www.hashicorp.comO @hashicorp�

hello@hashicorp.com

nic@hashicorp.com@sheriffjackson

NIC JACKSON

3

AGENDA

HASHICORP

SCHEDULING

NOMAD

Overview Fundamentals

Job ConfigurationSchedulingDemo

HASHICORPOVERVIEW

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FOUNDED 2012 by Mitchell Hashimoto and Armon Dadgar

MISSION We enable organizations to provision, secure, and run any infrastructure for any application

INVESTORS Mayfield Fund, GGV Capital, Redpoint and True Ventures

KEY PRODUCTS Vagrant, Packer, Terraform, Vault, Nomad, Consul

COMPANY OVERVIEW

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OSS TO ENTERPRISE

SOFTWARE INNOVATORS TECHNOLOGY PARTNERS

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PRODUCT SUITE

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NOMAD

Nomad

SCHEDULINGOVERVIEW

Schedulers map a set of work to a set of resources

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CPU SCHEDULER

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CORE

CORE

CORE

CORE

CPUSCHEDULER

KERNEL

APACHE

REDIS

BASH

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CPU SCHEDULER

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CORE

CORECPUSCHEDULER

KERNEL

APACHE

REDIS

BASH

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SCHEDULERS IN THE WILD

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Type Work Resources

CPU Scheduler Threads Physical Cores

EC2 / Nova Virtual Machines Hypervisors

Hadoop YARN MapReduce Jobs Client Nodes

Cluster Scheduler Applications Machines

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SCHEDULER ADVANTAGES

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Higher Resource Utilization

Decouple Work from Resources

Better Quality of Service

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SCHEDULER ADVANTAGES

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Bin Packing

Over-Subscription

Job Queueing

Higher Resource Utilization

Decouple Work from Resources

Better Quality of Service

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SCHEDULER ADVANTAGES

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Abstraction

API Contracts

Standardization

Higher Resource Utilization

Decouple Work from Resources

Better Quality of Service

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SCHEDULER ADVANTAGES

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Priorities

Resource Isolation

Pre-emption

Higher Resource Utilization

Decouple Work from Resources

Better Quality of Service

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NOT A NEW CONCEPT

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BASED ON RESEARCH

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NOMADOVERVIEW

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NOMAD DESIGN PRINCIPLES

21HashiCorp confidential do not distribute

Integrated scheduler and cluster manager

Distributed, shared state, optimistically concurrent

Agent-based, client/server

No dependencies

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NOMAD CHARACTERISTICS

22HashiCorp confidential do not distribute

Multi-datacenter and multi-region

Highly performant and highly available

Hybrid workloads with multiple schedulers and drivers

Seamlessly integrates with HashiCorp ecosystem

NOMADFUNDAMENTALS

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SINGLE REGION DEPLOYMENT

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SERVER SERVER SERVER

CLIENT CLIENT CLIENTDC1 DC2 DC3

FOLLOWER LEADER FOLLOWER

REPLICATIONFORWARDING

REPLICATIONFORWARDING

RPC RPC RPC

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MULTI REGION DEPLOYMENT

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SERVER SERVER SERVERFOLLOWER LEADER FOLLOWER

REPLICATIONFORWARDING

REPLICATION

REGION B� GOSSIP

REPLICATION REPLICATIONFORWARDING

REGION FORWARDING

�REGION A

SERVERFOLLOWER

SERVER SERVERLEADER FOLLOWER

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SERVER ARCHITECTURE

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Omega Class Scheduler

Pluggable Logic

Internal Coordination and State

Multi-Region / Multi-Datacenter

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CLIENT ARCHITECTURE

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Broad OS Support

Host Fingerprinting

Pluggable Drivers

Job restarts and lifecycle management

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CLIENT DRIVERS

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ContainerizedDockerrktWindows Server Containers

VirtualizedQemu / KVM

Hyper-VXen

StandaloneJava Jar

C#Static Binaries

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CLIENT FINGERPRINTING

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Type Examples

Operating System Kernel, OS, Version

Hardware CPU, Memory, Disk

Apps (Capabilities) Docker, Java, Consul

Environment AWS, GCE

NOMADJOB CONFIGURATION

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JOB FILE

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Declarative

Scheduler, driver, and resource needs

Lifecycle behavior

Constraints

Versioned

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redis.nomad

JOB FILE

job "redis" { datacenters = ["us-east-1"]

task "redis" {

driver = "docker" config { image = "redis:v13" }

resources { cpu = 500 # Mhz memory = 256 # MB

network { mbits = 10 dynamic_ports = ["redis"] } } }}

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redis.nomad

JOB FILE: TASK GROUPS

job "app" {

group "app" {

task "redis" {# ...

}

task "app" {# ...

}

}

}

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redis.nomad

JOB FILE: CONSTRAINTS

job "redis" {

constraint { attribute = "${attr.kernel.version}" operator = "version" value = "> 3.19"}

constraint { attribute = "${attr.platform.aws.instance-type}"

value = "p2.16xlarge"}

task "redis" {# ...

