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from dataclasses import dataclass
from typing import Literal
import torch
from PIL import Image
from vllm.assets.base import get_vllm_public_assets
VLM_IMAGES_DIR = "vision_model_images"
@dataclass(frozen=True)
class ImageAsset:
name: Literal["stop_sign", "cherry_blossom"]
@property
def pil_image(self) -> Image.Image:
image_path = get_vllm_public_assets(filename=f"{self.name}.jpg",
s3_prefix=VLM_IMAGES_DIR)
return Image.open(image_path)
@property
def image_embeds(self) -> torch.Tensor:
"""
Image embeddings, only used for testing purposes with llava 1.5.
"""
image_path = get_vllm_public_assets(filename=f"{self.name}.pt",
s3_prefix=VLM_IMAGES_DIR)
return torch.load(image_path)