.
+    Choice() {}
+
     ~Choice() override {
 #ifdef DT_DEBUG_MEMORY
       std::std::cout << Node::nrNodes << " destructing (Choice) " << this->id()
@@ -428,6 +446,19 @@ namespace gtsam {
         r->push_back(branch->choose(label, index));
       return Unique(r);
     }
+
+   private:
+    using Base = DecisionTree<L, Y>::Node;
+
+    /** Serialization function */
+    friend class boost::serialization::access;
+    template <class ARCHIVE>
+    void serialize(ARCHIVE& ar, const unsigned int /*version*/) {
+      ar & BOOST_SERIALIZATION_BASE_OBJECT_NVP(Base);
+      ar& BOOST_SERIALIZATION_NVP(label_);
+      ar& BOOST_SERIALIZATION_NVP(branches_);
+      ar& BOOST_SERIALIZATION_NVP(allSame_);
+    }
   };  // Choice
 
   /****************************************************************************/

gtsam/discrete/DecisionTree.h

@@ -19,9 +19,11 @@
 
 #pragma once
 
+#include <gtsam/base/Testable.h>
 #include <gtsam/base/types.h>
 #include <gtsam/discrete/Assignment.h>
 
+#include <boost/serialization/nvp.hpp>
 #include <boost/shared_ptr.hpp>
 #include <functional>
 #include <iostream>
@@ -113,6 +115,12 @@ namespace gtsam {
       virtual Ptr apply_g_op_fC(const Choice&, const Binary&) const = 0;
       virtual Ptr choose(const L& label, size_t index) const = 0;
       virtual bool isLeaf() const = 0;
+
+     private:
+      /** Serialization function */
+      friend class boost::serialization::access;
+      template <class ARCHIVE>
+      void serialize(ARCHIVE& ar, const unsigned int /*version*/) {}
     };
     /** ------------------------ Node base class --------------------------- */
 
@@ -364,8 +372,19 @@ namespace gtsam {
     compose(Iterator begin, Iterator end, const L& label) const;
 
     /// @}
+
+   private:
+    /** Serialization function */
+    friend class boost::serialization::access;
+    template <class ARCHIVE>
+    void serialize(ARCHIVE& ar, const unsigned int /*version*/) {
+      ar& BOOST_SERIALIZATION_NVP(root_);
+    }
   };  // DecisionTree
 
+  template <class L, class Y>
+  struct traits<DecisionTree<L, Y>> : public Testable<DecisionTree<L, Y>> {};
+
   /** free versions of apply */
 
   /// Apply unary operator `op` to DecisionTree `f`.

gtsam/discrete/DecisionTreeFactor.h

@@ -231,6 +231,16 @@ namespace gtsam {
                     const Names& names = {}) const override;
 
     /// @}
+
+   private:
+    /** Serialization function */
+    friend class boost::serialization::access;
+    template <class ARCHIVE>
+    void serialize(ARCHIVE& ar, const unsigned int /*version*/) {
+      ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(Base);
+      ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(ADT);
+      ar& BOOST_SERIALIZATION_NVP(cardinalities_);
+    }
   };
 
 // traits

gtsam/discrete/DiscreteConditional.h

@@ -239,6 +239,15 @@ class GTSAM_EXPORT DiscreteConditional
   /// Internal version of choose
   DiscreteConditional::ADT choose(const DiscreteValues& given,
                                   bool forceComplete) const;
+
+ private:
+  /** Serialization function */
+  friend class boost::serialization::access;
+  template <class Archive>
+  void serialize(Archive& ar, const unsigned int /*version*/) {
+    ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseFactor);
+    ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseConditional);
+  }
 };
 // DiscreteConditional
 

gtsam/discrete/tests/testDecisionTree.cpp

@@ -20,13 +20,12 @@
 // #define DT_DEBUG_MEMORY
 // #define GTSAM_DT_NO_PRUNING
 #define DISABLE_DOT
-#include <gtsam/discrete/DecisionTree-inl.h>
-
+#include <CppUnitLite/TestHarness.h>
 #include <gtsam/base/Testable.h>
+#include <gtsam/base/serializationTestHelpers.h>
+#include <gtsam/discrete/DecisionTree-inl.h>
 #include <gtsam/discrete/Signature.h>
 
