import torch
import torchvision
from torchvision.models.detection.faster_rcnn import FastRCNNPredictor

def get_model(num_classes):
    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
    model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)

    in_features = model.roi_heads.box_predictor.cls_score.in_features
    model.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)

    model.to(device)
    model.eval()
    return model, device