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M2MovieRecommander
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Merge branch 'master' of https://github.com/DonRenando/MovieRecommender

This commit is contained in:
Quentin Rouland 2016-12-09 10:36:33 +01:00
parent 6bb851459d ece2fef6ac
commit cad44a4abb
5 changed files with 250 additions and 108 deletions
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47
src/main/java/com/camillepradel/movierecommender/controller/MainController.java
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@ -1,6 +1,5 @@
package com.camillepradel.movierecommender.controller;
import java.util.Arrays;
import java.util.LinkedList;
import java.util.List;
@ -34,8 +33,8 @@ public class MainController {
public ModelAndView showMovies(
@RequestParam(value = "user_id", required = false) Integer userId) {
//List<Movie> movies = Neo4JController.getMoviesNeo4JByUser(userId);
List<Movie> movies = MongoDBController.getMoviesMongoDBByUser(userId);
List<Movie> movies = Neo4JController.getMoviesNeo4JByUser(userId);
//List<Movie> movies = MongoDBController.getMoviesMongoDBByUser(userId);
ModelAndView mv = new ModelAndView("movies");
mv.addObject("userId", userId);
@ -50,13 +49,13 @@ public class MainController {
System.out.println("GET /movieratings for user " + userId);
// write query to retrieve all movies from DB
List<Movie> allMovies = MongoDBController.getMoviesMongoDBByUser(null);
//List<Movie> allMovies =Neo4JController.getMoviesNeo4JByUser(null);
//List<Movie> allMovies = MongoDBController.getMoviesMongoDBByUser(null);
List<Movie> allMovies =Neo4JController.getMoviesNeo4JByUser(null);
// write query to retrieve all ratings from the specified user
List<Rating> ratings = MongoDBController.getRatingMongoDBByUser(userId);
//List<Rating> ratings = MongoDBController.getRatingMongoDBByUser(userId);
//List<Rating> ratings=Neo4JController.GetMoviesRatingNeo4JByUser(userId);
List<Rating> ratings=Neo4JController.GetMoviesRatingNeo4JByUser(userId);
ModelAndView mv = new ModelAndView("movieratings");
mv.addObject("userId", userId);
mv.addObject("allMovies", allMovies);
@ -68,13 +67,9 @@ public class MainController {
@RequestMapping(value = "/movieratings", method = RequestMethod.POST)
public String saveOrUpdateRating(@ModelAttribute("rating") Rating rating) {
System.out.println("POST /movieratings for user " + rating.getUserId()
+ ", movie " + rating.getMovie().getId()
+ ", movie " + rating.getMovie().getTitle()
+ ", score " + rating.getScore());
// TODO: add query which
// - add rating between specified user and movie if it doesn't exist
// - update it if it does exist
MongoDBController.updateMovieRating(rating);
Neo4JController.updateMovieRatingNeo4J(rating);
return "redirect:/movieratings?user_id=" + rating.getUserId();
}
@ -84,26 +79,16 @@ public class MainController {
@RequestParam(value = "processing_mode", required = false, defaultValue = "0") Integer processingMode){
System.out.println("GET /movieratings for user " + userId);
// TODO: process recommendations for specified user exploiting other users ratings
// use different methods depending on processingMode parameter
Genre genre0 = new Genre(0, "genre0");
Genre genre1 = new Genre(1, "genre1");
Genre genre2 = new Genre(2, "genre2");
List<Rating> recommendations = new LinkedList<Rating>();
String titlePrefix;
if (processingMode.equals(0))
titlePrefix = "0_";
else if (processingMode.equals(1))
titlePrefix = "1_";
else if (processingMode.equals(2))
titlePrefix = "2_";
else
titlePrefix = "default_";
recommendations.add(new Rating(new Movie(0, titlePrefix + "Titre 0", Arrays.asList(new Genre[] {genre0, genre1})), userId, 5));
recommendations.add(new Rating(new Movie(1, titlePrefix + "Titre 1", Arrays.asList(new Genre[] {genre0, genre2})), userId, 5));
recommendations.add(new Rating(new Movie(2, titlePrefix + "Titre 2", Arrays.asList(new Genre[] {genre1})), userId, 4));
recommendations.add(new Rating(new Movie(3, titlePrefix + "Titre 3", Arrays.asList(new Genre[] {genre0, genre1, genre2})), userId, 3));
if (processingMode.equals(1)){
recommendations = Neo4JController.ProcessRecommendationV1(userId);
}
else if (processingMode.equals(2)){
recommendations = Neo4JController.ProcessRecommendationV2(userId);
}
ModelAndView mv = new ModelAndView("recommendations");
mv.addObject("recommendations", recommendations);

