

import argparse
import logging
import pickle
from collections import Counter


logging.basicConfig(
    format="""%(asctime)s - %(levelname)s - %(name)s - %(message)s""", datefmt="""%m/%d/%Y %H:%M:%S""", level=logging.INFO
)
_UpperCAmelCase	:     Any		       = logging.getLogger(__name__)

if __name__ == "__main__":
     _UpperCAmelCase	:     Optional[Any]		       = argparse.ArgumentParser(
         description="""Token Counts for smoothing the masking probabilities in MLM (cf XLM/word2vec)"""
     )
     parser.add_argument(
         """--data_file""", type=str, default="""data/dump.bert-base-uncased.pickle""", help="""The binarized dataset."""
     )
     parser.add_argument(
         """--token_counts_dump""", type=str, default="""data/token_counts.bert-base-uncased.pickle""", help="""The dump file."""
     )
     parser.add_argument("""--vocab_size""", default=3_0522, type=int)
     _UpperCAmelCase	:     int		       = parser.parse_args()

     logger.info(F'''Loading data from {args.data_file}''')
     with open(args.data_file, """rb""") as fp:
          _UpperCAmelCase	:     Union[str, Any]		       = pickle.load(fp)

     logger.info("""Counting occurrences for MLM.""")
     _UpperCAmelCase	:     Dict		       = Counter()
     for tk_ids in data:
          counter.update(tk_ids)
     _UpperCAmelCase	:     str		       = [0] * args.vocab_size
     for k, v in counter.items():
          _UpperCAmelCase	:     List[Any]		       = v

     logger.info(F'''Dump to {args.token_counts_dump}''')
     with open(args.token_counts_dump, """wb""") as handle:
          pickle.dump(counts, handle, protocol=pickle.HIGHEST_PROTOCOL)







# NOTE: This file is deprecated and will be removed in a future version.
# It only exists so that temporarely `from diffusers.pipelines import DiffusionPipeline` works
from ...utils import deprecate
from ..controlnet.multicontrolnet import MultiControlNetModel  # noqa: F401
from ..controlnet.pipeline_controlnet import StableDiffusionControlNetPipeline  # noqa: F401


deprecate(
    """stable diffusion controlnet""",
    """0.22.0""",
    """Importing `StableDiffusionControlNetPipeline` or `MultiControlNetModel` from diffusers.pipelines.stable_diffusion.pipeline_stable_diffusion_controlnet is deprecated. Please import `from diffusers import StableDiffusionControlNetPipeline` instead.""",
    standard_warn=False,
    stacklevel=3,
)




