SlideShare une entreprise Scribd logo
1  sur  65
Télécharger pour lire hors ligne
Paul Yung
Head of Partner Ecosystem – Hong Kong & Taiwan
pyung@amazon.com
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
re:Invent 2019
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
re:Invent 2019
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
re:Invent 2019
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
re:Invent 2019
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
re:Invent 2019
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
State of the Union: Compute & DevOps
The broadest and deepest cloud platform for today’s builders
A W S C o n f i d e n t i a l – D O N O T D I S T R I B U T E
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Azure GCP
DowntimeHoursByMajorCloudProvider
Normalizedsumofdowntimehours(Jan2018-December2019)aspublishedbythemajorproviders
“There is no compression
algorithm for experience.”
- Andy Jassy, AWS CEO
Operational Excellence
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
“Amazon, the clear market leader,
nudged its market share upwards and
remains equivalent in size to its next four
competitors combined.”
Source: https://www.srgresearch.com/articles/fourth-quarter-growth-cloud-services-tops-banner-year-cloud-providers
Synergy provides quarterly market tracking and segmentation data on IT and Cloud related markets, including vendor revenues by segment and by region. Market shares and forecasts are provided via Synergy’s uniquely designed online
database tool, which enables easy access to complex data sets. To speak to an analyst or to find out how to receive a copy of a Synergy report, please contact Heather Gallo at hgallo@srgresearch.com or 775-852-3330 extension 101.
Innovate to Scale - Benefit of Economies of Scale
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Where innovation starts
we start with the customer
and work backwards
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Great products and services come from
deeply understanding the customer.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Working backwards process
Press Release FAQs Visuals
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
1. Who is our customer?
2. What is the customer problem or opportunity?
3. What is the most important customer benefit?
4. How do we know what our customer needs or wants?
5. What does the experience look like?
5 Working Backward Questions
48 82
160
280
516
722
1017
1430
1,957
0
500
1000
1500
2000
2500
2009 2011 2012 2013 2014 2015 2016 2017 2018
#SERVICESANDFEATURESRELEASED
• Customer-driven services and features
• 90% of roadmap originates with customer requests
and designed to meet specific needs
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
We push ourselves to invent on
behalf of the customer.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
I N S T A N C E S
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Original EC2 host architecture
SERVER
Management,
Security &
Monitoring
Storage
Customer Instances
Networking
Hypervisor
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Original EC2 host architecture
SERVER
Management,
Security &
Monitoring
Storage
Customer Instances
Networking
Hypervisor
Performance
Unabletoachievebare
metal-likeperformance
Patching
Interruptiontocustomer
workloadswhenhypervisor
neededtobepatched
Efficiency
20%+ofavailablecompute
capacitylosttohypervisor
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Innovation enabled by AWS Nitro System
Nitro Cards Nitro Security Chip Nitro Hypervisor
VPC Networking
Amazon EBS
Local NVMe Storage
System Controller
Integrated into motherboard
Protects hardware resources
Hardware Root of Trust
Lightweight hypervisor
Memory and CPU allocation
Bare Metal-like performance
Modular building blocks for rapid design and delivery of EC2 instances
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
The Nitro system architecture
SERVER
Management,
Security &
Monitoring
Storage
Customer Instances
Networking
Hypervisor
NITRO
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
0
3
6
9
12
15
18
C5 Instances M5 Instances
EBS-Optimized Instance Bandwidth
Instances Instances with Nitro
1.8X
1.5X
without Nitro
0
20000
40000
60000
80000
100000
C5 Instances M5 Instances
EBS-Optimized Instance IOPS
Instances Instances with Nitrowithout Nitro
1.2X
Nitro instances provide bandwidth, performance, and price
improvements over previous instance generations
1.3X
The Nitro system architecture
Nitro-enabled Innovation
- 270+ instances across 42 instance types
270 +
2017
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Own and have access to
encrypted confidential data
Instance
Internal system admins,
developers, applications
Customers want to be able to create an
isolated environment to process highly
sensitive data, like:
• Personally identifiable information (PII)
• Healthcare information
• Intellectual property
• Trade secrets
without providing access to their own
authorized system administrators,
developers, and applications
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Secure isolation
Flexible resource
allocation
Support for wide
range of workloads
Instance A Enclave A Instance B
Nitro Hypervisor
Additional isolation
within an EC2 instance
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Intel® Xeon® Scalable
(Skylake, Cascade Lake)
processor
AMD EPYC processorNVIDIA V100 Tensor
Core GPUs
Right compute for the workload
AWS Graviton
Processor (arm)
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Graviton Processor Amazon EC2 A1
