retok
Regex tokenizer and token encoder/decoder written in Rust, exposed to Python via PyO3.
Prerequisites
- Python 3.10 or newer
- Rust toolchain (edition 2024)
maturin
Installation
maturin develop
Usage
The tokenization pattern is passed as argument, as any regex string. Text is enclosed with BOS and
EOS tokens and padded. With bos_after_first the first token stays in front of BOS, and with
eos_before_last the last token stays behind EOS.
import retok
pattern = r"\d+|[A-Za-z]+|[^\s\w]"
retok.tokenize(pattern, "foo 12, bar!") # ["foo", "12", ",", "bar", "!"]
vocab = ["<pad>", "<s>", "</s>", "foo", "bar", "12", ",", "!"]
token_indices = {t: i for i, t in enumerate(vocab)}
ids, lengths = retok.encode_with_lengths(
["foo 12, bar!"],
min_len=10,
pattern=pattern,
token_indices=token_indices,
pad="<pad>",
bos="<s>",
eos="</s>",
)
retok.decode(ids, dict(enumerate(vocab)), {"<pad>", "<s>", "</s>"}) # ["foo12,bar!"]
License
MIT. See LICENSE.
Metadata
Release files for retok 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| retok-0.1.0.tar.gz | 12.6 kB | With provenance | Details for retok-0.1.0.tar.gz |
Built distributions (wheels)
Total release size: 18.3 MB
Release files / retok-0.1.0.tar.gz
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|---|---|
| Size | 12.6 kB |
| Tags | Source |
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| Size | 823.5 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
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| Download URL | retok-0.1.0-cp311-cp311-macosx_11_0_arm64.whl |
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| Size | 751.5 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
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Transparency logRelease files / retok-0.1.0-cp310-cp310-win_amd64.whl
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| Size | 720.4 kB |
| Tags | CPython 3.10 Windows x86-64 |
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| Size | 854.1 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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| Size | 823.8 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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Transparency logSecurity for retok 0.1.0
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