Add from-registry job

This commit is contained in:
Marcin Kostrzewski 2022-05-11 20:50:59 +02:00
parent e9d1153a35
commit cfab6beb44
2 changed files with 30 additions and 0 deletions

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pipeline {
agent {
docker {
image 's444409-create-dataset'
args '-v /mlruns:/mlruns'
}
}
stages {
stage('Predict values using model from artifact') {
steps {
sh "python predict_s444356-from-registry.py"
}
}
}
}

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import json
import mlflow
import numpy as np
logged_model = '/mlruns/13/da5c6167bb45403fa35569849a1fbc13/artifacts/model'
loaded_model = mlflow.pyfunc.load_model(logged_model)
with open(f'{logged_model}/input_example.json') as f:
data = json.load(f)
input_example = np.array([data['inputs'][0]], dtype=np.float64).reshape(-1, 2)
print(f'Prediction: {loaded_model.predict(input_example)}')