diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index c6ac4435aa9349fbb319f53d3aa4de6689622626..52156dbe334e9e6ec22d256b7424bb8c7d62fa34 100755
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
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+ <option value="$PROJECT_DIR$/PPML/PPNB/PPStats.h" />
+ <option value="$PROJECT_DIR$/PPML/PPNB/PPStats.cpp" />
+ <option value="$PROJECT_DIR$/DATA/Iris/brute.data" />
+ <option value="$PROJECT_DIR$/DATA/Scripts/Clean_Iris.py" />
+ <option value="$PROJECT_DIR$/DATA/Scripts/Split_Train_Test.py" />
<option value="$PROJECT_DIR$/CONFIG/DAPPLE.config" />
+ <option value="$PROJECT_DIR$/CRYPTO/EvalLog.h" />
+ <option value="$PROJECT_DIR$/UTIL/math_util.cc" />
+ <option value="$PROJECT_DIR$/UTIL/math_util.hh" />
+ <option value="$PROJECT_DIR$/CRYPTO/EvalLog.cpp" />
+ <option value="$PROJECT_DIR$/CRYPTO/EvalSigmoid.cpp" />
+ <option value="$PROJECT_DIR$/TEST/TESTBuildingBlocks.cpp" />
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</option>
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@@ -262,33 +327,25 @@
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<item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="DATA" type="462c0819:PsiDirectoryNode" />
+ <item name="CRYPTO" type="462c0819:PsiDirectoryNode" />
</path>
<path>
<item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
<item name="DATA" type="462c0819:PsiDirectoryNode" />
- <item name="Datasets" type="462c0819:PsiDirectoryNode" />
</path>
<path>
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<item name="DATA" type="462c0819:PsiDirectoryNode" />
<item name="Datasets" type="462c0819:PsiDirectoryNode" />
- <item name="Edin" type="462c0819:PsiDirectoryNode" />
</path>
<path>
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<item name="DATA" type="462c0819:PsiDirectoryNode" />
<item name="Datasets" type="462c0819:PsiDirectoryNode" />
- <item name="Nursery" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
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- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="DATA" type="462c0819:PsiDirectoryNode" />
- <item name="Scripts" type="462c0819:PsiDirectoryNode" />
+ <item name="Iris" type="462c0819:PsiDirectoryNode" />
</path>
<path>
<item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
@@ -298,35 +355,12 @@
<path>
<item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
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- <item name="PPML" type="462c0819:PsiDirectoryNode" />
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- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="PPML" type="462c0819:PsiDirectoryNode" />
- <item name="PPLR" type="462c0819:PsiDirectoryNode" />
+ <item name="TEST" type="462c0819:PsiDirectoryNode" />
</path>
<path>
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<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="TEST" type="462c0819:PsiDirectoryNode" />
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@@ -345,11 +379,11 @@
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- <recent name="$PROJECT_DIR$/DATA/Scripts" />
<recent name="$PROJECT_DIR$/CRYPTO" />
- <recent name="$PROJECT_DIR$/PPML/PPLR" />
- <recent name="$PROJECT_DIR$/cmake-build-debug" />
+ <recent name="$PROJECT_DIR$/DATA/Iris" />
+ <recent name="$PROJECT_DIR$/DATA/Scripts" />
+ <recent name="$PROJECT_DIR$/DATA/Datasets/Nursery2" />
+ <recent name="$PROJECT_DIR$/Scripts" />
</key>
<key name="MoveFile.RECENT_KEYS">
<recent name="$PROJECT_DIR$/DATA/Datasets" />
@@ -445,14 +479,7 @@
<workItem from="1555420492797" duration="9561000" />
<workItem from="1556117036167" duration="16345000" />
<workItem from="1556985163497" duration="8721000" />
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- <task id="LOCAL-00017" summary="14/11/2018 : Error in reading dataset">
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- <option name="number" value="00017" />
- <option name="presentableId" value="LOCAL-00017" />
- <option name="project" value="LOCAL" />
- <updated>1542222007207</updated>
+ <workItem from="1556999883524" duration="26605000" />
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<task id="LOCAL-00018" summary="14/11/2018 : Error in reading dataset">
<created>1542222180978</created>
@@ -790,11 +817,18 @@
<option name="project" value="LOCAL" />
<updated>1556980879631</updated>
</task>
- <option name="localTasksCounter" value="66" />
+ <task id="LOCAL-00066" summary="Added a new dataset to compare with state of the art">
+ <created>1557006929104</created>
+ <option name="number" value="00066" />
+ <option name="presentableId" value="LOCAL-00066" />
+ <option name="project" value="LOCAL" />
+ <updated>1557006929106</updated>
+ </task>
+ <option name="localTasksCounter" value="67" />
<servers />
</component>
<component name="TimeTrackingManager">
- <option name="totallyTimeSpent" value="842601000" />
+ <option name="totallyTimeSpent" value="862303000" />
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<component name="TodoView">
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@@ -829,28 +863,6 @@
<window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
<window_info anchor="right" id="Database" order="3" weight="0.32982844" />
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@@ -901,7 +913,6 @@
<component name="VcsManagerConfiguration">
<option name="CHECK_CODE_SMELLS_BEFORE_PROJECT_COMMIT" value="false" />
<option name="CHECK_NEW_TODO" value="false" />
- <MESSAGE value="27/11/2018 : PPVFDT still needs tweeking :'(" />
<MESSAGE value="28/11/2018 : Code cleansing almost done" />
<MESSAGE value="30/11/2018 : Added parallelism to the pp version" />
<MESSAGE value="30/11/2018 : Last parallel version" />
@@ -926,7 +937,8 @@
<MESSAGE value="updated testing script for PPLR" />
<MESSAGE value="Added the bank dataset files" />
<MESSAGE value="Updated parallelism in PVFDT" />
- <option name="LAST_COMMIT_MESSAGE" value="Updated parallelism in PVFDT" />
+ <MESSAGE value="Added a new dataset to compare with state of the art" />
+ <option name="LAST_COMMIT_MESSAGE" value="Added a new dataset to compare with state of the art" />
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<url>file://$PROJECT_DIR$/PPML/PPNB/PPStats.cpp</url>
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<url>file://$PROJECT_DIR$/TEST/main.cpp</url>
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+ <entry file="file://$PROJECT_DIR$/CRYPTO/DTPKC.cpp">
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</entry>
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- <entry file="file://$PROJECT_DIR$/CONFIG/DAPPLE.config">
+ <entry file="file://$PROJECT_DIR$/CRYPTO/EvalLog.cpp">
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+ <entry file="file://$PROJECT_DIR$/UTIL/util_gmp_rand.h">
+ <provider selected="true" editor-type-id="text-editor" />
+ </entry>
+ <entry file="file://$PROJECT_DIR$/TEST/TESTBuildingBlocks.cpp">
<provider selected="true" editor-type-id="text-editor">
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+ <folding>
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diff --git a/CONFIG/DAPPLE.config b/CONFIG/DAPPLE.config
index 89790505eb0918bb1062b66422c68870e90ef9f7..f4e8153193af0257d97af91c12b8d33b7999ac31 100755
--- a/CONFIG/DAPPLE.config
+++ b/CONFIG/DAPPLE.config
@@ -1,15 +1,15 @@
# Experiments parameters
perf{
- testBuildingBlocks="false";
