"""Lossless byte baseline; not a claim of competitive token compression.""" from dataclasses import dataclass @dataclass(frozen=True) class ByteTokenizer: pad_id: int = 256 bos_id: int = 257 eos_id: int = 258 vocab_size: int = 259 def encode(self, text: str, *, special: bool = False) -> list[int]: ids = list(text.encode("utf-8")) return [self.bos_id, *ids, self.eos_id] if special else ids def decode(self, ids: list[int]) -> str: if any(not isinstance(i, int) or not 0 <= i < self.vocab_size for i in ids): raise ValueError("Token outside vocabulary") return bytes(i for i in ids if i < 256).decode("utf-8", errors="replace") def benchmark(self, samples: dict[str, str]) -> dict: return {name: {"characters": len(text), "bytes": len(text.encode()), "tokens": len(self.encode(text)), "characters_per_token": len(text) / max(1, len(self.encode(text))), "roundtrip": self.decode(self.encode(text)) == text} for name, text in samples.items()}