}

}

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redis.nomad

JOB FILE: CONSUL SERVICE DISCOVERY

job "redis" {

task "redis" {# ...

service {port = “redis”check {

type = “tcp”interval = “10s”

} }

}

}

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redis.nomad

JOB FILE: CONSUL CONFIGURATION

job "redis" {

task "redis" {# ...

template {data = <<EOH

bind_port: {{ env "NOMAD_PORT_db" }}scratch_dir: {{ env "NOMAD_TASK_DIR" }}service_key: {{ key "service/my-key" }}

EOH

destination = "local/file.yml"}

}

}

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redis.nomad

JOB FILE: VAULT INTEGRATION

job "redis" {

task "redis" {# ...

template { data = <<EOH

{{ with secret "secret/credentials" }} username: {{ .Data.username }} password: {{ .Data.password }}{{ end }}

EOH

destination = "local/file.yml"}

}

}

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redis.nomad

JOB FILE: PARAMETERIZED

job "encode" {

type = "batch"

parameterized {payload = "required"meta_required = ["s3-input", "s3-output", ...]

} # ...

task "ffmpeg" {driver = "exec"

config {command = "ffmpeg"

# When dispatched, the payload is written to a file that is then# read by the created task upon startupargs = ["-config=${NOMAD_TASK_DIR}/config.json"]

# ...}

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$ nomad job dispatch encode video-config.json$$ cat video-config.json

{ "s3-input": "https://s3-us-west-1.com/video-bucket/cb31dabb1", "s3-output": "https://s3-us-west-1.com/video-bucket/a149adbe3", "input-codec": "mp4", "output-codec": "webm", "quality": "1080p"}

Text

JOB FILE: PARAMETERIZED

NOMADMULTI-CLOUD

Why Multi-Cloud?

• High Availability

• Redundancy

• Burstable Workload

• Cloud Migration

• Because we can

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CONSUL

NOMAD

SERVERLEADER

SERVERFOLLOWER

SERVERLEADER

SERVERFOLLOWER

SERVERFOLLOWER

SERVERFOLLOWER

NODE A NODE B

GOOGLE CLOUD

NATS CLOUDMESSAGING

REPLICATION

FORWARDING

REPLICATION

FORWARDING

REPLICATION

FORWARDING

REPLICATION

FORWARDING

LOAD BALANCER

LOAD BALANCER

CONSUL

NOMAD

SERVERLEADER

SERVERFOLLOWER

SERVERLEADER

SERVERFOLLOWER

SERVERFOLLOWER

SERVERFOLLOWER

NODE A NODE B

AWS

REPLICATION

FORWARDING

REPLICATION

FORWARDING

REPLICATION

FORWARDING

REPLICATION

FORWARDING

LOAD BALANCER

REGION FORWARDING (VPN)

REGION FORWARDING (VPN)

NOMADSCHEDULING

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SCHEDULING

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Schedulers process evaluations and generate allocation plans.

Placement is determined using the relevant scheduler.

Scheduling involves feasibility checking and ranking.

Feasibility filters out nodes missing necessary drivers and those failing the specified constraints.

Ranking score feasible nodes to find the best fit (bin packing).

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SCHEDULER TYPES

45HashiCorp confidential do not distribute

Service Long-running applications and services

Batch Short-lived data processing jobs (benefit from fast placement)

System Lower level jobs that run on all clients (logging, monitoring)

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$ nomad plan example.nomad+ Job: "example"+ Task Group: "cache" (1 create) + Task: "redis" (forces create)

Scheduler dry-run:- All tasks successfully allocated.

$

Text

SCHEDULING: PLAN

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$ nomad plan example.nomad.java+ Job: "example"+ Task Group: "web" (1 create) + Task: "tomcat" (forces create)

Scheduler dry-run:- WARNING: Failed to place all allocations. Task Group "web" (failed to place 1 allocation): * Constraint "missing drivers" filtered 2 nodes

$

Text

SCHEDULING: PLAN

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$ nomad run example.nomad==> Monitoring evaluation "4b8b7779" Evaluation triggered by job "example" Allocation "38720b8e" created: node "ec2f0830", group "cache" Evaluation status changed: "pending" -> "complete"==> Evaluation "4b8b7779" finished with status "complete"

$

Text

SCHEDULING: RUN

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$ nomad run -region=gcp events.nomad==> Monitoring evaluation "e2a8dfe6" !On branch master Evaluation triggered by job "events" !Your branch is up-to-date with 'origin/master'. Allocation "6615b39f" modified: node "0d6a6103", group "pubsub" !nothing to commit, working tree clean Evaluation status changed: "pending" -> "complete" !==> Evaluation "e2a8dfe6" finished with status "complete"

$

Text

SCHEDULING: RUN DIFFERENT REGION

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$ nomad status exampleID = exampleName = exampleType = servicePriority = 50Datacenters = us-west-1Status = running

SummaryTask Group Queued Starting Running Failed Complete Lostcache 0 0 1 0 0 0

AllocationsID Eval ID Node ID Task Group Desired Status Created At38720b8e 4b8b7779 ec2f0830 cache run running 04/26/17 ...

$

Text

SCHEDULING: STATUS

DEMO!

NomadMillion ContainerChallenge

1,000 Jobs

1,000 Tasks per Job

5,000 Hosts on GCE

1,000,000 Containers

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MILLION CONTAINER CHALLENGE

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MILLION CONTAINER CHALLENGE

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– Bill Gates

640 KB ought to be enough for anybody.“

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REAL WORLD SCALE

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2nd Largest Hedge Fund

18K Cores

5 Hours

2,200 Containers/second

Q/A AND HASHICONF

SEPTEMBER 18-20AUSTIN, TEXASwww.hashiconf.com

#hashiconf�

#hashiconf�

Links:

https://www.nomadproject.io

https://github.com/nicholasjackson/terraform-nomad-multi-cloud