Gemma for Streaming ML with Dataflow- Google Developers Blog

What this post added

This post introduces the integration of Gemma, a lightweight LLM, with Google Cloud Dataflow for real-time streaming ML tasks. It details a pipeline that uses Gemma for sentiment analysis and summarization of customer chat data, with negative sentiment chats triggering AI-generated response drafts for human review. The post highlights the benefits of embedding LLMs directly into streaming pipelines for data locality, unified autoscaling, and simplified observability, and provides code examples for setting up Gemma with Dataflow ML, including custom model handlers and prompt engineering.