Decorator to wrap LLM calls for production use with a simple, answer-only interface.
Project description
llmwrap
llmwrap is a Python library for wrapping an LLM-calling function with a simple decorator. You configure the decorator once, keep your own model-calling code inside a normal Python function, and call that function as usual.
Install
pip install arbis-llmwrap
Quick Start
Decorate your LLM function once, then call it with prompts as usual:
from llmwrap import wrap_llm_call
@wrap_llm_call(
company_name="My Company",
project_name="My Project",
agent_name="My Agent",
secret_key="vt_live_xxxx",
max_tries=3,
)
def user_llm(prompt: str) -> str:
# Call your LLM provider here and return a string.
response = some_client.chat(prompt)
return response
answer = user_llm("What is 2+2?")
How To Use The Decorator
wrap_llm_call(...) is a decorator factory. You call it with configuration values, and it returns a decorator that wraps your function.
from llmwrap import wrap_llm_call
decorator = wrap_llm_call(
company_name="My Company",
project_name="My Project",
agent_name="My Agent",
secret_key="vt_live_xxxx",
max_tries=3,
)
You usually apply it directly with @wrap_llm_call(...).
Decorator Arguments
company_name: str
Name of your company or organization.
project_name: str
Name of the project this function belongs to.
agent_name: str
Name of the agent, assistant, or workflow this function represents.
secret_key: str
Credential value passed when configuring the decorator.
max_tries: int = 3
Maximum number of attempts used by the wrapper. The value must be >= 1.
Requirements For The Wrapped Function
The wrapped function should follow the current interface below:
- The first argument must be
prompt. - The function must return a Python
str.
Example:
@wrap_llm_call(
company_name="My Company",
project_name="My Project",
agent_name="Support Bot",
secret_key="vt_live_xxxx",
)
def ask_model(prompt: str) -> str:
return my_model.generate(prompt)
Calling A Decorated Function
Once decorated, call your function the same way you would call any normal Python function:
result = ask_model("Write a short welcome message.")
print(result)
The decorated function returns a string.
Using Your Own LLM Client
You can keep your provider-specific code inside the wrapped function. The decorator does not require a specific SDK.
@wrap_llm_call(
company_name="My Company",
project_name="Internal Tools",
agent_name="Draft Writer",
secret_key="vt_live_xxxx",
)
def generate_copy(prompt: str) -> str:
response = client.responses.create(
model="my-model",
input=prompt,
)
return response.output_text
Common Pattern
Keep the decorated function small and focused:
- accept a prompt string
- call your LLM provider
- return the resulting text
@wrap_llm_call(
company_name="Example Co",
project_name="Docs",
agent_name="Summarizer",
secret_key="vt_live_xxxx",
max_tries=2,
)
def summarize(prompt: str) -> str:
return provider.generate_text(prompt)
Current Limitations
At the moment, the decorator expects:
promptas the first function argument- a string return value from the wrapped function
If your function takes a different signature or returns a tuple, dict, or object, adapt that function so it still exposes a prompt first argument and returns the text as str.
License
MIT. See LICENSE.
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