from transformers.models.qwen2 import Qwen2TokenizerFast class MiniCPMVTokenizerFast(Qwen2TokenizerFast): def __init__(self, **kwargs): super().__init__(**kwargs) self.im_start = "<image>" self.im_end = "</image>" self.ref_start = "<ref>" self.ref_end = "</ref>" self.box_start = "<box>" self.box_end = "</box>" self.quad_start = "<quad>" self.quad_end = "</quad>" self.slice_start = "<slice>" self.slice_end = "</slice>" self.im_id_start = "<image_id>" self.im_id_end = "</image_id>" @property def eos_id(self): return self.eos_token_id @property def bos_id(self): return self.bos_token_id @property def unk_id(self): return self.unk_token_id @property def im_start_id(self): return self.convert_tokens_to_ids(self.im_start) @property def im_end_id(self): return self.convert_tokens_to_ids(self.im_end) @property def slice_start_id(self): return self.convert_tokens_to_ids(self.slice_start) @property def slice_end_id(self): return self.convert_tokens_to_ids(self.slice_end) @property def im_id_start_id(self): return self.convert_tokens_to_ids(self.im_id_start) @property def im_id_end_id(self): return self.convert_tokens_to_ids(self.im_id_end) @property def newline_id(self): return self.convert_tokens_to_ids('\n') @staticmethod def escape(text: str) -> str: return text @staticmethod def unescape(text: str) -> str: return text