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drill-yarn/README.md

Drill-on-YARN: YARN Integration for Apache Drill

Drill-on-YARN (DoY) runs Apache Drill as a long-running process under Apache YARN. Key components include:

  1. The Drill-on-YARN client: starts, stops, resizes and checks the status of your Drill cluster.
  2. Drill-on-YARN Application Master (AM): a long-running process under YARN that uses YARN to manage your Drill cluster.
  3. Drillbits: The Drill server process, now started by YARN rather than by hand or other ad-hoc scripts.
  4. Configuration: Cluster configuration now resides in a drill-on-yarn.conf.

Extensive user documentation is to be available on the Apache Drill site. Until then, a user guide is attached to DRILL-1170.

Building

Drill-on-YARN builds as part of Apache Drill. The build produces a new DoY jar which resides in a new $DRILL_HOME/jars/tools folder so that the DoY classes are not visible to Drill itself.

Understanding the Code

The DoY code divides into three main modules:

  1. The DoY command-line client application.
  2. The DoY AM server application.
  3. Scripts around the client, AM and Drillbit applications.

Scripts reside in the distribution project under src/resources.

All DoY code resides in this module in the org.apache.drill.yarn package.

  • client: The command-line client application.
  • appMaster: The DoY AM.
  • core: Code shared between the client and AM.
  • zk: Integration with ZooKeeper to monitor Drillbits.

DoY depends on Drill modules, but only the distribution project depends on DoY.

Because DoY is a YARN application, we recommend that you become familiar with YARN itself before diving into the DoY code. YARN has a very particular model for how to run distributed applications and that model drove the design of the DoY modules and classes.

Major Components

The following diagram shows the major DoY components and how they relate to the YARN components:

System Overview

The client communicates with the YARN Resource Manager (RM) to request the start of the DoY AM. The RM locates a node to run the AM's container and asks the Node Manager (NM) on that node to start the AM. The AM starts and registers itself with ZooKeeper to prevent multiple AMs for the same Drill cluster.

The AM then requests containers from the RM in which to run Drillbits. Next, the AM asks the assigned NMs to start each Drillbit. The Drillbit starts and registers itself with ZooKeeper (ZK). The AM monitors ZK to confirm that the Drillbit did, in fact, start.

To shut down, the client contacts the AM directly using the AM REST API and requests shutdown. The AM sends a kill request to each NM, which kills the Drillbit processes. The AM monitors ZK to confirm that the Drillbit has dropped its registration. Once the last Drillbit has completed, the AM itself exits. The client will wait (up to a limit) for the AM to shut down so that the client can report as successful shutdown.

Client

The client application consists of a main class, DrillOnYarn and a set of command classes. Each command performs one operation, such as start, stop, resize, and so on. The client is designed to start, perform one operation, and exit. That is, while the AM is a persistent process, the client is not.

A user will start their Drill cluster, then later will want to stop it. The Drill cluster is a YARN application, represented by YARN with an “application id” (app id). To stop a Drill cluster, the client needs the app id assigned to the application at start time. While the user can use the -a option to provide the app id explicitly, it is more convenient for the client to “remember” the app id. DoY uses an “app id file” for this purpose. This convenience works if the user starts, manages and stops the cluster from a single host.

The following diagram shows the major classes in the DoY client:

Client Overview

The client uses a “facade” to communicate with YARN. The facade, YarnRMClient, interfaces to YARN to perform the required YARN operations. Similarly, another facade, DfsFacade, provides a layer on top of the HDFS API. The facades simplify code and provide an abstraction handy for mocking these systems during unit testing.

YARN simplifies the task of running Drill (or any other application) by “localizing” the required files onto each worker node. The localization process starts with the client uploading the files to the distributed file system (DFS), typically HDFS. DoY localizes two separate files. The first is the Drill software itself, typically using the original Drill archive from Apache or your distribution. Drill requires site-specific configuration, optionally including custom code for user-defined functions (UDFs), etc. Site files reside in a Drill site directory. For YARN, the site directory must be outside of the drill software distribution (see the user documentation for details.) DoY archives the site directory and uploads it to DFS along with the Drill archive. The code that does that work resides in the FileUploader class.

To start a Drill cluster, the client asks YARN to launch the AM by specifying a large number of detailed options: environment variables, files, command line to run, and so on. This work is done in the AMRunner class.

Application Master

The AM must perform several tasks, including:

  • Maintain the desired number of Drillbits.
  • Work with YARN to request a container for each Drillbit, and to launch the Drillbit.
  • Ensure that YARN allocates only one Drillbit container per cluster host. (Required because all Drillbits within a cluster share the same set of ports.)
  • Monitor Zookeeper to watch Drillbits. Drillbits perform a heartbeat with ZK, which the AM can monitor. The AM will restart any Drillbit that drops out of ZK, since such a Drillbit is likely in a bad state.
  • Provide a Web UI to monitor and manage the cluster.
  • Provide a REST API that the client uses to communicate directly with the AM.

The AM is composed of a number of components. The following diagram shows the major classses involved in setting up the AM:

AM Overview

he DrillApplicationMaster class is the main AM program. It has to key tasks: 1) create the DrillControllerFactory that assembles the required parts of the AM, and 2) runs the Dispatcher, which is the actual AM server.

The AM is designed to be generic; Drill-specific bits are abstracted out into helpers. This design simplifies testing and also anticipates that Drill may eventually include other, specialized, servers. The DrillControllerFactory is the class that pulls together all the Drill-specific pieces to assemble the server. During testing, different factories are used to assemble a test server.

The Dispatcher receives events from YARN, from the REST API and from a timer and routes them to the ClusterController which takes actions based on the events. This structure separates the API aspects of working with YARN (in the Dispatcher) from the logic of running a cluster (in the ClusterController.)

The ClusterController attempts to keep the cluster in the desired state. Today this means running a specified number of Drillbits. In the future, DoY may support multiple Drillbit groups (one set that runs all the time, say, and another that runs only during the day when needed for interactive users.)

A large amount of detailed fiddling is needed to propertly request a container for a Drillbit, launch the Drillbit, monitor it and shut it down. The Task class monitors the lifecycle of each task (here, a Drillbit). Behavior of the task differs depending on the task's state. The TaskState class, and its subclasses, provide the task-specific behavior. For example, handling of a task cancellation is different depending on whether the task is in the RequestingState or in the RunningState.

The following diagram illustrates some of the details of the cluster controller system.

Controller Detail

Some events are time based. For example, a Drillbit is given a certain amount of time to register itself in ZK before DoY assumes that the Drillbit is unhealthy and is restarted. The PulseRunnable is the thread that implements the timer; Pollable is the listener for each “tick” event.

The Scheduler and its subclasses (such as DrillbitScheduler) maintain the desired number of Drillbits, asking the ClusterController to start and stop tasks as needed. The Scheduler also handles task-specific tasks. At present, Drill has no means to perform a graceful shutdown. However, when Drill does, the DrillbitScheduler will be responsible for sending the required message.

The appMaster.http package contains the implementation for the web UI and REST API using an embedded Jetty server. If Drill security is enabled, the web UI will prompt the user to log in. The only recognized user is the one that launched DoY.

The NodeRegistry tracks the set of nodes running Drillbits so we can avoid starting a second on any of them. Drillbits are started though YARN, of course, but can also be “stray”: Drillbits started outside of DoY and discovered though ZK. Even stray Drillbits are registered to avoid nasty surprises if DoY where to try to launch a Drillbit on that same node.