I'll provide some insights on extracting deep features from the website www.moviehdkh (note that this website might be in a language other than English, and its content might not be readily accessible or understandable). I'll assume it's a movie streaming or information website.
# Load pre-trained model and tokenizer model_name = "distilbert-base-uncased" model = AutoModel.from_pretrained(model_name) tokenizer = AutoTokenizer.from_pretrained(model_name)
To extract deep features, we can consider the following approaches:
return features.detach().numpy()
# Forward pass outputs = model(**inputs)
import pandas as pd from transformers import AutoModel, AutoTokenizer import torch
# Example usage text_data = ["This is a great movie!", "I loved the action scenes."] features = [extract_text_features(text) for text in text_data]