from __future__ import annotations from typing import Sequence class SimpleEncoder: """Whitespace fallback encoder when BPE unavailable.""" def __init__(self, vocab: dict[str, int] | None = None): self.vocab = vocab or {"":0,"":1,"":2,"":3} self.id_to_token = {i:t for t,i in self.vocab.items()} self.unk_id = self.vocab.get("", 1) self.pad_id = self.vocab.get("", 0) self.bos_id = self.vocab.get("", 2) self.eos_id = self.vocab.get("", 3) def encode(self, text: str, add_special: bool = True) -> list[int]: toks = text.split() ids = [self.vocab.get(t, self.unk_id) for t in toks] if add_special: ids = [self.bos_id] + ids + [self.eos_id] return ids def decode(self, ids: Sequence[int], skip_special: bool = True) -> str: special = {self.pad_id, self.bos_id, self.eos_id} toks = [] for i in ids: if skip_special and i in special: continue toks.append(self.id_to_token.get(i, "")) return " ".join(toks)