Dotaein/Isheflirting

Is he flirting?

Fine-tuned model that checks whether someone is flirting with you

Authors

• @DoTaeIn

Running Tests

To run tests, run the following command

from transformers import AutoTokenizer, AutoModelForSequenceClassification

tokenizer = AutoTokenizer.from_pretrained(path)
model = AutoModelForSequenceClassification.from_pretrained(path)


model.eval()
text = "Input Text"

device = next(model.parameters()).device

inputs = tokenizer(
    text,
    return_tensors="pt",
    max_length=128,
    padding="max_length",
    truncation=True,
    return_token_type_ids=False
)
inputs = inputs.to(device)


with torch.no_grad():
  out = model(**inputs)
  logits = out["logits"]
  probs = torch.softmax(logits, dim=-1)
  pred_class = torch.argmax(probs, dim=-1).item()
  prob_class0 = probs[0, 0].item()
  prob_class1 = probs[0, 1].item()

print("pred:", "Flirting" if pred_class else "Not Flirting")
print(f"prob class {pred_class}: {max(prob_class0, prob_class1)}", )```