I used the framework "https://github.com/ExpediaGroup/graphql-kotlin" to learn graphql programming of kotlin under springframework.
I used DataLoader&BatchLoader to resolve the 'N+1' loading problem.
When the scope of DataLoader objects is singleton, it works, but it's not my goal because temporary cache mechanism should not be bridging over different requests.
Then I changed the scope of DataLoader objects to be prototype, in all probability, the graphql query may be blocking and associated objects will not be loaded, client waits the response forever.
What's the reason and how can I resolve it?
I did it like this:
- Create a simple springboot application, add maven dependency of graph-kotlin
<dependency>
<groupId>com.expediagroup</groupId>
<artifactId>graphql-kotlin-spring-server</artifactId>
<version>2.0.0.RC3</version>
</dependency>
- Create two model classes(Note: Their code will be changed in the final step)
data class Department(
val id: Long,
val name: String
)
data class Employee(
val id: Long,
val name: String,
@GraphQLIgnore val departmentId: Long
)
- Create two mocked repository objects
val DEPARTMENTS = listOf(
Department(1L, "Develop"),
Department(2L, "Test")
)
val EMPLOYEES = listOf(
Employee(1L, "Jim", 1L),
Employee(2L, "Kate", 1L),
Employee(3L, "Tom", 2L),
Employee(4L, "Mary", 2L)
)
@Repository
open class DepartmentRepository {
companion object {
private val LOGGER = LoggerFactory.getLogger(DepartmentRepository::class.java)
}
open fun findByName(namePattern: String?): List<Department> = //For root query
namePattern
?.takeIf { it.isNotEmpty() }
?.let { pattern ->
DEPARTMENTS.filter { it.name.contains(pattern) }
}
?: DEPARTMENTS
open fun findByIds(ids: Collection<Long>): List<Department> { // For assciation
LOGGER.info("BatchLoad departments by ids: [${ids.joinToString(", ")}]")
return DEPARTMENTS.filter { ids.contains(it.id) }
}
}
@Repository
open class EmployeeRepository {
companion object {
private val LOGGER = LoggerFactory.getLogger(EmployeeRepository::class.java)
}
open fun findByName(namePattern: String?): List<Employee> = //For root query
namePattern
?.takeIf { it.isNotEmpty() }
?.let { pattern ->
EMPLOYEES.filter { it.name.contains(pattern) }
}
?: EMPLOYEES
open fun findByDepartmentIds(departmentIds: Collection<Long>): List<Employee> { // For association
LOGGER.info("BatchLoad employees by departmentIds: [${departmentIds.joinToString(", ")}]")
return EMPLOYEES.filter { departmentIds.contains(it.departmentId) }
}
}
- Create a graphql query object to export root query operations
@Service
open class OrgService(
private val departmentRepository: DepartmentRepository,
private val employeeRepository: EmployeeRepository
) : Query {
fun departments(namePattern: String?): List<Department> =
departmentRepository.findByName(namePattern)
fun employees(namePattern: String?): List<Employee> =
employeeRepository.findByName(namePattern)
}
- Create an abstract class for many-to-one associated object loading
abstract class AbstractReferenceLoader<K, R: Any> (
batchLoader: (Collection<K>) -> Collection<R>,
keyGetter: (R) ->K,
optionsInInitializer: (DataLoaderOptions.() -> Unit) ? = null
): DataLoader<K, R?>(
{ keys ->
CompletableFuture.supplyAsync {
batchLoader(keys)
.associateBy(keyGetter)
.let { map ->
keys.map { map[it] }
}
}
},
optionsInInitializer?.let {
DataLoaderOptions().apply {
this.it()
}
}
)
- Create an abstract class for one-to-many associated collection loading
abstract class AbstractListLoader<K, E>(
batchLoader: (Collection<K>) -> Collection<E>,
keyGetter: (E) ->K,
optionsInInitializer: (DataLoaderOptions.() -> Unit) ? = null
