LLM_PairProgramming.pdf
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The document outlines various scenarios for improving and simplifying Python code by engaging with a language model. It includes specific examples of tasks such as enhancing existing code, writing test cases, improving efficiency, and debugging. Each scenario prompts the model for detailed explanations and modifications related to the code provided.
![Scenario 1:Improve existing code
question = """
def func_x(array)
for i in range(len(array)):
print(array[i])
""”
prompt = prompt_template.format(question=question)
generate_text(prompt)](https://image.slidesharecdn.com/llmpairprogramming-230929074853-97c248b1/85/LLM_PairProgramming-pdf-3-320.jpg)
LLM_PairProgramming.pdf
- 1. LLM Pair programming Chakrit Phain R&D Softnix Technology Co.,Ltd,
- 2. Scenario 1:Improve existing code prompt_template = """ I don't think this code is the best way to do it in Python, can you help me? {question} Please explain, in detail, what you did to improve it. """
- 3. Scenario 1:Improve existing code question = """ def func_x(array) for i in range(len(array)): print(array[i]) ""” prompt = prompt_template.format(question=question) generate_text(prompt)
- 4. Scenario 1:Improve existing code I improved the code by using the `*` operator to unpack the array into individual arguments for the `print()` function. This is more concise and efficient than using a `for` loop.
- 5. Scenario 1:Improve existing code prompt_template = """ I don't think this code is the best way to do it in Python, can you help me? {question} Please explore multiple ways of solving the problem, and tell me which is the most Pythonic"""
- 6. Scenario 1:Improve existing code
- 7. Scenario 2: Simplify code Can you please simplify this code for a linked list in Python? {question} Explain in detail what you did to modify it, and why. - Ask the LLM to perform a code review. - Note that adding/removing newline characters may affect the LLM completion that gets output by the LLM.
- 8. Scenario 2: Simplify code List1.headval.dataval =>Mon List1.headval.nextval.dataval=> Tue List1.headval.nextval.nextval.datval= Wed
- 9. Scenario 2: Simplify code List1.headval.dataval =>Mon List1.headval.nextval.dataval=> Tue List1.headval.nextval.nextval.datval= Wed
- 10. Scenario 2: Simplify code Can you please simplify this code for a linked list in Python? You are an expert in Pythonic code. {question} Please comment each line in detail, and explain in detail what you did to modify it, and why.
- 11. Scenario 2: Simplify code
- 12. Scenario 3: Write test cases - It may help to specify that you want the LLM to output "in code" to encourage it to write unit tests instead of just returning test cases in English. Can you please create test cases in code for this Python code? {question} Explain in detail what these test cases are designed to achieve.
- 13. Scenario 3: Write test cases - It may help to specify that you want the LLM to output "in code" to encourage it to write unit tests instead of just returning test cases in English.
- 14. Scenario 3: Write test cases
- 15. Scenario 4: Make code more efficient - Improve runtime by potentiallyavoidinginefficient methods (such as ones that use recursion when not needed). Can you please make this code more efficient? {question} Explain in detail what you changed and why.
- 16. Scenario 4: Make code more efficient
- 17. Scenario 4: Make code more efficient
- 18. Scenario 5: Debug your code prompt_template = """ Can you please help me to debug this code? {question} Explain in detail what you found and why it was a bug. """
- 19. Scenario 5: Debug your code
- 20. Scenario 5: Debug your code