Created
February 23, 2020 20:48
-
-
Save borischerkasky/c4b38049f8f9d73a0ea569f71e496e49 to your computer and use it in GitHub Desktop.
DynamoDB writer with write through cache
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import akka.actor.Scheduler | |
import com.github.blemale.scaffeine.{Cache, Scaffeine} | |
import play.api.libs.json.OWrites | |
import scala.reflect.runtime.universe._ | |
import scala.concurrent.duration._ | |
import scala.concurrent.{ExecutionContext, Future} | |
class CachingDynamoStore[A : Indexable : OWrites](store: DataStore[A], cache: Cache[String, A])( | |
implicit executionContext: ExecutionContext, | |
scheduler: Scheduler) | |
extends DataStore[A] { | |
override def putBatch(batch: Seq[A], | |
tableName: String, | |
retry: RetryPolicy.Config, | |
ttl: FiniteDuration): Future[Unit] = { | |
val newItems = reduceToChangedItems(batch) | |
store | |
.putBatch(newItems, tableName, retry, ttl) | |
.transform( | |
_ => cacheNewItems(newItems), | |
cause => new Exception(s"put batch failed: $batch", cause)) | |
} | |
private def cacheNewItems(newItems: Seq[A]): Unit = { | |
val toCache = newItems.map(item => Indexable[A].indexKey(item) -> item).toMap | |
cache.putAll(toCache) | |
} | |
private def reduceToChangedItems(batch: Seq[A]) = { | |
val cachedItems = cache.getAllPresent(batch.map(Indexable[A].indexKey)) | |
batch.filter { inputItem => | |
cachedItems | |
.get(Indexable[A].indexKey(inputItem)) | |
.forall(isItemChanged(_, inputItem)) | |
} | |
} | |
private def isItemChanged(value: A, originalItem: A): Boolean = | |
!value.equals(originalItem) | |
} | |
object CachingDynamoStore { | |
trait Indexable[A] { | |
val indexKey: A => String | |
val maxBy: A => Long | |
} | |
object Indexable { | |
def apply[A: Indexable]: Indexable[A] = implicitly[Indexable[A]] | |
} | |
def apply[A : TypeTag : Indexable](store: DynamoDataStore[A], config: CachingConfig)( | |
implicit executionContext: ExecutionContext, | |
scheduler: Scheduler, | |
writes: OWrites[A]): CachingDynamoStore[A] = { | |
val cache = Scaffeine() | |
.recordStats() | |
.expireAfterWrite(config.ttl) | |
.maximumSize(config.maxSize) | |
.softValues() | |
.build[String, A]() | |
registerCacheMonitor(cache, config) | |
new CachingDynamoStore[A](store, cache) | |
} | |
private def registerCacheMonitor[A: TypeTag](cache: Cache[String, A], config: CachingConfig)( | |
implicit scheduler: Scheduler, | |
ec: ExecutionContext) = | |
scheduler.schedule(config.statsReportingInterval, config.statsReportingInterval) { | |
val stats = cache.stats() | |
val statsEvent = Map[String, Any]( | |
"hit_count" -> stats.hitCount(), | |
"hit_rate" -> stats.hitRate(), | |
"eviction_count" -> stats.evictionCount(), | |
"cache_name" -> typeOf[A].toString | |
) | |
ReportingClient.report("beacon_cache_stats", statsEvent) | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment