update , evaluation added

CSVReader.py

@@ -4,38 +4,44 @@ from CertainTrust import Opinion
 
 class CSVReader:
     @staticmethod
-    def readCSV(inputfile, f, months):
+    def read_csv_prediction_errorcompl(inputfile, months, f=0.5, norm_param=4):
         '''
         Converts input csv file into a dictionary of opinions,
         The CSV input file should contain the following structure:
-        packageName:prediction:errorComplement
+        packageName:prediction:errorComplement:initial_expectation
         :param inputfile: relative path to input csv file
-        :param f: initial expectation value
+        :param f: initial expectation value, will be used if csv does not contain row[3]
         :param months: number of months
         :return: dictionary of package-names as key and opinions as value
         '''
         result = {}
         with open(inputfile, newline="") as csvfile:
-            reader = csv.reader(csvfile, delimiter=':', quotechar='|')
+            reader = csv.reader(csvfile, delimiter=':')
             for row in reader:
                 if not len(row) == 0:
                     package = row [0]
-                    prediction = row [1]
+                    prediction = float(row [1])
                     errorCompl = float(row [2])
-                    # FIXME: HARDCODED MONTHS
-                    resT = 1 - int(prediction) / (30 * months)
-                    result[package]=Opinion(resT , errorCompl, f)
+                    resT = 1 - prediction / (30 * months * norm_param)
+                    if len(row)==4:
+                        oldf = float(row[3])
+                        newf = 1 + ( (oldf - 1) / (norm_param / 4 ))
+                        result[package]=Opinion(resT, errorCompl, newf)
+                    else:
+                        result[package] = Opinion(resT, errorCompl, f)
         return result
 
     @staticmethod
-    def readCSVModel(months):
+    def read_csv_opinons(months):
         '''
-        Reads a model from CSV file into python dictionary
+        Reads a opinions from CSV file into python dictionary
+        The CSV input file should contain the following structure:
+        packageName:t:c:f
         :param months: number of months
         :return: dictionary of package-names as key and opinions as value
         '''
         result = {}
-        with open("models/dummy_model_"+str(months)+".csv", newline="") as csvfile:
+        with open("vendors/debian/models/dummy_model_"+str(months)+".csv", newline="") as csvfile:
             reader = csv.reader(csvfile, delimiter=':', quotechar='|')
             for row in reader:
                 if not len(row) == 0:
@@ -43,7 +49,7 @@ class CSVReader:
         return result
 
     @staticmethod
-    def readCSVPackages(filename):
+    def read_csv_package_names(filename):
         '''
         reads package names from csv file
         :param filename:
@@ -59,9 +65,12 @@ class CSVReader:
 
 
 '''
-res =CSVReader.readCSV("inputs/dummy_input.csv", 1)
+res =CSVReader.readCSV("inputs/dummy_input.csv", 1, 3)
 for key in res:
     print(key + ":" + str(res[key].t)+ ":" + str(res[key].c)+ ":" + str(res[key].f))
 
-CSVReader.readCSVPackages("inputs/dummy_input_package.csv")
-'''
+CSVReader.read_csv_package_names("inputs/dummy_input_package.csv")
+'''
+# /home/keks/mstar/mstar-project/vendors/debian/inputs/dummy_input_package_prediction_errorcompl.csv
+
+

CertainTrust.py

@@ -21,6 +21,7 @@ class Opinion:
     def expectation_value(self):
         return self.c * self.t + ( 1 - self.c ) * self.f
 
+    @staticmethod
     def _single_or(o_A, o_B):
         """
         Computes OR function of two Opinion objects. Result is returned as a new object,

Evaluation.py

@@ -1,5 +1,6 @@
 from CertainTrust import Opinion
 from CSVReader import CSVReader
+from vendors.debian.DebianAdvisory import DebianAdvisory
 
 class Evaluator:
     @staticmethod
@@ -41,6 +42,30 @@ class Evaluator:
             result_dict[p]=fused_op
         return result_dict
 
+    @staticmethod
+    def evaluate_expectation(package_list, vendormodel, months, norm_val):
+        """
+        TODO:
+        :param package_list: dictionary of opinions with names as key and opinion as value
+        :param vendormodel: the vendor-model to compare the prediction with
+        :return: TODO:
+        """
+        system_and = Opinion._cum_and(list(package_list.values()))
+        expectation = system_and.expectation_value()
+        prediction = (1-expectation)*(norm_val*months*30)
+        print("Mstar prediction = "+str(prediction))
+        summ = 0
+        for package in package_list:
+            #summ = sum(model.ge)
+            unified_package = DebianAdvisory.unifySrcName(package)
+            src2month = vendormodel.get_src2month()
+            if unified_package in src2month:
+                summ = summ + sum(src2month[package][-months-3:-3])
+
+
+        print("Src2month prediction = "+str(summ))
+        error = abs(summ - prediction)/summ
+        print("( "+str(months)+" , "+ str(norm_val) +" ) Error = "+str(error))
 
