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2c824f6
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Parent(s):
35d1ad0
add app.py
Browse files- app.py +34 -0
- lang_detect_model.joblib +3 -0
- requirements.txt +1 -0
app.py
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# script to load the model and make prediction
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import joblib
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import numpy as np
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import gradio as gr
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model = joblib.load("lang_detect_model.joblib")
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def detect_lang(text: str) -> str:
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pred = model.predict([text])
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# pred_prob = model.predict_proba([text])
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# pred_prob = round(np.max(pred_prob) * 100, 2)
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lang_dict = {
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'ar': 'Arabic',
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'de': 'Deutsch',
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'en': 'English',
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'es': 'Spanish',
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'fr': 'France',
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'it': 'Italy',
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'ja': 'Japanese',
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'nl': 'Dutch',
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'pl': 'Polish',
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'pt': 'Portuguese',
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'ru': 'Russian'
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}
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lang_name = lang_dict[pred[0]]
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return lang_name
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iface = gr.Interface(
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detect_lang,
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"text",
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"text"
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)
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iface.launch()
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lang_detect_model.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:5b3fe6d5d4246c6cb791902d215aa097f9446617c4eed93f3c278c354b101c79
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size 218514
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requirements.txt
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scikit-learn
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