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Tool for automatic detection and asserting "N+1 SELECT problem" occurences in JPA based Spring Boot Java applications and finding origin of JPA issued SQL statements in general

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JPlusOne

JDK Apache License 2 Maven Central Repository Action Status Maintainability Codacy code quality Code coverage FOSSA Status Known Vulnerabilities

JPlusOne is a Java library for correlating SQL statements with executions of JPA operations (explicit calls, lazy-loading, flush on commit) which triggered them and places in source code of your application which were involved in it.

Based on collected data JPlusOne can report complete tree of JPA persistence related activity or just situations when lazy loading is occurring, potentially leading to N+1 SELECT problem. Moreover JPlusOne provides API which allows to write tests checking how effectively, from performance point of view, your application is using JPA (i.e. assert amount of lazy loading operations )

Prerequisites

JPlusOne can be applied only to projects which meets following requirements:

  • JPlusOne v1.x (1.1.1 is the latest)

    • Java 9 or later

    • Spring Boot 2.x

    • JPA 2.x (Hibernate as implementation provider required)

    • Slf4j

  • JPlusOne v2.x

    • Java 17 or later

    • Spring Boot 3.x

    • JPA 3.x (Hibernate 6 or higher)

    • Slf4j

Quickstart

Add the following Maven dependency to your project:

<dependency>
    <groupId>com.adgadev.jplusone</groupId>
    <artifactId>jplusone-core</artifactId>
    <version>2.0.0</version>
    <scope>test</scope>
</dependency>

The jplusone logger must be configured to debug level in order to log JPA operations / SQL statements reports. It can be accomplised by adding following lines to your application.yml

logging.level:
    com.adgadev.jplusone: DEBUG

Now run any integration test in your project which directly on indirectly utilizes JPA persistence, (i.e. by calling a business service which loads some JPA entity via EntityManager). For each such test a report of JPA operations / SQL statements, like the one below, will be generated and written to logs

2020-09-14 19:41:45.138 DEBUG 14913 --- [           main] c.a.j.core.report.ReportGenerator        :
    ROOT
        com.adgadev.jplusone.test.domain.bookshop.BookshopControllerTest.shouldGetBookDetailsLazily(BookshopControllerTest.java:65)
        com.adgadev.jplusone.test.domain.bookshop.BookshopController.getSampleBookUsingLazyLoading(BookshopController.java:31)
        com.adgadev.jplusone.test.domain.bookshop.BookshopService.getSampleBookDetailsUsingLazyLoading [PROXY]
            SESSION BOUNDARY
                OPERATION [EXPLICIT]
                    com.adgadev.jplusone.test.domain.bookshop.BookshopService.getSampleBookDetailsUsingLazyLoading(BookshopService.java:34)
                    com.adgadev.jplusone.test.domain.bookshop.BookRepository.findById [PROXY]
                        STATEMENT [READ]
                            select [...] from
                                book book0_
                            where
                                book0_.id=1
                OPERATION [IMPLICIT]
                    com.adgadev.jplusone.test.domain.bookshop.BookshopService.getSampleBookDetailsUsingLazyLoading(BookshopService.java:35)
                    com.adgadev.jplusone.test.domain.bookshop.Author.getName [PROXY]
                    com.adgadev.jplusone.test.domain.bookshop.Author [FETCHING ENTITY]
                        STATEMENT [READ]
                            select [...] from
                                author author0_
                                left outer join genre genre1_ on author0_.genre_id=genre1_.id
                            where
                                author0_.id=1
                OPERATION [IMPLICIT]
                    com.adgadev.jplusone.test.domain.bookshop.BookshopService.getSampleBookDetailsUsingLazyLoading(BookshopService.java:36)
                    com.adgadev.jplusone.test.domain.bookshop.Author.countWrittenBooks(Author.java:53)
                    com.adgadev.jplusone.test.domain.bookshop.Author.books [FETCHING COLLECTION]
                        STATEMENT [READ]
                            select [...] from
                                book books0_
                            where
                                books0_.author_id=1

There is also option to generate such report to separate file or stdout or both file and log.

Sample project showing jplusone-core in action is available here. It’s a simple spring boot project with some JPA domain modeled. Just run any test there to see a report.

