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Serverless Container Tutorials

Use these tutorials for end-to-end examples that deploy models, migrate workloads, and prepare container images for Verda Serverless Containers.

  • Deploy with vLLM


    Quickstart for deploying an inference endpoint with vLLM.

    Open tutorial

  • Migrate from Runpod


    Move an existing Runpod-style container workflow to Verda.

    Open tutorial

  • GPT-OSS 120B with Ollama


    Deploy GPT-OSS 120B with Ollama on Serverless Containers.

    Open tutorial

  • Deploy with TGI


    In-depth guide for serving models with Text Generation Inference.

    Open tutorial

  • Deploy with SGLang


    In-depth guide for serving models with SGLang.

    Open tutorial

  • Deploy with Replicate Cog


    In-depth guide for packaging and deploying a Cog model.

    Open tutorial

  • Async Whisper inference


    Run asynchronous inference requests with Whisper.

    Open tutorial

  • Publish a Docker image


    Build and publish your first Docker image for container deployments.

    Open tutorial