Tests added for BBRC request classes

Add distribution file in otbenchmark rep.

Add distribution file in otbenchmark rep. 2

Add distribution file in otbenchmark rep. 3

examples/RequestedBBRCProblem.ipynb

@@ -4,9 +4,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Test de la classe RequestedBBRCProblem\n",
+    "# RequestedBBRCProblem class use case\n",
     "\n",
-    "L'objectif de cet exemple est de présenter l'utilisation de la classe RequestedBBRCProblem"
+    "This example presents a simple use of the RequestedBBRCProblem class."
    ]
   },
   {
@@ -71,15 +71,38 @@
    "source": [
     "# Create the Monte-Carlo algorithm\n",
     "algoProb = ot.ProbabilitySimulationAlgorithm(event)\n",
+    "# MaximumOuterSampling set to a very low value to make a fast example.\n",
+    "# More realistic parameter value (e.g. 1000).\n",
     "algoProb.setMaximumOuterSampling(10)\n",
     "algoProb.setMaximumCoefficientOfVariation(0.01)\n",
     "algoProb.run()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": "Number of function calls = 10\nFailure Probability = 0.0000\n"
+    }
+   ],
+   "source": [
+    "# Get the results\n",
+    "resultAlgo = algoProb.getResult()\n",
+    "neval = g.getEvaluationCallsNumber()\n",
+    "print(\"Number of function calls = %d\" % (neval))\n",
+    "# Because of the low value of the maximumOuterSampling, the estimate is not very accurate.\n",
+    "pf = resultAlgo.getProbabilityEstimate()\n",
+    "print(\"Failure Probability = %.4f\" % (pf))"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "python3_cours",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -93,9 +116,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.6-final"
+   "version": "3.7.3-final"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}

otbenchmark/BBRCDistribution.py

@@ -15,9 +15,11 @@ class BBRCDistribution:
     def __init__(self, set_id, problem_id):
         """
         Creates an ot.ComposedDistribution from the BBRC 2019 distribution table.
+
         References
         ----------
         https://rprepo.readthedocs.io/en/latest/
+
         Parameters
         ----------
         set_id: int
@@ -55,7 +57,7 @@ def switch_build_dist(dist_name, a, b, mean, std):
 
         types = ["i4", "i4", "i4", "i4", "U15", "f8", "f8", "f8", "f8", "f8", "f8"]
         bbrc_dist_table = np.genfromtxt(
-            "./distributions/probabilistic_models.csv",
+            "otbenchmark/distributions/probabilistic_models.csv",
             dtype=types,
             delimiter=",",
             names=True,

otbenchmark/RequestedBBRCProblem.py

@@ -14,9 +14,11 @@ class RequestedBBRCProblem(ReliabilityBenchmarkProblem):
     def __init__(self, username, password, set_id, problem_id):
         """
         Creates a ot.PythonFunction requesting a BBRC 2019 function using http requests.
+
         References
         ----------
         https://rprepo.readthedocs.io/en/latest/
+
         Parameters
         ----------
         username: str
@@ -48,7 +50,10 @@ def g_fun(x):
         # BBRCResults
         types = ["i4", "i4", "i4", "f8"]
         bbrc_result_table = np.genfromtxt(
-            "./distributions/beta_results.csv", dtype=types, delimiter=",", names=True
+            "otbenchmark/distributions/beta_results.csv",
+            dtype=types,
+            delimiter=",",
+            names=True,
         )
         my_result = bbrc_result_table[
             (bbrc_result_table["problem_id"] == self.problem_id)

otbenchmark/__init__.py

@@ -32,6 +32,7 @@
     FourBranchSerialSystemReliabilityBenchmarkProblem,
 )
 from .RequestedBBRCProblem import RequestedBBRCProblem
+from .BBRCDistribution import BBRCDistribution
 
 # from .CentralDispersionBenchmarkProblem import
 # CentralDispersionBenchmarkProblem
@@ -66,5 +67,6 @@
     "ReliabilityProblem63",
     "FourBranchSerialSystemReliabilityBenchmarkProblem",
     "RequestedBBRCProblem",
+    "BBRCDistribution",
 ]
 __version__ = "1.0"

otbenchmark/distributions/beta_results.csv

@@ -0,0 +1,30 @@
+set_id,problem_id,reliability_problem_id,beta
+-1,1,8,3.16
+-1,2,22,2.64
+1,1,14,2.42
+1,2,24,2.76
+1,3,28,5.11
+1,4,31,3.58
+1,5,38,2.48
+1,6,53,1.86
+1,7,54,3.09
+1,8,63,3.36
+1,9,75,2.33
+1,10,107,5.0
+1,11,111,4.81
+1,12,201,3.7
+1,13,203,4.92
+1,14,213,3.45
+1,15,300,3.88
+1,16,301,3.81
+2,1,25,4.36
+2,2,33,2.80
+2,3,35,2.70
+2,4,55,-0.15
+2,5,57,1.91
+2,6,60,1.70
+2,7,77,5.0
+2,8,89,2.55
+2,9,91,3.19
+2,10,110,4.0
+2,11,202,3.43