Run scale-out and Arm-based applications
in the cloud
Up to 45%
cost savings
AWS Graviton Processor
64-bit Arm Neoverse cores
and custom AWS silicon
Flexibility and
choice for your
workloads
Lower cost Maximize resource
efficiency with AWS
Nitro System
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
OSVs and ISVs
Plus: Fedora Rawhide, Fedora Atomic, Debian 9.8,
FreeBSD, openSUSE Leap, Ubuntu 18.10 (Cosmic), 19.04
(Disco), and 19.10 (Eoan)
More coming soon.
Amazon Linux 2
Ubuntu 16.04LTS, 18.04LTS
and newer
Red Hat Enterprise
Linux 7.6 and 8.0
SUSE Linux Enterprise
Server 15
Datadog Agent for AWS
Graviton / Arm
Crowdstrike Falcon cloud-
native endpoint protection
Tools and software
AWS MarketplaceAWS Systems
Manager
Amazon
CloudWatch
AWS
CodePipeline
AWS Cloud9
AWS
CodeCommit
Amazon
Inspector
AWS Batch
AWS
CodeBuild
Amazon Corretto OpenJDK
Containers
Amazon Elastic
Container
Service
Amazon Elastic
Kubernetes
Service
Docker Desktop Community
and Docker Enterprise Engine
Micro VMs
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
7 nm
Up to 64 vCPUs
7x 4x
5x
Graviton Processor Graviton2 Processor
Enabling the best price/performance for your cloud workloads
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
M6g C6g R6g
Up to 40% better price-performance for general purpose, compute
intensive, and memory intensive workloads.
Built for: General-purpose workloads
such as application servers, mid-size
data stores, and microservices.
Built for: Compute intensive
applications such as HPC, video
encoding, gaming, and simulation
workloads.
Built for: Memory intensive
workloads such as open-source
databases, or in-memory caches.
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
40
60
80
100
120
140
160
S P E C I N T 2 0 1 7 ( E s t i m a t e ) N G I N X M E M C A C H E D
PERCENTAGE
1.7 GHz
1.75 GB
160 GB
250 Mbps
Your applications run on a “virtual CPU”,
the equivalent of a 1.7 GHz Xeon
processor, 1.75 GB of RAM, 160 GB of local
disk and 250 Mbps of network bandwidth
Evolution of EC2 and
the Nitro Platform
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
1.7 GHz
1.75 GB
160 GB
250 Mbps
4.0 GHz
24 TiB
60 TB
100 Gbps
48 TB
d2.8xlarge
Categories Capabilities Options
Broadest and deepest platform choice for compute instances
General purpose
Burstable
Compute intensive
Memory intensive
Storage (High I/O)
Dense storage
GPU compute
Graphics intensive
Elastic Block Store
Elastic Inference
Choice of processor
(AWS, Intel, AMD)
Fast processors
(up to 4.0 GHz)
High memory footprint
(up to 12 TiB)
Instance storage
(HDD and NVMe)
Accelerated computing
(GPUs and FPGA)
Networking
(up to 100 Gbps)
Bare Metal
Size
(Nano to 32xlarge)
270 +instance types
for virtually every
workload and
business need
Categories Capabilities Options
Broadest and deepest platform choice for compute instances
General purpose
Burstable
Compute intensive
Memory intensive
Storage (High I/O)
Dense storage
GPU compute
Graphics intensive
Elastic Block Store
Elastic Inference
Choice of processor
(AWS, Intel, AMD)
Fast processors
(up to 4.0 GHz)
High memory footprint
(up to 12 TiB)
Instance storage
(HDD and NVMe)
Accelerated computing
(GPUs and FPGA)
Networking
(up to 100 Gbps)
Bare Metal
Size
(Nano to 32xlarge)
270 +instance types
for virtually every
workload and
business need
How do you select the right
instance to launch and optimize?
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Compute Optimizer
Recommends optimal instances for EC2 and and EC2 Auto Scaling groups
from 140+ instances from M, C, R, T, and X families
Lower costs
performance
insights from
millions of workloads
Saves time comparing
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Compute
Optimizer
Identify optimal
AWS Compute resources
for your workloads
Mettle scans your AWS
infrastructure and uses
machine learning to
automatically identify
optimal AWS resources
for your workloads
Identifies workload
characteristics and profile
based on the data
gathered
Matches the resource
requirements of your
workloads to optimal
AWS resources by
recommending:
CloudWatch
Metrics
EC2 Instance
EC2 Auto
Scaling Groups
Helps you visualize
what-if scenarios
based on the
recommended
resources
AWS resources
metadata
Lower
costs
Optimize
performance
Get started
quickly
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
New services that recommends optimal AWS Compute resources to reduce costs up to 25%
Recommends optimal EC2 instances
Optimizes performance and reduce costs by making
recommendations to help you right size compute to
your workloads
Analyzes CloudWatch Metrics and considers Auto
Scaling group configuration for intuitive and
actionable recommendations
Up to three recommendations per workload
Available at no additional charge
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
% Infrastructure Cost
Machine Learning
Training (<10%)
Machine Learning
Inference (>90%)
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
ASIC
Chart for illustrative purposes
GPU CPU
Performance/WATT
Applications
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
High performance
Low cost
AWS NeuronAWS Custom 2nd Gen Intel
Xeon Scalable Processors
AWS InferentiaAWS Nitro
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Object detection Natural language processing Personalization
Speech recognition Image processing Fraud detection
The Fastest and lowest cost machine leaning inference in the cloud
Inf1 delivers up to 3X higher throughput and up to 40% lower cost (vs G4 CPU)
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
• Available in 4 sizes
• Single and multi chip