 
 '''

M-star.py

@@ -1,8 +1,9 @@
 import logging
 import sys
-from vendors.debian.DebianModel import DebianModel
 
-from pymongo import MongoClient
+from CSVReader import CSVReader
+from Evaluation import Evaluator
+from vendors.debian.DebianModel import DebianModel
 
 ##### GLOBAL VARIABLES #####
 logging.basicConfig(stream=sys.stderr, level=logging.DEBUG)
@@ -37,9 +38,31 @@ def __main__(configfile='config_default.txt', vendorname='debian', action='help'
     # support only debian
     if vendorname is 'debian':
         model = DebianModel(action)
+
+        ### generate test files ###
+        norm_param = 12
+        gen_dummy_model(3,norm_param)
+        gen_dummy_model(6,norm_param)
+        gen_dummy_model(9,norm_param)
+        gen_dummy_model(12,norm_param)
+
+
+
+
+        ### compute error
+        Evaluator.evaluate_expectation(CSVReader.read_csv_opinons(3), model, 3,norm_param)
+        Evaluator.evaluate_expectation(CSVReader.read_csv_opinons(6), model, 6,norm_param)
+        Evaluator.evaluate_expectation(CSVReader.read_csv_opinons(9), model, 9,norm_param)
+        Evaluator.evaluate_expectation(CSVReader.read_csv_opinons(12), model, 12,norm_param)
     else:
         print("Only debian vendors are supported for now.")
         sys.exit(1)
 
+def gen_dummy_model(month, norm_param):
+    res = CSVReader.read_csv_prediction_errorcompl(
+        "vendors/debian/inputs/dummy_input_package_prediction_errorcompl.csv", month, norm_param=norm_param)
+    with open('vendors/debian/models/dummy_model_' + str(month) + '.csv', 'w') as file:
+        for key in res:
+            file.write(key + ":" + str(res[key].t) + ":" + str(res[key].c) + ":" + str(res[key].f) + "\n")
 
-__main__(action='update')
+__main__(action='status')

vendors/VendorModel.py

@@ -0,0 +1,10 @@
+"""
+All vendor models must extend this class.
+"""
+
+class VendorModel:
+    def get_src2month(self):
+        raise NotImplementedError
+
+    def get_vendor_dir(self):
+        raise NotImplementedError

vendors/debian/DebianModel.py

@@ -9,8 +9,9 @@ from dateutil import parser
 
 from .DebianAdvisory import DebianAdvisory
 from .CVEParse import CVEParse
+from ..VendorModel import VendorModel
 
-class DebianModel:
+class DebianModel(VendorModel):
     """
     This class represents M-Star debian module. It is responsible for handling debian package infos.
     """
@@ -77,6 +78,12 @@ class DebianModel:
         else:
             self.print_help(self)
 
+    def get_src2month(self):
+        return self.src2month
+
+    def get_vendor_dir(self):
+        return self.module_path
+
     def load_dbs(self):
         """
         Loads the required databases into the model. Can either be implemented as read from file, or read from DB.
@@ -306,6 +313,7 @@ class DebianModel:
 
         self.format_data(srcpkg, cvestats, self.src2month, False)
 
+
     def format_data(self, pkg, cvestats, src2month, cvss):
         x = []
         y = []

vendors/debian/cache/oldcache/src2deps

@@ -0,0 +1 @@
+{}

vendors/debian/cache/oldcache/src2monthDLA

@@ -0,0 +1 @@
+{}

vendors/debian/cache/oldcache/src2pop

@@ -0,0 +1 @@
+{}

vendors/debian/cache/oldcache/src2sloccount

@@ -0,0 +1 @@
+{}

vendors/debian/cache/oldcache/state

@@ -0,0 +1 @@
+{"Sources": "", "vendor": "debian", "Sha1Sums": "", "next_adv": 4021, "cache_dir": "cache/state", "Packages": "", "next_fsa": 0}

vendors/debian/inputs/dummy_input_package.csv

@@ -1,8 +0,0 @@
-linux
-openssl
-php7.0
-chromium-browser
-openjdk-8
-
-
-

vendors/debian/inputs/dummy_input_package_prediction_errorcompl.csv

@@ -1,10 +1,1252 @@
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