239
src/main/java/com/camillepradel/movierecommender/controller/Neo4JController.java
View File

@ -21,80 +21,177 @@ import org.neo4j.driver.v1.StatementResult;
* @author renando
*/
public class Neo4JController {
public static List<Movie>getMoviesNeo4JByUser (Integer userId){
List<Movie> movies = new LinkedList<Movie>();
int id=0;
StatementResult result = null;
try {
if (userId != null && userId >=0 ){
result = Neo4jConnector.getInstance().getConnection().run( "MATCH (me:User { id: "+userId+" })-[:RATED]->(movie:Movie) -[:CATEGORIZED_AS]->(g:Genre) RETURN movie.title as movies, collect(g.name) as genre;" );
}
else{
result = Neo4jConnector.getInstance().getConnection().run( "MATCH (m:Movie) -[:CATEGORIZED_AS]->(g:Genre) RETURN m.title as movies, collect(g.name) as genre;" );
}
} catch (ConnectException ex) {
Logger.getLogger(MainController.class.getName()).log(Level.SEVERE, null, ex);
}
finally{
Neo4jConnector.getInstance().close();
}
while ( result.hasNext() )
{
Record record = result.next();
String[] listGenre = record.get("genre").toString().split(",");
List<Genre> listTypeGenre = new LinkedList<Genre>();
for(String g : listGenre){
if(g != null)
listTypeGenre.add(new Genre(id, g.replace("\"", "").replace("[", "").replace("]", "")));
}
movies.add(new Movie(id, record.get("movies").asString(), (listTypeGenre.isEmpty())?null:listTypeGenre ) );
id+=1;
}
return movies;
}
public static List<Rating>GetMoviesRatingNeo4JByUser(Integer userId){
List<Rating> moviesRating = new LinkedList<Rating>();
StatementResult result = null;
try {
if (userId != null && userId >=0 ){
result = Neo4jConnector.getInstance().getConnection().run( "MATCH (u:User{id:"+userId+"})-[r:RATED]->(m:Movie)-[:CATEGORIZED_AS]->(g:Genre) RETURN m.id AS id, m.title AS title, collect(g.name) AS genre, r.note AS note ORDER BY id" );
public static List<Movie> getMoviesNeo4JByUser(Integer userId) {
List<Movie> movies = new LinkedList<Movie>();
int id = 0;
StatementResult result = null;
try {
if (userId != null && userId >= 0) {
result = Neo4jConnector.getInstance().getConnection().run("MATCH (me:User { id: " + userId + " })-[:RATED]->(movie:Movie) -[:CATEGORIZED_AS]->(g:Genre) RETURN movie.title as movies, collect(g.name) as genre;");
} else {
result = Neo4jConnector.getInstance().getConnection().run("MATCH (m:Movie) -[:CATEGORIZED_AS]->(g:Genre) RETURN m.title as movies, collect(g.name) as genre;");
}
else{
} catch (ConnectException ex) {
Logger.getLogger(MainController.class.getName()).log(Level.SEVERE, null, ex);
} finally {
Neo4jConnector.getInstance().close();
}
while (result.hasNext()) {
Record record = result.next();
String[] listGenre = record.get("genre").toString().split(",");
List<Genre> listTypeGenre = new LinkedList<Genre>();
for (String g : listGenre) {
if (g != null) {
listTypeGenre.add(new Genre(id, g.replace("\"", "").replace("[", "").replace("]", "")));
}
}
movies.add(new Movie(id, record.get("movies").asString(), (listTypeGenre.isEmpty()) ? null : listTypeGenre));
id += 1;
}
return movies;
}
public static List<Rating> GetMoviesRatingNeo4JByUser(Integer userId) {
List<Rating> moviesRating = new LinkedList<Rating>();
StatementResult result = null;
try {
if (userId != null && userId >= 0) {
result = Neo4jConnector.getInstance().getConnection().run("MATCH (u:User{id:" + userId + "})-[r:RATED]->(m:Movie)-[:CATEGORIZED_AS]->(g:Genre) RETURN m.id AS id, m.title AS title, collect(g.name) AS genre, r.note AS note ORDER BY id");
} else {
return null;
}
} catch (ConnectException ex) {
Logger.getLogger(MainController.class.getName()).log(Level.SEVERE, null, ex);
}
finally{
Neo4jConnector.getInstance().close();
}
Movie movie = null;
Rating rate = null;
while ( result.hasNext() )
{
Record record = result.next();
System.out.println(record.get("p").toString());
String[] listGenre = record.get("genre").toString().split(",");
List<Genre> listTypeGenre = new LinkedList<Genre>();
for(String g : listGenre){
if(g != null)
listTypeGenre.add(new Genre(0, g.replace("\"", "").replace("[", "").replace("]", "")));
}
movie = new Movie(record.get("id").asInt(), record.get("title").asString(),listTypeGenre );
