chore: import upstream snapshot with attribution
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@@ -0,0 +1,171 @@
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import functools
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import json
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from typing import AbstractSet, Collection, List, Literal, Union
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class TiktokenProcessor:
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def __init__(self, name: str):
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self.tokenizer = TiktokenTokenizer(name)
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def image_processor(self, image):
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return {"pixel_values": [image]}
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RESERVED_TOKEN_TEXTS = [f"<|reserved_{i}|>" for i in range(3, 128)]
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CONTROL_TOKEN_TEXTS = [f"<|control{i}|>" for i in range(1, 705)]
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PAD = "<|pad|>"
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EOS = "<|eos|>"
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SEP = "<|separator|>"
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DEFAULT_SPECIAL_TOKENS = [PAD, SEP, EOS]
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DEFAULT_CONTROL_TOKENS = {"pad": PAD, "sep": EOS, "eos": SEP}
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# default + separate each single digit
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PAT_STR_B = r"""(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+"""
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class TiktokenTokenizer:
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def __init__(self, tokenizer_path):
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import tiktoken
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from jinja2 import Template
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# Read the JSON
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with open(tokenizer_path, "rb") as fin:
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xtok_dict = json.load(fin)
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# Copy from train/xlm/tokenizers/tiktoken_wrapper.py::Encoding::from_xtok_dict
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mergeable_ranks = {
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bytes(item["bytes"]): item["token"] for item in xtok_dict["regular_tokens"]
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}
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special_tokens = {
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bytes(item["bytes"]).decode(): item["token"]
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for item in xtok_dict["special_tokens"]
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}
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if xtok_dict["word_split"] == "V1":
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pad_str = PAT_STR_B
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else:
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assert False, f"Unknown word_split: {xtok_dict['word_split']}"
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pad_str = xtok_dict.get("pat_str", pad_str)
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kwargs = {
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"name": tokenizer_path,
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"pat_str": pad_str,
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"mergeable_ranks": mergeable_ranks,
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"special_tokens": special_tokens,
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}
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if "default_allowed_special" in xtok_dict:
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default_allowed_special = set(
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[
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bytes(bytes_list).decode()
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for bytes_list in xtok_dict["default_allowed_special"]
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]
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)
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if "vocab_size" in xtok_dict:
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kwargs["explicit_n_vocab"] = xtok_dict["vocab_size"]
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# Copy from train/xlm/tokenizers/tiktoken_wrapper.py::Encoding::__init__
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default_allowed_special = None
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control_tokens = DEFAULT_CONTROL_TOKENS
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tokenizer = tiktoken.Encoding(**kwargs)
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tokenizer._default_allowed_special = default_allowed_special or set()
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tokenizer._control_tokens = control_tokens
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def encode_patched(
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self,
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text: str,
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*,
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allowed_special: Union[
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Literal["all"], AbstractSet[str]
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] = set(), # noqa: B006
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disallowed_special: Union[Literal["all"], Collection[str]] = "all",
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) -> List[int]:
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if isinstance(allowed_special, set):
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allowed_special |= self._default_allowed_special
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return tiktoken.Encoding.encode(
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self,
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text,
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allowed_special=allowed_special,
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disallowed_special=(),
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)
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tokenizer.encode = functools.partial(encode_patched, tokenizer)
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# Allow more tokens to prevent crash
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tokenizer._default_allowed_special |= set(DEFAULT_CONTROL_TOKENS.values())
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tokenizer._default_allowed_special |= set(
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CONTROL_TOKEN_TEXTS + RESERVED_TOKEN_TEXTS
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)
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# Convert to HF interface
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self.tokenizer = tokenizer
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self.bos_token_id = None
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self.eos_token_id = tokenizer._special_tokens[EOS]
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self.vocab_size = tokenizer.n_vocab
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self.chat_template = "{% for message in messages %}{% if message['role'] == 'user' %}{{ 'Human: ' + message['content'].strip() + '<|separator|>\n\n' }}{% elif message['role'] == 'system' %}{{ 'System: ' + message['content'].strip() + '<|separator|>\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Assistant: ' + message['content'] + '<|separator|>\n\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ 'Assistant:' }}{% endif %}"
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self.chat_template_jinja = Template(self.chat_template)
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self.additional_stop_token_ids = None
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def encode(self, x, add_special_tokens=False):
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return self.tokenizer.encode(x)
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def decode(self, x, *args, **kwargs):
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return self.tokenizer.decode(x)
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def num_special_tokens_to_add(self, *args, **kwargs) -> int:
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# tiktoken's encode adds no special tokens (add_special_tokens is ignored).
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return 0
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def batch_decode(
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self, batch, skip_special_tokens=True, spaces_between_special_tokens=False
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):
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if len(batch) > 0 and isinstance(batch[0], int):
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batch = [[x] for x in batch]
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return self.tokenizer.decode_batch(batch)
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def apply_chat_template(
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self,
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messages,
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tokenize,
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add_generation_prompt,
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tools=None,
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reasoning_effort=None,
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**kwargs, # Accept additional parameters (e.g., return_dict) for compatibility
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):
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ret = self.chat_template_jinja.render(
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messages=messages, add_generation_prompt=add_generation_prompt
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)
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return self.encode(ret) if tokenize else ret
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def __call__(self, text: List[str], **kwargs):
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return {
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"input_ids": [self.encode(x) for x in text],
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}
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def init_xgrammar(self):
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from xgrammar import TokenizerInfo
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XGRAMMAR_SPECIAL_TOKEN_TEMPLATE = "<|xg_special_token_{}|>"
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enc = self.tokenizer
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encoded_vocab = {**enc._mergeable_ranks, **enc._special_tokens}
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encoded_vocab = [
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token for token, _ in sorted(encoded_vocab.items(), key=lambda x: x[1])
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]
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override_stop_tokens = [2] # eos
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# These are treated as special tokens in xgrammar; we want to avoid them
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# For now, xgrammar treats anything starting with b'\x00' as a special token
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xgrammar_special_token_ids = []
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for i, token in enumerate(encoded_vocab):
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if isinstance(token, bytes) and token.startswith(b"\x00"):
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xgrammar_special_token_ids.append(i)
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for i, id in enumerate(xgrammar_special_token_ids):
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encoded_vocab[id] = XGRAMMAR_SPECIAL_TOKEN_TEMPLATE.format(i)
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tokenizer_info = TokenizerInfo(
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encoded_vocab, stop_token_ids=override_stop_tokens
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)
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assert len(tokenizer_info.special_token_ids) == 0
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return tokenizer_info, override_stop_tokens
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