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app.py
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@@ -10,6 +10,9 @@ tokenizer = AutoTokenizer.from_pretrained("AI-MO/NuminaMath-7B-TIR")
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model_path = snapshot_download(repo_id="Makima57/deepseek-math-Numina")
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generator = ctranslate2.Generator(model_path, device="cpu", compute_type="int8")
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# Function to generate predictions using the model
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def get_prediction(question):
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input_text = model_prompt + question
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@@ -29,13 +32,13 @@ def majority_vote(question, num_iterations=10):
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return majority_voted_pred, all_predictions
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# Gradio interface for user input and output
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def gradio_interface(question,
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final_prediction, all_predictions = majority_vote(question, num_iterations=10)
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return {
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"Question": question,
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"Generated Answers (10 iterations)": all_predictions,
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"Majority-Voted Prediction": final_prediction,
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"Correct Answer":
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}
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# Gradio app setup
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model_path = snapshot_download(repo_id="Makima57/deepseek-math-Numina")
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generator = ctranslate2.Generator(model_path, device="cpu", compute_type="int8")
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with open("app.py", "w") as file:
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file.write(app_code)
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# Function to generate predictions using the model
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def get_prediction(question):
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input_text = model_prompt + question
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return majority_voted_pred, all_predictions
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# Gradio interface for user input and output
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def gradio_interface(question, _):
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final_prediction, all_predictions = majority_vote(question, num_iterations=10)
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return {
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"Question": question,
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"Generated Answers (10 iterations)": all_predictions,
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"Majority-Voted Prediction": final_prediction,
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"Correct Answer": final_prediction # Display the most voted answer as the correct answer
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}
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# Gradio app setup
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