-#include <CppUnitLite/TestHarness.h>
-
 using namespace std;
 using namespace gtsam;
 
@@ -529,6 +528,35 @@ TEST(DecisionTree, ApplyWithAssignment) {
   EXPECT_LONGS_EQUAL(5, count);
 }
 
+/* ****************************************************************************/
+using Tree = gtsam::DecisionTree<string, int>;
+
+BOOST_CLASS_EXPORT_GUID(Tree, "gtsam_DecisionTreeStringInt")
+BOOST_CLASS_EXPORT_GUID(Tree::Leaf, "gtsam_DecisionTree_Leaf")
+BOOST_CLASS_EXPORT_GUID(Tree::Choice, "gtsam_DecisionTree_Choice")
+
+// Test HybridBayesNet serialization.
+TEST(DecisionTree, Serialization) {
+  Tree tree({{"A", 2}}, std::vector<int>{1, 2});
+
+  using namespace serializationTestHelpers;
+
+  // Object roundtrip
+  Tree outputObj = create<Tree>();
+  roundtrip<Tree>(tree, outputObj);
+  EXPECT(tree.equals(outputObj));
+
+  // XML roundtrip
+  Tree outputXml = create<Tree>();
+  roundtripXML<Tree>(tree, outputXml);
+  EXPECT(tree.equals(outputXml));
+
+  // Binary roundtrip
+  Tree outputBinary = create<Tree>();
+  roundtripBinary<Tree>(tree, outputBinary);
+  EXPECT(tree.equals(outputBinary));
+}
+
 /* ************************************************************************* */
 int main() {
   TestResult tr;

gtsam/discrete/tests/testDecisionTreeFactor.cpp

@@ -19,6 +19,7 @@
 
 #include <CppUnitLite/TestHarness.h>
 #include <gtsam/base/Testable.h>
+#include <gtsam/base/serializationTestHelpers.h>
 #include <gtsam/discrete/DecisionTreeFactor.h>
 #include <gtsam/discrete/DiscreteDistribution.h>
 #include <gtsam/discrete/Signature.h>
@@ -220,6 +221,30 @@ TEST(DecisionTreeFactor, htmlWithValueFormatter) {
   EXPECT(actual == expected);
 }
 
+/* ************************************************************************* */
+BOOST_CLASS_EXPORT_GUID(DecisionTreeFactor, "gtsam_DecisionTreeFactor");
+using ADT = AlgebraicDecisionTree<Key>;
+BOOST_CLASS_EXPORT_GUID(ADT, "gtsam_AlgebraicDecisionTree");
+BOOST_CLASS_EXPORT_GUID(ADT::Leaf, "gtsam_DecisionTree_Leaf")
+BOOST_CLASS_EXPORT_GUID(ADT::Choice, "gtsam_DecisionTree_Choice")
+
+// Check serialization for AlgebraicDecisionTree and the DecisionTreeFactor
+TEST(DecisionTreeFactor, Serialization) {
+  using namespace serializationTestHelpers;
+
+  DiscreteKey A(1, 2), B(2, 2), C(3, 2);
+
+  DecisionTreeFactor::ADT tree(A & B & C, "1 5 3 7 2 6 4 8");
+  EXPECT(equalsObj<ADT>(tree));
+  EXPECT(equalsXML<DecisionTreeFactor::ADT>(tree));
+  EXPECT(equalsBinary<DecisionTreeFactor::ADT>(tree));
+
+  DecisionTreeFactor f(A & B & C, "1 5 3 7 2 6 4 8");
+  EXPECT(equalsObj<DecisionTreeFactor>(f));
+  EXPECT(equalsXML<DecisionTreeFactor>(f));
+  EXPECT(equalsBinary<DecisionTreeFactor>(f));
+}
+
 /* ************************************************************************* */
 int main() {
   TestResult tr;