instances
• AWS 2nd Gen Intel Xeon
Scalable Processors
• Up to 100Gbps
networking bandwidth
Instance size vCPUs
Memory
(GIB) Storage
Inferentia
Chips
Neuron Core
Pipeline Mode Network B/W EBS B/W
inf1.xlarge 4 8 EBS only 1 N/A Up to 25 Gbps Up to 3.5 Gbps
inf1.2xlarge 8 16 EBS only 1 N/A Up to 25 Gbps Up to 3.5 Gbps
inf1.6xlarge 24 48 EBS only 4 Yes 25 Gbps 3.5 Gbps
inf1.24xlarge 96 192 EBS only 16 Yes 100 Gbps 14 Gbps
• Will support managed
services such as Amazon
SageMaker, EKS and ECS
AWS Outposts - General Available
Industry standard 42U rack
Fully assembled, ready to be rolled
into final position
Installed by AWS, simply plugged into power
and network
Centralized redundant power conversion
unit and DC distribution system for
higher reliability, energy efficiency,
easier serviceability
Redundant active components including
top of rack switches and hot spare hosts
Dimensions
• 24” Wide
• 48” Deep
• 80” Tall
GA !
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Applications that are sensitive to
latency and variability in latency
• Need for near real time
responses to end user applications
• Need to control on-site equipment
• Need to communicate with other
on-premises systems
• Need to ensure integrity of ingested signal
(e.g. at live events before broadcasting)
• Need to reliably process messages from
industrial equipment to monitor production
• Need for managing local data stores
Applications that process data locally
Applications that need to remain on-premises
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
same
Same
operational
consistency
Same tools for
automation,
deployments, and
security controls
Same services
and APIs
Same pace of
innovation as in
the cloud
Same reliable,
secure, and high
performance
infrastructure
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Same AWS-designed
infrastructure as in
AWS data centers
(built on AWS Nitro System)
Fully managed, monitored,
and operated by AWS
as if in AWS Regions
Single pane of management
in the cloud providing the
same APIs and tools as
in AWS Regions
AWS Outposts: bringing AWS on-premises
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Available in 2 Variants
VMware APIs and services to
leverage existing skills, automation,
and governance policies
For customers running VMware
SDDC on-premises
AWS APIs, services, and features
as in the AWS cloud
EC2 and EBS with support for
services including RDS, ECS, EKS,
EMR, ALB, others
Native AWS VMware Cloud on AWS
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
• Compute & Storage—Amazon EC2 instances
and EBS volumes
• Networking—Amazon VPC
• Database—Amazon Relational Database
Service (RDS)
• Containers—Amazon Elastic Container Service
(ECS) & Amazon Elastic Kubernetes Service (EKS)
• Data Processing—Amazon Elastic Map Reduce (EMR)
Run AWS services locally
Available at GA or soon after
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
EC2 Auto Scaling Groups
AWS CloudFormation
CloudWatch
CloudTrail
Elastic BeanStalk
Cloud9
and more…
With the same AWS APIs & tools as in the AWS Region
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Hong Kong Region
Availability Zone
Subnet
VPC
Availability Zone
Subnet
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
AWS Hong Kong Region
Availability Zone
Subnet
VPC
Availability Zone
Subnet
AWS
Outposts
Subnet
Instances in the Outpost can securely talk to other instances in the VPC via private IP addresses
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
C o n t a i n e r s
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Broadest Choice for running containers
Management
Deployment, Scheduling,
Scaling & Management of
containerized applications
Hosting
Where the containers run
Amazon Elastic
Container Service
(ECS)
Amazon Elastic
Kubernetes Service
(EKS)
Amazon EC2 AWS Fargate
Image Registry
Container Image Repository
Amazon Elastic
Container Registry
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Managed by AWS
No servers or clusters to provision, scale or manage
Elastic
Serverless for optimum elasticity
Scale up & down seamlessly. Pay only for what you use
Integrated
with the AWS ecosystem: VPC Networking, Elastic Load
Balancing, IAM Permissions, CloudWatch and more. Run
Kubernetes pods or ECS tasks.
AWS Fargate
- only compute engine that allow you to run containers without having to manage servers
40% of customers adopting an AWS
container service choose AWS Fargate
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Bring existing pods Production ready Right-Sized and Integrated
You don’t need to change your
existing pods. Fargate works with
existing workflows and services
that run on Kubernetes.
Launch ten or tens of thousands
of pods in seconds. Easily run pods
across multiple AZs for high-availability.
Only pay for the resources you
need to run your pods. Includes
native AWS integrations for
networking, and security.
Fargate runs tens of millions of containers for AWS customers every week
2019 NEW!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
C o n t a i n e r sI N S T A N C E S
NEW!
NEW!
NEW!
Amazon ECS
Amazon EKS
Amazon Fargate
NEW!
NEW!
GA!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Amazon confidential
AWS Hong Kong Region
Availability Zone
Subnet
VPC
Availability Zone
Subnet
AWS
Outposts
Subnet
Amazon S3
Use Interface Endpoints to access all regional AWS services such as DynamoDB and S3 in your
private VPC environment
Thank you!
© 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Paul Yung
pyung@amazon.com
AWS Compute Innovation and Optimization with Nitro System

