Grammar-constrained token masking for LLM decoding
Project description
Shingleback Python bindings (glrmask)
Shingleback is the project name; the PyPI distribution and Python import remain glrmask. The bindings compile grammars together with a token vocabulary and expose incremental mask and commit operations.
Install
From PyPI:
python -m pip install glrmask==0.1.0
For a source build, from the repository root:
python3 -m venv .venv
source .venv/bin/activate
python -m pip install ./python
Building from source requires a Rust toolchain and the platform linker/build tools (for example, Xcode Command Line Tools on macOS). pip installs Maturin in an isolated build environment and installs the Python runtime dependency (numpy).
Minimal example
import glrmask
vocab = glrmask.Vocab.from_dict({
b"hello": 0,
b" ": 1,
b"world": 2,
})
constraint = glrmask.Constraint.from_ebnf(
'start ::= "hello" " " "world"',
vocab,
)
state = constraint.start()
assert state.mask().tolist() == [True, False, False]
state.commit_token(0)
assert state.mask().tolist() == [False, True, False]
state.commit_token(1)
assert state.mask().tolist() == [False, False, True]
state.commit_token(2)
assert state.is_finished()
The mask is tokenization-complete for the compiled byte language: a vocabulary token is admitted when appending its bytes leaves at least one valid completion, even when the token crosses grammar-terminal boundaries.
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File details
Details for the file glrmask-0.1.0-cp39-cp39-macosx_10_12_x86_64.whl.
File metadata
- Download URL: glrmask-0.1.0-cp39-cp39-macosx_10_12_x86_64.whl
- Upload date:
- Size: 6.4 MB
- Tags: CPython 3.9, macOS 10.12+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: uv/0.6.5
File hashes
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