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Create app.py
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app.py
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#@title Gradio App
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import gradio as gr
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import os
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import google.generativeai as palm
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# load model
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# PaLM API Key here
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palm.configure(api_key='INSERT_KEY_HERE')
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# define completion function
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def get_completion(code_snippet):
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python_code_examples = f"""
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---------------------
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Example 1: Code Snippet
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x = 10
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def foo():
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global x
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x = 5
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foo()
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print(x)
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Correct output: 5
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Code Explanation: Inside the foo function, the global keyword is used to modify the global variable x to be 5.
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So, print(x) outside the function prints the modified value, which is 5.
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---------------------
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Example 2: Code Snippet
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def modify_list(input_list):
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input_list.append(4)
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input_list = [1, 2, 3]
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my_list = [0]
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modify_list(my_list)
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print(my_list)
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Correct output: [0, 4]
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Code Explanation: Inside the modify_list function, an element 4 is appended to input_list.
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Then, input_list is reassigned to a new list [1, 2, 3], but this change doesn't affect the original list.
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So, print(my_list) outputs [0, 4].
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---------------------
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"""
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prompt = f"""
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Your task is to act as a Python Code Explainer.
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I'll give you a Code Snippet.
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Your job is to explain the Code Snippet step-by-step.
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Break down the code into as many steps as possible.
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Share intermediate checkpoints & steps along with results.
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Few good examples of Python code output between #### separator:
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####
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{python_code_examples}
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####
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Code Snippet is shared below, delimited with triple backticks:
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```
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{code_snippet}
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```
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"""
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completion = palm.generate_text(
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model=model,
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prompt=prompt,
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temperature=0,
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# The maximum length of the response
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max_output_tokens=500,
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)
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response = completion.result
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return response
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# define app UI
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iface = gr.Interface(fn=get_completion, inputs=[gr.Textbox(label="Insert Code Snippet",lines=5)],
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outputs=[gr.Textbox(label="Explanation Here",lines=5)],
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title="Python Code Explainer"
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)
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iface.launch(share=True)
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