我正在开设一家有餐馆的应用程序,每家都有送餐服务,并且需要为用户回答哪些餐馆可以送到他/她当前的位置。
我用hibernate-spatial获得了一个简单的解决方案,但是当我进入hibernate搜索全文搜索并结合地理(并且由于可伸缩性)时,我找不到解决方案。一些想法/建议/例子?
例如在Hibernate Spatial中,查询是这样的:
SELECT r FROM Restaurant r WHERE within(:point, r.coverage)
显然,覆盖范围是餐厅的覆盖范围。
我认为使用hibernate-search处理它的解决方案是添加一个过滤器,但我发现的所有样本都不是类似的。
答案 0 :(得分:0)
经过几次轻微的头痛后,我找到了一个解决方案。
我实现了几何场的桥梁:
import com.spatial4j.core.context.jts.JtsSpatialContext;
import com.spatial4j.core.shape.jts.JtsGeometry;
import com.vividsolutions.jts.geom.Geometry;
import org.apache.lucene.document.Document;
import org.apache.lucene.index.IndexableField;
import org.apache.lucene.spatial.SpatialStrategy;
import org.apache.lucene.spatial.prefix.RecursivePrefixTreeStrategy;
import org.apache.lucene.spatial.prefix.tree.GeohashPrefixTree;
import org.apache.lucene.spatial.prefix.tree.SpatialPrefixTree;
import org.apache.lucene.spatial.serialized.SerializedDVStrategy;
import org.hibernate.search.bridge.FieldBridge;
import org.hibernate.search.bridge.LuceneOptions;
/**
* @see https://docs.jboss.org/hibernate/stable/search/reference/en-US/html/ch04.html#section-custom-bridges
* @see http://www.gossamer-threads.com/lists/lucene/java-user/254444
*/
public class GeometryBridge implements FieldBridge {
// http://unterbahn.com/2009/11/metric-dimensions-of-geohash-partitions-at-the-equator/
public static final int GEOHASH_MAX_LEVELS = 9; // 4.78m
public void set(String name, Object value, Document document, LuceneOptions luceneOptions) {
JtsSpatialContext spatialContext = JtsSpatialContext.GEO;
SpatialPrefixTree grid = new GeohashPrefixTree(spatialContext, 22);
// Preparing the tree strategy field
SpatialStrategy treeStrategy = new RecursivePrefixTreeStrategy(grid, name);
for (IndexableField field: treeStrategy.createIndexableFields(
new JtsGeometry((Geometry) value, spatialContext, false, true))) {
document.add(field);
}
// Preparing the verify strategy field
SerializedDVStrategy verifyStrategy = new SerializedDVStrategy(spatialContext, "serialized_" + name);
for (IndexableField field: verifyStrategy.createIndexableFields(
new JtsGeometry((Geometry) value, spatialContext, false, true))) {
document.add(field);
}
}
}
稍后用于过滤查询的自定义过滤器:
import com.spatial4j.core.context.jts.JtsSpatialContext;
import com.spatial4j.core.shape.Point;
import org.apache.lucene.search.ConstantScoreQuery;
import org.apache.lucene.search.Filter;
import org.apache.lucene.search.FilteredQuery;
import org.apache.lucene.search.Query;
import org.apache.lucene.search.QueryWrapperFilter;
import org.apache.lucene.spatial.SpatialStrategy;
import org.apache.lucene.spatial.prefix.RecursivePrefixTreeStrategy;
import org.apache.lucene.spatial.prefix.tree.GeohashPrefixTree;
import org.apache.lucene.spatial.prefix.tree.SpatialPrefixTree;
import org.apache.lucene.spatial.query.SpatialArgs;
import org.apache.lucene.spatial.query.SpatialOperation;
import org.apache.lucene.spatial.serialized.SerializedDVStrategy;
import org.hibernate.search.annotations.Factory;
import org.hibernate.search.filter.impl.CachingWrapperFilter;
/**
* @see https://vimeo.com/106843184
* @see http://www.slideshare.net/lucenerevolution/lucene-solr-4-spatial-extended-deep-dive
*/
public class CoverageFilterFactory {
public static final String NAME = "coverage";
private String field;
private double latitude;
private double longitude;
public void setField(String field) {
this.field = field;
}
public void setLatitude(double latitude) {
this.latitude = latitude;
}
public void setLongitude(double longitude) {
this.longitude = longitude;
}
@Factory
public Filter getFilter() {
JtsSpatialContext spatialContext = JtsSpatialContext.GEO;
Point point = spatialContext.makePoint(latitude, longitude);
SpatialArgs spatialArgs = new SpatialArgs(SpatialOperation.Intersects, point);
SpatialPrefixTree grid = new GeohashPrefixTree(spatialContext, GeometryBridge.GEOHASH_MAX_LEVELS);
SpatialStrategy treeStrategy = new RecursivePrefixTreeStrategy(grid, field);
SerializedDVStrategy verifyStrategy = new SerializedDVStrategy(spatialContext, "serialized_" + field);
