class CustomProvider: def __init__(self, model, tokenizer): self.model = model self.tokenizer = tokenizer def __call__(self, text): inputs = self.tokenizer(text, return_tensors="pt") outputs = self.model(**inputs) return outputs.logits.argmax(dim=-1).item()