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SLA Predictor

Acknowledgements

This work has been supported by the EU H2020 project CLASS, contract #780622.

Microservice

  1. Build and run microservice image from microservice folder
docker build -t micro-sla .

docker run -d --network-alias=micro-sla --name micro-sla -p 5002:5002 micro-sla
  1. Call the predictSLA function from the microservice with values for workers (X) and exectime (Y)
localhost:5002/predictSLA?workers=X&exectime=Y

Notebooks

CLASS_SLA-EDA.ipynb -> Exploratory Data Analysis
CLASS_SLA-data.ipynb -> Training data generation
CLASS_SLA-model-NN.ipynb -> Neural networks research
CLASS_SLA-model-regression.ipynb -> Regression models benchmark
CLASS_SLA-model-classification.ipynb -> Classification models benchmark and final model implementation

More information about the notebooks is detailed in "D4.6 Validation of the Cloud Data Analytics Service Management and Scalability components" in Section 4.2

LICENSE

SLA Predictor is licensed under Apache License, version 2.