+ testBuildingBlocks="true";
PrivacyPreservation="true";
- MLAlgorithm="lr";
+ MLAlgorithm="nb";
runs_number ="1";
- thread_number="1";
+ thread_number="16";
remoteClient="false";
- Incremental="false";
+ Incremental="true";
OutputPath="/home/rania/CLionProjects/DAPPLE-2.0/EXP/TESTS";
- scenarioName ="LRTuning";
- debug="false";
+ scenarioName ="testingNB";
+ debug="true";
maxTrainSize="100";
maxTestSize="400";
}
@@ -17,12 +17,12 @@
# The dataset configuration parameters
dataset{
mainPath = "/home/rania/CLionProjects/DAPPLE-2.0/";
- path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Edin/";
- clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Edin/";
+ path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Nursery2/";
+ clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Nursery2/";
chunk_prefix="DO";
- class_number="2";
- dimension="10";
- chunk_number="16";
+ class_number="5";
+ dimension="9";
+ chunk_number="1";
}
# The vfdt algorithm parameters
@@ -55,11 +55,11 @@
#LR parameters
-lr{
- alpha="40";
- LRTH="0.56";
- batchSize="40";
- epochs="1";
+ lr{
+ alpha="10000";
+ LRTH="0.5";
+ batchSize="30";
+ epochs="2";
}
# Network parameters
diff --git a/CRYPTO/EvalLog.cpp b/CRYPTO/EvalLog.cpp
new file mode 100755
index 0000000000000000000000000000000000000000..e6d44b1d746f705a755542b0e5bf8f2a240db55a
--- /dev/null
+++ b/CRYPTO/EvalLog.cpp
@@ -0,0 +1,76 @@
+#include "EvalLog.h"
+#include "EvalDiv.h"
+#include "EvalDiv100.h"
+
+
+EvalLog::EvalLog(Cipher a, int lambda, DTPKC dtpkc)
+{
+ this->u=a;
+ this->lambda=lambda;
+ this->dtpkc=dtpkc;
+}
+
+
+std::vector<Cipher>
+EvalLog::EvalLog_U1_step1()
+{
+
+ gmp_randstate_t state;
+ Cipher S1, S2;
+
+ Cipher one = dtpkc.enc(1, u.Pub);
+
+ u.T1 = u.T1 * one.T1;
+ u.T2 = u.T2 * one.T2;
+
+ cout << u << endl;
+
+ gmp_randinit_default(state);
+ gmp_randseed_ui(state,time(NULL));
+
+ r=mpz_class_get_z_bits(200);
+
+ gmp_randclear(state);
+
+
+ S1.T1= mpz_class_powm(u.T1,r,dtpkc.n2);
+ S1.T2= mpz_class_powm(u.T2,r,dtpkc.n2);
+ S1.Pub=u.Pub;
+ S1.sign = u.sign;
+
+ S2=dtpkc.PSdec0(S1);
+
+ return {S1,S2};
+
+}
+
+Cipher
+EvalLog::EvalLog_U2_step2(Cipher S1, Cipher S2)
+{
+
+ mpz_class S3;
+ Cipher S4;
+ S3=dtpkc.PSdec1(S1,S2);
+ S4=dtpkc.enc(mpz_class_log(S3,lambda),u.Pub);
+ S4.sign = 1;
+ return S4;
+
+}
+
+
+
+Cipher
+EvalLog::EvalLog_U1_step3(Cipher S4)
+{
+
+
+ Cipher c, R;
+ R=dtpkc.enc(mpz_class_log(r,lambda),u.Pub);
+
+ c.T1=S4.T1*mpz_class_powm(R.T1,dtpkc.n-1,dtpkc.n2);
+ c.T2=S4.T2*mpz_class_powm(R.T2,dtpkc.n-1,dtpkc.n2);
+ c.Pub=u.Pub;
+
+ return c;
+
+}
diff --git a/CRYPTO/EvalLog.h b/CRYPTO/EvalLog.h
new file mode 100755
index 0000000000000000000000000000000000000000..dc3a50c297f688cd0d4094d9d16cbc3e61683942
--- /dev/null
+++ b/CRYPTO/EvalLog.h
@@ -0,0 +1,36 @@
+#ifndef DAPPLE_EVALLOG_H
+#define DAPPLE_EVALLOG_H
+
+#include "DTPKC.h" // Header of the DTPKC cryptosystem's class
+#include "../UTIL/math_util.hh"
+
+class EvalLog {
+
+
+ private :
+ Cipher u;
+ int lambda;
+ DTPKC dtpkc;
+ mpz_class r, r2;
+
+
+ /******* Functions **********/
+
+
+ public :
+ EvalLog(Cipher a,int b, DTPKC dtpkc);
+
+
+ public :
+ std::vector<Cipher> EvalLog_U1_step1();
+
+
+ public :
+ Cipher EvalLog_U2_step2(Cipher S1,Cipher S2);
+
+
+ public :
+ Cipher EvalLog_U1_step3(Cipher S7);
+};
+
+#endif //DAPPLE_EVALSIGMOID_H
diff --git a/CRYPTO/EvalSigmoid.cpp b/CRYPTO/EvalSigmoid.cpp
index d6de48dc133019e66644cd94565e91959c59cdba..fb16db7737c5fc28cb3227f404d27f3f90103432 100755
--- a/CRYPTO/EvalSigmoid.cpp
+++ b/CRYPTO/EvalSigmoid.cpp
@@ -25,7 +25,7 @@ EvalSigmoid::EvalSig_U1_step1()
gmp_randclear(state);
- Cipher C_R = dtpkc.enc(mpz_class_log(r),u.Pub);
+ Cipher C_R = dtpkc.enc(mpz_class_log(r,1),u.Pub);
//cout << "C_R" << C_R << endl;
@@ -73,7 +73,7 @@ EvalSigmoid::EvalSig_U1_step3(Cipher S4)
Cipher S5, S6, S7, S9, S8;
- S5 = dtpkc.enc(mpz_class_exp(mpz_class_log(r),1), u.Pub);
+ S5 = dtpkc.enc(mpz_class_exp(mpz_class_log(r,1),1), u.Pub);
EvalDiv100 evalDiv(S4,S5,dtpkc);
std::vector <Cipher> res = evalDiv.EvalDiv_U1_step1();
diff --git a/DATA/Datasets/Iris/brute.data b/DATA/Datasets/Iris/brute.data
new file mode 100644
index 0000000000000000000000000000000000000000..5c4316cd695e7c72f1db7ef496ffd2d2ef705b25
--- /dev/null
+++ b/DATA/Datasets/Iris/brute.data
@@ -0,0 +1,151 @@
+5.1,3.5,1.4,0.2,Iris-setosa
+4.9,3.0,1.4,0.2,Iris-setosa
+4.7,3.2,1.3,0.2,Iris-setosa
+4.6,3.1,1.5,0.2,Iris-setosa
+5.0,3.6,1.4,0.2,Iris-setosa
+5.4,3.9,1.7,0.4,Iris-setosa
+4.6,3.4,1.4,0.3,Iris-setosa
+5.0,3.4,1.5,0.2,Iris-setosa
+4.4,2.9,1.4,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+5.4,3.7,1.5,0.2,Iris-setosa
+4.8,3.4,1.6,0.2,Iris-setosa
+4.8,3.0,1.4,0.1,Iris-setosa
+4.3,3.0,1.1,0.1,Iris-setosa
+5.8,4.0,1.2,0.2,Iris-setosa
+5.7,4.4,1.5,0.4,Iris-setosa
+5.4,3.9,1.3,0.4,Iris-setosa
+5.1,3.5,1.4,0.3,Iris-setosa
+5.7,3.8,1.7,0.3,Iris-setosa
+5.1,3.8,1.5,0.3,Iris-setosa
+5.4,3.4,1.7,0.2,Iris-setosa
+5.1,3.7,1.5,0.4,Iris-setosa
+4.6,3.6,1.0,0.2,Iris-setosa
+5.1,3.3,1.7,0.5,Iris-setosa
+4.8,3.4,1.9,0.2,Iris-setosa
+5.0,3.0,1.6,0.2,Iris-setosa
+5.0,3.4,1.6,0.4,Iris-setosa
+5.2,3.5,1.5,0.2,Iris-setosa
+5.2,3.4,1.4,0.2,Iris-setosa
+4.7,3.2,1.6,0.2,Iris-setosa
+4.8,3.1,1.6,0.2,Iris-setosa
+5.4,3.4,1.5,0.4,Iris-setosa
+5.2,4.1,1.5,0.1,Iris-setosa
+5.5,4.2,1.4,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+5.0,3.2,1.2,0.2,Iris-setosa
+5.5,3.5,1.3,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+4.4,3.0,1.3,0.2,Iris-setosa
+5.1,3.4,1.5,0.2,Iris-setosa
+5.0,3.5,1.3,0.3,Iris-setosa
+4.5,2.3,1.3,0.3,Iris-setosa
+4.4,3.2,1.3,0.2,Iris-setosa
+5.0,3.5,1.6,0.6,Iris-setosa
+5.1,3.8,1.9,0.4,Iris-setosa
+4.8,3.0,1.4,0.3,Iris-setosa
+5.1,3.8,1.6,0.2,Iris-setosa
+4.6,3.2,1.4,0.2,Iris-setosa
+5.3,3.7,1.5,0.2,Iris-setosa
+5.0,3.3,1.4,0.2,Iris-setosa
+7.0,3.2,4.7,1.4,Iris-versicolor
+6.4,3.2,4.5,1.5,Iris-versicolor
+6.9,3.1,4.9,1.5,Iris-versicolor
+5.5,2.3,4.0,1.3,Iris-versicolor
+6.5,2.8,4.6,1.5,Iris-versicolor
+5.7,2.8,4.5,1.3,Iris-versicolor
+6.3,3.3,4.7,1.6,Iris-versicolor
+4.9,2.4,3.3,1.0,Iris-versicolor
+6.6,2.9,4.6,1.3,Iris-versicolor
+5.2,2.7,3.9,1.4,Iris-versicolor
+5.0,2.0,3.5,1.0,Iris-versicolor
+5.9,3.0,4.2,1.5,Iris-versicolor
+6.0,2.2,4.0,1.0,Iris-versicolor
+6.1,2.9,4.7,1.4,Iris-versicolor
+5.6,2.9,3.6,1.3,Iris-versicolor
+6.7,3.1,4.4,1.4,Iris-versicolor
+5.6,3.0,4.5,1.5,Iris-versicolor
+5.8,2.7,4.1,1.0,Iris-versicolor
+6.2,2.2,4.5,1.5,Iris-versicolor
+5.6,2.5,3.9,1.1,Iris-versicolor
+5.9,3.2,4.8,1.8,Iris-versicolor
+6.1,2.8,4.0,1.3,Iris-versicolor
+6.3,2.5,4.9,1.5,Iris-versicolor
+6.1,2.8,4.7,1.2,Iris-versicolor
+6.4,2.9,4.3,1.3,Iris-versicolor
+6.6,3.0,4.4,1.4,Iris-versicolor
+6.8,2.8,4.8,1.4,Iris-versicolor
+6.7,3.0,5.0,1.7,Iris-versicolor
+6.0,2.9,4.5,1.5,Iris-versicolor
+5.7,2.6,3.5,1.0,Iris-versicolor
+5.5,2.4,3.8,1.1,Iris-versicolor
+5.5,2.4,3.7,1.0,Iris-versicolor
+5.8,2.7,3.9,1.2,Iris-versicolor
+6.0,2.7,5.1,1.6,Iris-versicolor
+5.4,3.0,4.5,1.5,Iris-versicolor
+6.0,3.4,4.5,1.6,Iris-versicolor
+6.7,3.1,4.7,1.5,Iris-versicolor
+6.3,2.3,4.4,1.3,Iris-versicolor
+5.6,3.0,4.1,1.3,Iris-versicolor
+5.5,2.5,4.0,1.3,Iris-versicolor
+5.5,2.6,4.4,1.2,Iris-versicolor
+6.1,3.0,4.6,1.4,Iris-versicolor
+5.8,2.6,4.0,1.2,Iris-versicolor
+5.0,2.3,3.3,1.0,Iris-versicolor
+5.6,2.7,4.2,1.3,Iris-versicolor
+5.7,3.0,4.2,1.2,Iris-versicolor
+5.7,2.9,4.2,1.3,Iris-versicolor
+6.2,2.9,4.3,1.3,Iris-versicolor
+5.1,2.5,3.0,1.1,Iris-versicolor
+5.7,2.8,4.1,1.3,Iris-versicolor