Contenu connexe

Tendances

Track 5 Session 5_STG03 AWS 檔案儲存服務概觀
Track 5 Session 5_STG03 AWS 檔案儲存服務概觀Track 5 Session 5_STG03 AWS 檔案儲存服務概觀
Track 5 Session 5_STG03 AWS 檔案儲存服務概觀Amazon Web Services
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsAmazon Web Services
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceAmazon Web Services
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateAmazon Web Services
 
AWS 101: Introduction to AWS
AWS 101: Introduction to AWSAWS 101: Introduction to AWS
AWS 101: Introduction to AWSIan Massingham
 
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018Amazon Web Services
 
Moving your commercial databases to Amazon RDS
Moving your commercial databases to Amazon RDSMoving your commercial databases to Amazon RDS
Moving your commercial databases to Amazon RDSAmazon Web Services
 
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and Beyond
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and BeyondGPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and Beyond
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and BeyondAmazon Web Services
 
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用Amazon Web Services
 
AWSome Day - Solutions Architecture Best Practices
AWSome Day - Solutions Architecture Best PracticesAWSome Day - Solutions Architecture Best Practices
AWSome Day - Solutions Architecture Best PracticesAmazon Web Services
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Amazon Web Services
 
Tech Talks On Site- Edição de Maio- AutoScaling
Tech Talks On Site- Edição de Maio- AutoScalingTech Talks On Site- Edição de Maio- AutoScaling
Tech Talks On Site- Edição de Maio- AutoScalingAmazon Web Services LATAM
 
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018Amazon Web Services
 
Aws Architecture Fundamentals
Aws Architecture FundamentalsAws Architecture Fundamentals
Aws Architecture Fundamentals2nd Watch
 
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWS
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWSAWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWS
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWSAmazon Web Services
 
Analyzing Your Web and Application Logs
Analyzing Your Web and Application Logs Analyzing Your Web and Application Logs
Analyzing Your Web and Application Logs Amazon Web Services
 

Tendances (20)

Track 5 Session 5_STG03 AWS 檔案儲存服務概觀
Track 5 Session 5_STG03 AWS 檔案儲存服務概觀Track 5 Session 5_STG03 AWS 檔案儲存服務概觀
Track 5 Session 5_STG03 AWS 檔案儲存服務概觀
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
AWS 微服務架構分享
AWS 微服務架構分享AWS 微服務架構分享
AWS 微服務架構分享
 
AWS 101: Introduction to AWS
AWS 101: Introduction to AWSAWS 101: Introduction to AWS
AWS 101: Introduction to AWS
 
AWS Technical Essentials Day
AWS Technical Essentials DayAWS Technical Essentials Day
AWS Technical Essentials Day
 
SAP Modernization with AWS
SAP Modernization with AWSSAP Modernization with AWS
SAP Modernization with AWS
 
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018
Module 2: Core AWS Compute and Storage Services - Virtual AWSome Day June 2018
 
Moving your commercial databases to Amazon RDS
Moving your commercial databases to Amazon RDSMoving your commercial databases to Amazon RDS
Moving your commercial databases to Amazon RDS
 
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and Beyond
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and BeyondGPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and Beyond
GPSTEC317-From Leaves to Lawns AWS Greengrass at the Edge and Beyond
 
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用
Track 6 Session 6_ 透過 AWS AI 服務模擬、部署機器人於產業之應用
 
AWSome Day - Solutions Architecture Best Practices
AWSome Day - Solutions Architecture Best PracticesAWSome Day - Solutions Architecture Best Practices
AWSome Day - Solutions Architecture Best Practices
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Tech Talks On Site- Edição de Maio- AutoScaling
Tech Talks On Site- Edição de Maio- AutoScalingTech Talks On Site- Edição de Maio- AutoScaling
Tech Talks On Site- Edição de Maio- AutoScaling
 
AWS 101 - Tel Aviv Summit 2018
AWS 101 - Tel Aviv Summit 2018AWS 101 - Tel Aviv Summit 2018
AWS 101 - Tel Aviv Summit 2018
 
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018
[NEW LAUNCH!] Lambda Layers (SRV375) - AWS re:Invent 2018
 
Aws Architecture Fundamentals
Aws Architecture FundamentalsAws Architecture Fundamentals
Aws Architecture Fundamentals
 
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWS
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWSAWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWS
AWS Webcast - AWS 101 - Journey to the AWS Cloud: Introduction to AWS
 
Analyzing Your Web and Application Logs
Analyzing Your Web and Application Logs Analyzing Your Web and Application Logs
Analyzing Your Web and Application Logs
 

Similaire à AWS Compute Innovation and Optimization with Nitro System

透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)
透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)
透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)Amazon Web Services
 
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...Amazon Web Services
 
Transforming Enterprise IT - Virtual Transformation Day Feb 2019
Transforming Enterprise IT - Virtual Transformation Day Feb 2019Transforming Enterprise IT - Virtual Transformation Day Feb 2019
Transforming Enterprise IT - Virtual Transformation Day Feb 2019Amazon Web Services
 
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdf
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdfTransforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdf
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdfAmazon Web Services
 
News from re:Invent 2019
News from re:Invent 2019News from re:Invent 2019
News from re:Invent 2019Vladimir Simek
 
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS Summit
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS SummitGetting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS Summit
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS SummitAmazon Web Services
 
Transforming Enterprise IT - Transformation Day Montreal 2018
Transforming Enterprise IT - Transformation Day Montreal 2018Transforming Enterprise IT - Transformation Day Montreal 2018
Transforming Enterprise IT - Transformation Day Montreal 2018Amazon Web Services
 
AWSome Day Online 2020_Module 2: Getting started with the cloud
AWSome Day Online 2020_Module 2: Getting started with the cloudAWSome Day Online 2020_Module 2: Getting started with the cloud
AWSome Day Online 2020_Module 2: Getting started with the cloudAmazon Web Services
 
AWS SSA Webinar 7 - Getting Started on AWS
AWS SSA Webinar 7 - Getting Started on AWSAWS SSA Webinar 7 - Getting Started on AWS
AWS SSA Webinar 7 - Getting Started on AWSCobus Bernard
 
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...Amazon Web Services
 
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...Amazon Web Services
 
AWS CZSK Webinář 2020.03: AWS Outposts
AWS CZSK Webinář 2020.03: AWS OutpostsAWS CZSK Webinář 2020.03: AWS Outposts
AWS CZSK Webinář 2020.03: AWS OutpostsVladimir Simek
 
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018Amazon Web Services
 
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018Amazon Web Services
 
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...Amazon Web Services LATAM
 