gtsam/discrete/tests/testDiscreteConditional.cpp

@@ -17,13 +17,14 @@
  * @date    Feb 14, 2011
  */
 
-#include <boost/make_shared.hpp>
-
 #include <CppUnitLite/TestHarness.h>
+#include <gtsam/base/serializationTestHelpers.h>
 #include <gtsam/discrete/DecisionTreeFactor.h>
 #include <gtsam/discrete/DiscreteConditional.h>
 #include <gtsam/inference/Symbol.h>
 
+#include <boost/make_shared.hpp>
+
 using namespace std;
 using namespace gtsam;
 
@@ -209,7 +210,6 @@ TEST(DiscreteConditional, marginals2) {
   DiscreteConditional conditional(A | B = "2/2 3/1");
   DiscreteConditional prior(B % "1/2");
   DiscreteConditional pAB = prior * conditional;
-  GTSAM_PRINT(pAB);
   // P(A=0) = P(A=0|B=0)P(B=0) + P(A=0|B=1)P(B=1) = 2*1 + 3*2 = 8
   // P(A=1) = P(A=1|B=0)P(B=0) + P(A=1|B=1)P(B=1) = 2*1 + 1*2 = 4
   DiscreteConditional actualA = pAB.marginal(A.first);
@@ -368,6 +368,23 @@ TEST(DiscreteConditional, html) {
   EXPECT(actual == expected);
 }
 
+/* ************************************************************************* */
+using ADT = AlgebraicDecisionTree<Key>;
+BOOST_CLASS_EXPORT_GUID(ADT::Leaf, "gtsam_ADT_Leaf")
+BOOST_CLASS_EXPORT_GUID(ADT::Choice, "gtsam_ADT_Choice")
+
+// Check serialization for DiscreteConditional
+TEST(DiscreteConditional, Serialization) {
+  using namespace serializationTestHelpers;
+
+  DiscreteKey A(Symbol('x', 1), 3);
+  DiscreteConditional conditional(A % "1/2/2");
+
+  EXPECT(equalsObj<DiscreteConditional>(conditional));
+  EXPECT(equalsXML<DiscreteConditional>(conditional));
+  EXPECT(equalsBinary<DiscreteConditional>(conditional));
+}
+
 /* ************************************************************************* */
 int main() {
   TestResult tr;

gtsam/hybrid/GaussianMixture.h

@@ -197,6 +197,16 @@ class GTSAM_EXPORT GaussianMixture
    */
   GaussianFactorGraphTree add(const GaussianFactorGraphTree &sum) const;
   /// @}
+
+ private:
+  /** Serialization function */
+  friend class boost::serialization::access;
+  template <class Archive>
+  void serialize(Archive &ar, const unsigned int /*version*/) {
+    ar &BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseFactor);
+    ar &BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseConditional);
+    ar &BOOST_SERIALIZATION_NVP(conditionals_);
+  }
 };
 
 /// Return the DiscreteKey vector as a set.

gtsam/hybrid/GaussianMixtureFactor.h

@@ -70,6 +70,15 @@ class GTSAM_EXPORT GaussianMixtureFactor : public HybridFactor {
     bool operator==(const FactorAndConstant &other) const {
       return factor == other.factor && constant == other.constant;
     }
+
+   private:
+    /** Serialization function */
+    friend class boost::serialization::access;
+    template <class ARCHIVE>
+    void serialize(ARCHIVE &ar, const unsigned int /*version*/) {
+      ar &BOOST_SERIALIZATION_NVP(factor);
+      ar &BOOST_SERIALIZATION_NVP(constant);
+    }
   };
 