rate = new Rating(movie, userId, record.get("note").asInt());
moviesRating.add(rate);
}
return moviesRating;
} catch (ConnectException ex) {
Logger.getLogger(MainController.class.getName()).log(Level.SEVERE, null, ex);
} finally {
Neo4jConnector.getInstance().close();
}
Movie movie = null;
Rating rate = null;
while (result.hasNext()) {
Record record = result.next();
System.out.println(record.get("p").toString());
String[] listGenre = record.get("genre").toString().split(",");
List<Genre> listTypeGenre = new LinkedList<Genre>();
for (String g : listGenre) {
if (g != null) {
listTypeGenre.add(new Genre(0, g.replace("\"", "").replace("[", "").replace("]", "")));
}
}
movie = new Movie(record.get("id").asInt(), record.get("title").asString(), listTypeGenre);
rate = new Rating(movie, userId, record.get("note").asInt());
moviesRating.add(rate);
}
return moviesRating;
}
public static void updateMovieRatingNeo4J(Rating note) {
Integer user_id = note.getUserId();
try {
if (user_id != null && user_id >= 0) {
Neo4jConnector.getInstance().getConnection().run("MATCH (u:User{id:" + user_id + "})-[r:RATED]->(m:Movie)\n"
+ "where m.id =" + note.getMovie().getId() + "\n"
+ "delete r");
}
} catch (ConnectException ex) {
System.out.println(ex);
} finally {
Neo4jConnector.getInstance().close();
}
try {
Neo4jConnector.getInstance().getConnection().run("MATCH (u:User{id:" + user_id + "}),(m:Movie)\n"
+ "where m.id = " + note.getMovie().getId() + "\n"
+ "CREATE (u)-[r:RATED{note:" + note.getScore() + ", timestamp: " + System.currentTimeMillis() + "}]->(m) \n"
+ "RETURN *");
} catch (ConnectException ex) {
System.out.println(ex);
} finally {
Neo4jConnector.getInstance().close();
}
}
public static List<Rating> ProcessRecommendationV1(Integer userId) {
List<Rating> ratings = new LinkedList<Rating>();
StatementResult result = null;
try {
result = Neo4jConnector.getInstance().getConnection().run("MATCH (target_user:User {id : " + userId + "})-[:RATED]->(m:Movie)<-[:RATED]-(other_user:User)\n"
+ "WITH other_user, count(distinct m.title) AS num_common_movies, target_user\n"
+ "ORDER BY num_common_movies DESC\n"
+ "LIMIT 1\n"
+ "MATCH (other_user)-[rat_other_user:RATED]->(m2:Movie)\n"
+ "WHERE NOT ((target_user)-[:RATED]->(m2))\n"
+ "RETURN m2.id AS mov_id, m2.title AS rec_movie_title, rat_other_user.note AS rating, other_user.id AS watched_by\n"
+ "ORDER BY rat_other_user.note DESC");
} catch (ConnectException ex) {
Logger.getLogger(Neo4JController.class.getName()).log(Level.SEVERE, null, ex);
} finally {
Neo4jConnector.getInstance().close();
}
Record record = null;
int idMovie = 0;
String titre = "";
int note = 0;
while (result.hasNext()) {
record = result.next();
idMovie = record.get("mov_id").asInt();
titre = record.get("rec_movie_title").asString();
note = record.get("rating").asInt();
System.out.println(titre);
ratings.add(new Rating(new Movie(idMovie, titre,null), userId, note));
}
return ratings;
}
public static List<Rating> ProcessRecommendationV2(Integer userId) {
List<Rating> ratings = new LinkedList<Rating>();
StatementResult result = null;
try {
result = Neo4jConnector.getInstance().getConnection().run("MATCH (target_user:User {id : " + userId + "})-[:RATED]->(m:Movie)<-[:RATED]-(other_user:User)\n"
+ "WITH other_user, count(distinct m.title) AS num_common_movies, target_user\n"
+ "ORDER BY num_common_movies DESC\n"
+ "LIMIT 5\n"
+ "MATCH (other_user)-[rat_other_user:RATED]->(m2:Movie)\n"
+ "WHERE NOT ((target_user)-[:RATED]->(m2))\n"
+ "RETURN m2.id AS mov_id, m2.title AS rec_movie_title, rat_other_user.note AS rating, other_user.id AS watched_by\n"
+ "ORDER BY rat_other_user.note DESC");
} catch (ConnectException ex) {
Logger.getLogger(Neo4JController.class.getName()).log(Level.SEVERE, null, ex);
} finally {
Neo4jConnector.getInstance().close();
}
Record record = null;
int idMovie = 0;
String titre = "";
int note = 0;
while (result.hasNext()) {
record = result.next();
idMovie = record.get("mov_id").asInt();
titre = record.get("rec_movie_title").asString();
note = record.get("rating").asInt();
ratings.add(new Rating(new Movie(idMovie, titre,null), userId, note));
}
return ratings;
}
}

