# Base Dependencies
# ----------------
import numpy
# Local Dependencies
# ------------------
from models import RelationCollection
# 3rd-Party Dependencies
# ----------------------
from sklearn.base import BaseEstimator
class CharacterLengthFeature(BaseEstimator):
"""
CharacterLengthFeature
Computes the number of characters of each relation's sentence. Used for evaluation.
"""
def __init__(self):
pass
def get_feature_names(self, input_features=None):
return ["char_length"]
def create_character_length_feature(
self, collection: RelationCollection
) -> numpy.array:
features = []
for r in collection.relations:
features.append([len(r.text)])
return numpy.array(features)
def fit(self, x: RelationCollection, y=None):
return self
def transform(self, x: RelationCollection, y=None) -> numpy.array:
return self.create_character_length_feature(x)
def fit_transform(self, x: RelationCollection, y=None) -> numpy.array:
return self.create_character_length_feature(x)