Transforming Enterprise IT- Transformation Day Philadelphia 2018
Transforming Enterprise IT- Transformation Day Philadelphia 2018Transforming Enterprise IT- Transformation Day Philadelphia 2018
Transforming Enterprise IT- Transformation Day Philadelphia 2018Amazon Web Services
 
20200513 - CloudComputing UCU
20200513 - CloudComputing UCU20200513 - CloudComputing UCU
20200513 - CloudComputing UCUMarcia Villalba
 
dotNET and Windows Workloads on AWS
dotNET and Windows Workloads on AWSdotNET and Windows Workloads on AWS
dotNET and Windows Workloads on AWSAmazon Web Services
 
IOT311_Customer Stories of Things, Cloud, and Analytics on AWS
IOT311_Customer Stories of Things, Cloud, and Analytics on AWSIOT311_Customer Stories of Things, Cloud, and Analytics on AWS
IOT311_Customer Stories of Things, Cloud, and Analytics on AWSAmazon Web Services
 
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...Amazon Web Services
 

Similaire à AWS Compute Innovation and Optimization with Nitro System (20)

透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)
透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)
透過最新的 AWS 服務在 2019 年為您的業務轉型 (Level 200)
 
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...
Leadership Session: Learn about 10 Years' of Windows and .NET Innovation on A...
 
Transforming Enterprise IT - Virtual Transformation Day Feb 2019
Transforming Enterprise IT - Virtual Transformation Day Feb 2019Transforming Enterprise IT - Virtual Transformation Day Feb 2019
Transforming Enterprise IT - Virtual Transformation Day Feb 2019
 
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdf
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdfTransforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdf
Transforming Enterprise IT - AWS Transformation Days Raleigh 2018.pdf
 
News from re:Invent 2019
News from re:Invent 2019News from re:Invent 2019
News from re:Invent 2019
 
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS Summit
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS SummitGetting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS Summit
Getting Started with ARM-Based EC2 A1 Instances - CMP302 - Anaheim AWS Summit
 
Transforming Enterprise IT - Transformation Day Montreal 2018
Transforming Enterprise IT - Transformation Day Montreal 2018Transforming Enterprise IT - Transformation Day Montreal 2018
Transforming Enterprise IT - Transformation Day Montreal 2018
 
AWSome Day Online 2020_Module 2: Getting started with the cloud
AWSome Day Online 2020_Module 2: Getting started with the cloudAWSome Day Online 2020_Module 2: Getting started with the cloud
AWSome Day Online 2020_Module 2: Getting started with the cloud
 
AWS SSA Webinar 7 - Getting Started on AWS
AWS SSA Webinar 7 - Getting Started on AWSAWS SSA Webinar 7 - Getting Started on AWS
AWS SSA Webinar 7 - Getting Started on AWS
 
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...
Rightsizing Your Silicon Design Environment: Elastic Clusters for EDA Workloa...
 
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...
RET303_Drive Warehouse Efficiencies with the Same AWS IoT Technology that Pow...
 
AWS CZSK Webinář 2020.03: AWS Outposts
AWS CZSK Webinář 2020.03: AWS OutpostsAWS CZSK Webinář 2020.03: AWS Outposts
AWS CZSK Webinář 2020.03: AWS Outposts
 
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018
Realize Value of Your Microsoft Investments - Transformation Day Montreal 2018
 
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018
Leadership Session: AWS Semiconductor (MFG201-L) - AWS re:Invent 2018
 
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...
Transformation Track AWS Cloud Experience Argentina - Why Enterprise Workload...
 
Transforming Enterprise IT- Transformation Day Philadelphia 2018
Transforming Enterprise IT- Transformation Day Philadelphia 2018Transforming Enterprise IT- Transformation Day Philadelphia 2018
Transforming Enterprise IT- Transformation Day Philadelphia 2018
 
20200513 - CloudComputing UCU
20200513 - CloudComputing UCU20200513 - CloudComputing UCU
20200513 - CloudComputing UCU
 
dotNET and Windows Workloads on AWS
dotNET and Windows Workloads on AWSdotNET and Windows Workloads on AWS
dotNET and Windows Workloads on AWS
 
IOT311_Customer Stories of Things, Cloud, and Analytics on AWS
IOT311_Customer Stories of Things, Cloud, and Analytics on AWSIOT311_Customer Stories of Things, Cloud, and Analytics on AWS
IOT311_Customer Stories of Things, Cloud, and Analytics on AWS
 
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...
Implementing Multi-Region AWS IoT, ft. Analog Devices (IOT401) - AWS re:Inven...
 

Plus de Amazon Web Services

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Amazon Web Services
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Amazon Web Services
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSAmazon Web Services
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Amazon Web Services
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...Amazon Web Services
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareAmazon Web Services
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSAmazon Web Services
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAmazon Web Services
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareAmazon Web Services
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWSAmazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckAmazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without serversAmazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...Amazon Web Services
 
Come costruire un'architettura Serverless nel Cloud AWS
Come costruire un'architettura Serverless nel Cloud AWSCome costruire un'architettura Serverless nel Cloud AWS
Come costruire un'architettura Serverless nel Cloud AWSAmazon Web Services
 
AWS Serverless per startup: come innovare senza preoccuparsi dei server
AWS Serverless per startup: come innovare senza preoccuparsi dei serverAWS Serverless per startup: come innovare senza preoccuparsi dei server
AWS Serverless per startup: come innovare senza preoccuparsi dei serverAmazon Web Services
 
