diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index c1c4b610158e745ece2ab91c32c47a511cf59491..f91f79354534ff785011e531dbd7f623ba0dbddc 100755
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
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+ <list default="true" id="2624f523-8bdb-4867-a32b-0c8fa25f5cda" name="Default" comment="Added eval print for the naive bayes classifier in the case of non-incremental scenario">
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+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:10:22-Stats.csv">
+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/UTIL/math_util.cc">
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+ <provider selected="true" editor-type-id="text-editor" />
</entry>
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+ <provider selected="true" editor-type-id="text-editor" />
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+ <provider selected="true" editor-type-id="text-editor" />
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- <caret line="207" column="19" selection-start-line="207" selection-start-column="16" selection-end-line="207" selection-end-column="19" />
- </state>
- </provider>
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:13:28-Stats.csv">
+ <provider selected="true" editor-type-id="text-editor" />
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- <entry file="file://$PROJECT_DIR$/PPML/PPNB/PPStats.h">
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+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:14:01-Stats.csv">
+ <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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+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:14:34-Stats.csv">
+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/ML/NB/NB_Classifier.cpp">
- <provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="-1665" />
- </provider>
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:15:07-Stats.csv">
+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTStestingNB-2019-05-05-03:42:33-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:16:36-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTStestingNB-2019-05-05-03:37:52-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:17:06-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTStestingNB-2019-05-05-03:45:03-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:17:38-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTStestingNB-2019-05-05-11:14:41-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:18:20-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTStestingNB-2019-05-05-11:16:22-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:18:53-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
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+ <provider selected="true" editor-type-id="text-editor" />
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+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTS/testingNB-2019-05-05-12:47:43-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:20:51-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTS/testingNB-2019-05-05-12:47:43-Config.txt">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:21:33-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
</entry>
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+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTS/testingNB-2019-05-05-13:08:33-Stats.csv">
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<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTS/testingNB-2019-05-05-13:12:09-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:24:32-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
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+ <provider selected="true" editor-type-id="text-editor" />
</entry>
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- <provider selected="true" editor-type-id="text-editor">
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+ <provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/TESTS/testingNB-2019-05-05-13:35:08-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/EXP/DEBUG-LR2/NewDataset-2019-05-14-00:27:09-Stats.csv">
<provider selected="true" editor-type-id="text-editor" />
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diff --git a/CONFIG/DAPPLE.config b/CONFIG/DAPPLE.config
index 30a9b55a4f9169650c2a04d6325f77ff80e229b6..61cb18cfea902eb6db786d74f078ce954a2be5a0 100755
