mirror of
https://github.com/gradio-app/gradio.git
synced 2024-12-27 02:30:17 +08:00
43 lines
1.2 KiB
Python
43 lines
1.2 KiB
Python
import re
|
|
|
|
import gradio as gr
|
|
|
|
male_words, female_words = ["he", "his", "him"], ["she", "hers", "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,
|
|
enable_queue=True,
|
|
)
|
|
if __name__ == "__main__":
|
|
iface.launch()
|