marceloamaral / kepler-model-server

Model Server for Kepler

Kepler Power Model

Get started with Kepler Model Server.

This repository contains source code related to Kepler power model. The modules in this reposioty connects to core Kepler project and kepler-model-db as below.

Deployment

Deploy with estimator sidecar

OPTS="ESTIMATOR" make deploy

Deploy with estimator sidecar and model server

OPTS="ESTIMATOR SERVER" make deploy

Local test

via docker

1. Build image for testing, run

   make build-test
   

2. Run the test

   Test case	Command
   Training pipeline	make test-pipeline
   Model server	make test-model-server
   Estimator	make test-estimator
   Offline Trainer	make test-offline-trainer

   For more test information, check here.

with native python (3.8+) environment

1. Prepare environment

   pip install -r ../dockerfiles/requirements.txt

2. Run the test

   Test case	Command
   Training pipeline	python -u ./tests/pipeline_test.py
   Model server	Terminal 1: python src/server/model_server.py Terminal 2: python -u tests/estimator_model_request_test.py
   Estimator	Terminal 1: python src/estimate/estimator.py Terminal 2: python -u tests/estimator_power_request_test.py
   Offline Trainer	Terminal 1: python src/train/offline_trainer.py Terminal 2: python -u tests/offline_trainer_test.py

   For more test information, check here.

Contributing

Please check the roadmap and guidelines to join us here.