--- a/CONFIG/DAPPLE.config
+++ b/CONFIG/DAPPLE.config
@@ -2,27 +2,27 @@
perf{
testBuildingBlocks="false";
PrivacyPreservation="false";
- MLAlgorithm="nb";
+ MLAlgorithm="lr";
runs_number ="1";
thread_number="14";
remoteClient="false";
- Incremental="false";
- OutputPath="/home/rania/CLionProjects/DAPPLE-2.0/EXP/TESTS/";
- scenarioName ="testingNB";
- debug="true";
+ Incremental="true";
+ OutputPath="/home/rania/CLionProjects/DAPPLE-2.0/EXP/DEBUG-LR2/";
+ scenarioName ="NewDataset";
+ debug="false";
maxTrainSize="100";
- maxTestSize="400";
+ maxTestSize="10";
}
# The dataset configuration parameters
dataset{
mainPath = "/home/rania/CLionProjects/DAPPLE-2.0/";
- path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Iris/";
- clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Iris/";
+ path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Bank/LR/";
+ clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Bank/LR/";
chunk_prefix="DO";
- class_number="3";
- dimension="5";
- chunk_number="1";
+ class_number="2";
+ dimension="17";
+ chunk_number="16";
}
# The vfdt algorithm parameters
@@ -55,10 +55,10 @@
#LR parameters
- lr{
- alpha="10000";
+lr{
+ alpha="100";
LRTH="0.5";
- batchSize="30";
+ batchSize="100";
epochs="2";
}
diff --git a/CRYPTO/EvalLrUpdate.cpp b/CRYPTO/EvalLrUpdate.cpp
index 9a09a7f1fd00ab369d7ac9451e6d7f7426c42059..55b3f71bcd946fbe339f2c701329e02d9cb10f53 100755
--- a/CRYPTO/EvalLrUpdate.cpp
+++ b/CRYPTO/EvalLrUpdate.cpp
@@ -31,8 +31,8 @@ std::vector<Cipher> EvalLrUpdate::EvalLrUpdate_U1_step1()
if ( (a[i].sign == 1 && b[i].sign == 1 ) || (a[i].sign == 0 && b[i].sign == 0 )){
+ // if (a[i] > b[i] || a[i] == b[i]){
if (a[i] > b[i] || a[i] == b[i]){
-
inter.T1 = a[i].T1*mpz_class_powm(b[i].T1,dtpkc.n-1,dtpkc.n2);
inter.T2 = a[i].T2*mpz_class_powm(b[i].T2,dtpkc.n-1,dtpkc.n2);
inter.Pub= b[i].Pub;
@@ -139,6 +139,8 @@ Cipher EvalLrUpdate::EvalLrUpdate_U1_step3(Cipher val)
std::vector <Cipher> res = evalDiv.EvalDiv_U1_step1();
Cipher out = evalDiv.EvalDiv_U1_step3(evalDiv.EvalDiv_U2_step2(res[0],res[1], res[2], res[3]));
out.sign = val.sign;
+ //out.T1 = mpz_class_powm(out.T1,100000,dtpkc.n2*dtpkc.n2);
+ //out.T2 = mpz_class_powm(out.T2,100000,dtpkc.n2*dtpkc.n2);
return out;
diff --git a/CRYPTO/EvalSigmoid.cpp b/CRYPTO/EvalSigmoid.cpp
index fb16db7737c5fc28cb3227f404d27f3f90103432..65924a3efa3b8297bf4c536a5738ed6297ed4515 100755
--- a/CRYPTO/EvalSigmoid.cpp
+++ b/CRYPTO/EvalSigmoid.cpp
@@ -48,8 +48,15 @@ EvalSigmoid::EvalSig_U2_step2(Cipher S1, Cipher S2)
Cipher S4;
S3=dtpkc.PSdec1(S1,S2);
+
S4=dtpkc.enc(mpz_class_exp(S3,lambda/100),u.Pub);
+ //cout << "u " << u << endl;
+
+ //cout << "S3 " << S3 << endl;
+
+ //cout << "S4 " << S4 << endl;
+
if (S1.sign == 1){
S4.sign = 1;
@@ -111,6 +118,11 @@ EvalSigmoid::EvalSig_U1_step3(Cipher S4)
S9.sign = 1;
+ //S9.T1 = mpz_class_powm(S9.T1,100000,dtpkc.n2*dtpkc.n2);
+ //S9.T2 = mpz_class_powm(S9.T2,100000,dtpkc.n2*dtpkc.n2);
+
+ cout << " S9 " << S9 << endl;
+
return S9;
}
diff --git a/DATA/Datasets/Bank/DO_1.data b/DATA/Datasets/Bank/DO_1.data
index 538242740cf5c478845de0039f27762051371e7b..5dfbde4cef75fa8f4e9c46705cc7bd3d52a5bf37 100644
--- a/DATA/Datasets/Bank/DO_1.data
+++ b/DATA/Datasets/Bank/DO_1.data
@@ -1,2000 +1,100 @@
-7700,400,100,0,0,716700,0,0,100,3100,900,157300,4800,55900,4100,200,100
-4000,500,200,300,100,270000,200,100,300,2600,800,73400,0,0,0,400,0
-2600,1000,300,200,100,354300,200,100,300,2600,800,44300,0,0,0,400,0
-1500,200,200,200,100,251800,200,200,300,2600,800,130900,0,0,0,400,0
-2900,100,200,400,100,185300,200,100,300,2600,800,148500,0,0,0,400,0
-1500,1200,300,400,100,91600,100,100,300,2600,800,62500,0,0,0,400,0
-1700,500,200,300,100,290600,200,100,300,2600,800,36100,0,0,0,400,0
-1000,500,300,300,100,488200,200,200,300,2600,800,66400,0,0,0,400,0
-2400,200,0,300,200,251800,200,100,300,2600,800,88600,0,0,0,400,0
-4000,600,200,100,100,135800,200,100,300,2600,800,102100,0,0,0,400,0
-2500,1000,300,200,100,576700,200,100,300,2600,800,107600,0,0,0,400,0
-2300,0,0,200,100,334100,200,100,300,2600,800,67600,0,0,0,400,0
-1100,0,300,200,100,445000,200,100,300,2600,800,34700,0,0,0,400,0
-3500,1000,200,200,100,580300,200,100,300,2600,800,104000,0,0,0,400,0
-4000,1000,200,400,100,627500,200,100,300,2600,800,125400,0,0,0,400,0
-3900,800,200,200,100,201700,200,100,300,2600,800,54900,0,0,0,400,0
-3300,600,200,100,100,288000,200,100,300,2600,800,85500,0,0,0,400,0
-2700,0,300,400,100,151800,200,100,300,2600,800,155100,0,0,0,400,0