The article showing how JPlusOne can simplify finding origin and context of JPA issued SQL statements and step-by-step guide how to use it is available here

Assertion API

JPlusOne provides Assertion API which can be used to write tests checking various aspects of JPA operations / SQL statements, i.e. if lazy loading has not started occurring in given test scenario or amount of SELECT queries is not larger than some amount.

Such tests may be very useful in situation when you have optimized lazy loading processes in your business operations and you want to enforce that further development changes in your application, often done by other developers, won’t degrade the performance accidentally i.e. by introducing some additional lazy loading operations.

How to use assertion API

Ensure current JPlusOne Configuration matches your application.

Add following Maven dependency:

<dependency>
    <groupId>com.adgadev.jplusone</groupId>
    <artifactId>jplusone-assert</artifactId>
    <version>2.0.0</version>
    <scope>test</scope>
</dependency>

Add spring boot tests which defines JPlusOneAssertionRule, executes one of the business operation in your application and asserts results of it against the defined rule.

@SpringBootTest
class LazyLoadingTest {

    @Autowired
    private JPlusOneAssertionContext assertionContext;

    @Autowired
    private SampleService sampleService;

    @Test
    public void shouldBusinessCheckOperationAgainstJPlusOneAssertionRule() {
        JPlusOneAssertionRule rule = JPlusOneAssertionRule
                .within().lastSession()
                .shouldBe().noImplicitOperations().exceptAnyOf(exclusions -> exclusions
                        .loadingEntity(Author.class).times(atMost(2))
                        .loadingCollection(Author.class, "books")
                );

        // trigger business operation which you wish to be asserted against the rule,
        // i.e. via directly calling a service or via sending request to your API controller
        sampleService.executeBusinessOperation();

        rule.check(assertionContext);
    }
}

There is a fluent, self-descriptive API for building assertion rules, just start typing JPlusOneAssertionRule.within() and your IDE will guide you through the process of defining it:

Fluent API for assertions

Sample spring boot test showing jplusone assertion in action is available here.

More examples presenting building various assertion rules can be found here.

Features

  • Shows general activity at JPA and SQL level related with some business scenarios, not necessarily related with lazy loading.

  • Shows tree of application method calls and SQL statements (discarding all non-relevant data) associated with some business operation (i.e. REST controller endpoint call) in a handy way.

  • Allows to easily correlate JPA operations with resulting SQL statements.

  • Shows SQL statements with their parameters in simplified and pretty-printed form.

  • Uses Spring Boot Auto Configuration to seamlessly integrate with your application.

  • Provides Assertion API which can be used to write tests checking various aspects of JPA operations / SQL statements, i.e. if lazy loading has not started occurring in given test scenario or amount of SELECT queries is not larger than some amount

More about N+1 SELECT problem you can find in this thread at StackOverflow.

Overview

JPlusOne tool is able to generate report showing all kind of JPA operations / SQL statements, but in order to generate such report you need to have Spring Boot based integration tests of your application (@SpringBootTest), which covers scenarios you are interested in (i.e. integration test of some endpoint of your application).

It’s possible to use JPlusOne not in test but in production code, but this approach may add some additional overhead and may not be stable in some cases.

How it works

In order to collect data JPlusOne intercepts all operations invoked on EntityManager / EntityManagerFactory and all SQL statements invoked on DataSource and, by wrapping those beans in proxies

One report is generated per each JPA EntityManager instance (Hibernate session). A report is written to log just after EntityManager is closed. It’s worth to mention that behaviour determining when EntityManager is closed (session is closed) can be altered by:

  • using @Transactional on integration test class or test case method - it extends scope of SUT’s session / transaction so that it span across testcase method, session is effectively closed when test method finishes

  • enabling property spring.jpa.open-in-view - session closes not when a method of a service annotated with @Transactional is finished, but when controller which invoked such service method is finished Usually Spring uses separate session per transaction strategy, but

Types of operations

JPlusOne uses following terms to categorize operations:

  • Explicit operation - explicit invocation of some API utilizing Java Persistence API (JPA) which in result triggers some kind of SQL statement, i.e. SpringDataJPA repository or EntityManager or QueryDsl

  • Commit operation - JPA transaction commit resulting in session flush

  • Implicit operation - All kind of situations where SQL statements were triggered without some explicit call on JPA based API, i.e. as a result of traversing domain entities graph which was not fully loaded or invoking method on proxy entity, or by flushing dirty entity / collection

