Ease.ml is a declarative machine learning service platform. It enables users to upload their datasets and start model selection and tuning jobs. Given the schema of the dataset, ease.ml does an automatic search for applicable models and performs training, prediction and evaluation. All models are stored as Docker images which allows greater portability and reproducibility.
For more details, check out out recent publications:
T Li, J Zhong, J Liu, W Wu, C Zhang. Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads. VLDB 2018. [PDF]
Bojan Karlas, Ji Liu, Wentao Wu, Ce Zhang. Ease.ml in Action: Towards Multi-tenant Declarative Learning Services. VLDB (Demo) 2018. [PDF]
The project is being developed by the DS3 Lab at ETH Zurich and is still in its early stages. Stay tuned for more updates.
- go and packr2
- nodejs and npm
- Mongo DB
- Docker
sudo snap install --classic go
Make sure the go binary directory is in PATH (add this to the ~/.profile
file):
export GOPATH=$HOME/go
export PATH=$PATH:/usr/local/go/bin:$GOPATH/bin
Install packr2 which we will be using to bundle the web UI files into the go binary:
go get -v -u github.com/gobuffalo/packr/v2/...
curl -sL https://deb.nodesource.com/setup_10.x | sudo -E bash -
sudo apt-get install -y nodejs
sudo apt-get install -y npm
See this page.
sudo apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv 9DA31620334BD75D9DCB49F368818C72E52529D4
echo "deb [ arch=amd64 ] https://repo.mongodb.org/apt/ubuntu trusty/mongodb-org/4.0 multiverse" | sudo tee /etc/apt/sources.list.d/mongodb-org-4.0.list
sudo apt-get update
sudo apt-get install -y mongodb-org
If you would like to set up a different database directory
mongod --dbpath <your_new_db_path>
See this page.
sudo apt install apt-transport-https ca-certificates curl software-properties-common
curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu bionic stable"
sudo apt update
sudo apt install docker-ce
To enable execution of docker commands without sudo, add the current user to the docker
group:
sudo usermod -aG docker ${USER}
su - ${USER}
go get -v github.com/ds3lab/easeml
cd $GOPATH/src/github.com/ds3lab/easeml/engine
#Install in GOPATH/bin
make install
# Alternative:
# Install in ALT_PATH
# ALT_PATH should be added to PATH
make install INSTALL_PATH=ALT_PATH
easeml start --browser