-3900,100,200,100,100,536500,200,100,300,2600,800,88500,0,0,0,400,0
-4200,600,200,100,100,580400,200,100,300,2600,800,66900,0,0,0,400,0
-1500,800,200,200,100,91500,200,100,300,2600,800,106500,0,0,0,400,0
-1000,100,200,200,100,632800,200,200,300,2600,800,73500,0,0,0,400,0
-3800,500,200,300,100,652900,200,100,300,2600,800,50900,0,0,0,400,0
-1400,100,300,100,100,289200,200,200,300,2600,800,49200,0,0,0,400,0
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-2600,0,200,200,100,42200,200,100,300,2600,800,54000,0,0,0,400,0
-2100,500,300,300,100,317400,200,100,300,2600,800,78000,0,0,0,400,0
-3400,200,200,200,100,120600,200,200,300,2600,800,26900,0,0,0,400,0
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-3900,1000,200,200,100,674300,100,200,300,2600,800,68100,0,0,0,400,0
-3100,500,200,300,100,435700,200,100,300,2600,800,68900,0,0,0,400,0
-4200,0,200,200,100,444900,200,200,300,2600,800,65000,0,0,0,400,0
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-3300,500,200,300,100,106700,200,100,300,2600,800,83400,0,0,0,400,0
-3900,1000,0,200,100,593700,200,100,300,2600,800,70600,0,0,0,400,0
-700,100,200,200,100,73800,200,100,300,2600,800,86800,0,0,0,400,0
-3500,1000,200,200,100,34000,100,100,300,2600,800,52100,0,0,0,400,0
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-1900,0,300,200,100,91500,200,100,300,2600,800,34700,0,0,0,400,0
-2600,800,0,200,100,321400,200,100,300,2600,800,49200,0,0,0,400,0
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-4200,100,200,400,100,101800,200,100,300,2600,800,67100,0,0,0,400,0
-3600,600,200,200,100,542300,200,100,300,2600,800,43300,0,0,0,400,0
-4000,600,200,400,100,706700,200,100,300,2600,800,115000,0,0,0,400,0
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-4000,700,200,300,100,41300,200,100,300,2600,800,85700,0,0,0,400,0
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-3700,1000,0,200,100,91500,100,100,300,2600,800,49200,0,0,0,400,0
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diff --git a/DATA/Datasets/Bank/DO_4.data b/DATA/Datasets/Bank/DO_4.data
index bef50e7a6cc21377af73699609e11c9ab42795e6..116e37e9bcead18c5d4bd88d4cda3e1e011c24db 100644
--- a/DATA/Datasets/Bank/DO_4.data
+++ b/DATA/Datasets/Bank/DO_4.data
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diff --git a/DATA/Datasets/Bank/DO_9.data b/DATA/Datasets/Bank/DO_9.data
index 2ae48ef350bf6f81bdbe70ad1a6f2da4fe15b52f..5d05eb30ff79efe2c8fa8f1b5663235d2d0b3c11 100644
--- a/DATA/Datasets/Bank/DO_9.data
+++ b/DATA/Datasets/Bank/DO_9.data
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diff --git a/DATA/Datasets/Bank/LR/DO_1.data b/DATA/Datasets/Bank/LR/DO_1.data
index bc03233ba69eb6caac4ead244e5ccf2a158be646..35b7ab09c8f52a3c08e60ce51f1c0a5e4ef8eede 100644
--- a/DATA/Datasets/Bank/LR/DO_1.data
+++ b/DATA/Datasets/Bank/LR/DO_1.data
@@ -1,100 +1,100 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_10.data b/DATA/Datasets/Bank/LR/DO_10.data
index 33a99fe53cab76052b0363d3fa72ccff85754713..769c49dd6b3218781102715d4068e274cd8a527f 100644
--- a/DATA/Datasets/Bank/LR/DO_10.data
+++ b/DATA/Datasets/Bank/LR/DO_10.data
@@ -1,1000 +1,1000 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_11.data b/DATA/Datasets/Bank/LR/DO_11.data
index 5ccb918df7c9bca47a961c855308177cc8ef8e09..e42dd3ca84393b43e6429ab8b7d6bfac6468b67e 100644
--- a/DATA/Datasets/Bank/LR/DO_11.data
+++ b/DATA/Datasets/Bank/LR/DO_11.data
@@ -1,1100 +1,1100 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_12.data b/DATA/Datasets/Bank/LR/DO_12.data
index 81bac70c9117c21843f94de690fd164579956167..262270af38e38439f42489c2856aaef92f2124ea 100644
--- a/DATA/Datasets/Bank/LR/DO_12.data
+++ b/DATA/Datasets/Bank/LR/DO_12.data
@@ -1,1200 +1,1200 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_13.data b/DATA/Datasets/Bank/LR/DO_13.data
index e0d8f3f0fa282929a4357ad55f9b367a0de6f1aa..90c3e976f3cabbe4b2d5a3fedafd8457566dc06f 100644
--- a/DATA/Datasets/Bank/LR/DO_13.data
+++ b/DATA/Datasets/Bank/LR/DO_13.data
@@ -1,1300 +1,1300 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_14.data b/DATA/Datasets/Bank/LR/DO_14.data
index eb90ef7900620e6cc13315f3bbbd216b6396bf4e..60db32ae48db79072862480b0f5e2428a432a9af 100644
--- a/DATA/Datasets/Bank/LR/DO_14.data
+++ b/DATA/Datasets/Bank/LR/DO_14.data
@@ -1,1400 +1,1400 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_15.data b/DATA/Datasets/Bank/LR/DO_15.data
index c6de27f99b8b92a295e03edd0867fc7a041c23c8..87ff45e617de2917c24ab8cb6e3aafcc0e46dbe5 100644