+6.3,3.3,6.0,2.5,Iris-virginica
+5.8,2.7,5.1,1.9,Iris-virginica
+7.1,3.0,5.9,2.1,Iris-virginica
+6.3,2.9,5.6,1.8,Iris-virginica
+6.5,3.0,5.8,2.2,Iris-virginica
+7.6,3.0,6.6,2.1,Iris-virginica
+4.9,2.5,4.5,1.7,Iris-virginica
+7.3,2.9,6.3,1.8,Iris-virginica
+6.7,2.5,5.8,1.8,Iris-virginica
+7.2,3.6,6.1,2.5,Iris-virginica
+6.5,3.2,5.1,2.0,Iris-virginica
+6.4,2.7,5.3,1.9,Iris-virginica
+6.8,3.0,5.5,2.1,Iris-virginica
+5.7,2.5,5.0,2.0,Iris-virginica
+5.8,2.8,5.1,2.4,Iris-virginica
+6.4,3.2,5.3,2.3,Iris-virginica
+6.5,3.0,5.5,1.8,Iris-virginica
+7.7,3.8,6.7,2.2,Iris-virginica
+7.7,2.6,6.9,2.3,Iris-virginica
+6.0,2.2,5.0,1.5,Iris-virginica
+6.9,3.2,5.7,2.3,Iris-virginica
+5.6,2.8,4.9,2.0,Iris-virginica
+7.7,2.8,6.7,2.0,Iris-virginica
+6.3,2.7,4.9,1.8,Iris-virginica
+6.7,3.3,5.7,2.1,Iris-virginica
+7.2,3.2,6.0,1.8,Iris-virginica
+6.2,2.8,4.8,1.8,Iris-virginica
+6.1,3.0,4.9,1.8,Iris-virginica
+6.4,2.8,5.6,2.1,Iris-virginica
+7.2,3.0,5.8,1.6,Iris-virginica
+7.4,2.8,6.1,1.9,Iris-virginica
+7.9,3.8,6.4,2.0,Iris-virginica
+6.4,2.8,5.6,2.2,Iris-virginica
+6.3,2.8,5.1,1.5,Iris-virginica
+6.1,2.6,5.6,1.4,Iris-virginica
+7.7,3.0,6.1,2.3,Iris-virginica
+6.3,3.4,5.6,2.4,Iris-virginica
+6.4,3.1,5.5,1.8,Iris-virginica
+6.0,3.0,4.8,1.8,Iris-virginica
+6.9,3.1,5.4,2.1,Iris-virginica
+6.7,3.1,5.6,2.4,Iris-virginica
+6.9,3.1,5.1,2.3,Iris-virginica
+5.8,2.7,5.1,1.9,Iris-virginica
+6.8,3.2,5.9,2.3,Iris-virginica
+6.7,3.3,5.7,2.5,Iris-virginica
+6.7,3.0,5.2,2.3,Iris-virginica
+6.3,2.5,5.0,1.9,Iris-virginica
+6.5,3.0,5.2,2.0,Iris-virginica
+6.2,3.4,5.4,2.3,Iris-virginica
+5.9,3.0,5.1,1.8,Iris-virginica
+
diff --git a/DATA/Datasets/Iris/clean.csv b/DATA/Datasets/Iris/clean.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fb9aa2e98d82c1a329719b64ed7c8527b0fb8104
--- /dev/null
+++ b/DATA/Datasets/Iris/clean.csv
@@ -0,0 +1,150 @@
+51,35,14,2,0
+49,30,14,2,0
+47,32,13,2,0
+46,31,15,2,0
+50,36,14,2,0
+54,39,17,4,0
+46,34,14,3,0
+50,34,15,2,0
+44,29,14,2,0
+49,31,15,1,0
+54,37,15,2,0
+48,34,16,2,0
+48,30,14,1,0
+43,30,11,1,0
+58,40,12,2,0
+57,44,15,4,0
+54,39,13,4,0
+51,35,14,3,0
+57,38,17,3,0
+51,38,15,3,0
+54,34,17,2,0
+51,37,15,4,0
+46,36,10,2,0
+51,33,17,5,0
+48,34,19,2,0
+50,30,16,2,0
+50,34,16,4,0
+52,35,15,2,0
+52,34,14,2,0
+47,32,16,2,0
+48,31,16,2,0
+54,34,15,4,0
+52,41,15,1,0
+55,42,14,2,0
+49,31,15,1,0
+50,32,12,2,0
+55,35,13,2,0
+49,31,15,1,0
+44,30,13,2,0
+51,34,15,2,0
+50,35,13,3,0
+45,23,13,3,0
+44,32,13,2,0
+50,35,16,6,0
+51,38,19,4,0
+48,30,14,3,0
+51,38,16,2,0
+46,32,14,2,0
+53,37,15,2,0
+50,33,14,2,0
+70,32,47,14,1
+64,32,45,15,1
+69,31,49,15,1
+55,23,40,13,1
+65,28,46,15,1
+57,28,45,13,1
+63,33,47,16,1
+49,24,33,10,1
+66,29,46,13,1
+52,27,39,14,1
+50,20,35,10,1
+59,30,42,15,1
+60,22,40,10,1
+61,29,47,14,1
+56,29,36,13,1
+67,31,44,14,1
+56,30,45,15,1
+58,27,41,10,1
+62,22,45,15,1
+56,25,39,11,1
+59,32,48,18,1
+61,28,40,13,1
+63,25,49,15,1
+61,28,47,12,1
+64,29,43,13,1
+66,30,44,14,1
+68,28,48,14,1
+67,30,50,17,1
+60,29,45,15,1
+57,26,35,10,1
+55,24,38,11,1
+55,24,37,10,1
+58,27,39,12,1
+60,27,51,16,1
+54,30,45,15,1
+60,34,45,16,1
+67,31,47,15,1
+63,23,44,13,1
+56,30,41,13,1
+55,25,40,13,1
+55,26,44,12,1
+61,30,46,14,1
+58,26,40,12,1
+50,23,33,10,1
+56,27,42,13,1
+57,30,42,12,1
+57,29,42,13,1
+62,29,43,13,1
+51,25,30,11,1
+57,28,41,13,1
+63,33,60,25,2
+58,27,51,19,2
+71,30,59,21,2
+63,29,56,18,2
+65,30,58,22,2
+76,30,66,21,2
+49,25,45,17,2
+73,29,63,18,2
+67,25,58,18,2
+72,36,61,25,2
+65,32,51,20,2
+64,27,53,19,2
+68,30,55,21,2
+57,25,50,20,2
+58,28,51,24,2
+64,32,53,23,2
+65,30,55,18,2
+77,38,67,22,2
+77,26,69,23,2
+60,22,50,15,2
+69,32,57,23,2
+56,28,49,20,2
+77,28,67,20,2
+63,27,49,18,2
+67,33,57,21,2
+72,32,60,18,2
+62,28,48,18,2
+61,30,49,18,2
+64,28,56,21,2
+72,30,58,16,2
+74,28,61,19,2
+79,38,64,20,2
+64,28,56,22,2
+63,28,51,15,2
+61,26,56,14,2
+77,30,61,23,2
+63,34,56,24,2
+64,31,55,18,2
+60,30,48,18,2
+69,31,54,21,2
+67,31,56,24,2
+69,31,51,23,2
+58,27,51,19,2
+68,32,59,23,2
+67,33,57,25,2
+67,30,52,23,2
+63,25,50,19,2
+65,30,52,20,2
+62,34,54,23,2
+59,30,51,18,2
diff --git a/DATA/Datasets/Iris/result.data b/DATA/Datasets/Iris/result.data
new file mode 100644
index 0000000000000000000000000000000000000000..b3e94712b7424bb38146d69f37faaf56eb86bc98
--- /dev/null
+++ b/DATA/Datasets/Iris/result.data
@@ -0,0 +1,30 @@
+0
+1
+1
+0
+2
+1
+2
+0
+0
+2
+1
+0
+2
+1
+1
+0
+1
+1
+0
+0
+1
+1
+1
+0
+2
+1
+0
+0
+1
+2
diff --git a/DATA/Datasets/Iris/testing.data b/DATA/Datasets/Iris/testing.data
new file mode 100644
index 0000000000000000000000000000000000000000..35c3aea7845e4148f49aa97fed49797cf7f892f2
--- /dev/null
+++ b/DATA/Datasets/Iris/testing.data
@@ -0,0 +1,30 @@
+58,40,12,2
+51,25,30,11
+66,30,44,14
+54,39,13,4
+79,38,64,20
+63,33,47,16
+69,31,51,23
+51,38,19,4
+47,32,16,2
+69,32,57,23
+56,27,42,13
+54,39,17,4
+71,30,59,21
+64,32,45,15
+60,29,45,15
+44,32,13,2
+58,26,40,12
+56,30,45,15
+54,34,15,4
+50,32,12,2
+55,26,44,12
+54,30,45,15
+67,30,50,17
+50,35,13,3
+72,32,60,18
+57,28,41,13
+55,42,14,2
+51,38,15,3
+61,28,47,12
+63,25,50,19
diff --git a/DATA/Datasets/Iris/training.data b/DATA/Datasets/Iris/training.data
new file mode 100644
index 0000000000000000000000000000000000000000..db6c690fb3416fbe46b5274542bbf74d1beab3ac
--- /dev/null
+++ b/DATA/Datasets/Iris/training.data
@@ -0,0 +1,120 @@
+61,30,46,14,1
+77,30,61,23,2
+56,25,39,11,1
+64,28,56,21,2
+58,28,51,24,2
+53,37,15,2,0
+55,23,40,13,1
+52,34,14,2,0
+65,28,46,15,1
+67,25,58,18,2
+68,30,55,21,2
+51,35,14,3,0
+60,22,50,15,2
+63,29,56,18,2
+66,29,46,13,1
+77,26,69,23,2
+57,38,17,3,0
+50,36,14,2,0
+48,30,14,3,0
+52,27,39,14,1
+51,34,15,2,0
+55,35,13,2,0
+77,38,67,22,2
+69,31,54,21,2
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diff --git a/DATA/Datasets/Nursery2/Clean.csv b/DATA/Datasets/Nursery2/Clean.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9a390d2622cf66a9a5435841744a166c3d1ceae3
--- /dev/null
+++ b/DATA/Datasets/Nursery2/Clean.csv
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index 0000000000000000000000000000000000000000..5b42df68ab9ba28e6a85eb4cef0b70f3431fc8c4
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index 0000000000000000000000000000000000000000..dfa37ae74ef68f5e71dc80663443d6008fbbcffb
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index 0000000000000000000000000000000000000000..ab98be876dc2272d27a981cbf77e6c2ae7fb7f23
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index 0000000000000000000000000000000000000000..a71d513e367a68ddd02083d7d3d638cfdb31327b
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new file mode 100644
index 0000000000000000000000000000000000000000..2f723fd0216c2fc5a530bcf9b9b43a490c0a9ce9
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index 0000000000000000000000000000000000000000..de254d26c16767033b3d8bf70ffeb17288ed2168
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index 0000000000000000000000000000000000000000..d84a1c5225151defed7119277706ddf6d37e416b
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index 0000000000000000000000000000000000000000..f4a7db9e9548a9ef716d374c2be1d642d2de4633
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index 0000000000000000000000000000000000000000..de4f5a68eea22e0381c550db5ddb8d9a427246da
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index 0000000000000000000000000000000000000000..8065cffa3d6899e3666564c22e7c788611d4b39a
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index 0000000000000000000000000000000000000000..e9eb1e62148b840cf97ea392e69e7ec5fdfedd3e
