---
base_model: unsloth/Qwen3-8B-unsloth-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- qwen3
license: apache-2.0
language:
- en
---

```bash

!pip install git+https://github.com/Fede-stack/TONYpy.git
```

```python
from TONY.COGNITIVE import CognitivePredictor, CognitivePredictor_mlx

text = 'I keep thinking about how I messed up in college. I should have studied harder and done more with my life.'
cogn = CognitivePredictor(model_name='FritzStack/COGN-QWEN8B-4bit')
cogn.predict_cognitive_features(text)
# Output:
# Attention Bias: Negative
# Interpretation Bias: Negative
# Memory Bias: Negative
# Rumination: Brooding
```