Changeset 16744 for branches

Timestamp:

04/02/19 13:55:49 (6 years ago)

Author:

gkronber

Message:

#2994: slightly changed calculation of integer powers for intervals and added unit tests.

Location:

branches/2994-AutoDiffForIntervals

Files:

• HeuristicLab.Problems.DataAnalysis.Symbolic/3.4/Interpreter/Interpreter.cs (modified) (4 diffs)
• Tests/AutoDiffTest.cs (modified) (2 diffs)

branches/2994-AutoDiffForIntervals/HeuristicLab.Problems.DataAnalysis.Symbolic/3.4/Interpreter/Interpreter.cs

@@ -285 +285 @@
         var g = code[0].value.Gradient;
         for (int j = 0; j < nParams; ++j) {
-          if(g.Elements.TryGetValue(j, out AlgebraicDoubleVector v)) {
+          if (g.Elements.TryGetValue(j, out AlgebraicDoubleVector v)) {
             v.CopyColumnTo(jac, j, rowIndex, BATCHSIZE);
           } else {
@@ -490 +490 @@
     public AlgebraicDouble AssignSin(AlgebraicDouble a) { Value = Math.Sin(a.Value); return this; }
     public AlgebraicDouble AssignCos(AlgebraicDouble a) { Value = Math.Cos(a.Value); return this; }
-    public AlgebraicDouble AssignLog(AlgebraicDouble a) { Value = a.Value <= 0?double.NegativeInfinity : Math.Log(a.Value); return this; } // alternative definiton of log to prevent NaN
+    public AlgebraicDouble AssignLog(AlgebraicDouble a) { Value = a.Value <= 0 ? double.NegativeInfinity : Math.Log(a.Value); return this; } // alternative definiton of log to prevent NaN
     public AlgebraicDouble AssignExp(AlgebraicDouble a) { Value = Math.Exp(a.Value); return this; }
     public AlgebraicDouble AssignIntPower(AlgebraicDouble a, int p) { Value = Math.Pow(a.Value, p); return this; }
     public AlgebraicDouble AssignIntRoot(AlgebraicDouble a, int r) { Value = Math.Pow(a.Value, 1.0 / r); return this; }
     public AlgebraicDouble AssignAbs(AlgebraicDouble a) { Value = Math.Abs(a.Value); return this; }
-    public AlgebraicDouble AssignSgn(AlgebraicDouble a) { Value = double.IsNaN(a.Value)? double.NaN : Math.Sign(a.Value); return this; }
+    public AlgebraicDouble AssignSgn(AlgebraicDouble a) { Value = double.IsNaN(a.Value) ? double.NaN : Math.Sign(a.Value); return this; }
     public AlgebraicDouble Clone() { return new AlgebraicDouble(Value); }
 
@@ -828 +828 @@
     }
 
-//     Exponentiation by a natural power[a, b] k:
-// 
-// if 0∈[a, b], then
-//   [a, b]^0  =  [0, 1]
-//   [a, b]^2n   =  [0, max(a2n, b2n)]
-//   [a, b]^2n+1   =  [a2n+1, b2n+1]
-// if [a, b]>0, then
-//   [a, b]^0  =  [1, 1]
-//   [a, b]^k>0  =  [ak, bk]
-// if [a, b]<0, then
-//   [a, b]^0  =  [1, 1]
-//   [a, b]^2n   =  [b2n, a2n]
-//   [a, b]^2n+1   =  [a2n+1, b2n+1]
-
     public AlgebraicInterval AssignIntPower(AlgebraicInterval a, int p) {
-      if (p == 0) {
-        // => 1
-        low = new MultivariateDual<AlgebraicDouble>(1.0);
-        high = new MultivariateDual<AlgebraicDouble>(1.0);
-        return this;
-      }
-      if (p == 1) return this;
-
       if (p < 0) {  // x^-3 == 1/(x^3)
         AssignIntPower(a, -p);
         return AssignInv(this);
-      } else {
+      } else if (p == 0) {
+        if (a.Contains(0.0)) {
+          // => 0^0 = 0 ; might not be relevant
+          low = new MultivariateDual<AlgebraicDouble>(0.0);
+          high = new MultivariateDual<AlgebraicDouble>(1.0);
+          return this;
+        } else {
+          // => 1
+          low = new MultivariateDual<AlgebraicDouble>(1.0);
+          high = new MultivariateDual<AlgebraicDouble>(1.0);
+          return this;
+        }
+      } else if (p == 1) return this;
+      else if (p % 2 == 0) {
         // p is even => interval must be positive
-        if (p % 2 == 0) {
-          if (a.Contains(0.0)) {
-            low = new MultivariateDual<AlgebraicDouble>(0.0);
-            high = Algebraic.Max(a.low.IntPower(p), a.high.IntPower(p));
-          } else {
-            var lowPower = a.low.IntPower(p);
-            var highPower = a.high.IntPower(p);
-            low = Algebraic.Min(lowPower, highPower);
-            high = Algebraic.Max(lowPower, highPower);
-          }
+        if (a.Contains(0.0)) {
+          low = new MultivariateDual<AlgebraicDouble>(0.0);
+          high = Algebraic.Max(a.low.IntPower(p), a.high.IntPower(p));
         } else {
-          // p is uneven
           var lowPower = a.low.IntPower(p);
           var highPower = a.high.IntPower(p);
@@ -873 +856 @@
           high = Algebraic.Max(lowPower, highPower);
         }
-        return this;
-      }
+      } else {
+        // p is uneven
+        if (a.Contains(0.0)) {
+          low.AssignIntPower(a.low, p);
+          high.AssignIntPower(a.high, p);
+        } else {
+          var lowPower = a.low.IntPower(p);
+          var highPower = a.high.IntPower(p);
+          low = Algebraic.Min(lowPower, highPower);
+          high = Algebraic.Max(lowPower, highPower);
+        }
+      }
+      return this;
     }
 

branches/2994-AutoDiffForIntervals/Tests/AutoDiffTest.cs

@@ -107 +107 @@
 
       {
+        // Interval tests
+        var intervals = new Dictionary<string, Interval>();
+        intervals.Add("x", new Interval(-2.0, 3.0));
+        intervals.Add("p", new Interval(1.0, 2.0));
+        intervals.Add("n", new Interval(-2.0, -1.0));
+
+        AssertInterval("10*x", intervals, -20, 30);
+        AssertInterval("sqr(p)", intervals, 1, 4);
+        AssertInterval("sqr(n)", intervals, 1, 4);
+        AssertInterval("sqr(x)", intervals, 0, 9);
+
+        AssertInterval("cube(p)", intervals, 1, 8);
+        AssertInterval("cube(n)", intervals, -8, -1);
+        AssertInterval("cube(x)", intervals, -8, 27);
+      }
+
+      {
         // interval eval and auto-diff
         var parser = new InfixExpressionParser();
@@ -226 +243 @@
 
     }
+
+    private void AssertInterval(string expression, Dictionary<string, Interval> intervals, double expectedLow, double expectedHigh) {
+      var parser = new InfixExpressionParser();
+      var t = parser.Parse(expression);
+      var evaluator = new IntervalEvaluator();
+      var result = evaluator.Evaluate(t, intervals);
+      Assert.AreEqual(expectedLow, result.LowerBound);
+      Assert.AreEqual(expectedHigh, result.UpperBound);
+    }
   }
 }