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new file mode 100644
index 0000000000000000000000000000000000000000..2a3db04126ae49fdde3c65c1af1d759871e4056e
--- /dev/null
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new file mode 100644
index 0000000000000000000000000000000000000000..e636520ae1a237f8e0d0e514afd50dcb23a45934
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new file mode 100644
index 0000000000000000000000000000000000000000..675d1695e05ecb11a3b5eba9d742b8157210727a
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new file mode 100644
index 0000000000000000000000000000000000000000..84a98c2478e34cb1380d9939099b8de19dfa08bd
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new file mode 100644
index 0000000000000000000000000000000000000000..7d3e12e60f949a34685f09ab996c8d935b6da13c
--- /dev/null
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diff --git a/DATA/Datasets/Nursery2/result.data b/DATA/Datasets/Nursery2/result.data
new file mode 100644
index 0000000000000000000000000000000000000000..d7e38d7502a44b189d8d7a1595698086c4b27452
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new file mode 100644
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diff --git a/DATA/Datasets/Nursery2/training.data b/DATA/Datasets/Nursery2/training.data
new file mode 100644
index 0000000000000000000000000000000000000000..9059123cac5e81cf8eca14dce235f91d128a3330
--- /dev/null
+++ b/DATA/Datasets/Nursery2/training.data
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+2,0,0,1,1,1,2,1,3
+2,0,3,2,1,0,1,1,3
+2,4,1,1,2,0,1,0,0
+2,0,1,2,0,1,2,2,1
+2,0,2,1,2,1,2,0,0
+2,0,3,3,2,1,0,1,3
+2,1,2,3,1,1,2,2,1
+2,0,2,2,2,0,1,2,3
+2,1,3,1,2,1,0,0,0
+2,4,1,2,1,0,0,1,3
+2,0,3,1,2,1,1,2,3
+2,0,0,2,1,1,1,2,3
+2,4,1,0,0,0,1,1,3
+2,4,3,0,2,0,2,2,1
+2,4,1,2,2,0,2,1,3
+2,0,2,3,1,0,2,1,3
+2,0,2,1,2,0,0,2,1
+2,0,0,1,0,0,0,0,0
+2,0,3,3,0,0,2,1,1
+2,0,0,0,0,0,2,2,1
+2,1,3,2,1,1,0,2,1
+2,0,1,2,0,1,1,0,0
+2,1,1,3,1,1,2,1,1
+2,0,2,2,2,1,2,0,0
+2,0,2,3,0,0,2,2,1
+2,0,2,1,0,1,0,2,1
+2,0,3,2,2,0,0,2,1
+2,0,1,3,2,1,0,0,0
+2,4,1,1,0,0,2,0,0
+2,4,1,2,2,0,2,2,3
+2,0,3,0,2,0,2,1,1
+2,4,0,3,2,0,2,1,3
+2,4,1,0,0,1,1,0,0
+2,0,2,1,0,1,2,2,1
+2,4,0,0,1,0,2,2,1
+2,4,1,1,1,0,0,2,3
+2,0,2,2,1,0,1,1,3
+2,1,1,1,2,1,0,2,4
+2,1,3,0,1,0,0,2,1
+2,0,3,1,0,1,0,1,3
+2,1,1,1,0,1,1,0,0
+2,4,0,0,2,1,1,1,3
+2,0,2,1,2,1,0,2,1
+2,0,1,1,2,0,2,2,1
+2,0,0,0,2,1,0,0,0
+2,0,2,2,0,1,2,2,1
+2,4,1,3,0,1,0,1,3
+2,0,3,0,2,0,1,0,0
+2,4,0,2,1,1,2,2,3
+2,0,3,0,1,0,1,1,3
+2,1,2,2,0,1,2,1,1
+2,0,0,3,1,0,0,0,0
+2,0,1,2,1,1,2,2,1
+2,1,2,2,2,1,2,1,1
+2,4,3,1,0,1,2,1,3
+2,4,0,2,2,0,2,2,3
+2,4,0,0,2,0,2,1,3
+2,0,2,3,0,1,0,2,1
+2,0,3,1,0,1,1,0,0
+2,1,2,3,0,0,2,1,1
+2,1,2,1,2,0,1,0,0
+2,0,0,0,1,0,2,0,0
+2,1,2,1,0,0,0,1,1
+2,0,0,0,2,1,1,0,0
+2,4,1,0,0,0,2,0,0
+2,0,0,2,2,1,0,1,3
+2,0,2,0,1,1,2,2,1
+2,1,3,0,1,1,2,1,1
+2,1,3,2,1,1,2,2,1
+2,4,3,0,2,1,2,0,0
+2,1,2,2,2,1,0,0,0
+2,0,2,1,1,0,1,1,3
+2,4,0,1,1,1,2,2,3
+2,0,1,0,2,0,2,2,1
+2,1,3,2,1,1,1,2,1
+2,0,3,0,0,0,1,1,1
+2,0,2,3,0,1,1,2,3
+2,1,1,3,2,1,1,0,0
+2,0,3,1,2,1,2,0,0
+2,4,3,0,0,0,0,2,1
+2,4,0,0,1,1,0,1,3
+2,4,0,1,0,1,1,0,0
+2,0,0,2,1,1,1,0,0
+2,0,1,3,2,1,2,1,3
+2,0,3,3,1,1,1,0,0
+2,1,2,3,1,0,1,2,1
+2,1,2,3,2,0,1,2,1
+2,1,2,0,2,0,2,1,1
+2,4,3,1,0,0,1,1,3
+2,0,0,1,2,0,2,1,1
+2,4,0,1,0,0,2,1,3
+2,1,3,1,1,0,0,0,0
+2,0,1,1,1,1,0,2,1
+2,1,2,1,1,0,0,0,0
+2,0,1,1,1,1,1,1,3
+2,1,3,3,2,1,1,0,0
+2,0,2,0,1,0,0,0,0
+2,0,2,1,0,0,1,2,1
+2,0,3,3,0,1,1,1,3
+2,0,2,1,0,1,0,0,0
+2,0,2,3,0,1,2,2,1
+2,1,2,2,2,0,1,2,1
+2,0,0,2,1,1,2,1,3
+2,4,0,2,1,0,1,1,3
+2,1,1,3,2,0,2,0,0
+2,1,1,3,1,0,0,0,0
+2,0,1,2,1,0,1,0,0
+2,0,1,0,1,0,2,2,1
+2,4,0,3,1,1,1,2,3
+2,0,0,2,0,1,1,2,3
+2,0,1,1,1,0,1,1,3
+2,4,1,2,0,1,0,0,0
+2,0,3,1,2,0,0,2,1
+2,4,3,0,1,0,1,0,0
+2,1,3,1,2,0,2,2,1
+2,0,3,0,1,0,0,1,3
diff --git a/DATA/Scripts/Clean_Iris.py b/DATA/Scripts/Clean_Iris.py
new file mode 100755
index 0000000000000000000000000000000000000000..520fbb298420f71ae580c0b124ce9fbe04e33ced
--- /dev/null
+++ b/DATA/Scripts/Clean_Iris.py
@@ -0,0 +1,35 @@
+"""
+
+ run python3 Clean_Nursery.py
+
+ """
+
+
+import pandas as pd
+
+
+
+# read the dataset
+df = pd.read_csv("brute.data", header=None, sep=',' , low_memory=False)
+
+
+# Make all attributes integers
+
+for c in df.columns:
+ if(df[c].dtype == 'object'):
+ df[c]=df[c].str.strip()
+ df[c]= df[c].astype('category')
+ df[c] = df[c].cat.codes
+
+ if(df[c].dtype == 'float'):
+ df[c]=round(df[c]*10)
+ df[c]= df[c].astype(int)
+
+ df[c]= df[c].astype(int)
+
+
+name="../CLEAN/iris_"+str(len(df))+"_8.csv"
+df.to_csv(name, sep=',', header=False, index=False)
+
+
+
diff --git a/DATA/Scripts/Split_Train_Test.py b/DATA/Scripts/Split_Train_Test.py
index 9ba591312e44cf5efeabf1fa1867bbe2bf70fb17..2fc6bf0e12e20f08238165922b056c365d8cea32 100755
--- a/DATA/Scripts/Split_Train_Test.py
+++ b/DATA/Scripts/Split_Train_Test.py
@@ -24,7 +24,7 @@ Y = df[df.columns[-1]]
X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=float(p), random_state=1)
#Merge the vectors and class labels in the case of the trainset
-X_train['9']=y_train
+X_train['4']=y_train
#X_test['class']=y_test
#output the train, the test and the result datasets
diff --git a/DATA/Scripts/brute.data b/DATA/Scripts/brute.data
new file mode 100644
index 0000000000000000000000000000000000000000..5c4316cd695e7c72f1db7ef496ffd2d2ef705b25
--- /dev/null
+++ b/DATA/Scripts/brute.data
@@ -0,0 +1,151 @@
+5.1,3.5,1.4,0.2,Iris-setosa
+4.9,3.0,1.4,0.2,Iris-setosa
+4.7,3.2,1.3,0.2,Iris-setosa
+4.6,3.1,1.5,0.2,Iris-setosa
+5.0,3.6,1.4,0.2,Iris-setosa
+5.4,3.9,1.7,0.4,Iris-setosa
+4.6,3.4,1.4,0.3,Iris-setosa
+5.0,3.4,1.5,0.2,Iris-setosa
+4.4,2.9,1.4,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+5.4,3.7,1.5,0.2,Iris-setosa
+4.8,3.4,1.6,0.2,Iris-setosa
+4.8,3.0,1.4,0.1,Iris-setosa
+4.3,3.0,1.1,0.1,Iris-setosa
+5.8,4.0,1.2,0.2,Iris-setosa
+5.7,4.4,1.5,0.4,Iris-setosa
+5.4,3.9,1.3,0.4,Iris-setosa
+5.1,3.5,1.4,0.3,Iris-setosa
+5.7,3.8,1.7,0.3,Iris-setosa
+5.1,3.8,1.5,0.3,Iris-setosa
+5.4,3.4,1.7,0.2,Iris-setosa
+5.1,3.7,1.5,0.4,Iris-setosa
+4.6,3.6,1.0,0.2,Iris-setosa
+5.1,3.3,1.7,0.5,Iris-setosa
+4.8,3.4,1.9,0.2,Iris-setosa
+5.0,3.0,1.6,0.2,Iris-setosa
+5.0,3.4,1.6,0.4,Iris-setosa
+5.2,3.5,1.5,0.2,Iris-setosa
+5.2,3.4,1.4,0.2,Iris-setosa
+4.7,3.2,1.6,0.2,Iris-setosa
+4.8,3.1,1.6,0.2,Iris-setosa
+5.4,3.4,1.5,0.4,Iris-setosa
+5.2,4.1,1.5,0.1,Iris-setosa
+5.5,4.2,1.4,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+5.0,3.2,1.2,0.2,Iris-setosa
+5.5,3.5,1.3,0.2,Iris-setosa
+4.9,3.1,1.5,0.1,Iris-setosa
+4.4,3.0,1.3,0.2,Iris-setosa
+5.1,3.4,1.5,0.2,Iris-setosa
+5.0,3.5,1.3,0.3,Iris-setosa
+4.5,2.3,1.3,0.3,Iris-setosa
+4.4,3.2,1.3,0.2,Iris-setosa
+5.0,3.5,1.6,0.6,Iris-setosa
+5.1,3.8,1.9,0.4,Iris-setosa
+4.8,3.0,1.4,0.3,Iris-setosa
+5.1,3.8,1.6,0.2,Iris-setosa
+4.6,3.2,1.4,0.2,Iris-setosa
+5.3,3.7,1.5,0.2,Iris-setosa
+5.0,3.3,1.4,0.2,Iris-setosa
+7.0,3.2,4.7,1.4,Iris-versicolor
+6.4,3.2,4.5,1.5,Iris-versicolor
+6.9,3.1,4.9,1.5,Iris-versicolor
+5.5,2.3,4.0,1.3,Iris-versicolor
+6.5,2.8,4.6,1.5,Iris-versicolor
+5.7,2.8,4.5,1.3,Iris-versicolor
+6.3,3.3,4.7,1.6,Iris-versicolor
+4.9,2.4,3.3,1.0,Iris-versicolor
+6.6,2.9,4.6,1.3,Iris-versicolor
+5.2,2.7,3.9,1.4,Iris-versicolor
+5.0,2.0,3.5,1.0,Iris-versicolor
+5.9,3.0,4.2,1.5,Iris-versicolor
+6.0,2.2,4.0,1.0,Iris-versicolor
+6.1,2.9,4.7,1.4,Iris-versicolor
+5.6,2.9,3.6,1.3,Iris-versicolor
+6.7,3.1,4.4,1.4,Iris-versicolor
+5.6,3.0,4.5,1.5,Iris-versicolor
