"src/sdk/git@developer.sourcefind.cn:OpenDAS/nni.git" did not exist on "d48ad0270d1870781732eeecfa1499912d3a63af"
Unverified Commit 7e251ae0 authored by GmailB's avatar GmailB Committed by GitHub
Browse files

Create README.md (#5989)

parent 33d7506e
---
language: it
tags:
- sentiment
- Italian
license: MIT
widget:
- text: 'Giuseppe Rossi è un ottimo politico'
---
# 🤗 + polibert_SA - POLItic BERT based Sentiment Analysis
## Model description
This model performs sentiment analysis on Italian political twitter sentences. It was trained starting from an instance of "bert-base-italian-uncased-xxl" and fine-tuned on an Italian dataset of tweets.
#### Hands-on
```python
import torch
from torch import nn
text = "Giueseppe Rossi è un pessimo politico"
input_ids = tokenizer.encode(text, add_special_tokens=True, return_tensors= 'pt')
logits, = model(input_ids)
logits = logits.squeeze(0)
prob = nn.functional.softmax(logits, dim=0)
# 0 Negative, 1 Neutral, 2 Positive
print(prob.argmax().tolist())
```
#### Hyperparameters
- Optimizer: **AdamW** with learning rate of **2e-5**, epsilon of **1e-8**
- Max epochs: **2**
- Batch size: **16**
## Acknowledgments
Thanks to the support from:
the [Hugging Face](https://huggingface.co/), Unione Professionisti (https://www.unioneprofessionisti.com/)
Markdown is supported
0% or .
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment