Add scripts to use someones model

This commit is contained in:
Marcin Kostrzewski 2022-05-11 18:19:02 +02:00
parent 4ebdc06dbe
commit 39acc4bd27
2 changed files with 36 additions and 0 deletions

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pipeline {
agent {
docker {
image 's444409-create-dataset'
}
}
stages {
stage('Get dataset from artifact') {
steps {
copyArtifacts projectName: 's444356-training/master', selector: lastSuccessful()
}
}
stage('Predict values using model from artifact') {
steps {
sh "python predict_s444356.py"
}
}
}
}

16
predict_s444356.py Normal file
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import json
import mlflow
import numpy as np
import torch
from torch.autograd import Variable
logged_model = 'mlruns/1/d5b6f9c1784a4d2dbb8592cd4ad364d7/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])
input_example = Variable(torch.from_numpy(input_example)).float()
loaded_model.predict(input_example)