+5.8,2.7,4.1,1.0,Iris-versicolor
+6.2,2.2,4.5,1.5,Iris-versicolor
+5.6,2.5,3.9,1.1,Iris-versicolor
+5.9,3.2,4.8,1.8,Iris-versicolor
+6.1,2.8,4.0,1.3,Iris-versicolor
+6.3,2.5,4.9,1.5,Iris-versicolor
+6.1,2.8,4.7,1.2,Iris-versicolor
+6.4,2.9,4.3,1.3,Iris-versicolor
+6.6,3.0,4.4,1.4,Iris-versicolor
+6.8,2.8,4.8,1.4,Iris-versicolor
+6.7,3.0,5.0,1.7,Iris-versicolor
+6.0,2.9,4.5,1.5,Iris-versicolor
+5.7,2.6,3.5,1.0,Iris-versicolor
+5.5,2.4,3.8,1.1,Iris-versicolor
+5.5,2.4,3.7,1.0,Iris-versicolor
+5.8,2.7,3.9,1.2,Iris-versicolor
+6.0,2.7,5.1,1.6,Iris-versicolor
+5.4,3.0,4.5,1.5,Iris-versicolor
+6.0,3.4,4.5,1.6,Iris-versicolor
+6.7,3.1,4.7,1.5,Iris-versicolor
+6.3,2.3,4.4,1.3,Iris-versicolor
+5.6,3.0,4.1,1.3,Iris-versicolor
+5.5,2.5,4.0,1.3,Iris-versicolor
+5.5,2.6,4.4,1.2,Iris-versicolor
+6.1,3.0,4.6,1.4,Iris-versicolor
+5.8,2.6,4.0,1.2,Iris-versicolor
+5.0,2.3,3.3,1.0,Iris-versicolor
+5.6,2.7,4.2,1.3,Iris-versicolor
+5.7,3.0,4.2,1.2,Iris-versicolor
+5.7,2.9,4.2,1.3,Iris-versicolor
+6.2,2.9,4.3,1.3,Iris-versicolor
+5.1,2.5,3.0,1.1,Iris-versicolor
+5.7,2.8,4.1,1.3,Iris-versicolor
+6.3,3.3,6.0,2.5,Iris-virginica
+5.8,2.7,5.1,1.9,Iris-virginica
+7.1,3.0,5.9,2.1,Iris-virginica
+6.3,2.9,5.6,1.8,Iris-virginica
+6.5,3.0,5.8,2.2,Iris-virginica
+7.6,3.0,6.6,2.1,Iris-virginica
+4.9,2.5,4.5,1.7,Iris-virginica
+7.3,2.9,6.3,1.8,Iris-virginica
+6.7,2.5,5.8,1.8,Iris-virginica
+7.2,3.6,6.1,2.5,Iris-virginica
+6.5,3.2,5.1,2.0,Iris-virginica
+6.4,2.7,5.3,1.9,Iris-virginica
+6.8,3.0,5.5,2.1,Iris-virginica
+5.7,2.5,5.0,2.0,Iris-virginica
+5.8,2.8,5.1,2.4,Iris-virginica
+6.4,3.2,5.3,2.3,Iris-virginica
+6.5,3.0,5.5,1.8,Iris-virginica
+7.7,3.8,6.7,2.2,Iris-virginica
+7.7,2.6,6.9,2.3,Iris-virginica
+6.0,2.2,5.0,1.5,Iris-virginica
+6.9,3.2,5.7,2.3,Iris-virginica
+5.6,2.8,4.9,2.0,Iris-virginica
+7.7,2.8,6.7,2.0,Iris-virginica
+6.3,2.7,4.9,1.8,Iris-virginica
+6.7,3.3,5.7,2.1,Iris-virginica
+7.2,3.2,6.0,1.8,Iris-virginica
+6.2,2.8,4.8,1.8,Iris-virginica
+6.1,3.0,4.9,1.8,Iris-virginica
+6.4,2.8,5.6,2.1,Iris-virginica
+7.2,3.0,5.8,1.6,Iris-virginica
+7.4,2.8,6.1,1.9,Iris-virginica
+7.9,3.8,6.4,2.0,Iris-virginica
+6.4,2.8,5.6,2.2,Iris-virginica
+6.3,2.8,5.1,1.5,Iris-virginica
+6.1,2.6,5.6,1.4,Iris-virginica
+7.7,3.0,6.1,2.3,Iris-virginica
+6.3,3.4,5.6,2.4,Iris-virginica
+6.4,3.1,5.5,1.8,Iris-virginica
+6.0,3.0,4.8,1.8,Iris-virginica
+6.9,3.1,5.4,2.1,Iris-virginica
+6.7,3.1,5.6,2.4,Iris-virginica
+6.9,3.1,5.1,2.3,Iris-virginica
+5.8,2.7,5.1,1.9,Iris-virginica
+6.8,3.2,5.9,2.3,Iris-virginica
+6.7,3.3,5.7,2.5,Iris-virginica
+6.7,3.0,5.2,2.3,Iris-virginica
+6.3,2.5,5.0,1.9,Iris-virginica
+6.5,3.0,5.2,2.0,Iris-virginica
+6.2,3.4,5.4,2.3,Iris-virginica
+5.9,3.0,5.1,1.8,Iris-virginica
+
diff --git a/ML/NB/NB_Classifier.cpp b/ML/NB/NB_Classifier.cpp
index 89c6c1f0c54300ad5c42fa1c529dea56d5771da0..b5aaf63296987682ee5f874b39a679e1ac8134de 100755
--- a/ML/NB/NB_Classifier.cpp
+++ b/ML/NB/NB_Classifier.cpp
@@ -16,6 +16,7 @@ NB_Classifier::NB_Classifier(DatasetReader * datasetReader, Stats* stats, int l
this->datasetReader= datasetReader;
this->currentModel=stats;
+ this->newModel=stats;
this->laplaceConstant=laplaceConstant;
this->logfile=logfile;
this->cliaddr=cliaddr;
@@ -29,44 +30,6 @@ NB_Classifier::NB_Classifier(DatasetReader * datasetReader, Stats* stats, int l
}
-double NB_Classifier::train() {
-
- int counter =0;
- int size=datasetReader->train_size;
- double TRainErr=0.0;
- Record * record;
- int classAtt;
- cout << "size : " << size << endl;
-
- extTrainBd=0;
- auto begin = chrono::high_resolution_clock::now();
-
- while (counter < size) {
- try {
- record = datasetReader->getTrainRecord();
- extTrainBd += sizeof(int)*record->values.size();
- }
- catch (std::exception const &e) {
- std::cout << "Exception: " << e.what() << "\n";
- return -1;
- }
- counter++;
- if (debug) cout << "Train step : " << counter << " over " << size << endl;
- classAtt = currentModel->Classify(record);
- if(classAtt != record->values[datasetReader->dimension-1])
- TRainErr += 1;
-
- currentModel->UpdateClassifier(record);
-
- }
- auto end = chrono::high_resolution_clock::now();
- std::chrono::duration<double, std::milli> duration = end - begin;
- trainTime = duration.count();
-
- return TRainErr/size;
-
-}
-
void NB_Classifier::Test() {
@@ -107,7 +70,7 @@ void NB_Classifier::Test() {
}
-void NB_Classifier::NB_Initialise() {
+void NB_Classifier::train() {
int counter =0;
int size=datasetReader->train_size;
diff --git a/ML/NB/NB_Classifier.h b/ML/NB/NB_Classifier.h
index 5b552a0b57977bf2e6a5a6bb34458fa65fb9eaea..c1c7243f337dddb3291bb522b9c0688a90df8d88 100755
--- a/ML/NB/NB_Classifier.h
+++ b/ML/NB/NB_Classifier.h
@@ -14,7 +14,7 @@ public :
DatasetReader * datasetReader;
Stats* currentModel;
- Stats* oldModel;
+ Stats* newModel;
string logfile;
double trainTime;
double testTime;
@@ -30,11 +30,8 @@ public :
public:
NB_Classifier(DatasetReader * datasetReader, Stats* stats, int laplaceConstant, string logfile, sockaddr_in cliaddr, int sockfd, bool debug );
-public:
- void NB_Initialise();
-
public :
- double train ();
+ void train ();
public :
void Test();
@@ -54,5 +51,6 @@ public:
string recvMsg(int sockfd, sockaddr_in cliaddr);
+
};
#endif //DAPPLE_VFDT_CLASSIFIER_H
diff --git a/ML/NB/Stats.cpp b/ML/NB/Stats.cpp
index 19ee699c152429216727a1e997b5545b3898d4d4..1d07087814bb82967688b42279ebb682afc64edc 100755
--- a/ML/NB/Stats.cpp
+++ b/ML/NB/Stats.cpp
@@ -77,11 +77,20 @@ Stats::UpdateStatistics(Record *r) {
void
Stats::InitStats() {
+
+ std::map <int, float> proProba;
+ std :: map <int, stf > condProba;
+ std::map <int, float> LogproProba;
+ std :: map <int, stf > LogcondProba;
+
for (auto & i : classOccurrence ) {
float proba = (1.0 * i.second) / (1.0*totSampleNum );
- this->priorProba.insert(std::make_pair(i.first, proba));
+ proProba.insert(std::make_pair(i.first, proba));
+ LogproProba.insert(std::make_pair(i.first, log(1+proba)));
}
+ this->priorProba = proProba;
+ this->LogpriorProba = LogproProba;
// update conditional probability
// Parse attributes
@@ -92,11 +101,13 @@ Stats::InitStats() {
// Parse values
Stats::stf cdProbaValues;
+ Stats::stf LogcdProbaValues;
for ( auto & k : VC) {
map <int, int> classFreq = k.second;
map <int, float> cdProbaClasses;
+ map <int, float> LogcdProbaClasses;
// Parse classes
for (auto & l : classFreq) {
float probaxjkl =0.0;
@@ -104,24 +115,30 @@ Stats::InitStats() {
if (i != this->classOccurrence.end())
probaxjkl = (1.0 *l.second)/(1.0 *i->second);
cdProbaClasses.insert(std::make_pair(l.first,probaxjkl));
+ LogcdProbaClasses.insert(std::make_pair(l.first,log(1+probaxjkl)));
}
cdProbaValues.insert(std::make_pair(k.first, cdProbaClasses));
-
+ LogcdProbaValues.insert(std::make_pair(k.first, LogcdProbaClasses));
}
- this->conditionalProba.insert(std::make_pair(j.first, cdProbaValues));
+ condProba.insert(std::make_pair(j.first, cdProbaValues));
+ LogcondProba.insert(std::make_pair(j.first, LogcdProbaValues));
+
}
+ this->conditionalProba = condProba;
+ this->LogconditionalProba = LogcondProba;
+
}
int Stats::Classify(Record *r) {
map<int,float> proba;
- for ( auto & i : priorProba ) {
+ for ( auto & i : LogpriorProba ) {
float finalProbaCi = i.second;
- for ( auto & j : conditionalProba)
+ for ( auto & j : LogconditionalProba)
{
map<int, map <int, float>> innerMap = j.second;
map<int, map <int, float>> :: iterator probaValues = innerMap.find(r->values[j.first]);
@@ -130,7 +147,7 @@ int Stats::Classify(Record *r) {