Configuration

Default configuration

When no configuration is provided JPlusOne assumes following settings:

  • The root package where application classes is located is the same as the package where the class annotated with @SpringBootApplication is located

  • Only implicit operations are reported

  • Only SQL SELECT statements are reported

  • Operations / SQL statements triggered by Flyway are ignored

Custom configuration

You can overwrite default configuration by adding some of the following properties to your application.yml (optional):

# com.adgadev.jplusone.core.properties.JPlusOneProperties
jplusone:
  enabled: true
  application-root-package: "com.sampleorganisation.sampleproject"
  debug-mode: false
  report:
    enabled: true
    output: LOGGER
    proxy-call-frames-hidden: true
    operation-filtering-mode: ALL_OPERATIONS
    statement-filtering-mode: ALL_STATEMENTS
    file-path: target/jplusone-report.txt

Configuration properties:

jplusone.enabled

Flag determining if JPlusOne autoconfiguration is enabled, all SQL statements intercepted.

Default value: true

jplusone.application-root-package

Root package of your project. Calls made to methods of classes outside the root package won’t be analysed and visible in the report.

Default value: package where the class annotated with @SpringBootApplication is located

jplusone.debug-mode

Flag determining if JPlusOne debug mode is enabled.

Default value: false

jplusone.report.enabled

Flag determining if report should be written to logs.

Default value: true

jplusone.report.operation-filtering-mode

Defines what kind of operations should be visible in the report. Possible values: IMPLICIT_OPERATIONS_ONLY, EXPLICIT_OPERATIONS_ONLY, COMMIT_OPERATIONS_ONLY, ALL_OPERATIONS

Default value: IMPLICIT_OPERATIONS_ONLY

jplusone.report.statement-filtering-mode

Defines what kind of SQL statements should be visible in the report. Possible values: READ_STATEMENTS_ONLY, WRITE_STATEMENTS_ONLY, ALL_STATEMENTS

Default value: READ_STATEMENTS_ONLY

jplusone.report.proxy-call-frames-hidden

Flag determining if proxy call frames are hidden. It does not affect last frame of the call stack.

Default value: true

jplusone.report.output

Defines which output will be used to print report. Possible values: LOGGER, STDOUT, FILE, LOGGER_AND_FILE

Default value: LOGGER

jplusone.report.file-path

Absolute or relative path to a file with the report. It has an effect only if output is FILE or LOGGER_AND_FILE

Default value: target/jplusone-report.txt

Troubleshooting

Problems

Having JPlusOne configured, each testcase method which tests logic related with JPA persistence operations (direct or indirect use of EntityManager) should result in either detailed report being printed in logs or the information in the logs that no JPA operations / SQL statements matching criteria has been captured.

There are multiple reasons why no logs entries for com.adgadev.jplusone are printed or such log entries are printed only for part of the persistence related tests. Most common cases are:

  • Logging system configuration (i.e. logback) has been changed / overwritten dynamically i.e by autoconfiguration when spring boot works in debug mode ("debug: true" YAML property)

  • Due to the fact that SpringRunner caches spring contexts used in tests and logging system configuration is being refreshed only during new spring context creation, there might be a situation that invalid logging system configuration is being used when test runner intertwines execution of tests from various spring contexts.

    In example, assuming there are two spring contexts (S1 context with logger configuration L1 and S2 context with logger configuration L2) and three test classes (A, B, C), where A and B uses S1 context and C uses S2 context. When test runner executes tests in order A,B,C everything is fine, but when order execution is A,C,B testcases from class B will use the same logger configuration as C - L2 logger instead of L1.

Workarounds

There are two possible workarounds for such issue:

  • Refresh JPlusOne logger configuration before executing first testcase for each integration test class:

    @BeforeClass
    public static void refreshLoggerConfiguration() {
       LoggingSystem.get(ClassLoader.getSystemClassLoader())
                    .setLogLevel("com.adgadev.jplusone", LogLevel.DEBUG);
    }
  • Force JPlusOne reports to be printed directly to the stdout, instead of logger, using property: jplusone.report.output=STDOUT

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Tool for automatic detection and asserting "N+1 SELECT problem" occurences in JPA based Spring Boot Java applications and finding origin of JPA issued SQL statements in general

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