[opengm] 372/386: Added logsumexp op for log semiring (to work in log space for sum product alg)
Ghislain Vaillant
ghisvail-guest at moszumanska.debian.org
Wed Aug 31 08:38:36 UTC 2016
This is an automated email from the git hooks/post-receive script.
ghisvail-guest pushed a commit to branch debian/master
in repository opengm.
commit 408a124c10eb54d56302a306463c5c3dab2a42c8
Author: Jeffrey Yunes <jeff at yunes.us>
Date: Fri Jul 29 12:47:21 2016 -0700
Added logsumexp op for log semiring (to work in log space for sum product alg)
---
include/opengm/operations/logsumexp.hxx | 83 +++++++++++++++++++++++++++++++++
1 file changed, 83 insertions(+)
diff --git a/include/opengm/operations/logsumexp.hxx b/include/opengm/operations/logsumexp.hxx
new file mode 100644
index 0000000..87f4d70
--- /dev/null
+++ b/include/opengm/operations/logsumexp.hxx
@@ -0,0 +1,83 @@
+#pragma once
+#ifndef OPENGM_OPERATIONS_LOGSUMEXP_HXX
+#define OPENGM_OPERATIONS_LOGSUMEXP_HXX
+
+#include "adder.hxx"
+#include <cmath>
+
+namespace opengm {
+
+/// Logsumexp (addition in log space) as a unary accumulation
+///
+/// \ingroup operators
+struct Logsumexp
+{
+ /// neutral element (with return)
+ template<class T>
+ static T neutral()
+ { return -std::numeric_limits<T>::infinity(); }
+
+ /// neutral element (call by reference)
+ template<class T>
+ static void neutral(T& out)
+ { out = -std::numeric_limits<T>::infinity(); }
+
+ /// inverse neutral element (with return)
+ template<class T>
+ static T ineutral()
+ { return std::numeric_limits<T>::infinity(); }
+
+ /// inverse neutral element (call by reference)
+ template<class T>
+ static void ineutral(T& out)
+ { out = std::numeric_limits<T>::infinity(); }
+
+ /// operation (in-place)
+ template<class T1, class T2>
+ static void op(const T1& in1, T2& out)
+// { out = log(exp(out) + exp(in1)); }
+ {
+ T2 theMax = std::max(in1, out);
+ T2 theMin = std::min(in1, out);
+ out = theMax + log(1 + exp(theMin - theMax)); // numerically better
+ }
+
+ /// operation (not in-place)
+ template<class T1,class T2,class T3>
+ static void op(const T1 in1, const T2 in2, T3& out)
+// { out = log(exp(in1) + exp(in2)); }
+ {
+ T2 theMax = std::max(in1, out);
+ T2 theMin = std::min(in1, out);
+ out = theMax + log(1 + exp(theMin - theMax)); // numerically better
+ }
+
+ /// inverse operation (in-place)
+ template<class T1, class T2>
+ static void iop(const T1& in1, T2& out)
+// { out - in1; } // reference implementation has no effect?
+ { throw "not implemented"; }
+
+ /// inverse operation (call by reference)
+ template<class T1,class T2,class T3>
+ static void iop(const T1 in1, const T2 in2, T3& out)
+ { out = log(exp(in1) - exp(in2)); }
+
+ /// bool operation flag
+ static bool hasbop()
+ { return false; }
+ /// \obsolete inverse boolean operation
+ /// boolean operation (obsolete)
+ template<class T>
+ static bool bop(const T& in1, const T& in2)
+ { return false; }
+ /// \obsolete inverse boolean operation
+ /// inverse boolean operation (obsolete)
+ template<class T>
+ static bool ibop(const T& in1, const T& in2)
+ { return false; }
+};
+
+} // namespace opengm
+
+#endif // #ifndef OPENGM_OPERATIONS_INTEGRATOR_HXX
--
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