Kod üretimi ve açıklaması

OpenAI API ile Prompt Engineering

Fouad Trad

Machine Learning Engineer

Kod üretimi

Verilen bir problemi çözecek kaynak kod yazma
Yazılım kullanan tüm alanlarda gereklidir
Üretilen kodu anlamak etkili kullanım için şarttır

Farklı ekranlarda kodları gösteren simge.

Kod üretim istemleri

Problem tanımı
Programlama dili
Biçim (betik, fonksiyon, sınıf)

prompt = "Write a Python function that accepts a list of quarterly sales, and outputs the 
average sales per quarter."
print(get_response(prompt))

def calculate_average_sales(quarterly_sales):

    total_sales = sum(quarterly_sales)
    average_sales = total_sales / len(quarterly_sales)

    return average_sales

Girdi-çıktı örnekleri

Girdi-çıktı örnekleri verip bunları eşleyen bir program üretin

examples = """
Input: [150000, 180000, 200000, 170000] -> Output: 175000.0
Input: [10000, 25000, 30000, 15000] -> Output: 20000.0
Input: [50000, 75000, 60000, 45000] -> Output: 57500.0
"""

prompt = f"""You are provided with input-output examples delimited by triple 
backticks for a python program that receives a list of quarterly sales data. 
Write code for this program.
```{examples}```"""
print(get_response(prompt))

Girdi-çıktı örnekleri

Based on the provided input-output examples, it seems like you want to calculate the average of 
quarterly sales data for each set of input values. 


Here's a Python program that does that:

def calculate_average_quarterly_sales(sales_data):
    total_sales = sum(sales_data)
    num_quarters = len(sales_data)
    average_sales = total_sales / num_quarters
    return average_sales


print(calculate_average_quarterly_sales([150000, 180000, 200000, 170000]))  # Output: 175000.0
print(calculate_average_quarterly_sales([10000, 25000, 30000, 15000])) # Output: 20000.0
print(calculate_average_quarterly_sales([50000, 75000, 60000, 45000]))  # Output: 57500.0

Kod değiştirme

Gereksinimlere göre kodu değiştirmesini isteyin

script = """
quarterly_sales = [150, 180, 200, 170]
total_sales = sum(quarterly_sales)
print("Total sales: ", total_sales)
"""

prompt = f"""Modify the script delimited by triple backticks to a function that we 
can call to compute the total sales given quarterly sales
```{script}```"""
print(get_response(prompt))

Kod değiştirme

def compute_total_sales(quarterly_sales):
    total_sales = sum(quarterly_sales)
    return total_sales


quarterly_sales = [150, 180, 200, 170]
total_sales = compute_total_sales(quarterly_sales)
print("Total sales: ", total_sales)

Birden çok kod değişikliği

script = """
quarterly_sales = [150, 180, 200, 170]
total_sales = sum(quarterly_sales)
print("Total sales: ", total_sales)
"""

prompt = f"""Modify the script delimited by triple backticks as follows:
             - Let user input parameters interactively


           ```{script}```"""
print(get_response(prompt))

Birden çok kod değişikliği

script = """
quarterly_sales = [150, 180, 200, 170]
total_sales = sum(quarterly_sales)
print("Total sales: ", total_sales)
"""

prompt = f"""Modify the script delimited by triple backticks as follows:
             - Let user input parameters interactively
             - Make sure to verify inputs are positive, otherwise, display a 
             message for the user, and ask them to provide their input again.
           ```{script}```"""
print(get_response(prompt))

Birden çok kod değişikliği

quarterly_sales = []

for i in range(4):
    while True:
        sales = float(input("Enter quarterly sales for quarter {}: ".format(i+1)))
        if sales <= 0:
             print("Sales must be positive. Please try again.")
             continue
        quarterly_sales.append(sales)
        break

total_sales = sum(quarterly_sales)
print("Total sales: ", total_sales)

Kod açıklaması

Kod yorumlamak zor olabilir
LLM'ler kodu açıklamak için kullanılabilir

Ekranda karmaşık kodları gösteren görsel.

Kod açıklama gereksinimleri

code = """
def compute_average_sales_per_quarter(quarterly_sales):
    average_sales = sum(quarterly_sales) / len(quarterly_sales)
    return average_sales
"""

Açıklama uzunluğunu belirtin

prompt = f"""Explain in one sentence what the code delimited by triple backticks does
             ```{code}```"""
print(get_response(prompt))

The code calculates the average sales per quarter by summing up the values in the 
"quarterly_sales" list and dividing the sum by the number of elements in the list.

Ayrıntılı kod açıklaması

code = """
def compute_average_sales_per_quarter(quarterly_sales):
    average_sales = sum(quarterly_sales) / len(quarterly_sales)
    return average_sales
"""

Zincirleme düşünme ile ayrıntılı açıklama

prompt = f"""Explain what the code delimited by triple backticks does. 
Let's think step by step.
```{code}```"""
print(get_response(prompt))

Ayrıntılı kod açıklaması

The code defines a function called `compute_average_sales_per_quarter` that takes in a list of `quarterly_sales` as a 
parameter.


Inside the function, it calculates the average sales by summing up all the values in the `quarterly_sales` list using 
the `sum()` function, and then dividing it by the length of the list using the `len()` function. 

The result is stored in the variable `average_sales`.


Finally, the function returns the calculated average sales value.


This code snippet can be used to calculate the average sales per quarter given a list of quarterly sales data.

Hadi pratik yapalım!

OpenAI API ile Prompt Engineering