Fine tune LLMs using GPUs with Cloud Run jobs

You can fine tune aGemma 3 model on a Cloud Run job, thenserve the fine tuned model on a Cloud Run service usingvLLM.

See a step-by-step instructional codelab atHow to fine tune a model using Cloud Run jobs.

Except as otherwise noted, the content of this page is licensed under theCreative Commons Attribution 4.0 License, and code samples are licensed under theApache 2.0 License. For details, see theGoogle Developers Site Policies. Java is a registered trademark of Oracle and/or its affiliates.

Last updated 2026-02-19 UTC.