Awesome
InfiniCache
InfiniCache is the first-of-its-kind, cost-effective, and high-performance, in-memory object cache that is built atop ephemeral cloud functions. InfiniCache is 31x - 96x cheaper than traditional cloud cache services.
Our USENIX FAST'20 Paper: InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache
Press:
- IEEE Spectrum: Cloud Services Tool Lets You Pay for Data You Use—Not Data You Store
- Mikhail Shilkov's detailed paper review: InfiniCache: Distributed Cache on Top of AWS Lambda (paper review)
Change log
- 03/07/2020: Updated deploy procedure and fixed the bug (incorrect path) in the scripts under
deploy/
.
Prepare
-
EC2 Proxy
Amazon EC2 AMI: ubuntu-xenial-16.04
Golang version: 1.12
Be sure the port 6378 - 7380 is avaiable on the proxy
We recommend that EC2 proxy and Lambda functions are under the same VPC network, and deploy InfiniCache on a EC2 instance with powerful CPU and high bandwidth (
c5n
family maybe a good choice). -
Golang install
Jump to install_go.md
-
Package install
Install basic package
sudo apt-get update sudo apt-get -y upgrade sudo apt install awscli sudo apt install zip
Clone this repo
go get -u github.com/mason-leap-lab/infinicache
Run
aws configure
to setup your AWS credential.aws configure
-
Lambda Runtime
Lambda Role setup
Go to AWS IAM console and create a role for the lambda cache node (Lambda function).
AWS IAM console -> Roles -> Create Role -> Lambda ->
AWSLambdaFullAccess,
AWSLambdaVPCAccessExecutionRole,
AWSLambdaENIManagementAccess
Enable Lambda internet access under VPC
Plese refer to this article. (You could skip this step if you do not want to run InfiniCache under VPC).
-
S3
Create the S3 bucket to store the zip file of the Lambda code and data output from Lambda functions. Remember the name of this bucket for the configuration in next step.
-
Configuration
Lambda function create and config
Edit
deploy/create_function.sh
anddeploy/update_function.sh
PREFIX="your lambda function prefix" S3="your bucket name" cluster=400 # number of lambda in the cache pool mem=1536
Edit destination S3 bucket in
lambda/collector/collector.go
, this bucket is for the bill duration log from CloudWatch.AWSRegion = "us-east-1" S3BUCKET = "your bucket name"
Edit
lambda/migrator/client.go
, change AWS region if necessary.AWSRegion = "us-east-1"
Edit the aws settings and the VPC configuration in
deploy/deploy_function.go
. If you do not want to run InfiniCache under VPC, you do not need to modify thesubnet
andsecurityGroup
settings.ROLE = "arn:aws:iam::[aws account id]:role/[role name]" REGION = "us-east-1" ... ... subnet = []*string{ aws.String("your subnet 1"), aws.String("your subnet 2"), } securityGroup = []*string{ aws.String("your security group") }
Run script to create and deploy lambda functions (Also, if you do not want to run InfiniCache under VPC, you need to set the
vpc
flag to befalse
indeploy/create_function.sh
).export GO111MODULE="on" go get deploy/create_function.sh 60
Proxy configuration
Edit
proxy/server/config.go
, change the aws region, cluster size, and prefix of the Lambda functions.const AWSRegion = "us-east-1" const NumLambdaClusters = 400 const LambdaPrefix = "Your Lambda Function Prefix" const ServerPublicIp = "" // Leave it empty if using VPC.
Execution
-
Proxy server
Run
make start
to start proxy server.make start
would print nothing to the console. If you want to check the log message, you need to set thedebug
flag to betrue
in theproxy/proxy.go
.make start
To stop proxy server, run
make stop
. Ifmake stop
is not working, you could usepgrep proxy
,pgrep go
to find the pid, and check theinfinicache pid
and kill them. -
Client library
The toy demo for Client Library
go run client/example/main.go
The result should be
~$ go run client/example/main.go 2020/03/08 05:05:19 EcRedis Set foo 14630930 2020/03/08 05:05:19 EcRedis Got foo 3551124 ( 2677371 865495 )
Related repo
Client library ecRedis
Redis protocol redeo
Benchmarking tool redbench
To cite InfiniCache
@inproceedings {246184,
author = {Ao Wang and Jingyuan Zhang and Xiaolong Ma and Ali Anwar and Lukas Rupprecht and Dimitrios Skourtis and Vasily Tarasov and Feng Yan and Yue Cheng},
title = {InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache},
booktitle = {18th {USENIX} Conference on File and Storage Technologies ({FAST} 20)},
year = {2020},
isbn = {978-1-939133-12-0},
address = {Santa Clara, CA},
pages = {267--281},
url = {https://www.usenix.org/conference/fast20/presentation/wang-ao},
publisher = {{USENIX} Association},
month = feb,
}
Contributing
Please feel free to hack on InfiniCache! We're happy to accept contributions.