AI article

EmbeddingGemma 2 on Cloud Run: an int8 CPU Service Against an NVIDIA L4

Community description: Step by step deployment of Google's EmbeddingGemma 2 text embeddings to Cloud Run, on a 1 vCPU instance with an int8 repack and on an NVIDIA L4, with tests, a semantic search demo, benchmarks and a cost per million documents.

Dev.to | Oct 13, 2026 | xbill

Automated excerpt

Cloud Run runs a container image as an HTTPS service. A GPU service is billed per instance: the L4 is charged for every second the instance is up. An L4 instance costs about ten times as much per hour as a 1 vCPU instance.

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