--- a/DATA/Datasets/Bank/LR/DO_15.data
+++ b/DATA/Datasets/Bank/LR/DO_15.data
@@ -1,1500 +1,1500 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_16.data b/DATA/Datasets/Bank/LR/DO_16.data
index 6ba4b09d835090dc535b9a658e31bee16fcf265f..7c225e14080f54fc1c294fc7e4030c454e985cc5 100644
--- a/DATA/Datasets/Bank/LR/DO_16.data
+++ b/DATA/Datasets/Bank/LR/DO_16.data
@@ -1,1600 +1,1600 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_2.data b/DATA/Datasets/Bank/LR/DO_2.data
index 8047810bea13c33dbf9463c4fd69b1b6c29df56a..65182a65fd1617eb1dae8a2a1d603dd17b78c79c 100644
--- a/DATA/Datasets/Bank/LR/DO_2.data
+++ b/DATA/Datasets/Bank/LR/DO_2.data
@@ -1,200 +1,200 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_3.data b/DATA/Datasets/Bank/LR/DO_3.data
index eda7dc67f8f7e5e15ce6ef00c36e6222a74cbf8b..2bb5a61c7bae2486a014f66c057c260d39de63d8 100644
--- a/DATA/Datasets/Bank/LR/DO_3.data
+++ b/DATA/Datasets/Bank/LR/DO_3.data
@@ -1,300 +1,300 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_4.data b/DATA/Datasets/Bank/LR/DO_4.data
index dc621f34f146c2c7886093a74e0f09b72f13fd57..82ef4456c1eabaedf8e099a95ed3c1f452ffec69 100644
--- a/DATA/Datasets/Bank/LR/DO_4.data
+++ b/DATA/Datasets/Bank/LR/DO_4.data
@@ -1,400 +1,400 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_5.data b/DATA/Datasets/Bank/LR/DO_5.data
index 444be7337c07c0ed623100ab2c1d6cfcef26ca88..4a408998300a549abdac44d6e955422959fc8adf 100644
--- a/DATA/Datasets/Bank/LR/DO_5.data
+++ b/DATA/Datasets/Bank/LR/DO_5.data
@@ -1,500 +1,500 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_6.data b/DATA/Datasets/Bank/LR/DO_6.data
index 25c27ef74a4cfa8343311047564548cbab5d6b62..120729a918a6f65af0a29e443906a19ebb62eb35 100644
--- a/DATA/Datasets/Bank/LR/DO_6.data
+++ b/DATA/Datasets/Bank/LR/DO_6.data
@@ -1,600 +1,600 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_7.data b/DATA/Datasets/Bank/LR/DO_7.data
index 4b78acb0e3e849743450659df3758cbb184164c7..92acb17de1f9f52fe394844d3631da45472d19a5 100644
--- a/DATA/Datasets/Bank/LR/DO_7.data
+++ b/DATA/Datasets/Bank/LR/DO_7.data
@@ -1,700 +1,700 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_8.data b/DATA/Datasets/Bank/LR/DO_8.data
index 3179082dd081983b3c2599d25db804913bdd20e3..eb47fd03fd3dfb37e2b9bbf0b93912abf5488440 100644
--- a/DATA/Datasets/Bank/LR/DO_8.data
+++ b/DATA/Datasets/Bank/LR/DO_8.data
@@ -1,800 +1,800 @@
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diff --git a/DATA/Datasets/Bank/LR/DO_9.data b/DATA/Datasets/Bank/LR/DO_9.data
index 3912ebfebfb07326c285f6ad9ffc15a0454bfed1..3c532c4f636c9b45e2f92585f652966c1b381844 100644
--- a/DATA/Datasets/Bank/LR/DO_9.data
+++ b/DATA/Datasets/Bank/LR/DO_9.data
@@ -1,900 +1,900 @@
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diff --git a/DATA/Datasets/Nursery/LR/DO_1.data b/DATA/Datasets/Nursery/LR/DO_1.data
new file mode 100644
index 0000000000000000000000000000000000000000..d5be16677d63618a35e41051cf7a2e5dbf87b624
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_1.data
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diff --git a/DATA/Datasets/Nursery/LR/DO_10.data b/DATA/Datasets/Nursery/LR/DO_10.data
new file mode 100644
index 0000000000000000000000000000000000000000..1eb97f52c483a5e4354dd9a118156aac859122a1
--- /dev/null
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diff --git a/DATA/Datasets/Nursery/LR/DO_2.data b/DATA/Datasets/Nursery/LR/DO_2.data
new file mode 100644
index 0000000000000000000000000000000000000000..aba1b983d1949840dc5460dcee7a6391bdad2d2e
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_2.data
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diff --git a/DATA/Datasets/Nursery/LR/DO_3.data b/DATA/Datasets/Nursery/LR/DO_3.data
new file mode 100644
index 0000000000000000000000000000000000000000..e2317cad0bae82136b0092c871bddfcec4623e55
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_3.data
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diff --git a/DATA/Datasets/Nursery/LR/DO_4.data b/DATA/Datasets/Nursery/LR/DO_4.data
new file mode 100644
index 0000000000000000000000000000000000000000..1acf772d5888569769227ec9bd6e919ef9e07653
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_4.data
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diff --git a/DATA/Datasets/Nursery/LR/DO_5.data b/DATA/Datasets/Nursery/LR/DO_5.data
new file mode 100644
index 0000000000000000000000000000000000000000..2e981726964e9b484f8895c641a725731676047c
