{"repo":"sustainable-computing-io/kepler-model-server","free":true,"listed":false,"github":"https://github.com/sustainable-computing-io/kepler-model-server","clone":"git clone https://github.com/sustainable-computing-io/kepler-model-server.git","description":"Model Server for Kepler","language":"Python","stars":29,"topics":["machine-learning","model-server","stream-processing","online-machine-learning","sustainability","tensorflow","tensorflow2","prometheus","tensorflow-io"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Kepler Power Model Get started with Kepler Model Server. This repository contains source code related to Kepler power model. The modules in this repository connects to core Kepler project and kepler-model-db as below. For more details, check the component diagram. Model server and estimator deployment Using Kepler Operator Using manifests with setup script Deploy with estimator sidecar Deploy with estimator sidecar and model server Model Training - Use Tekton pipeline Local test Via docker 1. Build image for testing, run 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 environment Compatible version: python 3.10 1. Install hatch 2. Prepare environment 3. Run the test Test case Command ----------------------------- -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- Training pipeline python -u ./tests/pipeline test.py Model server Terminal 1: export MODEL PATH=$(pwd)/tests/models;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 powe","default_branch":null,"files":null,"tree":[],"storefront":"/r/sustainable-computing-io","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/sustainable-computing-io/kepler-model-server/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}