Streaming tokens provides real-time responses for better UX.
Learn to implement streaming in your AI applications.
What is Token Streaming?
Instead of waiting for complete response, receive tokens as they’re generated.
Benefits of Streaming
✅ Faster perceived response time
✅ Better user experience
✅ Ability to stop generation
✅ Progressive display
Python Streaming Example
from openai import OpenAI
client = OpenAI()
stream = client.chat.completions.create(model=’gpt-4′, messages=[…], stream=True)
for chunk in stream:
print(chunk.choices[0].delta.content, end=”)
JavaScript Streaming
Use fetch with ReadableStream for browser streaming.
DeepSeek Streaming
DeepSeek API supports streaming with the stream=True parameter.
Error Handling
Handle connection drops and partial responses gracefully.
Conclusion
Streaming improves user experience significantly!