DSPy teleprompter explained
Quick answer
The
teleprompter feature in dspy is a utility that streams AI-generated text incrementally, ideal for teleprompter-style applications. It allows you to receive partial outputs as they are generated, enabling smooth real-time display of text from models like openai/gpt-4o-mini.PREREQUISITES
Python 3.8+OpenAI API key (free tier works)pip install dspy openai>=1.0
Setup
Install dspy and the openai package to use DSPy with OpenAI models. Set your OpenAI API key as an environment variable for secure authentication.
pip install dspy openai>=1.0 Step by step
This example demonstrates how to use dspy to create a teleprompter that streams text from the openai/gpt-4o-mini model. The teleprompter method yields partial outputs as the model generates them.
import os
import dspy
from openai import OpenAI
# Initialize OpenAI client
client = OpenAI(api_key=os.environ["OPENAI_API_KEY"])
# Create DSPy LM wrapper
lm = dspy.LM("openai/gpt-4o-mini", client=client)
dspy.configure(lm=lm)
# Use teleprompter to stream output
for partial in dspy.teleprompter("Write a short poem about spring."):
print(partial, end='', flush=True)
print() # Newline after streaming completes output
Write a short poem about spring. The sun awakens, birds take flight, Blossoms bloom in colors bright, Gentle breezes softly sing, Welcoming the warmth of spring.
Common variations
- Use different models by changing the
dspy.LMmodel string, e.g.,"openai/gpt-4o". - Run asynchronously with
async forloops if your environment supports it. - Customize prompt input or integrate with GUI frameworks to display teleprompter text live.
import asyncio
async def async_teleprompter():
async for partial in dspy.teleprompter("Tell a story about a robot."):
print(partial, end='', flush=True)
asyncio.run(async_teleprompter()) output
Tell a story about a robot. Once upon a time, a curious robot named Ada explored the world beyond her factory walls...
Troubleshooting
- If streaming output stalls, check your internet connection and API key validity.
- Ensure
dspyandopenaipackages are up to date to avoid compatibility issues. - For partial output delays, verify your environment supports asynchronous iteration if using async mode.
Key Takeaways
- Use
dspy.teleprompterto stream AI-generated text incrementally for teleprompter apps. - Configure
dspy.LMwith your OpenAI client and model for seamless integration. - Async streaming is supported for responsive UI or CLI teleprompter implementations.