--- /dev/null
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diff --git a/DATA/Datasets/Nursery/LR/DO_6.data b/DATA/Datasets/Nursery/LR/DO_6.data
new file mode 100644
index 0000000000000000000000000000000000000000..afde2eda7e58b0d53b19ae17c52877a854430fe2
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_6.data
@@ -0,0 +1,600 @@
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diff --git a/DATA/Datasets/Nursery/LR/DO_7.data b/DATA/Datasets/Nursery/LR/DO_7.data
new file mode 100644
index 0000000000000000000000000000000000000000..e60f4bb44e6e8d02d408a507849af0e5f7d1ba6b
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_7.data
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diff --git a/DATA/Datasets/Nursery/LR/DO_8.data b/DATA/Datasets/Nursery/LR/DO_8.data
new file mode 100644
index 0000000000000000000000000000000000000000..33b97b93677160874c46d50898ad43e558b2feda
--- /dev/null
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diff --git a/DATA/Datasets/Nursery/LR/DO_9.data b/DATA/Datasets/Nursery/LR/DO_9.data
new file mode 100644
index 0000000000000000000000000000000000000000..3524806571c369d9dbddffecee4c7a22fec62c29
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/DO_9.data
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diff --git a/DATA/Datasets/Nursery/LR/result.data b/DATA/Datasets/Nursery/LR/result.data
new file mode 100644
index 0000000000000000000000000000000000000000..5e92c55c04f8ddf898cead473fb683490ff2da4c
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diff --git a/DATA/Datasets/Nursery/LR/testing.data b/DATA/Datasets/Nursery/LR/testing.data
new file mode 100644
index 0000000000000000000000000000000000000000..d7d20e3375b144f2035c55457f146f908d1b73f7
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diff --git a/DATA/Datasets/Nursery/LR/training.data b/DATA/Datasets/Nursery/LR/training.data
new file mode 100644
index 0000000000000000000000000000000000000000..c7d11dd284f9321d34900d5c12a7b707a4f89eed
--- /dev/null
+++ b/DATA/Datasets/Nursery/LR/training.data
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+2,3,0,0,2,0,1,1,1
+2,3,0,3,2,1,1,1,1
+2,2,1,0,0,0,1,0,0
+2,3,0,0,0,1,1,2,1
+2,2,3,3,2,1,2,0,0
+2,2,3,0,2,0,1,1,1
+2,2,0,0,2,0,0,1,1
+2,3,3,3,2,1,0,2,1
+2,2,3,1,0,1,0,1,1
+2,1,0,2,0,0,1,0,0
+2,2,0,3,2,0,1,2,1
+2,2,2,1,1,1,0,1,1
+2,2,0,3,1,0,2,0,0
+2,3,3,1,0,1,0,0,0
+2,3,2,2,1,0,0,2,1
+2,2,0,1,1,1,0,1,1
+2,3,3,1,2,1,0,0,0
+2,1,1,0,0,1,0,0,0
+2,2,2,1,2,0,0,1,1
+2,2,3,3,2,0,0,0,0
+2,2,3,2,0,0,1,1,1
+2,2,1,0,0,1,1,2,1
+2,3,3,2,0,0,0,0,0
+2,3,3,0,2,0,1,2,1
+2,3,3,3,1,0,2,2,1
+2,3,1,3,1,1,1,0,0
+2,3,3,3,2,1,1,2,1
+2,2,2,3,0,0,2,2,4
+2,3,2,1,2,0,1,0,0
+2,2,1,3,1,1,0,1,1
+2,3,0,3,1,1,0,0,0
+2,3,1,1,1,1,0,1,1
+2,1,0,3,2,1,2,2,1
+2,3,3,1,2,1,0,2,1
+2,2,3,0,1,0,2,0,0
+2,2,2,0,1,1,0,1,1
+2,3,2,3,2,0,0,1,1
+2,3,1,1,1,1,2,1,1
+2,2,0,3,0,0,2,0,0
+2,2,3,2,0,1,2,1,1
+2,3,0,2,2,1,1,2,1
+2,2,1,0,2,1,2,2,4
+2,1,0,2,1,1,1,1,1
+2,2,3,3,1,0,1,0,0
+2,2,2,0,0,1,1,2,1
+2,3,2,1,1,1,1,2,1
+2,2,0,2,2,1,0,0,0
+2,2,1,2,1,1,1,2,1
+2,3,3,2,1,0,2,1,1
+2,3,3,2,2,0,2,1,1
+2,3,1,3,2,0,0,0,0
+2,1,1,0,0,0,2,0,0
+2,3,2,0,2,0,0,0,0
+2,2,2,0,0,0,0,0,0
+2,3,1,0,1,0,0,2,1
+2,2,0,0,1,0,1,1,1
+2,3,3,0,1,0,0,2,1
+2,2,0,0,1,1,2,0,0
+2,3,1,2,2,1,1,2,1
+2,2,1,3,1,0,0,2,1
+2,2,3,0,0,0,2,1,1
+2,2,1,2,0,1,2,0,0
+2,2,3,0,0,1,0,2,4
+2,2,3,2,0,1,0,1,1
+2,3,3,1,2,0,2,1,1
+2,3,2,1,1,1,0,0,0
+2,2,2,1,1,0,2,0,0
+2,3,0,2,2,0,2,2,1
+2,3,0,2,1,0,0,2,1
+2,2,0,1,1,0,1,2,1
+2,3,2,3,1,0,0,1,1
+2,2,2,2,1,1,2,1,1
+2,3,2,1,0,1,2,1,1
+2,2,0,0,1,0,2,0,0
+2,1,0,1,0,1,0,2,4
+2,2,1,0,0,1,1,1,1
+2,1,0,3,1,0,1,2,1
+2,3,1,0,2,0,0,1,1
+2,2,0,3,2,1,1,0,0
diff --git a/ML/LR/LR.cpp b/ML/LR/LR.cpp
index 58a36fd077f0ad93b88e1318c1623aec477687c7..bf57615436c674dfe74ab76f786bb84b326f26b2 100644
--- a/ML/LR/LR.cpp
+++ b/ML/LR/LR.cpp
@@ -272,7 +272,7 @@ void LR::train ()
for (int epochCpt = 0; epochCpt < epochs ; epochCpt ++ ) {
- //shuffle(dt);
+ shuffle(dt);
while (counter < size) {
if (size - counter < batchSize)
sizeBatch = size - counter;
diff --git a/PPML/PPLR/PPLR_Classifier.cpp b/PPML/PPLR/PPLR_Classifier.cpp
index 293fd25d55f8ff9a41ce045dc120d138df93ea75..e6de05db614bfebfe0a77d01db9129c856145da7 100755
--- a/PPML/PPLR/PPLR_Classifier.cpp
+++ b/PPML/PPLR/PPLR_Classifier.cpp
@@ -215,7 +215,7 @@ Cipher PPLR_Classifier::predict(PPRecord *r, bool test ) {
proba = Sigmoid(wx);
- if (proba > th || proba == th)
+ if (proba > th)
res = one;
else
res = zero;
@@ -294,6 +294,7 @@ vector<Cipher> PPLR_Classifier::miniBatchGrad(vector<PPRecord *> XB) {
