Python Code Generation using the API for Claude AI
Generating and running a simple Python function using Anthropic Claude APIs.
The following shows how we can use the Anthropic Claude LLM API to generate a simple Python function and run it. We tell the API what we want our function to do; Claude AI API generates the code; we save this code to a file and function; then run it.
The code (also found here):
import anthropic
client = anthropic.Anthropic()
def generate_code(prompt):
return client.messages.create(
model="claude-3-5-sonnet-20240620",
max_tokens=1024,
messages=[
{"role": "user", "content": prompt}
]
).content[0].text
def write_function(module_name, code):
f = open(module_name + ".py", "w")
f.write(code)
f.close()
def run_function(module_name, function_name, a, b):
module = __import__(module_name)
print(getattr(module, function_name)(a, b))
if __name__ == '__main__':
module_name = "maths"
function_name = "is_even"
prompt = f"Write a function in Python called {function_name}. "
prompt += "The function should accept two integers. "
prompt += "The function should return a boolean. "
prompt += "The function should do the following: "
prompt += "1. Return true if the sum of the integers is even. "
prompt += "2. Return false if the sum of the integers is odd. "
prompt += "Do not include any markdown, code block indicators or description. "
code = generate_code(prompt)
write_function(module_name, code)
run_function(module_name, function_name, 2, 3)
run_function(module_name, function_name, 5, 7)
We're using the Anthropic SDK library for Python to access the API:
import anthropic
If you want to run this example you'll have to install it:
pip install anthropic
Then we create a client:
client = anthropic.Anthropic()
By default, the SDK looks at the value of ANTHROPIC_API_KEY which was set to the key secret beforehand. See here for instructions on how to request an API key, note that this requires setting up billing. Generating the example here costs fractions of a UK penny.
We create a function that takes a string prompt and returns the text containing the result of running the prompt on the API. The model, max_tokens and messages attributes are set; messages takes the prompt string as a dictionary attribute.
def generate_code(prompt):
return client.messages.create(
model="claude-3-5-sonnet-20240620",
max_tokens=1024,
messages=[
{"role": "user", "content": prompt}
]
).content[0].text
We create a function to write the API response to a python file. This function takes two arguments, module_name and code:
def write_function(module_name, code):
f = open(module_name + ".py", "w")
f.write(code)
f.close()
Now we have a Python module containing the response from the API and we know the module name and function name we can create a function to run it and print the results:
def run_function(module_name, function_name, a, b):
module = __import__(module_name)
print(getattr(module, function_name)(a, b))
This function imports the module name and runs the function, passing in two parameters a and b, printing the output.
Finally we can create a main block, create a prompt by concatenating strings and run the functions:
if __name__ == '__main__':
module_name = "maths"
function_name = "is_even"
prompt = f"Write a function in Python called {function_name}. "
prompt += "The function should accept two integers. "
prompt += "The function should return a boolean. "
prompt += "The function should do the following: "
prompt += "1. Return true if the sum of the integers is even. "
prompt += "2. Return false if the sum of the integers is odd. "
prompt += "Do not include any markdown, code block indicators or description. "
code = generate_code(prompt)
write_function(module_name, code)
run_function(module_name, function_name, 2, 3)
run_function(module_name, function_name, 5, 7)
We are saving the function is_even in a module named maths. The string prompt we are passing to the API is:
Write a function in Python called is_even.
The function should accept two integers.
The function should return a boolean.
The function should do the following:
1. Return true if the sum of the integers is even.
2. Return false if the sum of the integers is odd.
Do not include any markdown, code block indicators or description.
The content of maths.py (which is the response from the Claude API to the prompt) is:
def is_even(num1, num2):
return (num1 + num2) % 2 == 0
And when the script is run this is the output:
False
True
Which is correct since 2 + 3 is odd and 5 + 7 is even.
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