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import torch from torchvision import models from transformers import BertTokenizer, BertModel

# Initialize BERT model and tokenizer for text tokenizer = BertTokenizer.from_pretrained('bert-base-uncased') text_model = BertModel.from_pretrained('bert-base-uncased') busty mature cam

def get_vision_features(image_path): # Load and preprocess the image img = ... # Load image img_t = torch.unsqueeze(img, 0) # Add batch dimension with torch.no_grad(): outputs = vision_model(img_t) return outputs # Features from the last layer busty mature cam

# Example functions def get_text_features(text): inputs = tokenizer(text, return_tensors="pt") outputs = text_model(**inputs) return outputs.last_hidden_state[:, 0, :] # Get the CLS token features busty mature cam