}
+
void PPLR_Classifier::train() {
int counter = 0;
diff --git a/SER/dtpkc.ser b/SER/dtpkc.ser
index 86d48632d37ce7c6b27c903d6cd5afd08f59384a..13bd850e604f3bbab1c8c93772b7f677498e29fc 100644
--- a/SER/dtpkc.ser
+++ b/SER/dtpkc.ser
@@ -1,11 +1,11 @@
-144063836314093184365057423479028517151770979209083433115495823351926698402185773166301187892748788139113921929145295767801139436344950097342857808539452092050274226106159220607698660725215248949895261978259211789236558005624252582246408125450236107266272476536206312700961891153073360045173662480171401957701
--15939327246413201574449744554444513219664454472138797987122139638109183823134468757071624938462668604519604282782459504508059674105642343143398838038711916356610226668548570427063403370406746284132563403110507757698013686560281256963069813880848835993809928621986703313568986415050311823068225152611204496530524198530788746991949140806798469463313173771917155467018695402988389450470049264073944959884180349126820756901225346000861125695177251163498091089711357068347498102129497136950436714304977792404880198264203736534623944454428139844941472651693022029471848491993183685943513147648405884363738104257007605742989
-20754388933533834100825322037912580568547613711817088293835100523041817897520428204915423109073564283519074976359515977264344279358824248751043959240997867535879701479782231020368024044222705430725406545444064239048619476089066619390667290394378465470942972752451080972074055352195901266103698371775726878668956682476248170687571515187181287311577269324537165671652067311006611419482563073356553165611562700154566461659845210923764397244956812583716635831826942375119145779941207691964910203078483348222930788581350443343975667164248290562625338186544804810551525081626858938589474206185349491221800148063735393205401
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+122209953203658634735385575922490755106384761122561805831718838063079743308437643950363030530219122773388039276581959425425991303648082935776533633085138464425395715936673803624302407215999067892421172150603549108088036411301413255953627944829653121191100558981462331177149491766064132729375895687168603399463
+-7689605100462922827070276036932375279354119490735130911463902274823229117842215010069432583834330854429430640456117604651875414968510581511523643898946412189948531647567842340685742815500800495740846441250463364887289689634243201241571727103448621977029908835082842199142897508160265328649769288075525755295244968049946975275812909874468386509965561319073815565046301073236059732892645593752927193800698235879013884232391653509064662666269059244289060331470825835657321395449817563698210706959132338079474945810261533163718326136629026671105945505275718173183004981390465689085327401684228904433054832518333459211901
+14935272662040433399588116843012253901119042713452115921028538845782818131345425577278835280104889569031898412120823912061366677067211277497351054589085561546913687162633442599839062792364887595169766371316342746819111055389732854380198623777784860531092046994937829371805264954349231344633600926842799675611389382451758341913509161100576634265942319610701811002210834692742949242565745500754270255963339857735843943788543497878207542337975836842476570159188393529154634571244716006036865544281178318100921467623231962980088459761651261047122271538943919749857757323836297913396857849200435199425786738472479948688369
+1898577437227662136994590440576032753297034240053828307790360684006364031532914594729004515189282056717148775515395318552640994864779158210011049676656145018956063126901547515584811164297572977519136958621717872997776898250125193184399367052902052573431321660866838957352015936459640882882862150707642920837416337181100581751932448308923220906001021520960837477804583777581760999296176594099918485366138610622918451324052149991529749995430846040775880297969827099367406248933613863942664546564010498823036303129205468916242774194226306215058673591582774771377587910456570159249676175055040861310238931578957163287816827184700396107693517491002457515501710364166424281929578829636902264554157114219815711252831867507922887831193951627900977436178198841871110636385408565092683277231118808054976250372150929754597134135196665951211307713609974795713800290119635280024537764326767605595969876895272333042125486087964656219190260083088519985757893299423525466819037447704830931388609427382949062708619364487027227667945920539