| { |
| "model_type": "temporal_cnn", |
| "architecture": "SecIDS-v2", |
| "task": "intrusion-detection", |
| "framework": "pytorch", |
| "version": "2.1.0", |
|
|
| "model_config": { |
| "input_dim": 25, |
| "hidden_dim": 256, |
| "num_classes": 2, |
| "dropout": 0.1, |
| "num_channels": [256, 256, 512, 512], |
| "kernel_size": 3, |
| "num_layers": 4, |
| "activation": "relu" |
| }, |
|
|
| "model_info": { |
| "num_parameters": 3815170, |
| "trainable_parameters": 3815170, |
| "model_size_mb": 15.2 |
| }, |
|
|
| "training_config": { |
| "dataset": "Car Hacking Challenge 2021", |
| "total_samples": 200000, |
| "train_split": 0.7, |
| "val_split": 0.15, |
| "test_split": 0.15, |
| "epochs": 100, |
| "batch_size": 64, |
| "learning_rate": 0.001, |
| "optimizer": "AdamW", |
| "window_size": 128 |
| }, |
|
|
| "performance": { |
| "accuracy": 0.982, |
| "f1_score": 0.975, |
| "precision": 0.983, |
| "recall": 0.978, |
| "latency_ms": { |
| "jetson_nano_int8": 4.2, |
| "jetson_xavier_fp16": 2.8, |
| "rtx_4060": 0.9, |
| "cpu_windows": 8.26 |
| } |
| }, |
|
|
| "attack_types": ["DoS", "Fuzzy", "Spoofing", "Replay"], |
|
|
| "pytorch_version": "2.0+", |
| "python_version": "3.8+", |
| "license": "cc-by-nc-4.0", |
| "author": "Keyvan Hardani", |
| "github": "https://github.com/Keyvanhardani/SecIDS-v2", |
| "dashboard": "https://secids.keyvan.ai" |
| } |
|
|
