Nettoyage des solitaires et non-sélection des solitaires pour les annotations.

@@ -11,10 +11,7 @@ import org.springframework.boot.ApplicationRunner;
 import org.springframework.stereotype.Component;
 import org.springframework.stereotype.Component;
 
 
 import java.io.*;
 import java.io.*;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.Properties;
-import java.util.Random;
+import java.util.*;
 import java.util.stream.Collectors;
 import java.util.stream.Collectors;
 import java.util.stream.StreamSupport;
 import java.util.stream.StreamSupport;
 
 
@@ -60,20 +57,98 @@ public class PreprocessingRunner  implements ApplicationRunner {
         loadParameters();
         loadParameters();
         setFilenames();
         setFilenames();
         List<AssociationElement> associationElements = loadAssociationElements(new File(dataDir, completeFilename));
         List<AssociationElement> associationElements = loadAssociationElements(new File(dataDir, completeFilename));
-        List<Integer> annotateIndexes = chooseAnnotated(associationElements.size());
+        associationElements = cleanupSmallCounts(associationElements, 1, 1);
+        List<Integer> annotateIndexes = chooseAnnotated(associationElements, 1, 1);
         writeSampleAndAnnotated(new File(dataDir, sampleFilename), new File(dataDir, annontatedFilename), annotateIndexes, associationElements);
         writeSampleAndAnnotated(new File(dataDir, sampleFilename), new File(dataDir, annontatedFilename), annotateIndexes, associationElements);
     }
     }
 
 
-    private List<Integer> chooseAnnotated(int size) {
+    private List<AssociationElement> cleanupSmallCounts(List<AssociationElement> associationElements, int userSize, int itemSize) {
+
+        boolean removedUser;
+        boolean removedItem;
+        long userCount;
+        long itemCount;
+        Set<Long> itemIdSet;
+        Set<Long> userIdSet;
+
+        do {
+            removedUser = false;
+            removedItem = false;
+
+            // Books or ratings are more alone than users, so we start with them
+            itemIdSet = associationElements.stream().map(element -> element.getItemId()).collect(Collectors.toSet());
+            for (Long itemId : itemIdSet) {
+                userCount = associationElements.stream().filter(element -> element.getItemId() == itemId).count();
+                if (userCount <= userSize) {
+                    associationElements = associationElements.stream().filter(element -> element.getItemId() != itemId).collect(Collectors.toList());
+                    if (!removedItem) {
+                        removedItem = true;
+                        logger.debug("Removed first item");
+                    }
+                    logger.trace("Removed item {}", itemId);
+                }
+
+            }
+
+            logger.debug("Remaining AssociationElement count {}", associationElements.size());
+
+            // Then we remove users
+            userIdSet = associationElements.stream().map(element -> element.getUserId()).collect(Collectors.toSet());
+            for (Long userId : userIdSet) {
+                itemCount = associationElements.stream().filter(element -> element.getUserId() == userId).count();
+                if (itemCount <= itemSize) {
+                    associationElements = associationElements.stream().filter(element -> element.getUserId() != userId).collect(Collectors.toList());
+                    if (!removedUser) {
+                        removedUser = true;
+                        logger.debug("Removed first user");
+                    }
+                    logger.trace("Removed user {}", userId);
+                }
+            }
+
+            logger.debug("Remaining AssociationElement count {}", associationElements.size());
+
+            logger.debug("Remover item or user {}", removedUser || removedItem);
+        } while (removedUser || removedItem);
+
+        return associationElements;
+    }
+
+    private List<Integer> chooseAnnotated(List<AssociationElement> associationElements, int userSize, int itemSize) {
         List<Integer> annotatedChosen = new ArrayList<>();
         List<Integer> annotatedChosen = new ArrayList<>();
+        int size = associationElements.size();
+        long userCount = 0;
+        long itemCount = 0;
+        AssociationElement randomAssociationElement;
+        AssociationElement checkingAssociationElement;
 
 
         Random random = new Random();
         Random random = new Random();
         Integer randomInteger;
         Integer randomInteger;
-
         while (annotatedChosen.size() < size * annotatePercent / 100.0) {
         while (annotatedChosen.size() < size * annotatePercent / 100.0) {
             randomInteger = new Integer(random.nextInt(size));
             randomInteger = new Integer(random.nextInt(size));
+
             if (!annotatedChosen.contains(randomInteger)) {
             if (!annotatedChosen.contains(randomInteger)) {
-                annotatedChosen.add(randomInteger);
+                randomAssociationElement = associationElements.get(randomInteger);
+                final Long itemId = randomAssociationElement.getItemId();
+                final Long userId = randomAssociationElement.getUserId();
+                userCount = associationElements.stream().filter(element -> element.getItemId() == itemId).count();
+                itemCount = associationElements.stream().filter(element -> element.getUserId() == userId).count();
+
+                // Decreasing values based on planned suppressions
+                // TODO Refactor writeSampleAndAnnotated and chooseAnnotated to avoid this
+                for (Integer annotatedIndex : annotatedChosen) {
+                    checkingAssociationElement = associationElements.get(annotatedIndex);
+                    if (checkingAssociationElement.getUserId() == userId) {
+                        userCount--;
+                    }
+                    if (checkingAssociationElement.getItemId() == itemId) {
+                        itemCount--;
+                    }
+                }
+
+                if (userCount > userSize && itemCount > itemSize) {
+                    annotatedChosen.add(randomInteger);
+                }
             }
             }
         }
         }
 
 

@@ -11,6 +11,7 @@
 
 
   <logger name="org.legrog" level="DEBUG"/>
   <logger name="org.legrog" level="DEBUG"/>
   <logger name="org.legrog.recommendation.preprocess" level="TRACE"/>
   <logger name="org.legrog.recommendation.preprocess" level="TRACE"/>
+  <logger name="org.legrog.recommendation.preprocess.PreprocessingRunner" level="DEBUG"/>
 
 
   <root level="warn">
   <root level="warn">
     <appender-ref ref="STDOUT" />
     <appender-ref ref="STDOUT" />