This release is a pre-release and may not be stable for production use.
tokenizers Python bindings
This module is still experimental, expect the API to change or break. If used in a production setting, please pin the version number.
Install
uv sync
Usage
from tokenizers import Padding, Tokenizer
tokenizer = Tokenizer.from_file("tokenizer.json")
# Or the `tokenizer.json` of a model repo on the Hub. `huggingface_hub` downloads and caches it,
# with the same cache, login token and offline switch as transformers.
tokenizer = Tokenizer.from_pretrained("openai-community/gpt2", revision="main")
encoding = tokenizer.encode("Hello there, how are you?")
encoding.ids # [101, 7592, 2045, 1010, 2129, 2024, 2017, 1029, 102]
encoding.type_ids # [0, 0, 0, 0, 0, 0, 0, 0, 0]
encoding.attention_mask # [1, 1, 1, 1, 1, 1, 1, 1, 1]
# The same fields as numpy arrays: read-only views over the encoding, not copies. Reading one
# costs nothing, and an array keeps its encoding alive for as long as the array exists.
encoding.ids_array # array([101, 7592, 2045, 1010, 2129, 2024, 2017, 1029, 102], dtype=uint32)
encoding.type_ids_array # array([0, 0, 0, 0, 0, 0, 0, 0, 0], dtype=uint32)
encoding.attention_mask_array # array([1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=uint32)
torch.from_numpy(encoding.ids_array) # still no copy
tokenizer.encode("Hello", add_special_tokens=False).ids # no [CLS]/[SEP]
tokenizer.decode(encoding.ids) # "hello there, how are you?"
tokenizer.decode(encoding.ids_array) # a numpy array works too
tokenizer.decode(encoding.ids, skip_special_tokens=False)
# Override the `Padding` settings. `length=None` pads each batch to its longest
# item; `None` switches padding off.
tokenizer.padding = Padding(direction="left", pad_id=0, pad_token="[PAD]")
short, long = tokenizer.encode_batch(["Hello", "Hello there, how are you?"])
len(short) == len(long) # True
short.attention_mask # [0, 0, 0, 0, 0, 0, 1, 1, 1]
tokenizer.padding = Padding(length=16) # every encoding is exactly 16 ids
tokenizer.padding = Padding(pad_to_multiple_of=8)
tokenizer.padding = None
# Or for one call only, leaving the attribute as it is. `None` switches it off for that call.
tokenizer.encode_batch(["Hello", "Hello there"], padding=Padding(length=16))
tokenizer.encode("Hello", padding=None)
examples/ holds a runnable script for each of these; make examples runs them all.
Worker processes
Every class here can be pickled, so a tokenizer can be sent to a worker process and its encodings
sent back: multiprocessing, a PyTorch DataLoader, datasets.map(num_proc=...).
def encode(tokenizer, texts):
return tokenizer.encode_batch(texts)
with multiprocessing.get_context("spawn").Pool(4) as pool:
encoded = pool.starmap(encode, [(tokenizer, chunk) for chunk in chunks])
The tokenizer is pickled again with every task it is sent with, so give each worker one big chunk
of texts rather than many small tasks. examples/multiprocessing_workers.py is the whole script.
Day to day
make developregenerates the.pyistub, rebuilds the extension (debug) and reinstalls it in editable mode.make testdoes the above, then runstests/with pytest.make examplesdoes the above, then runs every script inexamples/.make stubsregeneratespython/tokenizers/tokenizers.pyi, including the memberspython/tokenizers/__init__.pyattaches to the Rust classes.make style/make check-styleregenerate the stub, then format/lint the Rust and Python sides and type-check withty. CI runsmake check-styleand fails if the regenerated stub differs from the committed one.
4 maintainers
Release files for tokenizers 1.0.0rc2
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