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Text aspects for nlp models

Project description

Documentation Status

wild-nlp

Corrupt an input text to test NLP models' robustness. For details refer to https://nlp-demo.readthedocs.io

Installation

pip install wild-nlp

Usage

from wildnlp.aspects import Reverser, PigLatin
from wildnlp.aspects.utils import compose
from wildnlp.datasets import SampleDataset

# Create a dataset object and load the dataset
dataset = SampleDataset()
dataset.load()

# Crate a composed corruptor function.
# Functions will be applied in the same order they appear.
composed = compose(Reverser(), PigLatin())

# Apply the function to the dataset
modified = dataset.apply(composed)

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