Query treeQuery = new ConstantScoreQuery(treeStrategy.makeFilter(spatialArgs));
Query combinedQuery = new FilteredQuery(treeQuery,
verifyStrategy.makeFilter(spatialArgs),
FilteredQuery.QUERY_FIRST_FILTER_STRATEGY);
return new CachingWrapperFilter(new QueryWrapperFilter(combinedQuery));
}
}
最后,这是自定义hibernate存储库的代码:
import java.util.List;
import java.util.Locale;
import java.util.stream.Collectors;
import javax.persistence.EntityManager;
import org.apache.lucene.search.Sort;
import org.hibernate.search.annotations.Spatial;
import org.hibernate.search.jpa.FullTextEntityManager;
import org.hibernate.search.jpa.FullTextQuery;
import org.hibernate.search.jpa.Search;
import org.hibernate.search.query.dsl.QueryBuilder;
import org.hibernate.search.query.dsl.Unit;
import org.hibernate.search.spatial.DistanceSortField;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.domain.Page;
import org.springframework.data.domain.PageImpl;
import org.springframework.data.domain.Pageable;
public class CompanyRepositoryImpl implements CompanyRepositoryCustom {
@Autowired
private EntityManager entityManager;
@Override
public Page<SearchResult> search(Locale locale, double latitude, double longitude,
Order.DeliveryMode deliveryMode, String text, Pageable pageRequest) {
FullTextEntityManager fullTextEntityManager = Search.getFullTextEntityManager(entityManager);
String analyzerName;
switch (locale.getLanguage()) {
case "es": analyzerName = SPANISH_NAME_FIELD_DISCRIMINATOR; break;
case "en": analyzerName = ENGLISH_NAME_FIELD_DISCRIMINATOR; break;
default: throw new RuntimeException("Unexpected language found");
}
QueryBuilder queryBuilder = fullTextEntityManager.getSearchFactory()
.buildQueryBuilder()
.forEntity(Company.class)
.overridesForField(Company_.name.getName(), analyzerName)
.overridesForField(Company_.groups.getName() + "." + Group_.name.getName(), analyzerName)
.overridesForField(Company_.products.getName() + "." + Product_.name.getName(), analyzerName)
.get();
org.apache.lucene.search.Query luceneQuery = queryBuilder
.spatial()
.within(30000, Unit.KM)
.ofLatitude(latitude)
.andLongitude(longitude)
.createQuery();
// Adding text if corresponds
if (text != null) {
luceneQuery = queryBuilder
.bool()
.must(luceneQuery)
.must(queryBuilder
.keyword()
.onField(Company_.name.getName())
.boostedTo(2f)
.andField(Company_.headline.getName())
.andField(Company_.groups.getName() + "." + Group_.name.getName())
.andField(Company_.products.getName() + "." + Product_.name.getName())
.matching(text)
.createQuery()
)
.createQuery();
}
// wrap Lucene query in a javax.persistence.Query
FullTextQuery fullTextQuery = fullTextEntityManager.createFullTextQuery(luceneQuery);
fullTextQuery.setProjection(FullTextQuery.SPATIAL_DISTANCE, FullTextQuery.THIS);
fullTextQuery.setSpatialParameters(latitude, longitude, Spatial.COORDINATES_DEFAULT_FIELD);
// Applying filters
if (deliveryMode != null) {
fullTextQuery.enableFullTextFilter(DeliveryModeFilterFactory.NAME).setParameter("deliveryMode", deliveryMode);
if (deliveryMode == Order.DeliveryMode.DELIVERY) {
fullTextQuery.enableFullTextFilter(CoverageFilterFactory.NAME)
.setParameter("field", "coverage")
.setParameter("latitude", latitude)
.setParameter("longitude", longitude);
}
}
// Sorting the results
Sort distanceSort = new Sort(new DistanceSortField(latitude, longitude, Spatial.COORDINATES_DEFAULT_FIELD));
fullTextQuery.setSort(distanceSort);
// Execute Search
// Caution: The number of results might be slightly different from getResultList().size() because getResultList() may be not in sync with the database at the time of query.
long total = fullTextQuery.getResultSize();
List<Object[]> result = fullTextQuery
.setMaxResults(pageRequest.getPageSize())
.setFirstResult(pageRequest.getOffset())
.getResultList();
// Transforming the results
List<SearchResult> content = result.stream()
.map(o -> new SearchResult((double) o[0], (Company) o[1]))
.collect(Collectors.toList());
return new PageImpl<>(content, pageRequest, total);
}
}