Spaces:
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Sleeping
replace flask api with gradio app
Browse files- src/main.py +13 -21
src/main.py
CHANGED
@@ -1,12 +1,11 @@
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import os
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import pickle
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from transformers import AutoModel, AutoTokenizer
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from .utils import extract_hidden_state
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app = Flask(__name__)
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models_dir = os.path.join(os.path.dirname(__file__), '..', 'models')
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model_file = os.path.join(models_dir, 'logistic_regression.pkl')
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@@ -21,26 +20,19 @@ model_name = "moussaKam/AraBART"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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language_model = AutoModel.from_pretrained(model_name)
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if not text:
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return jsonify({"error": "No text has been received"}), 400
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text_embeddings = extract_hidden_state(text, tokenizer, language_model)
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predicted_class = model.predict(text_embeddings)[0]
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return jsonify({"class": predicted_class}), 200
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except Exception as e:
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return jsonify({"error": str(e)}), 500
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def main():
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app.run(host="0.0.0.0", port=5000)
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if __name__ == "__main__":
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import os
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import pickle
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import gradio as gr
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from transformers import AutoModel, AutoTokenizer
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from .utils import extract_hidden_state
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models_dir = os.path.join(os.path.dirname(__file__), '..', 'models')
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model_file = os.path.join(models_dir, 'logistic_regression.pkl')
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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language_model = AutoModel.from_pretrained(model_name)
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def classify_arabic_dialect(text):
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text_embeddings = extract_hidden_state(text, tokenizer, language_model)
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predicted_class = model.predict(text_embeddings)[0]
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return predicted_class
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demo = gr.Interface(
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fn=classify_arabic_dialect,
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inputs=["text"],
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outputs=["text"],
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)
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if __name__ == "__main__":
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demo.launch()
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