Create app.py
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app.py
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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import gradio as gr
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# Load the model and tokenizer
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tokenizer = AutoTokenizer.from_pretrained("sagard21/python-code-explainer")
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model = AutoModelForSeq2SeqLM.from_pretrained("sagard21/python-code-explainer")
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def explain_code(python_code):
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# Tokenize the input code
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inputs = tokenizer(python_code, return_tensors="pt", truncation=True, max_length=512)
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# Generate explanation
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explanation_ids = model.generate(
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inputs["input_ids"],
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max_length=256,
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num_beams=5,
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early_stopping=True
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)
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# Decode and return the explanation
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explanation = tokenizer.decode(explanation_ids[0], skip_special_tokens=True)
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return explanation
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# Create the Gradio interface
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demo = gr.Interface(
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fn=explain_code,
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inputs=gr.Code(
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language="python",
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label="Enter Python Code",
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lines=10,
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placeholder="def hello_world():\n print('Hello, world!')"
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),
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outputs=gr.Textbox(
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label="Code Explanation",
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lines=5
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),
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title="Python Code Explainer",
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description="π Enter Python code and get a natural language explanation of what it does.",
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examples=[
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["def add(a, b):\n return a + b"],
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["for i in range(5):\n print(i)"],
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["x = [i**2 for i in range(10) if i % 2 == 0]"]
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]
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)
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# Launch the app
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demo.launch()
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