Paging Query Results
-
Paging:
Paging is the process of fetching a subset (a page) of results from a dataset, rather than retrieving the entire results at once. This method enables processing query results one page at a time. -
Default page size:
If the client's query definition does Not explicitly specify the page size, the server will default toint.MaxValue
(2,147,483,647). In such case, all results will be returned in a single server call. -
Performance:
Using paging is beneficial when handling large result datasets, contributing to improved performance.
See paging and performance here below. -
Paging policy:
To prevent executing queries that do not specify a page size, you can set the ThrowIfQueryPageSizeIsNotSet convention, which can be useful during development or testing phases. -
In this page:
No-paging example
The queries below will return all the results available.
List<Product> results = session
.query(Product.class, Products_ByUnitsInStock.class)
.whereGreaterThan("UnitsInStock", 10)
.toList();
public static class Products_ByUnitsInStock extends AbstractIndexCreationTask {
public Products_ByUnitsInStock() {
map = "docs.Products.Select(product => new {" +
" UnitsInStock = product.UnitsInStock" +
"})";
}
}
from index "Products/ByUnitsInStock"
where UnitsInStock > 10
Paging examples
Basic paging:
Let's assume that our page size is 10
, and we want to retrieve the 3rd page. To do this, we need to issue following query:
List<Product> results = session
.query(Product.class, Products_ByUnitsInStock.class)
.whereGreaterThan("UnitsInStock", 10)
.skip(20) // skip 2 pages worth of products
.take(10) // take up to 10 products
.toList(); // execute query
public static class Products_ByUnitsInStock extends AbstractIndexCreationTask {
public Products_ByUnitsInStock() {
map = "docs.Products.Select(product => new {" +
" UnitsInStock = product.UnitsInStock" +
"})";
}
}
from index "Products/ByUnitsInStock"
where UnitsInStock > 10
limit 20, 10 // skip 20, take 10
Find total results count when paging:
While paging, you sometimes need to know the exact number of results returned from the query. The Client API supports this explicitly:
Reference<QueryStatistics> stats = new Reference<QueryStatistics>();
List<Product> results = session
.query(Product.class, Products_ByUnitsInStock.class)
.statistics(stats)
.whereGreaterThan("UnitsInStock", 10)
.skip(20)
.take(10)
.toList();
int totalResults = stats.value.getTotalResults();
public static class Products_ByUnitsInStock extends AbstractIndexCreationTask {
public Products_ByUnitsInStock() {
map = "docs.Products.Select(product => new {" +
" UnitsInStock = product.UnitsInStock" +
"})";
}
}
from index "Products/ByUnitsInStock"
where UnitsInStock > 10
limit 20, 10 // skip 20, take 10
While the query will return with just 10 results, totalResults
will hold the total number of matching documents.
Paging and performance
Better performance:
It is recommended to explicitly set a page size when making a query that is expected to generate a significant number of results. This practice has several benefits:
- Optimizes bandwidth usage by reducing data transfer between the server and client.
- Prevents delays in response times caused by sending too much data over the network.
- Avoids high memory consumption when dealing with numerous documents.
- Ensures a more manageable user experience by not overwhelming users with massive datasets at once.
Performance hints:
-
By default, if the number of returned results exceeds 2048, the server will issue a "Page size too big" notification (visible in the Studio) with information about the query.
-
This threshold can be customized by modifying the value of the PerformanceHints.MaxNumberOfResults configuration key.
-
As suggested by the hint, you may consider using Streaming query results instead of paging.
Performance Hint
Paging through tampered results
-
The
QueryStatistics
object contains theTotalResults
property,
which represents the total number of matching documents found in the query results. -
The
QueryStatistics
object also contains theSkippedResults
property.
Whenever this property is greater than 0, that implies the server has skipped that number of results from the index. -
The server will skip duplicate results internally in the following two scenarios:
-
When making a Projection query with Distinct.
-
When querying a Fanout index.
-
-
In those cases:
-
The
SkippedResults
property from the stats object will hold the count of skipped (duplicate) results. -
The
TotalResults
property will be invalidated -
it will Not deduct the number of skipped results from the total number of results.
-
-
In order to do proper paging in those scenarios:
include theSkippedResults
value when specifying the number of documents to skip for each page using:
(currentPage * pageSize) + SkippedResults
.
Examples
A projection query with Distinct:
List<Product> results;
int pageNumber = 0;
int pageSize = 10;
int skippedResults = 0;
Reference<QueryStatistics> stats = new Reference<>();
do {
results = session
.query(Product.class, Products_ByUnitsInStock.class)
.statistics(stats)
.skip((pageNumber * pageSize) + skippedResults)
.take(pageSize)
.whereGreaterThan("UnitsInStock", 10)
.distinct()
.toList();
skippedResults += stats.value.getSkippedResults();
pageNumber++;
} while (results.size() > 0);
public static class Products_ByUnitsInStock extends AbstractIndexCreationTask {
public Products_ByUnitsInStock() {
map = "docs.Products.Select(product => new {" +
" UnitsInStock = product.UnitsInStock" +
"})";
}
}
from index "Products/ByUnitsInStock"
where UnitsInStock > 10
select distinct *
limit 0, 10 // First loop will skip 0, take 10, etc.
Querying a Fanout index:
List<Order> results;
int pageNumber = 0;
int pageSize = 50;
int skippedResults = 0;
Reference<QueryStatistics> stats = new Reference<>();
do {
results = session
.query(Order.class, Order_ByOrderLines_ProductName.class)
.statistics(stats)
.skip((pageNumber * pageSize) + skippedResults)
.take(pageSize)
.toList();
skippedResults += stats.value.getSkippedResults();
pageNumber++;
} while (results.size() > 0);
public static class Orders_ByOrderLines_ProductName extends AbstractIndexCreationTask {
public Orders_ByOrderLines_ProductName() {
map = "docs.Orders.SelectMany(order => order.Lines, (order, line) => new {" +
" Product = line.ProductName " +
"})";
}
}
from index "Order/ByOrderLines/ProductName"
limit 0, 50 // First loop will skip 0, take 50, etc.