{
map<int, float>::iterator probaClasses = probaValues->second.find(i.first);
if (probaClasses != probaValues->second.end())
- finalProbaCi *= 1.0 * probaClasses->second;
+ finalProbaCi += 1.0* probaClasses->second;
else
finalProbaCi = 0.0;
}
@@ -141,8 +158,8 @@ int Stats::Classify(Record *r) {
}
- float maxProba = 0.0;
- int maxClass = -1;
+ float maxProba = -100000;
+ int maxClass = 0;
for (auto & i : proba )
{
@@ -157,56 +174,6 @@ int Stats::Classify(Record *r) {
return maxClass;
}
-void Stats::UpdateClassifier(Record *r) {
-
-
- map <int,int> ::iterator i = this->classOccurrence.find(r->values[classAtt]);
- if (i != this->classOccurrence.end())
- i->second++;
- else
- this->classOccurrence.insert(std::make_pair(r->values[classAtt],1));
-
- this->totSampleNum++;
-
-
- for ( auto & j: priorProba) {
-
- map <int, int > :: iterator s = this->classOccurrence.find(j.first);
- if (s != classOccurrence.end())
- j.second = (1.0*s->second)/(1.0*totSampleNum);
-
- }
-
- for (int b =0; b < r->values.size() - 1; b++)
- {
- updateDataAVC(r,b);
- }
-
-
-
- for (auto & k : this->conditionalProba)
- {
-
- for (auto & l : k.second )
- {
- map<int, float>::iterator m = l.second.find(r->values[classAtt]);
- if (m != l.second.end())
- {
- int tmp = dataAVC.find(k.first)->second.find(l.first)->second.find(r->values[classAtt])->second;
- m->second = (1.0 * tmp) / (1.0 * i->second);
- }else
- {
- l.second.insert(std::make_pair(r->values[classAtt],0));
- }
-
- }
- }
-
-
-
-}
-
-
diff --git a/ML/NB/Stats.h b/ML/NB/Stats.h
index 860032b917d85be8ed806643cc7f4707aeab7bef..618590b899230c990350fe84524bb3b23d9a7dba 100755
--- a/ML/NB/Stats.h
+++ b/ML/NB/Stats.h
@@ -23,6 +23,10 @@ public :
int totSampleNum, classNumber, classAtt;
std::map <int, float> priorProba;
std :: map <int, stf > conditionalProba;
+ std::map <int, float> LogpriorProba;
+ std :: map <int, stf > LogconditionalProba;
+ int gaussCte;
+
static bool initialised;
/******* Functions **********/
@@ -38,7 +42,7 @@ public :
int Classify(Record * r);
public :
- void UpdateClassifier(Record * r);
+ void UpdateClassifier();
public :
void UpdateStatistics(Record * r);
diff --git a/PPML/PPNB/PPNB_Classifier.cpp b/PPML/PPNB/PPNB_Classifier.cpp
index 7eb71ee3650c13f9ec35cc61a0cd7660e7142746..4f9f62cea0ce848807f38f6e4f0612489ed5eef8 100755
--- a/PPML/PPNB/PPNB_Classifier.cpp
+++ b/PPML/PPNB/PPNB_Classifier.cpp
@@ -134,55 +134,6 @@ PPNB_Classifier::PPNB_Classifier(PPDatasetReader *datasetReader, PPStats *stats,
}
-double PPNB_Classifier::train() {
-
- int counter =0;
- int size=datasetReader->train_size;
- double TRainErr=0.0;
- PPRecord * record;
- Cipher classAtt;
-
- if (debug) cout << "size : " << size << endl;
- extTrainBd = 0;
- auto begin = chrono::high_resolution_clock::now();
- while (counter < size) {
- try {
- record = datasetReader->getTrainRecord();
- extTrainBd += record->getSize();
- }
- catch (std::exception const &e) {
- std::cout << "Exception: " << e.what() << "\n";
- return -1;
- }
- counter++;
- if (debug) cout << "Train step : " << counter << " over " << size << endl;
-
- classAtt = currentModel->Classify(record);
-
- if(classAtt != record->values[datasetReader->dimension-1])
- TRainErr += 1;
-
- if (debug) cout << "Updating the classifier " << endl;
- currentModel->UpdateClassifier(record);
- try {
-
- delete record;
-
- }catch (exception e )
- {
- cout << "Trying to delete a record " << endl;
- cout << e.what() << endl;
- }
-
- }
-
- auto end = chrono::high_resolution_clock::now();
- std::chrono::duration<double, std::milli> duration = end - begin ;
- this->trainTime = duration.count();
-
- return TRainErr/size;
-
-}
void PPNB_Classifier::Test() {
@@ -280,7 +231,7 @@ void PPNB_Classifier::Test() {
}
-void PPNB_Classifier::NB_Initialise() {
+void PPNB_Classifier::train() {
int counter =0;
int size=datasetReader->train_size;
diff --git a/PPML/PPNB/PPNB_Classifier.h b/PPML/PPNB/PPNB_Classifier.h
index 0228dd365607a0146e6ee4b3e3b21bf47037ebaf..3886bce4c7b59791f3c3d0abb1333129dc318e36 100755
--- a/PPML/PPNB/PPNB_Classifier.h
+++ b/PPML/PPNB/PPNB_Classifier.h
@@ -36,11 +36,10 @@ public:
{
delete currentModel;
}
-public:
- void NB_Initialise();
+
public :
- double train ();
+ void train ();
public :
void Test();
diff --git a/PPML/PPNB/PPStats.cpp b/PPML/PPNB/PPStats.cpp
index bb548fdd988f77a42052e36181ba366bff447486..99ba69540ad51b6d447ca328a864198bcbf428e1 100755
--- a/PPML/PPNB/PPStats.cpp
+++ b/PPML/PPNB/PPStats.cpp
@@ -92,29 +92,30 @@ PPStats::UpdateStatistics(PPRecord *r) {
void
PPStats::InitStats() {
+ std::map <Cipher, Cipher> proProba;
#pragma omp parallel
{
size_t cnt = 0;
int ithread = omp_get_thread_num();
int nthreads = omp_get_num_threads();
-
for (auto i = classOccurrence.begin(); i!=classOccurrence.end(); ++i, cnt++) {
if(cnt%nthreads != ithread) continue;
EvalDiv100 evalDiv100(i->second, totSampleNum, dtpkc);
vector<Cipher> res1 = evalDiv100.EvalDiv_U1_step1();
Cipher proba = evalDiv100.EvalDiv_U1_step3(evalDiv100.EvalDiv_U2_step2(res1[0], res1[1], res1[2], res1[3]));
#pragma omp critical
- this->priorProba.insert(std::make_pair(i->first, proba));
+ proProba.insert(std::make_pair(i->first, proba));
}
- }
+ }
+ this->priorProba=proProba;
+ std :: map <int, stf > condProba;
#pragma omp parallel
{
size_t cnt = 0;
int ithread = omp_get_thread_num();
int nthreads = omp_get_num_threads();
-
for (auto j = dataAVC.begin(); j!=dataAVC.end(); ++j, cnt++) {
if(cnt%nthreads != ithread) continue;
PPStats::st VC = j->second;
@@ -143,10 +144,12 @@ PPStats::InitStats() {
}
#pragma omp critical
- this->conditionalProba.insert(std::make_pair(j->first, cdProbaValues));
+ condProba.insert(std::make_pair(j->first, cdProbaValues));
}
+
}
+ this->conditionalProba=condProba;
}
@@ -163,12 +166,12 @@ Cipher PPStats::Classify(PPRecord *r) {
int ithread = omp_get_thread_num();
int nthreads = omp_get_num_threads();
- for (auto i = priorProba.begin(); i != priorProba.end(); ++i, cnt++) {
+ for (auto i = this->priorProba.begin(); i != this->priorProba.end(); ++i, cnt++) {
if (cnt % nthreads != ithread) continue;
Cipher finalProbaCi2 = i->second;
- for (auto &j : conditionalProba) {
+ for (auto &j : this->conditionalProba) {
map<Cipher, map<Cipher, Cipher>> innerMap = j.second;
map<Cipher, map<Cipher, Cipher >>::iterator probaValues = innerMap.find(r->values[j.first]);
@@ -291,14 +294,6 @@ void PPStats::UpdateClassifier(PPRecord *r) {
}
- //#pragma omp parallel
- //{
- /*size_t cnt = 0;
- int ithread = omp_get_thread_num();
- int nthreads = omp_get_num_threads();*/
-
- //for (auto k = conditionalProba.begin(); k != conditionalProba.end(); ++k, cnt++) {
- //if (cnt % nthreads != ithread) continue;
for (auto &k : conditionalProba) {
for (auto &l : k.second) {
map<Cipher, Cipher>::iterator m = l.second.find(r->values[classAtt]);
diff --git a/PPML/PPNB/PPStats.h b/PPML/PPNB/PPStats.h
index 7692da8aa585c2d3aab06ee3256a0b146564f61e..0a006c458a7271819616a25d4afb03c1e60a6897 100755
--- a/PPML/PPNB/PPStats.h
+++ b/PPML/PPNB/PPStats.h
@@ -30,6 +30,8 @@ public :
int classNumber, classAtt;
std::map <Cipher, Cipher> priorProba;
std :: map <int, stf > conditionalProba;
+ std::map <Cipher, Cipher> LogpriorProba;
+ std :: map <int, stf > LogconditionalProba;
static DTPKC dtpkc;
static Cipher one;
static Cipher zero;
diff --git a/SER/dtpkc.ser b/SER/dtpkc.ser
index ba0e8e749b652ef51e9e8786c7f848146a9cfaf1..1f41bd828d0a1247c0a99bad1cb0227e759617e8 100644
