gradio/demo/gender_sentence_custom_interpretation.py
2021-05-24 08:31:44 -07:00

29 lines
1.1 KiB
Python

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
iface = 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)
if __name__ == "__main__":
iface.launch()