Upload folder using huggingface_hub
Browse files- README.md +49 -0
- pytorch_model.pt +3 -0
- test_results.json +15 -0
- training_history.json +431 -0
README.md
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---
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license: mit
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tags:
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- vulnerability-detection
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- linux-kernel
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- security
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- pytorch
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datasets:
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- pebblebed/kernel-vuln-dataset
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metrics:
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- auc
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- recall
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- precision
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pipeline_tag: text-classification
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---
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# VulnBERT v8
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Vulnerability detection model for Linux kernel commits.
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## Results
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| Metric | Value |
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|--------|-------|
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| AUC | 0.987 |
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| Recall | 91.4% |
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| Precision | 88.4% |
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| F1 | 0.899 |
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| FPR | 5.9% |
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## Usage
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```python
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import torch
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checkpoint = torch.load("pytorch_model.pt", map_location="cpu")
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model.load_state_dict(checkpoint["model_state_dict"])
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```
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Full code: [github.com/quguanni/vulnbert](https://github.com/quguanni/vulnbert)
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## Training
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- Dataset: [pebblebed/kernel-vuln-dataset](https://huggingface.co/datasets/pebblebed/kernel-vuln-dataset) (650K commits)
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- Architecture: CodeBERT + 118 handcrafted features
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- Time: ~7 hours on NVIDIA GH200
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## License
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MIT
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pytorch_model.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:4733cc4836e5949051e5d4900a961382d4c0a90bdb4dd62711db9bab33917182
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size 517265547
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test_results.json
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{
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"precision": 0.8840327467285503,
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"recall": 0.9142666666666667,
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"f1": 0.8988955527152361,
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"auc": 0.9869358197843104,
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"ap": 0.9764627774456178,
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"fpr": 0.05909016258827394,
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"tp": 13714,
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"fp": 1799,
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"tn": 28646,
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"fn": 1286,
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"recall_at_1_fpr": 0.8097333333333333,
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"recall_at_5_fpr": 0.9033333333333333,
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"recall_at_10_fpr": 0.9540666666666666
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}
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training_history.json
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[
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{
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| 3 |
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"epoch": 1,
|
| 4 |
+
"train": {
|
| 5 |
+
"precision": 0.41892358882712455,
|
| 6 |
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"recall": 0.44379013869422423,
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| 7 |
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"f1": 0.43099849152051684,
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| 8 |
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"auc": 0.7680436984019521,
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| 9 |
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"ap": 0.46493909710249876,
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| 10 |
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"fpr": 0.127397138694727,
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| 11 |
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"tp": 42429,
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| 12 |
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"fp": 58852,
|
| 13 |
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"tn": 403105,
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| 14 |
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"fn": 53177,
|
| 15 |
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"recall_at_1_fpr": 0.14793004623140807,
|
| 16 |
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"recall_at_5_fpr": 0.28439637679643537,
|
| 17 |
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"recall_at_10_fpr": 0.39409660481559733,
|
| 18 |
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"loss": 0.442193871078037,
|
| 19 |
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"focal_loss": NaN,
|
| 20 |
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"dice_loss": NaN,
|
| 21 |
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"contrastive_loss": NaN,
|
| 22 |
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"nan_batches": 0
|
| 23 |
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},
|
| 24 |
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"val": {
|
| 25 |
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"precision": 0.8442053864347295,
|
| 26 |
+
"recall": 0.7590725114907045,
|
| 27 |
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"f1": 0.7993787024996388,
|
| 28 |
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"auc": 0.9481094739921635,
|
| 29 |
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"ap": 0.9114432578319719,
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| 30 |
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"fpr": 0.06192945743487095,
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| 31 |
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"tp": 11065,
|
| 32 |
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"fp": 2042,
|
| 33 |
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"tn": 30931,
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| 34 |
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"fn": 3512,
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| 35 |
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"recall_at_1_fpr": 0.6148041435137546,
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| 36 |
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"recall_at_5_fpr": 0.7389037524867943,
|
| 37 |
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"recall_at_10_fpr": 0.8147767030253138,
|
| 38 |
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"loss": 0.20687348265100577
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| 39 |
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}
|
| 40 |
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},
|
| 41 |
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{
|
| 42 |
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"epoch": 2,
|
| 43 |
+
"train": {
|
| 44 |
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"precision": 0.8307668515122727,
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| 45 |
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"recall": 0.7866242704432777,
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"f1": 0.8080931811832462,
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"auc": 0.9692768001107926,
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| 48 |
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"ap": 0.9092969502291814,
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| 49 |
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"fpr": 0.033163259783919284,
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| 50 |
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"tp": 75206,
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"fp": 15320,
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"tn": 446637,
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"fn": 20400,
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"recall_at_1_fpr": 0.6966612974081124,
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"recall_at_5_fpr": 0.8268518712214714,
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"recall_at_10_fpr": 0.9016065937284271,
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"loss": 0.1825303359336363,
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"focal_loss": NaN,
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"dice_loss": NaN,
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"contrastive_loss": NaN,
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"nan_batches": 0
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},
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"val": {
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| 64 |
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"precision": 0.9014335639398046,
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"recall": 0.8670508335048364,
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"f1": 0.8839079655919995,
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"auc": 0.9825398959126007,
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"ap": 0.9665405246343721,
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"fpr": 0.04191308039911443,
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"tp": 12639,
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"fp": 1382,
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"tn": 31591,
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"fn": 1938,
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"recall_at_1_fpr": 0.7705289154146944,
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"recall_at_5_fpr": 0.8828977155793373,
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"recall_at_10_fpr": 0.9390821156616588,
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"loss": 0.14055028911934397
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| 78 |
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}
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| 79 |
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},
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| 80 |
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{
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| 81 |
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"epoch": 3,
|
| 82 |
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"train": {
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| 83 |
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"precision": 0.8819841739549769,
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| 84 |
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"recall": 0.8417254147229254,
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"f1": 0.861384654906662,
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"auc": 0.985384220872594,
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"ap": 0.9498956506035895,
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"fpr": 0.02330952880895841,
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"tp": 80474,
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"fp": 10768,
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| 91 |
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"tn": 451189,
|
| 92 |
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