From 98b14a946c864b5f43bafb2ccea02b2fd7d49592 Mon Sep 17 00:00:00 2001 From: fifthsegment Date: Sat, 28 Oct 2023 23:19:08 +0200 Subject: [PATCH] traffic classification test --- classifier/classifier.py | 59 ++++++++++++++++++ classifier/traffic_classifier/fingerprint.pb | 1 + .../traffic_classifier/keras_metadata.pb | 9 +++ classifier/traffic_classifier/saved_model.pb | Bin 0 -> 109559 bytes .../variables/variables.data-00000-of-00001 | Bin 0 -> 122628 bytes .../variables/variables.index | Bin 0 -> 1538 bytes 6 files changed, 69 insertions(+) create mode 100644 classifier/classifier.py create mode 100644 classifier/traffic_classifier/fingerprint.pb create mode 100644 classifier/traffic_classifier/keras_metadata.pb create mode 100644 classifier/traffic_classifier/saved_model.pb create mode 100644 classifier/traffic_classifier/variables/variables.data-00000-of-00001 create mode 100644 classifier/traffic_classifier/variables/variables.index diff --git a/classifier/classifier.py b/classifier/classifier.py new file mode 100644 index 0000000..39bc05e --- /dev/null +++ b/classifier/classifier.py @@ -0,0 +1,59 @@ +import tensorflow as tf +import numpy as np + +# Sample Data +data = [ + [200, 20, 0.1, 0.05, 0.0], # normal traffic + [404, 30, 0.2, 0.05, 0.0], # normal traffic + [500, 40, 0.5, 0.1, 0.3], # malicious traffic + [200, 25, 0.1, 0.05, 0.2], # advertisement traffic + [200, 22, 0.1, 0.05, 0.0], # normal traffic + [500, 45, 0.6, 0.2, 0.4] # malicious traffic +] + +# Corresponding Labels +labels = [0, 0, 1, 2, 0, 1] # 0: normal, 1: malicious, 2: advertisement + +data = np.array(data) +labels = np.array(labels) + +model = tf.keras.models.Sequential([ + tf.keras.layers.Dense(128, activation='relu', + input_shape=(data.shape[1],)), + tf.keras.layers.Dropout(0.2), + tf.keras.layers.Dense(64, activation='relu'), + tf.keras.layers.Dropout(0.2), + # Assume 10 classes for classification + tf.keras.layers.Dense(10, activation='softmax') +]) + +model.compile(optimizer='adam', + loss='sparse_categorical_crossentropy', + metrics=['accuracy']) + +model.fit(data, labels, epochs=5) + +model.save('traffic_classifier') + + +def classify(data): + model = tf.keras.models.load_model('my_model') + # processed_data = data_preprocessing(data) + predictions = model.predict(data) + return np.argmax(predictions, axis=1) # Returns the class labels + + +# Assume new_data is the new HTTP response data you receive in real-time +# new_data = ... +classifications = classify(data) + +print(classifications) + + +# Assume data_preprocessing is a function that preprocesses your raw data +# Assume label_data is a function that labels your data +# raw_data would be your collected HTTP response data + +# raw_data = ... +# data = data_preprocessing(raw_data) +# labels = label_data(raw_data) diff --git a/classifier/traffic_classifier/fingerprint.pb b/classifier/traffic_classifier/fingerprint.pb new file mode 100644 index 0000000..3d86bde --- /dev/null +++ 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