Type Members

1.  trait AuditTable extends AnyRef

   Main abstraction for an audit table that a client application must use to store records with a timestamp.

   Main abstraction for an audit table that a client application must use to store records with a timestamp. It hides all details of the physical storage, so that client apps can use various file systems (Ex: HDFS, ADLS, S3, Local, etc) or key value (Ex: HBase).

   Also this abstraction can produce a snapshot of data de-duplicated on the primary key and true to the specified moment in time.

   Also surfaces custom attributes initialised during table creation, so that client applications do not need to worry about storing the relevant metadata in a separate storage. It also will simplify backup, restore and sharing of data between environments.

   Some storage layers might be quite inefficient when it comes to storing lots of appends in multiple files and storage optimisation, aka compaction, should not intervene with normal operation of the application. Therefore application should be able to control when compaction can take place.

   An instance of AuditTable represents a functional state, if data was modified, do not use it again.

   There are 2 types of operations on the table:

   1. data extraction - which do not modify the state of the table, thus same instance of the AuditTable can be used for multiple data extraction operations; 2. data mutators - adding data to the table, optimising storage. These lead to new state of the underlying storage and the same instance of AuditTable can not be used for data mutators again.

   Created by Alexei Perelighin on 2018/03/03

2.  class AuditTableFile extends AuditTable with Logging

   Implementation of the AuditTable which is backed up by append only block storage like HDFS.

   Implementation of the AuditTable which is backed up by append only block storage like HDFS.

   Created by Alexei Perelighin on 2018/03/03

3.  case class AuditTableInfo(table_name: String, primary_keys: Seq[String], meta: Map[String, String], retain_history: Boolean) extends Product with Serializable

   Static information about the table, that is persisted when audit table is initialised.

   Static information about the table, that is persisted when audit table is initialised.

   table_name

   name of the table

   primary_keys

   list of columns that make up primary key, these will be used for snapshot generation and record deduplication

   meta

   application/custom metadata that will not be used in this library.

   retain_history

   whether to retain history for this table. If set to false, the table will be deduplicated on every compaction

4.  case class AuditTableRegionInfo(table_name: String, store_type: String, store_region: String, created_on: Timestamp, is_deprecated: Boolean, count: Long, max_last_updated: Timestamp) extends Product with Serializable
   table_name

   name of the table

   store_type

   cold or hot, appended regions are added to hot and after compaction make it into cold. Cold regions can also be compacted

   store_region

   id of the region, for simplicity, at least for now it will be GUID

   created_on

   timestamp when region was created as a result of an append or compact operation

   is_deprecated

   true - its data was compacted into another region, false - it was not compacted

   count

   number of records in the region, can be used for optimisation and compaction decisions

   max_last_updated

   all records in the audit table will contain column that shows the last updated time, this will be used to generated ingestion queries

5.  trait CompactionPartitionerGenerator extends AnyRef
6.  trait FileStorageOps extends AnyRef

   Contains operations that interact with physical storage.

   Contains operations that interact with physical storage. Will also handle commit to the file system.

   Created by Alexei Perelighin on 2018/03/05

7.  class FileStorageOpsWithStaging extends FileStorageOps with Logging

   Implementation around FileSystem and SparkSession with temporary and trash folders.

8.  case class StorageException(text: String, cause: Throwable = null) extends RuntimeException with Product with Serializable

   Is thrown by storage layer.

   Is thrown by storage layer.

   Created by Alexei Perelighin on 2018/03/04