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---

widget:
- text: "Ну ты и придурок!!"
---


NER Toxic models

Fine-tuning [cointegrated/rubert-tiny-toxicity](https://huggingface.co/cointegrated/rubert-tiny-toxicity) model on data from [toxic_dataset_ner](https://huggingface.co/datasets/tesemnikov-av/toxic_dataset_ner)

language: RU

```python

!pip install transformers > /dev/null



from transformers import (

    AutoModelForTokenClassification, 

    AutoTokenizer, 

    pipeline

)



model = AutoModelForTokenClassification.from_pretrained('tesemnikov-av/rubert-ner-toxicity')

tokenizer = AutoTokenizer.from_pretrained('tesemnikov-av/rubert-ner-toxicity')





pipe = pipeline(model=model, tokenizer=tokenizer, task='ner', aggregation_strategy='average')

text = "Они охриневшие там все придурки!!"



print(text)

print(pipe(text))

```