Crea dashboard interattive con Amazon QuickSight
Crea dashboard interattive con Amazon QuickSightCrea dashboard interattive con Amazon QuickSight
Crea dashboard interattive con Amazon QuickSightAmazon Web Services
 
Costruisci modelli di Machine Learning con Amazon SageMaker Autopilot
Costruisci modelli di Machine Learning con Amazon SageMaker AutopilotCostruisci modelli di Machine Learning con Amazon SageMaker Autopilot
Costruisci modelli di Machine Learning con Amazon SageMaker AutopilotAmazon Web Services
 

Plus de Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Come costruire un'architettura Serverless nel Cloud AWS
Come costruire un'architettura Serverless nel Cloud AWSCome costruire un'architettura Serverless nel Cloud AWS
Come costruire un'architettura Serverless nel Cloud AWS
 
AWS Serverless per startup: come innovare senza preoccuparsi dei server
AWS Serverless per startup: come innovare senza preoccuparsi dei serverAWS Serverless per startup: come innovare senza preoccuparsi dei server
AWS Serverless per startup: come innovare senza preoccuparsi dei server
 
Crea dashboard interattive con Amazon QuickSight
Crea dashboard interattive con Amazon QuickSightCrea dashboard interattive con Amazon QuickSight
Crea dashboard interattive con Amazon QuickSight
 
Costruisci modelli di Machine Learning con Amazon SageMaker Autopilot
Costruisci modelli di Machine Learning con Amazon SageMaker AutopilotCostruisci modelli di Machine Learning con Amazon SageMaker Autopilot
Costruisci modelli di Machine Learning con Amazon SageMaker Autopilot
 

