| from transformers import PreTrainedTokenizerFast | |
| class ShivikM1TokenizerFast(PreTrainedTokenizerFast): | |
| """ | |
| Custom fast tokenizer for Shivik-M1 models. | |
| Uses tokenizer.json + merges + vocab from HuggingFace repo. | |
| """ | |
| model_input_names = ["input_ids", "attention_mask"] | |