029059759100789274548083835088030377078572681913606714008416790150546940302824527342971948802636184474189828068634090916609283572454295476276351109064289473422789983229824986518742981007754965860986145705434917303534468521760415839589314314085505632900692105240623928260062932213180353240270403331168523326334351123563867904789356043585778592070336837124837753759092085756929823826850656326408933336266838187866875032146088030124484441036854447029553875643230225572609023118476942655159078442112946646380554342827272137633986699842678332398205724281434840181424805938246044959486910889805599218470258894146916553264964891793562448139542097728884944740024694738435671207688980382715395427264031763283901018485174169438996680526753685322367499569463739888159638835334981207603148632211529427020403839992506737280253830158914123697
1024
-11996507992516992279253320842292581062160666520989351464727677430545363622909624752429828357902139846961708954806590304184170425725206666034029126912802909
-12008814265280799565103987419767402483829954819751502119597606023071179795547526616494066274921970873158066672032006258316227383661032821726508857994913289
-175256923399008388952199328789176628216182986758691804666539940919269412134675535518697966313359416163675370659232917449503578680315638937033364833448292994394264139045856701033910763268760148256570273713589559402439596472897148812052438334382817294843420906335387432676659490064583412323178213084587154780973
-18007979539261648045632177934878564643971372401135429139436977918990837300273221645787648486593598517389240241143161970975142429543118762167857226067431508505618996038545922031298799833153962869909240154675703432994138048635104265636879900194450410394444044595072434263049923844407996725710737742773311780188
-143853903271182321513002066437781800594236575923874126699682537172658109590368053610720851829462764717070206378605790820999380202727768909909442528835969072851838181427750662301238851974663582332173679853523483031849060352452284455852313419111059942480281399991155392787408705579354065789302332990355458289493
-96244934624211278144276821575816026414304606827369124430811124104088036915846656479352056504521903136314576745013030052035478458510902249607703863923292282355231500176783000259539067530211184592963082497352458162419086420145634722552310325809391731423125461032166672065355823138927670843511796514433636247937620835147658288124557128189713226469405123649048307155362811794489338210538287972979413920294315919042529415711099837869605922964117255609674344211958213024246327128234956318023697337702968329464464883850967450924035725750292752075852590325715211667880447289027204925814455580694366879527847024201216897909013023105117043622119313239666884373534734788685283619237616533391127416747680409602687402198090068566273781333231445668603309023126397448734278201697332506086329858595840132745621689408593322492451975714742778820348459265505655414162554455936880705746847868390321527074729819683659051424325831237928721625847
+11151476065082436388908163541734927641930477545465902445611131987822756194398715025999912136883463731349863797498743613959973121220283192955057859760721183
+10959083128584485510127012198001320733642158993358818806806437077641089164599683671568775977243906708117522370121520842582070606035122648649560033527783161
+172145607325479508137324890142033631290937153086292922849078006332799871642216648236647830374757636387677461712209270920972954583377763424028546764316915432496315686918752132076727004673507405864164900651776163120272088028198623415879610256246921540687294727826990887888662602589219568272296482293935587799211
+30552488300914658683846393980622688776596190280640451457929709515769935827109410987590757632554780693347009819145489856356497825912020733944133408271284610578709130567437976147281666869937673079946158331470574172629742736864013564388732594035384748455165272898823677728173237430584219330883572767318828723780
+135429978649043997166409604005152249518212770547857927683248767894080332555400472665156809743982888660531080353830491471292028165912779903355560967033568836993837345158017689674915782402169475372856121286279104165448730069834440166877490975222122589929814700574042349518010139523115808596316924776865628770639
