ufal.chu-liu-edmonds


Nameufal.chu-liu-edmonds JSON
Version 1.0.3 PyPI version JSON
download
home_pagehttps://github.com/ufal/chu_liu_edmonds
SummaryBindings to Chu-Liu-Edmonds algorithm from TurboParser
upload_time2024-03-09 22:02:39
maintainer
docs_urlNone
authorMilan Straka
requires_python
licenseGPLv3
keywords
VCS
bugtrack_url
requirements No requirements were recorded.
Travis-CI No Travis.
coveralls test coverage No coveralls.
            # Chu-Liu-Edmonds Algorithm from TurpoParser.

This package wraps the Chu-Liu-Edmonds maximum spanning algorithm from
TurboParser for use within Python.

The original package was made by https://github.com/andersjo/dependency_decoding .

## Documentation

The package provides a function `chu_liu_edmonds`, which accepts an _N×N_ score
matrix as argument, where _N_ is the sentence length including the artificial
root node, which has index 0. The _(i,j)_-th cell is the score for the edge _j→i_.
In other words, a row gives the scores for the different heads of a dependent.

A `np.nan` cell value informs the algorithm to skip the edge.

Example usage:
```python
import numpy as np
from ufal.chu_liu_edmonds import chu_liu_edmonds

np.random.seed(42)
score_matrix = np.random.rand(3, 3)
heads, tree_score = chu_liu_edmonds(score_matrix)
print(heads, tree_score)
```

## Install

Binary wheels of the package are provided, just run
```
pip install ufal.chu_liu_edmonds
```

## Updating the Cython-generated Module

To update the Cython-generated module, run
```
cython --module-name ufal.chu_liu_edmonds._chu_liu_edmonds chu_liu_edmonds.pyx -o chu_liu_edmonds.cpp
```

            

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