   /// typedef for Decision Tree of Gaussian factors and log-constant.
@@ -179,6 +188,15 @@ class GTSAM_EXPORT GaussianMixtureFactor : public HybridFactor {
     return sum;
   }
   /// @}
+
+ private:
+  /** Serialization function */
+  friend class boost::serialization::access;
+  template <class ARCHIVE>
+  void serialize(ARCHIVE &ar, const unsigned int /*version*/) {
+    ar &BOOST_SERIALIZATION_BASE_OBJECT_NVP(Base);
+    ar &BOOST_SERIALIZATION_NVP(factors_);
+  }
 };
 
 // traits

gtsam/hybrid/HybridConditional.cpp

@@ -116,7 +116,6 @@ bool HybridConditional::equals(const HybridFactor &other, double tol) const {
     auto other = e->asDiscrete();
     return other != nullptr && dc->equals(*other, tol);
   }
-  return inner_->equals(*(e->inner_), tol);
 
   return inner_ ? (e->inner_ ? inner_->equals(*(e->inner_), tol) : false)
                 : !(e->inner_);

gtsam/hybrid/HybridConditional.h

@@ -188,6 +188,19 @@ class GTSAM_EXPORT HybridConditional
     ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseFactor);
     ar& BOOST_SERIALIZATION_BASE_OBJECT_NVP(BaseConditional);
     ar& BOOST_SERIALIZATION_NVP(inner_);
+
+    // register the various casts based on the type of inner_
+    // https://www.boost.org/doc/libs/1_80_0/libs/serialization/doc/serialization.html#runtimecasting
+    if (isDiscrete()) {
+      boost::serialization::void_cast_register<DiscreteConditional, Factor>(
+          static_cast<DiscreteConditional*>(NULL), static_cast<Factor*>(NULL));
+    } else if (isContinuous()) {
+      boost::serialization::void_cast_register<GaussianConditional, Factor>(
+          static_cast<GaussianConditional*>(NULL), static_cast<Factor*>(NULL));
+    } else {
+      boost::serialization::void_cast_register<GaussianMixture, Factor>(
+          static_cast<GaussianMixture*>(NULL), static_cast<Factor*>(NULL));
+    }
   }
 
 };  // HybridConditional

gtsam/hybrid/HybridDiscreteFactor.cpp

@@ -40,8 +40,10 @@ HybridDiscreteFactor::HybridDiscreteFactor(DecisionTreeFactor &&dtf)
 /* ************************************************************************ */
 bool HybridDiscreteFactor::equals(const HybridFactor &lf, double tol) const {
   const This *e = dynamic_cast<const This *>(&lf);
-  // TODO(Varun) How to compare inner_ when they are abstract types?
-  return e != nullptr && Base::equals(*e, tol);
+  if (e == nullptr) return false;
+  if (!Base::equals(*e, tol)) return false;
+  return inner_ ? (e->inner_ ? inner_->equals(*(e->inner_), tol) : false)
+                : !(e->inner_);
 }
 
 /* ************************************************************************ */

gtsam/hybrid/HybridDiscreteFactor.h

@@ -45,6 +45,9 @@ class GTSAM_EXPORT HybridDiscreteFactor : public HybridFactor {
   /// @name Constructors
   /// @{
 
+  /// Default constructor - for serialization.
+  HybridDiscreteFactor() = default;
+
   // Implicit conversion from a shared ptr of DF
   HybridDiscreteFactor(DiscreteFactor::shared_ptr other);
 
@@ -70,6 +73,15 @@ class GTSAM_EXPORT HybridDiscreteFactor : public HybridFactor {
   /// Return the error of the underlying Discrete Factor.
   double error(const HybridValues &values) const override;
   /// @}
+
+ private:
+  /** Serialization function */
+  friend class boost::serialization::access;
+  template <class ARCHIVE>
+  void serialize(ARCHIVE &ar, const unsigned int /*version*/) {
+    ar &BOOST_SERIALIZATION_BASE_OBJECT_NVP(Base);
+    ar &BOOST_SERIALIZATION_NVP(inner_);
+  }
 };
 
 // traits