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import gradio as gr | |
import re | |
male_words, female_words = ["he", "his", "him"], ["she", "her"] | |
def gender_of_sentence(sentence): | |
male_count = len([word for word in sentence.split() if word.lower() in male_words]) | |
female_count = len([word for word in sentence.split() if word.lower() in female_words]) | |
total = max(male_count + female_count, 1) | |
return {"male": male_count / total, "female": female_count / total} | |
def interpret_gender(sentence): | |
result = gender_of_sentence(sentence) | |
is_male = result["male"] > result["female"] | |
interpretation = [] | |
for word in re.split('( )', sentence): | |
score = 0 | |
token = word.lower() | |
if (is_male and token in male_words) or (not is_male and token in female_words): | |
score = 1 | |
elif (is_male and token in female_words) or (not is_male and token in male_words): | |
score = -1 | |
interpretation.append((word, score)) | |
return interpretation | |
app = gr.Interface( | |
fn=gender_of_sentence, | |
inputs=gr.inputs.Textbox(default="She went to his house to get her keys."), | |
outputs="label", | |
interpretation=interpret_gender, | |
enable_queue=True, | |
title="Gender bias", | |
description="Determines how many sentences are male / female", | |
) | |
app.launch(debug=True) | |