AWS Compute Innovation and Optimization with Nitro System

  • 1. Paul Yung Head of Partner Ecosystem – Hong Kong & Taiwan pyung@amazon.com
  • 2. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2019
  • 3. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 4. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2019
  • 5. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2019
  • 6. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2019
  • 7. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. re:Invent 2019
  • 8. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. State of the Union: Compute & DevOps
  • 9. The broadest and deepest cloud platform for today’s builders A W S C o n f i d e n t i a l – D O N O T D I S T R I B U T E
  • 10. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Azure GCP DowntimeHoursByMajorCloudProvider Normalizedsumofdowntimehours(Jan2018-December2019)aspublishedbythemajorproviders “There is no compression algorithm for experience.” - Andy Jassy, AWS CEO Operational Excellence
  • 11. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. “Amazon, the clear market leader, nudged its market share upwards and remains equivalent in size to its next four competitors combined.” Source: https://www.srgresearch.com/articles/fourth-quarter-growth-cloud-services-tops-banner-year-cloud-providers Synergy provides quarterly market tracking and segmentation data on IT and Cloud related markets, including vendor revenues by segment and by region. Market shares and forecasts are provided via Synergy’s uniquely designed online database tool, which enables easy access to complex data sets. To speak to an analyst or to find out how to receive a copy of a Synergy report, please contact Heather Gallo at hgallo@srgresearch.com or 775-852-3330 extension 101. Innovate to Scale - Benefit of Economies of Scale
  • 12. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Where innovation starts we start with the customer and work backwards
  • 13. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Great products and services come from deeply understanding the customer.
  • 14. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Working backwards process Press Release FAQs Visuals
  • 15. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. 1. Who is our customer? 2. What is the customer problem or opportunity? 3. What is the most important customer benefit? 4. How do we know what our customer needs or wants? 5. What does the experience look like? 5 Working Backward Questions
  • 16. 48 82 160 280 516 722 1017 1430 1,957 0 500 1000 1500 2000 2500 2009 2011 2012 2013 2014 2015 2016 2017 2018 #SERVICESANDFEATURESRELEASED • Customer-driven services and features • 90% of roadmap originates with customer requests and designed to meet specific needs
  • 17. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. We push ourselves to invent on behalf of the customer.
  • 18. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 19. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 20. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. I N S T A N C E S
  • 21. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Original EC2 host architecture SERVER Management, Security & Monitoring Storage Customer Instances Networking Hypervisor
  • 22. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Original EC2 host architecture SERVER Management, Security & Monitoring Storage Customer Instances Networking Hypervisor Performance Unabletoachievebare metal-likeperformance Patching Interruptiontocustomer workloadswhenhypervisor neededtobepatched Efficiency 20%+ofavailablecompute capacitylosttohypervisor
  • 23. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Innovation enabled by AWS Nitro System Nitro Cards Nitro Security Chip Nitro Hypervisor VPC Networking Amazon EBS Local NVMe Storage System Controller Integrated into motherboard Protects hardware resources Hardware Root of Trust Lightweight hypervisor Memory and CPU allocation Bare Metal-like performance Modular building blocks for rapid design and delivery of EC2 instances
  • 24. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. The Nitro system architecture SERVER Management, Security & Monitoring Storage Customer Instances Networking Hypervisor NITRO
  • 25. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. 0 3 6 9 12 15 18 C5 Instances M5 Instances EBS-Optimized Instance Bandwidth Instances Instances with Nitro 1.8X 1.5X without Nitro 0 20000 40000 60000 80000 100000 C5 Instances M5 Instances EBS-Optimized Instance IOPS Instances Instances with Nitrowithout Nitro 1.2X Nitro instances provide bandwidth, performance, and price improvements over previous instance generations 1.3X The Nitro system architecture
  • 26. Nitro-enabled Innovation - 270+ instances across 42 instance types 270 + 2017
  • 27. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Own and have access to encrypted confidential data Instance Internal system admins, developers, applications Customers want to be able to create an isolated environment to process highly sensitive data, like: • Personally identifiable information (PII) • Healthcare information • Intellectual property • Trade secrets without providing access to their own authorized system administrators, developers, and applications
  • 28. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Secure isolation Flexible resource allocation Support for wide range of workloads Instance A Enclave A Instance B Nitro Hypervisor Additional isolation within an EC2 instance 2019 NEW!
  • 29. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Intel® Xeon® Scalable (Skylake, Cascade Lake) processor AMD EPYC processorNVIDIA V100 Tensor Core GPUs Right compute for the workload AWS Graviton Processor (arm)
  • 30.
  • 31. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Graviton Processor Amazon EC2 A1 Run scale-out and Arm-based applications in the cloud Up to 45% cost savings AWS Graviton Processor 64-bit Arm Neoverse cores and custom AWS silicon Flexibility and choice for your workloads Lower cost Maximize resource efficiency with AWS Nitro System
  • 32. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. OSVs and ISVs Plus: Fedora Rawhide, Fedora Atomic, Debian 9.8, FreeBSD, openSUSE Leap, Ubuntu 18.10 (Cosmic), 19.04 (Disco), and 19.10 (Eoan) More coming soon. Amazon Linux 2 Ubuntu 16.04LTS, 18.04LTS and newer Red Hat Enterprise Linux 7.6 and 8.0 SUSE Linux Enterprise Server 15 Datadog Agent for AWS Graviton / Arm Crowdstrike Falcon cloud- native endpoint protection Tools and software AWS MarketplaceAWS Systems Manager Amazon CloudWatch AWS CodePipeline AWS Cloud9 AWS CodeCommit Amazon Inspector AWS Batch AWS CodeBuild Amazon Corretto OpenJDK Containers Amazon Elastic Container Service Amazon Elastic Kubernetes Service Docker Desktop Community and Docker Enterprise Engine Micro VMs
  • 33. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  • 34. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. 7 nm Up to 64 vCPUs 7x 4x 5x Graviton Processor Graviton2 Processor Enabling the best price/performance for your cloud workloads 2019 NEW!
  • 35. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. M6g C6g R6g Up to 40% better price-performance for general purpose, compute intensive, and memory intensive workloads. Built for: General-purpose workloads such as application servers, mid-size data stores, and microservices. Built for: Compute intensive applications such as HPC, video encoding, gaming, and simulation workloads. Built for: Memory intensive workloads such as open-source databases, or in-memory caches. 2019 NEW!
  • 36. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. 40 60 80 100 120 140 160 S P E C I N T 2 0 1 7 ( E s t i m a t e ) N G I N X M E M C A C H E D PERCENTAGE
  • 37. 1.7 GHz 1.75 GB 160 GB 250 Mbps Your applications run on a “virtual CPU”, the equivalent of a 1.7 GHz Xeon processor, 1.75 GB of RAM, 160 GB of local disk and 250 Mbps of network bandwidth Evolution of EC2 and the Nitro Platform
  • 38. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. 1.7 GHz 1.75 GB 160 GB 250 Mbps 4.0 GHz 24 TiB 60 TB 100 Gbps 48 TB d2.8xlarge
  • 39. Categories Capabilities Options Broadest and deepest platform choice for compute instances General purpose Burstable Compute intensive Memory intensive Storage (High I/O) Dense storage GPU compute Graphics intensive Elastic Block Store Elastic Inference Choice of processor (AWS, Intel, AMD) Fast processors (up to 4.0 GHz) High memory footprint (up to 12 TiB) Instance storage (HDD and NVMe) Accelerated computing (GPUs and FPGA) Networking (up to 100 Gbps) Bare Metal Size (Nano to 32xlarge) 270 +instance types for virtually every workload and business need
