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

Build image for testing, run
```
make build-test
```
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.

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

with native python (3.8+) environment

Prepare environment

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

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