Not really, I run a production service on a basic server using these Gemma models, the server is weaker than my MacBook. Most people's laptops and even phones actually can run local models, most simply don't know how. Run Unsloth Studio and you'll see how easy it is.
As the sibling says this is why people want smaller but still performant models.