save ml model, copy artifacts from branch
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@ -5,7 +5,7 @@ pipeline {
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stages {
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stage('Get arifacts') {
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steps {
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copyArtifacts fingerprintArtifacts: true, projectName: 's444507-create-dataset', selector: lastSuccessful()
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copyArtifacts fingerprintArtifacts: true, projectName: 's444507-create-dataset/master/', selector: lastSuccessful()
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}
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}
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stage('Show stats') {
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@ -17,7 +17,7 @@ pipeline {
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}
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post {
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success {
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archiveArtifacts artifacts: 'Car_Prices_Poland_Kaggle*, prediction_results.csv', followSymlinks: false
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archiveArtifacts artifacts: 'Car_Prices_Poland_Kaggle*, prediction_results.csv, CarPrices_pytorch_model.pkl', followSymlinks: false
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}
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}
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}
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@ -109,10 +109,10 @@ print("The accuracy is", accuracy_score(labels_test, np.argmax(pred, axis=1)))
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# print(labels_test[0])
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print("Saving model to file...")
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torch.save(model, "CarPrices_pytorch.pkl")
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print("Model saved with name: CarPrices_pytorch.pkl")
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torch.save(model, "CarPrices_pytorch_model.pkl")
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print("Model saved with name: CarPrices_pytorch_model.pkl")
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saved_model = torch.load("CarPrices_pytorch.pkl")
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saved_model = torch.load("CarPrices_pytorch_model.pkl")
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print(np.argmax(saved_model(x_test[0]).detach().numpy(), axis=0))
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pd_predictions = pd.DataFrame(pred)
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