Text Generation
PEFT
Safetensors
Turkish
English
cybersecurity
soc
incident-response
incident-correlation
mitre-attack
qlora
retrieval-augmented-generation
model-security
concept-drift
multi-tenant
human-in-the-loop
turkish
non-commercial
conversational
Instructions to use Werea-co/Werea-NanoSOC-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Werea-co/Werea-NanoSOC-8B with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained(".cache/huggingface/hub/models--fdtn-ai--Foundation-Sec-1.1-8B-Instruct/snapshots/243b27655e01c87cc04fdb88632be7cd9e55ac1f") model = PeftModel.from_pretrained(base_model, "Werea-co/Werea-NanoSOC-8B") - Notebooks
- Google Colab
- Kaggle
| { | |
| "release": "v2", | |
| "training_stage": "Kademe 2 / F3 61-90", | |
| "new_holdout": { | |
| "count": 49, | |
| "v1_baseline": { | |
| "json_valid_rate": 1.0, | |
| "decision_accuracy": 0.673469387755102, | |
| "mitre_attack_exact_accuracy": 0.0 | |
| }, | |
| "v2": { | |
| "json_valid_rate": 1.0, | |
| "decision_accuracy": 0.8775510204081632, | |
| "mitre_attack_exact_accuracy": 0.22448979591836735, | |
| "peak_vram_mib": 5705.67, | |
| "confusion": { | |
| "true_suspicious": 32, | |
| "true_insufficient_evidence": 11, | |
| "false_positive": 5, | |
| "false_negative": 1 | |
| }, | |
| "scenario_breakdown": { | |
| "cobalt_strike_dns_beacon": { | |
| "count": 48, | |
| "decision_correct": 43, | |
| "mitre_exact": 11 | |
| }, | |
| "powershell_dns_txt": { | |
| "count": 1, | |
| "decision_correct": 0, | |
| "mitre_exact": 0 | |
| } | |
| } | |
| } | |
| }, | |
| "v1_regression_holdout": { | |
| "count": 40, | |
| "v1": { | |
| "json_valid_rate": 1.0, | |
| "decision_accuracy": 0.925, | |
| "mitre_attack_exact_accuracy": 0.4 | |
| }, | |
| "v2": { | |
| "json_valid_rate": 1.0, | |
| "decision_accuracy": 0.925, | |
| "mitre_attack_exact_accuracy": 0.8, | |
| "peak_vram_mib": 5719.84, | |
| "scenario_breakdown": { | |
| "dll_sideload": { | |
| "count": 35, | |
| "decision_correct": 32, | |
| "mitre_exact": 32 | |
| }, | |
| "base64_powershell": { | |
| "count": 5, | |
| "decision_correct": 5, | |
| "mitre_exact": 0 | |
| } | |
| } | |
| } | |
| } | |
| } | |