# TODO: also move pad_input_ids into this module
import importlib
import inspect
import logging
import pkgutil
from functools import lru_cache

from transformers import PROCESSOR_MAPPING

from sglang.srt.managers.multimodal_processors.base_processor import (
    BaseMultimodalProcessor,
)
from sglang.srt.server_args import ServerArgs

logger = logging.getLogger(__name__)

PROCESSOR_MAPPING = {}


class DummyMultimodalProcessor(BaseMultimodalProcessor):
    def __init__(self):
        pass

    async def process_mm_data_async(self, *args, **kwargs):
        return None


def get_dummy_processor():
    return DummyMultimodalProcessor()


@lru_cache()
def import_processors():
    package_name = "sglang.srt.managers.multimodal_processors"
    package = importlib.import_module(package_name)
    for _, name, ispkg in pkgutil.iter_modules(package.__path__, package_name + "."):
        if not ispkg:
            try:
                module = importlib.import_module(name)
            except Exception as e:
                logger.warning(f"Ignore import error when loading {name}: " f"{e}")
                continue
            all_members = inspect.getmembers(module, inspect.isclass)
            classes = [
                member
                for name, member in all_members
                if member.__module__ == module.__name__
            ]
            for cls in (
                cls for cls in classes if issubclass(cls, BaseMultimodalProcessor)
            ):
                assert hasattr(cls, "models")
                for arch in getattr(cls, "models"):
                    PROCESSOR_MAPPING[arch] = cls


def get_mm_processor(
    hf_config, server_args: ServerArgs, processor
) -> BaseMultimodalProcessor:
    for model_cls, processor_cls in PROCESSOR_MAPPING.items():
        if model_cls.__name__ in hf_config.architectures:
            return processor_cls(hf_config, server_args, processor)
    raise ValueError(
        f"No processor registered for architecture: {hf_config.architectures}.\n"
        f"Registered architectures: {[model_cls.__name__ for model_cls in PROCESSOR_MAPPING.keys()]}"
    )

    self.image_proce