From 5dfd11b904f425bea237877323ef8dd82426caff Mon Sep 17 00:00:00 2001 From: Alicja Szulecka <73056579+AliSzu@users.noreply.github.com> Date: Tue, 30 Apr 2024 16:03:02 +0200 Subject: [PATCH] jenkins evaluation --- Jenkinsfile | 20 +- metrics.py | 25 + prediction.py | 21 +- predictions.txt | 116203 +++++++++++++++++++++++++++++++++++++++++++++ 4 files changed, 116258 insertions(+), 11 deletions(-) create mode 100644 metrics.py create mode 100644 predictions.txt diff --git a/Jenkinsfile b/Jenkinsfile index 0b1bab3..272bfb4 100644 --- a/Jenkinsfile +++ b/Jenkinsfile @@ -6,7 +6,6 @@ pipeline { description: 'Build for copying artifacts', name: 'BUILD_SELECTOR' ) - string(name: 'EPOCHS', defaultValue: '10', description: 'epochs') } stages { stage('Git Checkout') { @@ -16,16 +15,27 @@ pipeline { } stage('Copy Artifacts') { steps { - copyArtifacts fingerprintArtifacts: true, projectName: 'z-s464914-create-dataset', selector: buildParameter('BUILD_SELECTOR') + copyArtifacts filter: '*', projectName: 's464914-training/experiments/', selector: buildParameter('BUILD_SELECTOR') } } - stage('Train') { + stage('Prediction') { steps { script { def customImage = docker.build("custom-image") customImage.inside { - sh 'python3 ./model.py ' + params.EPOCHS - archiveArtifacts artifacts: 'model.pth, predictions.txt', onlyIfSuccessful: true + sh 'python3 ./prediction.py' + archiveArtifacts artifacts: 'predictions.txt', onlyIfSuccessful: true + } + } + } + } + stage('Metrics') { + steps { + script { + def customImage = docker.build("custom-image") + customImage.inside { + sh 'python3 ./metrics.py' + archiveArtifacts artifacts: 'metrics.txt', onlyIfSuccessful: true } } } diff --git a/metrics.py b/metrics.py new file mode 100644 index 0000000..aedda85 --- /dev/null +++ b/metrics.py @@ -0,0 +1,25 @@ +from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, mean_squared_error +import numpy as np + +true_labels = [] +predicted_labels = [] + +f = open("predictions.txt", "r") +for line in f: + parts = line.strip().split(' ') + true_labels.append(int(parts[3])) + predicted_labels.append(int(parts[1])) + +accuracy = accuracy_score(true_labels, predicted_labels) +precision_micro = precision_score(true_labels, predicted_labels, average='micro') +recall_micro = recall_score(true_labels, predicted_labels, average='micro') +f1_micro = f1_score(true_labels, predicted_labels, average='micro') +rmse = np.sqrt(mean_squared_error(true_labels, predicted_labels)) + +with open(r'metrics.txt', 'a') as fp: + fp.write(f"Accuracy: {accuracy}\n") + fp.write(f"Micro-average Precision: {precision_micro}\n") + fp.write(f"Micro-average Recall: {recall_micro}\n") + fp.write(f"Micro-average F1-score: {f1_micro}\n") + fp.write(f"RMSE: {rmse}\n") + fp.write("--------------------\n") \ No newline at end of file diff --git a/prediction.py b/prediction.py index f071bc4..00b7b7c 100644 --- a/prediction.py +++ b/prediction.py @@ -6,6 +6,8 @@ import pandas as pd from sklearn.model_selection import train_test_split from sklearn.preprocessing import LabelEncoder import torch.nn.functional as F +from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, mean_squared_error +import numpy as np device = ( "cuda" @@ -41,7 +43,6 @@ def predict(model, input_data): return predicted_class.item() # Return the predicted class label - def main(): forest_test = pd.read_csv('forest_test.csv') @@ -55,15 +56,23 @@ def main(): load_model(model, model_path) predictions = [] - for input_data in X_test: - predicted_class = predict(model, input_data) - predictions.append(predicted_class) - + correct = 0 + total = 0 + with torch.no_grad(): + for input_data, target in zip(X_test, y_test): + output = model(input_data) + _, predicted_class = torch.max(output, 0) + prediction_entry = f"predicted: {predicted_class.item()} true_label: {target}" + predictions.append(prediction_entry) + total += 1 + if predicted_class.item() == target: + correct += 1 + + with open(r'predictions.txt', 'w') as fp: for item in predictions: # write each item on a new line fp.write("%s\n" % item) - if __name__ == "__main__": main() \ No newline at end of file diff --git a/predictions.txt b/predictions.txt new file mode 100644 index 0000000..806af67 --- /dev/null +++ b/predictions.txt @@ -0,0 +1,116203 @@ +predicted: 0 true_label: 2 +predicted: 6 true_label: 3 +predicted: 7 true_label: 1 +predicted: 1 true_label: 1 +predicted: 1 true_label: 2 +predicted: 1 true_label: 1 +predicted: 1 true_label: 1 +predicted: 2 true_label: 2 +predicted: 7 true_label: 7 +predicted: 2 true_label: 2 +predicted: 1 true_label: 1 +predicted: 2 true_label: 1 +predicted: 2 true_label: 2 +predicted: 2 true_label: 2 +predicted: 2 true_label: 2 +predicted: 0 true_label: 1 +predicted: 1 true_label: 1 +predicted: 2 true_label: 2 +predicted: 1 true_label: 1 +predicted: 2 true_label: 3 +predicted: 1 true_label: 2 +predicted: 0 true_label: 1 +predicted: 2 true_label: 2 +predicted: 1 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