Add from-registry job
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Jenkinsfile-predict-s444356-from-registry
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Jenkinsfile-predict-s444356-from-registry
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pipeline {
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agent {
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docker {
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image 's444409-create-dataset'
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args '-v /mlruns:/mlruns'
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}
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}
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stages {
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stage('Predict values using model from artifact') {
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steps {
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sh "python predict_s444356-from-registry.py"
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}
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}
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}
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}
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predict_s444356-from-registry.py
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predict_s444356-from-registry.py
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import json
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import mlflow
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import numpy as np
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logged_model = '/mlruns/13/da5c6167bb45403fa35569849a1fbc13/artifacts/model'
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loaded_model = mlflow.pyfunc.load_model(logged_model)
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with open(f'{logged_model}/input_example.json') as f:
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data = json.load(f)
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input_example = np.array([data['inputs'][0]], dtype=np.float64).reshape(-1, 2)
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print(f'Prediction: {loaded_model.predict(input_example)}')
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