terraform-provider-iterative
A Terraform plugin for managing machine learning compute resources across AWS, GCP, Azure, and Kubernetes with spot instance recovery and auto-termination.
What is terraform-provider-iterative?
Terraform Provider Iterative (TPI) is a Terraform plugin built for managing machine learning compute resources across multiple cloud providers. It automates the provisioning, recovery, and termination of instances, including spot instances and GPUs, while providing a unified abstraction layer to avoid vendor lock-in. TPI solves the problem of complex cloud infrastructure management for ML workloads by offering a simple, codified approach.
Data scientists, machine learning engineers, and DevOps teams who need to run reproducible ML experiments and training jobs in the cloud without deep cloud expertise. It is also suitable for teams looking to reduce costs and simplify multi-cloud deployments.
Developers choose TPI because it eliminates the need for custom scripts or external orchestrators, reduces infrastructure costs through spot instance recovery and auto-termination, and provides a consistent CLI experience across AWS, GCP, Azure, and Kubernetes. Its design as a lightweight CLI tool with no control plane overhead sets it apart from traditional cloud orchestrators.
Overview
☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes
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