+208654844894964647339167057612131097421700439985959401757570820502533615995475735196316727491056222258341565495438066265237243112006951680428497485195826159447927682221294400521425212394209767296589774483391505640430130005741097398257185240379786132937107830597454286917988031060440497131738245405319390940650210881015614796536438421678818893671418382498860140365724670739774918113516966196402935558935997252587888728844896518204582737234286830683660594097329989448875923434393940664448936492250100807432372480030764253299923374561445480810384259807015671305104470462940311419747886077104076869556443807023207335111301102822281162820354372388724944613686080224203907227821359183460303371435094076981158904049308119423676265689416264145709494536447267042490637880339898747848372840514569109105616798303191707455146702662486217218423349329308282991429423206204157280077537826965183220137723316204796008964653542465687696158761
diff --git a/TEST/main.cpp b/TEST/main.cpp
index 2570dbe978c6dcb57439211a162e7e06e9e3efd5..3fe078e6bca02d40ce84a34314812d6b38877102 100755
--- a/TEST/main.cpp
+++ b/TEST/main.cpp
@@ -664,20 +664,21 @@ int main (int argc, char **argv) {
if (debug) cout << " Testing done " << endl;
}
- }
-
- evaluateAccuracy(clearPath, mainPath, OutputPath, classOutput, datasetReader->test_size, P,
- R, F1);
- cout << "F1 " << F1 << endl;
- stats << std::to_string(classifier->trainTime).c_str() << "," << classifier->extTrainBd.get_str() <<
- "," << std::to_string(classifier->testTime).c_str() << "," <<
- std::to_string(classifier->clientTestTime).c_str() << "," <<
- classifier->extTestBd.get_str() << "," << std::to_string(P).c_str() << "," <<
- std::to_string(R).c_str() << "," << std::to_string(F1).c_str() << endl;
- datasetReader->closeTraining();
- datasetReader->closeTesting();
- datasetReader->reinit();
+ evaluateAccuracy(clearPath, mainPath, OutputPath, classOutput, datasetReader->test_size, P,
+ R, F1);
+ cout << "F1 " << F1 << endl;
+
+ stats << std::to_string(classifier->trainTime).c_str() << ","
+ << classifier->extTrainBd.get_str() <<
+ "," << std::to_string(classifier->testTime).c_str() << "," <<
+ std::to_string(classifier->clientTestTime).c_str() << "," <<
+ classifier->extTestBd.get_str() << "," << std::to_string(P).c_str() << "," <<
+ std::to_string(R).c_str() << "," << std::to_string(F1).c_str() << endl;
+ }
+ datasetReader->closeTraining();
+ datasetReader->closeTesting();
+ datasetReader->reinit();
if (i == (runs_number - 1) && remoteClient) {
classifier->sendMsg("stop", sockfd, cliaddr);
diff --git a/UTIL/math_util.cc b/UTIL/math_util.cc
index 6e5b207452dd41a6e59755db3e6d31a0475d5392..3f3f2e44b1043a4eb05468394e15b92c8ece026c 100755
--- a/UTIL/math_util.cc
+++ b/UTIL/math_util.cc
@@ -119,6 +119,40 @@ mpz_class mpz_class_log (mpz_class op, int lambda)
}
+mpz_class mpz_class_exp_mul (mpz_class op, int prec) {
+ mpfr_t rop, res, res2, rounder, m;
+ mpz_t b;
+ mpz_class a;
+ mpfr_init(rop);
+ mpfr_init(m);
+ mpfr_init(res);
+ mpfr_init(res2);
+ mpfr_init(rounder);
+ mpz_init (b);
+
+ mpfr_set_ui (rounder, prec, MPFR_RNDN);
+ mpfr_set_ui (m, 100000, MPFR_RNDN);
+
+ mpfr_div (rop, rop, m , MPFR_RNDN);
+
+ mpfr_set_z (rop,op.get_mpz_t(),MPFR_RNDN);
+
+ mpfr_exp(res, rop, 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);
+ mpfr_clear(m);
+ mpz_clear(b);
+ mpfr_free_cache();
+
+ return a;
+}
mpz_class mpz_class_exp(mpz_class op, int prec) {
diff --git a/UTIL/math_util.hh b/UTIL/math_util.hh
index 793d7d89ec37e5e6226feb5ecc87f16be288feed..537578f5797f13349232dceb7510cc5b4b6793cd 100755
--- a/UTIL/math_util.hh
+++ b/UTIL/math_util.hh
@@ -75,6 +75,8 @@ mpz_class mpz_class_log2_10 (mpz_class op );
mpz_class mpz_class_exp(mpz_class op, int prec);
+mpz_class mpz_class_exp_mul(mpz_class op, int prec);
+
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 d1adf225c82fc658b879c8a7730b417b3b1d03bb..a39f387f3585178965b567435b811a1ec0377c45 100644
--- a/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
+++ b/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
@@ -6,124 +6,62 @@
#IncludeRegexTransform:
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+/home/rania/CLionProjects/DAPPLE-2.0/ML/LR/LR.cpp
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-
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vector
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+chrono
-
/home/rania/CLionProjects/DAPPLE-2.0/UTIL/mpz_class.hh
@@ -134,13 +72,3 @@ cassert
gmpxx.h
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--
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--
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-gmp.h
--
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