# Copyright 2026 The HuggingFace Team. All rights reserved.
# Licensed under the Apache License, Version 2.0
"""Qwen-style dynamic-resolution image preprocessing for LFM3-VL."""

from transformers.models.qwen2_vl.image_processing_qwen2_vl import Qwen2VLImageProcessor


class Lfm3VlImageProcessor(Qwen2VLImageProcessor):
    patch_size = 16
    temporal_patch_size = 2
    merge_size = 2
    size = {"shortest_edge": 65_536, "longest_edge": 16_777_216}
    image_mean = [0.5, 0.5, 0.5]
    image_std = [0.5, 0.5, 0.5]


__all__ = ["Lfm3VlImageProcessor"]