--- a/SER/dtpkc.ser
+++ b/SER/dtpkc.ser
@@ -1,11 +1,11 @@
-120753208381964668200962531146096587304488499408851838422992110769809152413229849215143293513486830320580096745281591985914698150762754130670328347285036019005969888598869269859699318265019774603858418616732028144305136223310425952396003551071110142729694037711173425070713125409956741955035671125417173416747
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diff --git a/TEST/TESTBuildingBlocks.cpp b/TEST/TESTBuildingBlocks.cpp
index b6cc8b989fd68687d2479182bda3e7b38b4b77fa..4c92878859752b040dabb169623d3613537ecd7a 100755
--- a/TEST/TESTBuildingBlocks.cpp
+++ b/TEST/TESTBuildingBlocks.cpp
@@ -2,7 +2,7 @@
#include "../ML/VFDT/VFDT_Classifier.h"
#include "../CRYPTO/EvalThreashold.h"
#include "../CRYPTO/EvalLrUpdate.h"
-
+#include "../CRYPTO/EvalLog.h"
using namespace std;
int TESTBuildingBlocks::validate(DTPKC dtpkc)
@@ -542,6 +542,22 @@ void TESTBuildingBlocks::run (bool deserialize, int keysize, int prec, int error
+
+ x=15;
+ C_x = dtpkc.enc(x,dtpkc.pkw);
+ C_x.sign=1;
+ cpt ++;
+ EvalLog evalLog(C_x,100,dtpkc);
+ in = evalLog.EvalLog_U1_step1();
+ C_C=evalLog.EvalLog_U1_step3(evalLog.EvalLog_U2_step2(in[0],in[1]));
+ C=dtpkc.Sdec(C_C);
+
+ state = (abs(log(1+x)*100- C.get_ui()) < 300 ) ? " passed":" failed";
+
+ if (abs(log(1+x)*100-C.get_ui()) > 300 ) cptF++;
+
+ cout<<"Test(" << cpt << ") <<EvalLog> gave : " << C.get_str() << " expected result " <<log(1+x)*100<< " state :" << state << endl;
+
/**
* Testing the LRUpdate protocol
*/
diff --git a/TEST/main.cpp b/TEST/main.cpp
index 11a08d2fece123b8832e21b3c09f78cabd5296e5..e7cd13eca0406920806fa4061c376398c8ea2ba6 100755
--- a/TEST/main.cpp
+++ b/TEST/main.cpp
@@ -493,10 +493,9 @@ int main (int argc, char **argv) {
for (int ch = 0; ch < chunk_number; ch++) {
if (debug)
cout << "Started training on chunk n°: " << ch + 1 << " from: " << chunk_number << endl;
- if (ch == 0) classifier->NB_Initialise();
- else {
+
classifier->train();
- }
+
datasetReader->nextChunk();
if (remoteClient) {
@@ -843,10 +842,8 @@ int main (int argc, char **argv) {
stats << "TrainTime,TrainBd,TestServerTime,TestClientTime,TestBd,P,R,F1" << endl;
for (int ch = 0; ch < chunk_number; ch++) {
- if (ch == 0) classifier->NB_Initialise();
- else {
- classifier->train();
- }
+ classifier->train();
+
if (debug)
cout << "Started training on chunk n°: " << ch + 1 << " from: " << chunk_number << endl;
diff --git a/UTIL/math_util.cc b/UTIL/math_util.cc
index 27830cd476004f1faa088267fd3fad7c7d8e33ee..6e5b207452dd41a6e59755db3e6d31a0475d5392 100755
--- a/UTIL/math_util.cc
+++ b/UTIL/math_util.cc
@@ -89,22 +89,29 @@ mpz_class mpz_class_log2_10 (mpz_class op )
}
-mpz_class mpz_class_log (mpz_class op )
+mpz_class mpz_class_log (mpz_class op, int lambda)
{
- mpfr_t rop, res; //res2;
+ mpfr_t rop, res, res2, rounder; //res2;
mpz_t b;
mpz_class a;
+ mpfr_init(rounder);
+ mpfr_set_ui (rounder,lambda, MPFR_RNDN);
mpfr_init(rop);
mpfr_init(res);
mpz_init (b);
+ mpfr_init (res2);
mpfr_set_z (rop,op.get_mpz_t(),MPFR_RNDN);
mpfr_log (res, rop, MPFR_RNDN);
- mpfr_get_z (b,res, MPFR_RNDN);
+ mpfr_mul (res2, res, rounder, MPFR_RNDN);
+ mpfr_get_z (b,res2, MPFR_RNDN);
+
a= mpz_class(b);
mpfr_clear(rop);
mpfr_clear(res);
+ mpfr_clear(res2);
+ mpfr_clear(rounder);
mpz_clear(b);
mpfr_free_cache();
diff --git a/UTIL/math_util.hh b/UTIL/math_util.hh
index 69499f062d36c3d2c0daf1286ebdb7cb2f4a9825..793d7d89ec37e5e6226feb5ecc87f16be288feed 100755
--- a/UTIL/math_util.hh
+++ b/UTIL/math_util.hh
@@ -75,7 +75,7 @@ mpz_class mpz_class_log2_10 (mpz_class op );
mpz_class mpz_class_exp(mpz_class op, int prec);
-mpz_class mpz_class_log (mpz_class op );
+mpz_class mpz_class_log (mpz_class op, int lambda);
mpz_class mpz_class_crt(const std::vector<mpz_class> &v, const std::vector<mpz_class> &m);
diff --git a/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache b/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
index 747cbc9ce1dac0a0986c61fb890c876ed6a334f0..176ee78d18bdd7a537f18c733f1742fd2bd7cfa5 100644
--- a/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
+++ b/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
@@ -76,6 +76,12 @@ DTPKC.h
EvalDiv.h
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalDiv.h
+/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalLog.h
+DTPKC.h
+/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
+../UTIL/math_util.hh
+/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
+
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalLrUpdate.h
DTPKC.h
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
@@ -116,10 +122,6 @@ EvalSub.h
DTPKC.h
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalSub2.h
-DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalThreashold.h
DTPKC.h
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
@@ -136,38 +138,6 @@ DTPKC.h
vector
-
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/Configuration.h
-namespace.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/namespace.h
-ConfigurationException.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/ConfigurationException.h
-StringBuffer.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/StringBuffer.h
-StringVector.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/StringVector.h
-stddef.h
--
-
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/ConfigurationException.h
-namespace.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/namespace.h
-string.h
--
-
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/StringBuffer.h
-namespace.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/namespace.h
-assert.h
--
-
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/StringVector.h
-namespace.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/namespace.h
-StringBuffer.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/StringBuffer.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/namespace.h
-
/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/DatasetReader.h
fstream
-
@@ -196,62 +166,6 @@ vector
iostream
-
-/home/rania/CLionProjects/DAPPLE-2.0/ML/LR/LR.h
-string
--
-fstream
--
-vector
--
-math.h
--
-stdlib.h
--
-iostream
--
-string.h
--
-netinet/in.h
--
-../IO/Record.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/Record.h
-../IO/DatasetReader.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/DatasetReader.h
-chrono
--
-
-/home/rania/CLionProjects/DAPPLE-2.0/ML/NB/NB_Classifier.h
-netinet/in.h
--
-../IO/DatasetReader.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/DatasetReader.h
-../../UTIL/math_util.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
-Stats.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/NB/Stats.h
-math.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/NB/math.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/ML/NB/Stats.h
-iostream
--
-map
--
-iterator
--
-../IO/Record.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/Record.h
-gmpxx.h
--
-gmp.h
--
-../../UTIL/util_gmp_rand.h
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/util_gmp_rand.h
-../../UTIL/num_th_alg.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/num_th_alg.hh
-../../UTIL/mpz_class.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/mpz_class.hh
-
/home/rania/CLionProjects/DAPPLE-2.0/ML/VFDT/Node.h
../IO/Record.h
/home/rania/CLionProjects/DAPPLE-2.0/ML/IO/Record.h
@@ -298,163 +212,17 @@ Node.h
math.h