  • 40. Categories Capabilities Options Broadest and deepest platform choice for compute instances General purpose Burstable Compute intensive Memory intensive Storage (High I/O) Dense storage GPU compute Graphics intensive Elastic Block Store Elastic Inference Choice of processor (AWS, Intel, AMD) Fast processors (up to 4.0 GHz) High memory footprint (up to 12 TiB) Instance storage (HDD and NVMe) Accelerated computing (GPUs and FPGA) Networking (up to 100 Gbps) Bare Metal Size (Nano to 32xlarge) 270 +instance types for virtually every workload and business need How do you select the right instance to launch and optimize?
  • 41. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Compute Optimizer Recommends optimal instances for EC2 and and EC2 Auto Scaling groups from 140+ instances from M, C, R, T, and X families Lower costs performance insights from millions of workloads Saves time comparing 2019 NEW!
  • 42. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Compute Optimizer Identify optimal AWS Compute resources for your workloads Mettle scans your AWS infrastructure and uses machine learning to automatically identify optimal AWS resources for your workloads Identifies workload characteristics and profile based on the data gathered Matches the resource requirements of your workloads to optimal AWS resources by recommending: CloudWatch Metrics EC2 Instance EC2 Auto Scaling Groups Helps you visualize what-if scenarios based on the recommended resources AWS resources metadata Lower costs Optimize performance Get started quickly
  • 43. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. New services that recommends optimal AWS Compute resources to reduce costs up to 25% Recommends optimal EC2 instances Optimizes performance and reduce costs by making recommendations to help you right size compute to your workloads Analyzes CloudWatch Metrics and considers Auto Scaling group configuration for intuitive and actionable recommendations Up to three recommendations per workload Available at no additional charge
  • 44. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. % Infrastructure Cost Machine Learning Training (<10%) Machine Learning Inference (>90%)
  • 45. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. ASIC Chart for illustrative purposes GPU CPU Performance/WATT Applications
  • 46. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. High performance Low cost AWS NeuronAWS Custom 2nd Gen Intel Xeon Scalable Processors AWS InferentiaAWS Nitro 2019 NEW!
  • 47. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Object detection Natural language processing Personalization Speech recognition Image processing Fraud detection The Fastest and lowest cost machine leaning inference in the cloud Inf1 delivers up to 3X higher throughput and up to 40% lower cost (vs G4 CPU)
  • 48. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. • Available in 4 sizes • Single and multi chip instances • AWS 2nd Gen Intel Xeon Scalable Processors • Up to 100Gbps networking bandwidth Instance size vCPUs Memory (GIB) Storage Inferentia Chips Neuron Core Pipeline Mode Network B/W EBS B/W inf1.xlarge 4 8 EBS only 1 N/A Up to 25 Gbps Up to 3.5 Gbps inf1.2xlarge 8 16 EBS only 1 N/A Up to 25 Gbps Up to 3.5 Gbps inf1.6xlarge 24 48 EBS only 4 Yes 25 Gbps 3.5 Gbps inf1.24xlarge 96 192 EBS only 16 Yes 100 Gbps 14 Gbps • Will support managed services such as Amazon SageMaker, EKS and ECS
  • 49. AWS Outposts - General Available Industry standard 42U rack Fully assembled, ready to be rolled into final position Installed by AWS, simply plugged into power and network Centralized redundant power conversion unit and DC distribution system for higher reliability, energy efficiency, easier serviceability Redundant active components including top of rack switches and hot spare hosts Dimensions • 24” Wide • 48” Deep • 80” Tall GA !
  • 50. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Applications that are sensitive to latency and variability in latency • Need for near real time responses to end user applications • Need to control on-site equipment • Need to communicate with other on-premises systems • Need to ensure integrity of ingested signal (e.g. at live events before broadcasting) • Need to reliably process messages from industrial equipment to monitor production • Need for managing local data stores Applications that process data locally Applications that need to remain on-premises
  • 51. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. same Same operational consistency Same tools for automation, deployments, and security controls Same services and APIs Same pace of innovation as in the cloud Same reliable, secure, and high performance infrastructure
  • 52. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Same AWS-designed infrastructure as in AWS data centers (built on AWS Nitro System) Fully managed, monitored, and operated by AWS as if in AWS Regions Single pane of management in the cloud providing the same APIs and tools as in AWS Regions AWS Outposts: bringing AWS on-premises
  • 53. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Available in 2 Variants VMware APIs and services to leverage existing skills, automation, and governance policies For customers running VMware SDDC on-premises AWS APIs, services, and features as in the AWS cloud EC2 and EBS with support for services including RDS, ECS, EKS, EMR, ALB, others Native AWS VMware Cloud on AWS
  • 54. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. • Compute & Storage—Amazon EC2 instances and EBS volumes • Networking—Amazon VPC • Database—Amazon Relational Database Service (RDS) • Containers—Amazon Elastic Container Service (ECS) & Amazon Elastic Kubernetes Service (EKS) • Data Processing—Amazon Elastic Map Reduce (EMR) Run AWS services locally Available at GA or soon after
  • 55. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. EC2 Auto Scaling Groups AWS CloudFormation CloudWatch CloudTrail Elastic BeanStalk Cloud9 and more… With the same AWS APIs & tools as in the AWS Region
  • 56. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Hong Kong Region Availability Zone Subnet VPC Availability Zone Subnet
  • 57. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. AWS Hong Kong Region Availability Zone Subnet VPC Availability Zone Subnet AWS Outposts Subnet Instances in the Outpost can securely talk to other instances in the VPC via private IP addresses
  • 58. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. C o n t a i n e r s
  • 59. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Broadest Choice for running containers Management Deployment, Scheduling, Scaling & Management of containerized applications Hosting Where the containers run Amazon Elastic Container Service (ECS) Amazon Elastic Kubernetes Service (EKS) Amazon EC2 AWS Fargate Image Registry Container Image Repository Amazon Elastic Container Registry
  • 60. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Managed by AWS No servers or clusters to provision, scale or manage Elastic Serverless for optimum elasticity Scale up & down seamlessly. Pay only for what you use Integrated with the AWS ecosystem: VPC Networking, Elastic Load Balancing, IAM Permissions, CloudWatch and more. Run Kubernetes pods or ECS tasks. AWS Fargate - only compute engine that allow you to run containers without having to manage servers 40% of customers adopting an AWS container service choose AWS Fargate
  • 61. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Bring existing pods Production ready Right-Sized and Integrated You don’t need to change your existing pods. Fargate works with existing workflows and services that run on Kubernetes. Launch ten or tens of thousands of pods in seconds. Easily run pods across multiple AZs for high-availability. Only pay for the resources you need to run your pods. Includes native AWS integrations for networking, and security. Fargate runs tens of millions of containers for AWS customers every week 2019 NEW!
  • 62. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. C o n t a i n e r sI N S T A N C E S NEW! NEW! NEW! Amazon ECS Amazon EKS Amazon Fargate NEW! NEW! GA!
  • 63. © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Amazon confidential AWS Hong Kong Region Availability Zone Subnet VPC Availability Zone Subnet AWS Outposts Subnet Amazon S3 Use Interface Endpoints to access all regional AWS services such as DynamoDB and S3 in your private VPC environment
  • 64. Thank you! © 2020, Amazon Web Services, Inc. or its affiliates. All rights reserved. Paul Yung pyung@amazon.com