Instructions to use hurtmongoose/phi2-lora-malicious-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use hurtmongoose/phi2-lora-malicious-classifier with PEFT:
from peft import PeftModel from transformers import AutoModelForSequenceClassification base_model = AutoModelForSequenceClassification.from_pretrained("microsoft/phi-2") model = PeftModel.from_pretrained(base_model, "hurtmongoose/phi2-lora-malicious-classifier") - Transformers
How to use hurtmongoose/phi2-lora-malicious-classifier with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("hurtmongoose/phi2-lora-malicious-classifier", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Download eval_metrics.json from hurtmongoose/phi2-lora-malicious-classifier: direct link, hf CLI and curl.
- Browser
- Download file 1.05 kB
-
https://huggingface.co/hurtmongoose/phi2-lora-malicious-classifier/resolve/main/eval_metrics.json
- Command line
-
hf download hf://hurtmongoose/phi2-lora-malicious-classifier/eval_metrics.json
-
curl -L -o eval_metrics.json https://huggingface.co/hurtmongoose/phi2-lora-malicious-classifier/resolve/main/eval_metrics.json
1.05 kB
| { | |
| "eval_loss": 0.462687611579895, | |
| "eval_accuracy": 0.8475894245723172, | |
| "eval_precision_weighted": 0.8428169632185296, | |
| "eval_recall_weighted": 0.8475894245723172, | |
| "eval_f1_weighted": 0.8440311242475405, | |
| "eval_MCC": 0.751470722356998, | |
| "eval_balanced_accuracy": 0.7994490993426729, | |
| "eval_per_class": { | |
| "jailbreaking": { | |
| "TP": 259, | |
| "FP": 97, | |
| "FN": 130, | |
| "TN": 1443, | |
| "FNR": 0.3341902313624679, | |
| "FPR": 0.06298701298701298, | |
| "Specificity": 0.937012987012987 | |
| }, | |
| "prompt injection": { | |
| "TP": 434, | |
| "FP": 97, | |
| "FN": 136, | |
| "TN": 1262, | |
| "FNR": 0.23859649122807017, | |
| "FPR": 0.07137601177336277, | |
| "Specificity": 0.9286239882266373 | |
| }, | |
| "unharmful": { | |
| "TP": 942, | |
| "FP": 100, | |
| "FN": 28, | |
| "TN": 859, | |
| "FNR": 0.0288659793814433, | |
| "FPR": 0.10427528675703858, | |
| "Specificity": 0.8957247132429614 | |
| } | |
| }, | |
| "eval_runtime": 68.6103, | |
| "eval_samples_per_second": 28.115, | |
| "eval_steps_per_second": 3.527, | |
| "epoch": 10.0 | |
| } |