/home/rania/CLionProjects/DAPPLE-2.0/ML/VFDT/math.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPDatasetReader.h
-PPRecord.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-fstream
--
-stdio.h
--
-string.h
--
-../../CRYPTO/SkeySwitch.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/SkeySwitch.h
-vector
--
-cstring
--
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-vector
--
-iostream
--
-../../CRYPTO/DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPLR/PPLR_Classifier.h
-../IO/PPDatasetReader.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPDatasetReader.h
-../../UTIL/math_util.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
-../../CRYPTO/EvalSigmoid.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalSigmoid.h
-../../CRYPTO/EvalDotProd.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalDotProd.h
-../../CRYPTO/EvalLrUpdate.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalLrUpdate.h
-../../CRYPTO/EvalSub2.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalSub2.h
-math.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPLR/math.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPNB/PPNB_Classifier.h
-../IO/PPDatasetReader.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPDatasetReader.h
-../../UTIL/math_util.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
-PPStats.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPNB/PPStats.h
-math.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPNB/math.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPNB/PPStats.h
-iostream
--
-map
--
-iterator
--
-../IO/PPRecord.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-gmpxx.h
--
-gmp.h
--
-omp.h
--
-../../UTIL/util_gmp_rand.h
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/util_gmp_rand.h
-../../UTIL/num_th_alg.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/num_th_alg.hh
-../../UTIL/mpz_class.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/mpz_class.hh
-../../CRYPTO/DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-../../CRYPTO/EvalAdd.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalAdd.h
-../../CRYPTO/EvalMult.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalMult.h
-../../CRYPTO/EvalDiv100.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalDiv100.h
-../../CRYPTO/EvalProba.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalProba.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNode.h
-../IO/PPRecord.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-PPNodeStats.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNodeStats.h
-PPNodeTest.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNodeTest.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNodeStats.h
-iostream
--
-map
--
-iterator
--
-../IO/PPRecord.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-gmpxx.h
--
-gmp.h
--
-../../UTIL/util_gmp_rand.h
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/util_gmp_rand.h
-../../UTIL/num_th_alg.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/num_th_alg.hh
-../../UTIL/mpz_class.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/mpz_class.hh
-../../CRYPTO/DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-../../CRYPTO/EvalAdd.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalAdd.h
-../../CRYPTO/EvalAddPow2.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalAddPow2.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNodeTest.h
-map
--
-../IO/PPRecord.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPRecord.h
-../../CRYPTO/EvalCmp.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalCmp.h
-
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPVFDT_Classifier.h
-netinet/in.h
--
-../IO/PPDatasetReader.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/IO/PPDatasetReader.h
-PPNode.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPNode.h
-../../UTIL/math_util.hh
-/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
-math.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/math.h
-../../CRYPTO/DTPKC.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/DTPKC.h
-../../CRYPTO/EvalEntropy.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalEntropy.h
-../../CRYPTO/EvalHBound.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalHBound.h
-../../CRYPTO/EvalMult.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalMult.h
-../../CRYPTO/EvalAddPow2.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalAddPow2.h
-../../CRYPTO/EvalStandardDiv.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalStandardDiv.h
-../../CRYPTO/EvalDiv.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalDiv.h
-../../CRYPTO/EvalDiv100.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalDiv100.h
-../../CRYPTO/EvalAdd.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalAdd.h
-../../CRYPTO/EvalSub.h
-/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalSub.h
-../../CRYPTO/EvalThreashold.h
+/home/rania/CLionProjects/DAPPLE-2.0/TEST/TESTBuildingBlocks.cpp
+TESTBuildingBlocks.h
+/home/rania/CLionProjects/DAPPLE-2.0/TEST/TESTBuildingBlocks.h
+../ML/VFDT/VFDT_Classifier.h
+/home/rania/CLionProjects/DAPPLE-2.0/ML/VFDT/VFDT_Classifier.h
+../CRYPTO/EvalThreashold.h
/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalThreashold.h
+../CRYPTO/EvalLrUpdate.h
+/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalLrUpdate.h
+../CRYPTO/EvalLog.h
+/home/rania/CLionProjects/DAPPLE-2.0/CRYPTO/EvalLog.h
/home/rania/CLionProjects/DAPPLE-2.0/TEST/TESTBuildingBlocks.h
iostream
@@ -494,42 +262,6 @@ iostream
../UTIL/num_th_alg.hh
/home/rania/CLionProjects/DAPPLE-2.0/UTIL/num_th_alg.hh
-/home/rania/CLionProjects/DAPPLE-2.0/TEST/main.cpp
-../PPML/PPNB/PPNB_Classifier.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPNB/PPNB_Classifier.h
-../PPML/PPLR/PPLR_Classifier.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPLR/PPLR_Classifier.h
-../PPML/PPVFDT/PPVFDT_Classifier.h
-/home/rania/CLionProjects/DAPPLE-2.0/PPML/PPVFDT/PPVFDT_Classifier.h
-../ML/NB/NB_Classifier.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/NB/NB_Classifier.h
-../ML/VFDT/VFDT_Classifier.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/VFDT/VFDT_Classifier.h
-../LIB/config4cpp/include/config4cpp/Configuration.h
-/home/rania/CLionProjects/DAPPLE-2.0/LIB/config4cpp/include/config4cpp/Configuration.h
-TESTBuildingBlocks.h
-/home/rania/CLionProjects/DAPPLE-2.0/TEST/TESTBuildingBlocks.h
-../ML/LR/LR.h
-/home/rania/CLionProjects/DAPPLE-2.0/ML/LR/LR.h
-stdio.h
--
-stdlib.h
--
-string.h
--
-unistd.h
--
-sys/types.h
--
-sys/socket.h
--
-netinet/in.h
--
-arpa/inet.h
--
-mcheck.h
--
-
/home/rania/CLionProjects/DAPPLE-2.0/UTIL/math_util.hh
vector
-
diff --git a/cmake-build-debug/CMakeFiles/DAPPLE.dir/DependInfo.cmake b/cmake-build-debug/CMakeFiles/DAPPLE.dir/DependInfo.cmake
index 5c2b751bcaeff26d44aa9dde651a8b56dc15d06d..1ca8408f46fc1b9d5882103866b7ae583368f120 100644
--- a/cmake-build-debug/CMakeFiles/DAPPLE.dir/DependInfo.cmake
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+.PHONY : CRYPTO/EvalLog.cpp.s
+
CRYPTO/EvalLrUpdate.o: CRYPTO/EvalLrUpdate.cpp.o
.PHONY : CRYPTO/EvalLrUpdate.o
@@ -1431,6 +1458,9 @@ help:
@echo "... CRYPTO/EvalHBound.o"
@echo "... CRYPTO/EvalHBound.i"
@echo "... CRYPTO/EvalHBound.s"
+ @echo "... CRYPTO/EvalLog.o"
+ @echo "... CRYPTO/EvalLog.i"
+ @echo "... CRYPTO/EvalLog.s"
@echo "... CRYPTO/EvalLrUpdate.o"
@echo "... CRYPTO/EvalLrUpdate.i"
@echo "... CRYPTO/EvalLrUpdate.s"