Utility methods to manipulate LLM inputs and outputs
Project description
chatutils
chatutils is a Python library for text processing, rich display, and LLM helpers.
Installation
pip install -U chatutils
Example
"""
Example script demonstrating `chatutils` in a realistic LLM workflow.
"""
import os
import chatutils
import openai
# We use Groq as an example LLM provider,
# as they provide their latest agent under the same name
model_name = "groq/compound"
client = openai.OpenAI(
base_url="https://api.groq.com/openai/v1",
api_key=os.environ.get("GROQ_API_KEY"),
)
# 2. The Payload: Construct role-based messages cleanly
messages = [
chatutils.system("You are the state-of-the-art AI."),
chatutils.user(
"""
Write a minimal Python function to beep upon unexpected error,
with an example usage in `if __name__ == "__main__"` clause.
"""
), # This gets automatically formatted internally
]
# Display **exactly** what we are sending to the LLM.
# You see the indented prompt is properly formatted
chatutils.print_chat_messages(messages)
# Fire the request (assuming success because we are optimists)
response = client.chat.completions.create(model=model_name, messages=messages)
content = chatutils.get_completion(response) # obtain response.choices[0].message.content
chatutils.print_panel(content, title="Response", border_style="green")
# Save the context & completion
messages.append(chatutils.assistant(content))
cache_filepath = (
".llm_cache/messages--"
f"{model_name.replace('/', '_')}.{chatutils.hash_messages(messages)}"
".jsonl"
)
chatutils.save_messages(messages, cache_filepath)
code = chatutils.parse(content, index=-1) # Parse the last code block
chatutils.write(code, "beep.py")
The same code is available in ./example.py:
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