from torchvision import models
import torch.nn as nn

class ViTEncoder(nn.Module):
    def __init__(self):
        super().__init__()
        self.vit = models.vit_b_16(weights="IMAGENET1K_V1")
        self.vit.heads = nn.Identity()  # remove classifier head

    def forward(self, x):
        return self.vit(x)