): DataLoader<K, List<E>>(
{ keys ->
CompletableFuture.supplyAsync {
batchLoader(keys)
.groupBy(keyGetter)
.let { map ->
keys.map { map[it] ?: emptyList() }
}
}
},
optionsInInitializer?.let {
DataLoaderOptions().apply {
this.it()
}
}
)
- Create annotation to let spring manager DataLoader beans by prototype scope
@Retention(RetentionPolicy.RUNTIME)
@Target(AnnotationTarget.CLASS)
@Component
@Scope(
ConfigurableBeanFactory.SCOPE_PROTOTYPE,
proxyMode = ScopedProxyMode.NO
)
annotation class DataLoaderComponent
- Create loader bean to load the parent object reference of Employee object
@DataLoaderComponent
open class DepartmentLoader(
private val departmentRepository: DepartmentRepository
): AbstractReferenceLoader<Long, Department>(
{ departmentRepository.findByIds(it) },
{ it.id },
{ setMaxBatchSize(256) }
)
- Create loader bean to load the child object collection of Department object
@DataLoaderComponent
open class EmployeeListByDepartmentIdLoader(
private val employeeRepository: EmployeeRepository
): AbstractListLoader<Long, Employee>(
{ employeeRepository.findByDepartmentIds(it) },
{ it.departmentId },
{ setMaxBatchSize(16) }
)
- Create an GraphQL configuration to let 'graphql-kotlin' know all the DataLoader beans
@Configuration
internal abstract class GraphQLConfig {
@Bean
open fun dataLoaderRegistryFactory(): DataLoaderRegistryFactory =
object: DataLoaderRegistryFactory {
override fun generate(): DataLoaderRegistry = dataLoaderRegistry()
}
@Bean
@Scope(
ConfigurableBeanFactory.SCOPE_PROTOTYPE,
proxyMode = ScopedProxyMode.NO
)
protected open fun dataLoaderRegistry(
loaders: List<DataLoader<*, *>>
): DataLoaderRegistry =
DataLoaderRegistry().apply {
loaders.forEach { loader ->
register(
loader::class.qualifiedName,
loader
)
}
}
@Lookup
protected abstract fun dataLoaderRegistry(): DataLoaderRegistry
}
- Add tow methods into DataFetchingEnvironment to get DataLoader objects
inline fun <reified L: AbstractReferenceLoader<K, R>, K, R> DataFetchingEnvironment.getReferenceLoader(
): DataLoader<K, R?> =
this.getDataLoader<K, R?>(L::class.qualifiedName)
inline fun <reified L: AbstractListLoader<K, E>, K, E> DataFetchingEnvironment.getListLoader(
): DataLoader<K, List<E>> =
this.getDataLoader<K, List<E>>(L::class.qualifiedName)
- Change the code of Department and Employee, let them support association
data class Department(
val id: Long,
val name: String
) {
suspend fun employees(env: DataFetchingEnvironment): List<Employee> =
env
.getListLoader<EmployeeListByDepartmentIdLoader, Long, Employee>()
.load(id)
.await()
}
data class Employee(
val id: Long,
val name: String,
@GraphQLIgnore val departmentId: Long
) {
suspend fun department(env: DataFetchingEnvironment): Department? =
env
.getReferenceLoader<DepartmentLoader, Long, Department>()
.load(departmentId)
.await()
}
Build & Run
- Start the SpringBoot applications, open http://locathost:8080/playground.
- Execute the query, the result may be success or failed!
{
employees {
id
name
department {
id
name
employees {
id
name
}
}
}
}
- If it is success, the client can get the response, and the server log is
2020-03-15 22:47:26.366 INFO 35616 --- [onPool-worker-5] org.frchen.dal.DepartmentRepository : BatchLoad departments by ids: [1, 2]
2020-03-15 22:47:26.367 INFO 35616 --- [onPool-worker-5] org.frchen.dal.EmployeeRepository : BatchLoad employees by departmentIds: [1, 2]
- If it is failed, the client is blocking and waits for the response forever, and the server log is
2020-03-15 22:53:43.159 INFO 35616 --- [onPool-worker-6] org.frchen.dal.DepartmentRepository : BatchLoad departments by ids: [1, 2]