A plaform for online learning that curtails data latency and saves you cost.
WARNING: The project is in pre-alpha state. Please use with caution.
It is recommended to run Continuum with Docker 18.03+. Following is a basic walkthrough.
git clone https://github.com/All-less/continuum.git
cd continuum
# start a local swarm cluster
docker swarm init
# deploy frontends
docker stack deploy -c docker/docker-compose-frontend.yml continuum-frontend
# register application "test-app"
curl -X POST \
--header "Content-Type:application/json" \
-d '{"name":"test-app", "input_type":"doubles", "default_output":"-1.0", "latency_slo_micros":100000 }' \
http://0.0.0.0:1338/admin/add_app
# deploy backends
docker stack deploy -c docker/docker-compose-backend.yml continuum-backend
# send data to perform retrain
curl -X POST \
--header "Content-Type:application/json" \
-d '{"data":[[1.0, 2.0]]}'\
http://0.0.0.0:1339/test-app/upload
The project is inspired by Clipper.