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43 lines
1.2 KiB
Python
43 lines
1.2 KiB
Python
import re
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import gradio as gr
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male_words, female_words = ["he", "his", "him"], ["she", "hers", "her"]
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def gender_of_sentence(sentence):
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male_count = len([word for word in sentence.split() if word.lower() in male_words])
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female_count = len(
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[word for word in sentence.split() if word.lower() in female_words]
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)
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total = max(male_count + female_count, 1)
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return {"male": male_count / total, "female": female_count / total}
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def interpret_gender(sentence):
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result = gender_of_sentence(sentence)
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is_male = result["male"] > result["female"]
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interpretation = []
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for word in re.split("( )", sentence):
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score = 0
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token = word.lower()
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if (is_male and token in male_words) or (not is_male and token in female_words):
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score = 1
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elif (is_male and token in female_words) or (
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not is_male and token in male_words
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):
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score = -1
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interpretation.append((word, score))
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return interpretation
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iface = gr.Interface(
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fn=gender_of_sentence,
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inputs=gr.inputs.Textbox(default="She went to his house to get her keys."),
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outputs="label",
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interpretation=interpret_gender,
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enable_queue=True,
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)
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if __name__ == "__main__":
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iface.launch()
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