load

This module defines the main interface to load CoNLL treebank resources. CoNLL treebanks can be loaded through a string or a file (or technically anything that can function as a string iterator). CoNLL resources can be loaded and held in memory, or simply iterated through a sentence at a time which is useful for handling very large files.

The fully qualified name of the module is pyconll.load, but these methods are imported at the pyconll namespace level. This module provides the wrappers for loading from a string or file, but if another string iterator is available, for example, a network resource, this can be passed directly to the Conll constructor as well.

Example

This example counts the number of times a token with a lemma of linguistic appeared in the treebank. If all the operations that will be done on the CoNLL file are readonly or are data aggregations, the iter_from alternatives are more memory efficient alternative as well. These methods will return an iterator over the sentences in the CoNLL resource rather than storing the CoNLL object in memory, which can be convenient when dealing with large files that do not need be completely loaded. This example uses the load_from_file method for illustration purposes.

import pyconll

example_treebank = '/home/myuser/englishdata.conll'
conll = pyconll.load_from_file(example_treebank)

count = 0
for sentence in conll:
    for word in sentence:
        if word.lemma == 'linguistic':
            count += 1

print(count)

API

A wrapper around the Conll class to easily load treebanks from multiple formats. This module can also load resources by iterating over treebank data without storing Conll objects in memory. This module is the main entrance to pyconll’s functionalities.

pyconll.load.iter_from_file(filename: str) → Iterator[pyconll.unit.sentence.Sentence][source]

Iterate over a CoNLL-U file’s sentences.

Parameters

filename – The name of the file whose sentences should be iterated over.

Yields

The sentences that make up the CoNLL-U file.

Raises
  • IOError if there is an error opening the file.

  • ParseError – If there is an error parsing the input into a Conll object.

pyconll.load.iter_from_string(source: str) → Iterator[pyconll.unit.sentence.Sentence][source]

Iterate over a CoNLL-U string’s sentences.

Use this method if you only need to iterate over the CoNLL-U file once and do not need to create or store the Conll object.

Parameters

source – The CoNLL-U string.

Yields

The sentences that make up the CoNLL-U file.

Raises

ParseError – If there is an error parsing the input into a Conll object.

pyconll.load.load_from_file(filename: str)pyconll.unit.conll.Conll[source]

Load a CoNLL-U file given its location.

Parameters

filename – The location of the file.

Returns

A Conll object equivalent to the provided file.

Raises
  • IOError – If there is an error opening the given filename.

  • ParseError – If there is an error parsing the input into a Conll object.

pyconll.load.load_from_string(source: str)pyconll.unit.conll.Conll[source]

Load the CoNLL-U source in a string into a Conll object.

Parameters

source – The CoNLL-U formatted string.

Returns

A Conll object equivalent to the provided source.

Raises

ParseError – If there is an error parsing the input into a Conll object.