diff --git a/src/l3_centralizedattackdetector/requirements.in b/src/l3_centralizedattackdetector/requirements.in index e3d53682f3c0002168ff3b9744310ce7ceb1866b..31aba06dccdcd151699628fc5162e733a9c768b3 100644 --- a/src/l3_centralizedattackdetector/requirements.in +++ b/src/l3_centralizedattackdetector/requirements.in @@ -5,4 +5,5 @@ prometheus-client pytest pytest-benchmark numpy -scikit-learn \ No newline at end of file +scikit-learn +onnxruntime diff --git a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py index 7805c3af533934c542c74f5853967fa4321921ab..8bd08d4f3a276a2566ccaaf7d6db06edd500a8db 100644 --- a/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py +++ b/src/l3_centralizedattackdetector/service/l3_centralizedattackdetectorServiceServicerImpl.py @@ -3,7 +3,7 @@ from datetime import datetime import os import grpc import numpy as np -import pickle as pkl +import onnxruntime as rt import logging from l3_centralizedattackdetector.proto.l3_centralizedattackdetector_pb2 import ( Empty, @@ -21,20 +21,21 @@ from l3_centralizedattackdetector.proto.l3_attackmitigator_pb2_grpc import ( LOGGER = logging.getLogger(__name__) here = os.path.dirname(os.path.abspath(__file__)) -MODEL_FILE = os.path.join(here, "ml_model/RF_Netflow_TF") +MODEL_FILE = os.path.join(here, "ml_model/teraflow_rf.onnx") class l3_centralizedattackdetectorServiceServicerImpl(L3CentralizedattackdetectorServicer): def __init__(self): LOGGER.debug("Creating Servicer...") self.inference_values = [] - with open(MODEL_FILE, "rb") as f: - self.ml_model = pkl.load(f) + self.model = rt.InferenceSession(MODEL_FILE) + self.input_name = self.model.get_inputs()[0].name + self.label_name = self.model.get_outputs()[0].name + def make_inference(self, request): # ML MODEL - predictions = self.ml_model.predict_proba( - [ + x_data = np.array([ [ request.n_packets_server_seconds, request.n_packets_client_seconds, @@ -45,8 +46,9 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto request.n_packets_server_n_packets_client, request.n_bits_server_n_bits_client, ] - ] - ) + ]) + + predictions = self.model.run([self.label_name], {self.input_name: x_data.astype(np.float32)})[0] # Output format output_message = { "confidence": None, @@ -61,7 +63,7 @@ class l3_centralizedattackdetectorServiceServicerImpl(L3Centralizedattackdetecto "time_start": request.time_start, "time_end": request.time_end, } - if predictions[0][1] >= 0.5: + if predictions[0] >= 0.5: output_message["confidence"] = predictions[0][1] output_message["tag_name"] = "Crypto" output_message["tag"] = 1 diff --git a/src/l3_centralizedattackdetector/service/ml_model/RANDOM_FOREST_TSTAT.pickle b/src/l3_centralizedattackdetector/service/ml_model/RANDOM_FOREST_TSTAT.pickle deleted file mode 100644 index 1be0cdaa8ce2991f32b9a73daf637d754a10e3e0..0000000000000000000000000000000000000000 Binary files a/src/l3_centralizedattackdetector/service/ml_model/RANDOM_FOREST_TSTAT.pickle and /dev/null differ diff --git a/src/l3_centralizedattackdetector/service/ml_model/RF_Netflow_TF b/src/l3_centralizedattackdetector/service/ml_model/RF_Netflow_TF deleted file mode 100644 index f231849a62ebaaf6d9638ac50164e486da103df1..0000000000000000000000000000000000000000 Binary files a/src/l3_centralizedattackdetector/service/ml_model/RF_Netflow_TF and /dev/null differ diff --git a/src/l3_centralizedattackdetector/service/ml_model/teraflow_rf.onnx b/src/l3_centralizedattackdetector/service/ml_model/teraflow_rf.onnx new file mode 100644 index 0000000000000000000000000000000000000000..ab841c306b24602aa1ff42ec558ad86ec3e4b3ff Binary files /dev/null and b/src/l3_centralizedattackdetector/service/ml_model/teraflow_rf.onnx differ diff --git a/src/l3_distributedattackdetector/service/piped/0demo/log_tcp_temp_complete b/src/l3_distributedattackdetector/service/piped/0demo/log_tcp_temp_complete index 40e24ce79d3994eb41a2da58686c4b1424f3e1bc..52bac35ef3f46d8162ba5d21b5c63fa74cb7f6e6 100644 --- a/src/l3_distributedattackdetector/service/piped/0demo/log_tcp_temp_complete +++ b/src/l3_distributedattackdetector/service/piped/0demo/log_tcp_temp_complete @@ -322,3 +322,31 @@ 221.181.185.159 26406 11 0 10 4 1111 6 1111 0 0 0 1 0 10.25.0.6 22 10 0 10 5 1497 4 1497 0 0 0 1 0 1631699183883.141113 1631699185936.677002 2053.536000 327.059000 334.471000 2053.536000 1726.893000 326.976000 327.081000 1 1 0 0 0 0 0 13.977100 0.022000 42.534000 21.563233 6 40 40 334.779504 326.582000 367.107000 18.068151 5 64 64 0 0 0 0 0 0 1 1 7 1 0 1460 856 15 33536 29200 0 856 15 15 0 0 0 0 0 0 0 0 0 1 1 7 1 0 1410 1080 41 64384 64128 0 1080 41 41 0 0 0 0 0 0 0 0 0 0 0 --- 6 4 - 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