sustainable-computing-io/kepler-model-server
Kai Liu
Kepler Power Model
Link to Kepler Model Server: https://github.com/sustainable-computing-io/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.
Model server and estimator deployment
Deploy with estimator sidecar
Deploy with estimator sidecar and model server
Model training
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.
with native python environment
Compatible version: python 3.8
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
Please check the roadmap and guidelines to join us here.
Like this project
Posted Jan 5, 2024
Model Server for Kepler. Contribute to sustainable-computing-io/kepler-model-server development by creating an account on GitHub.
Likes
0
Views
2
sustainable-computing-io/kepler
Symptomcare.org
sustainable-computing-io/kepler-operator