Matsya - Apr '16

Slide deck I created for flash talk at RootConf but never got a chance to present it there

Transcript

1. An Introduction j.mp/to-matsya-rootconf
2. Ashwanth Kumar Dev/Ops @ Indix Hindu Mythology Fan OSS Contributor ashwanthkumar.in
3. Typical Hadoop Setup on AWS An Auto Scaling Group (ASG) based set of instances running TaskTrackers and DataNodes Scaling up or down is as easy as updating the Desired value (assuming you don’t have any AS metrics) You can also do Auto scaling based on specific metrics from CloudWatch
4. By default you would spin up On Demand instances on AWS If you’re running 100 c3.2xlarge instances, you’re spending 100 * 0.420 = $42 per hour and $1008 (100 * 0.420 * 24) per day Problem 1 - Cost of On Demand Instances
5. Use Spot Instances (if applicable)
6. They lease unused hardware at a lower cost as Spot instances No guarantees on how long they’re available Spot Prices are highly volatile But, highly cost effective if used right Spot’s “Demand vs Supply” is local to it’s Spot Market AWS Spot Primer
7. For a cluster, the spot markets can be viewed in the following dimensions • Instance Types, Regions and Availability Zones The number of spot markets is product of all the above numbers. Example - Requirement for 36 CPUs per instance • Instance Types - [d2.8xlarge, c4.8xlarge] • AZs - [us-east-1a, us-east-1b, us-east-1c, …] • Region - [us-east, us-west, …] - 9 regions • Total in US-EAST (alone) => 2 * 1 * 5 = 10 spot markets AWS Spot Markets
8. High Risk and Reward game While you get the best value in terms of cost of the same compute, there’s no guarantee on when the machines are going to be taken away There’s always Spot Termination Notice, but unfortunately not all applications are AWS-aware like Hadoop in our case Problem 2 - Spot Outages
9. Split the Spot Instances Across AZs
10. We had this running for a while with good success We saw our AWS bill was gradually increasing on “Data Transfer” section Because HDFS write pipeline is not very AWS-Cross-AZ-Data-Transfer-Cost aware With HDFS on Spot, each machine going down meant replication will kick in from start Problem 3 - Cost of Data Transfer
11. Back to Single AZ Find a way around Spot outages within a AZ
12. Deep Dive github.com/ind9/matsya
13. You run Spot clusters to save on costs Clusters span across AZs to protect against Spot price fluctuations Results in HUGE data transfer costs ASG always try to evenly distribute the machines and doesn’t take cost into account Matsya - Motivation
14. Goal - Always optimize for cost and keep the fleet running Scala app that monitors spot prices and moves the ASG to cheapest AZ Meant to be run as a CRON task Can fallback to OD (if required) Posts notifications to Slack when migrating Matsya
15. How Matsya Works?
16. How Matsya Works? ASG
17. How Matsya Works? Spot ASG
18. How Matsya Works? us-east-1a us-east-1c ... Spot ASG
19. How Matsya Works? us-east-1a us-east-1c ... Spot ASG
20. How Matsya Works? OD ASG us-east-1a us-east-1c ... Spot ASG (Optional)
21. matsya { working-dir = “local_run” slack-webhook = “http://hooks.slack.com/services/foo/bar/baz” clusters = [{ name = “Staging Hadoop Cluster” spot-asg = “as-hadoop-staging-spot” od-asg = “as-hadoop-staging-od” machine-type = “c3.2xlarge” bid-price = 0.420 od-price = 0.420 max-threshold = 0.99 nr-of-times = 3 fallback-to-od = false subnets = { “us-east-1a” = “subnet-east-1a” “us-east-1b” = “subnet-east-1b” “us-east-1c” = “subnet-east-1c” } }] } Matsya - Configuration
22. Deployed across the board for 6 months now Along with Vamana, enabled us to achieve • ~50% of AWS Infrastructure is on Spot • 100% of Hadoop MR workloads is on Spot Matsya at Indix
23. Support for other Spot products - Spot Fleet and Spot Blocks More notification systems Multiple Region support Multiple Product support Minimum number of OD instances Work In Progress Questions? github.com/ind9/matsya
24. http://serverfault.com/questions/448746/ec2-auto-scaling-with-spot-and-on-demand-instances http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/using-regions-availability-zones.html https://aws.amazon.com/ec2/spot/bid-advisor/ References