1
src/main/java/com/camillepradel/movierecommender/controller/Neo4jConnector.java
View File

@ -6,7 +6,6 @@
package com.camillepradel.movierecommender.controller;
import java.net.ConnectException;
import org.neo4j.driver.v1.*;
import org.neo4j.driver.v1.exceptions.Neo4jException;
/**
*

63
src/main/java/com/camillepradel/movierecommender/testscript/TestGetRecommendations.java Normal file
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@ -0,0 +1,63 @@
package com.camillepradel.movierecommender.testscript;
import java.io.BufferedInputStream;
import java.io.DataInputStream;
import java.io.IOException;
import java.io.InputStream;
import java.net.MalformedURLException;
import java.net.URL;
public class TestGetRecommendations {
public static void main(String[] args) {
String urlStart = "http://localhost:8080/MovieRecommender/recommendations?user_id=";
int nbIterations = 100;
int userId= 0;
long startTime = System.nanoTime();
for (int i= 0; i < nbIterations; i++) {
URL u;
InputStream is = null;
DataInputStream dis;
try
{
u = new URL(urlStart + userId);
is = u.openStream();
dis = new DataInputStream(new BufferedInputStream(is));
while ((dis.readLine()) != null)
{
}
System.out.println(i + "/" + nbIterations);
}
catch (MalformedURLException mue)
{
System.err.println("Ouch - a MalformedURLException happened.");
mue.printStackTrace();
System.exit(2);
}
catch (IOException ioe)
{
System.err.println("Oops- an IOException happened.");
ioe.printStackTrace();
System.exit(3);
}
finally
{
try
{
is.close();
}
catch (IOException ioe)
{
}
}
}
long endTime = System.nanoTime();
System.out.println("Time to get " + nbIterations + " times recommendation page: " + (endTime - startTime) + "ns");
}
}

8
src/main/webapp/WEB-INF/views/recommendations.jsp
View File

@ -12,11 +12,9 @@
Vos recommandations
</h1>
<ul>
<c:forEach items="${recommendations}" var="recommendation">
<li>
${recommendation.getMovie().title}
</li>
</c:forEach>
<c:forEach items="${recommendations}" var="recommendation">
<li>${recommendation.movie.title} - ${recommendation.score} / 5</li>
</c:forEach>
</ul>
</body>