# FPT GPU CLOUD

- [Metal Cloud](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud.md): Metal Cloud enables you to deploy and manage bare metal servers globally. Our platform offers the flexibility of virtualized cloud environments with the performance, security, and control of dedicated
- [Quickstart](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/quickstart.md)
- [Tutorials](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials.md)
- [Subnet](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/subnet.md)
- [Network ACL](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/network-acl.md)
- [OS Images](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/os-images.md)
- [RAID](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/raid.md)
- [User data](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/cccess-servers.md)
- [Create servers](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/server-deployment.md)
- [Server actions](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/server-action.md)
- [Access server](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/network.md)
- [Monitoring](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/tutorials/monitoring.md)
- [FAQ](https://ai-docs.fptcloud.com/fpt-gpu-cloud/metal-cloud/faq.md)
- [GPU Cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster.md)
- [Managed K8s with Metal Cloud](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud.md)
- [Initial Setup](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/initial-setup.md)
- [Tutorial](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial.md)
- [Create a cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/create-a-cluster.md)
- [Access a cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/access-a-cluster.md)
- [Kubernetes Configuration](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/kubernetes-configuration.md)
- [GPU Software](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/gpu-software.md)
- [Deploy applications](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/deploy-applications.md)
- [GPU Sharing](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/gpu-sharing.md)
- [Cluster Manual-Scaling](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/cluster-manual-scaling.md)
- [Add a Worker group](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/add-a-worker-group.md)
- [Delete a cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/delete-a-cluster.md)
- [Cluster configuration](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/cluster-configuration.md)
- [Using with High-performance Storage](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/tutorial/using-with-high-performance-storage.md)
- [Use cases](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/use-cases.md)
- [Serving DeepSeek-R1](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/use-cases/serving-deepseek-r1.md): Using Ollama and Open WebUI
- [Slurm on Managed GPU Cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-metal-cloud/use-cases/slurm-on-managed-gpu-cluster.md)
- [Managed K8s with GPU Virtual Machine](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine.md)
- [Initial Setup](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/initial-setup.md)
- [Tutorial](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial.md)
- [Create a cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/create-a-cluster.md)
- [Manage a cluster](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/manage-a-cluster.md)
- [Modify worker groups](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/modify-worker-groups.md)
- [Modify cluster settings](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/modify-cluster-settings.md)
- [Deploy applications](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/deploy-applications.md)
- [Install GPU drivers](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/install-gpu-drivers.md)
- [GPU Sharing](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/gpu-sharing.md)
- [Cluster Auto-Scaling](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-auto-scaling.md)
- [Cluster auto-scale using GPU custom metrics](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-auto-scaling/cluster-auto-scale-using-gpu-custom-metrics.md)
- [Cluster auto-scale using KEDA & Prometheus](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-auto-scaling/cluster-auto-scale-using-keda-and-prometheus.md)
- [Cluster monitoring (GPU Telemetry)](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-monitoring-gpu-telemetry.md)
- [Load Balancer](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/load-balancer.md)
- [Persistent Storage](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/persistent-storage.md)
- [Hibernation and Wake-up](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/hibernation-and-wake-up.md)
- [Schedule Hibernate & Wake-up](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/schedule-hibernate-and-wake-up.md)
- [Cluster Security](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-security.md)
- [Cluster Tagging](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/cluster-tagging.md)
- [Audit Logs](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/audit-logs.md)
- [Backup and Restore](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/tutorial/backup-and-restore.md)
- [FAQ](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/managed-k8s-with-gpu-virtual-machine/faq.md)
- [Kubernetes Versions](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/kubernetes-versions.md)
- [Kubernetes Release Schedule](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-cluster/kubernetes-release-schedule.md)
- [GPU Virtual Machine](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine.md)
- [On FPT Cloud Console](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console.md): For users use the service on console.fptcloud.com or console.fptcloud.jp
- [Quick Start](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/quick-start.md)
- [Tutorials](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials.md)
- [OS Images](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/os-images.md)
- [Create a Subnet](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/create-a-subnet.md)
- [Create a GPU VM](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/create-a-gpu-vm.md)
- [Floating IPs](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/floating-ips.md)
- [Security Group](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/security-group.md)
- [Access a GPU VM](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/access-a-gpu-vm.md)
- [Manage GPU VMs](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/manage-gpu-vms.md)
- [Monitoring GPU VMs](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/monitoring-gpu-vms.md)
- [Snapshot](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/snapshot.md)
- [pfSense Network Gateway](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/pfsense-network-gateway.md)
- [Block Storage](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/block-storage.md)
- [NVLink](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/tutorials/nvlink.md)
- [FAQ](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-cloud-console/faq.md)
- [On FPT AI Factory portal](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal.md): For users use the service on ai.fptcloud.com or ai.fptcloud.jp
- [Quick Start](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/quick-start.md)
- [Tutorials](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/tutorials.md)
- [Create a GPU VM](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/tutorials/create-a-gpu-vm.md)
- [Manage GPU VMs](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/tutorials/manage-gpu-vms.md)
- [OS Images](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/tutorials/os-images.md)
- [Security Group](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-virtual-machine/on-fpt-ai-factory-portal/tutorials/security-group.md)
- [GPU Container](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container.md)
- [Quickstart](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/quickstart.md)
- [Tutorials](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials.md)
- [How to Create a container?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-create-a-container.md)
- [How to Access to a container?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-access-to-a-container.md)
- [HTTP Service](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-access-to-a-container/http-service.md)
- [TCP Ports](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-access-to-a-container/tcp-ports.md)
- [SSH Terminal](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-access-to-a-container/ssh-terminal.md)
- [How to Manage container?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-manage-container.md)
- [How to Monitor container?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-monitor-container.md)
- [How to Manage template?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-manage-template.md)
- [How to Manage storage?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-manage-storage.md)
- [How to Whitelist IP?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/tutorials/how-to-whitelist-ip.md)
- [Use cases](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases.md)
- [Jupyter Notebook Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/jupyter-notebook-use-case.md): This guide walks you through running an object detection model using YOLOv8 on Jupyter Notebook, from setup to inference
- [vLLM Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/vllm-use-case.md)
- [Deploy model GPT-OSS by using vLLM v0.10.0](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/deploy-model-gpt-oss-by-using-vllm-v0.10.0.md)
- [Ollama-OpenWebUI Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/ollama-openwebui-use-case.md)
- [Code Server Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/code-server-use-case.md): This guide will walk you through fine-tuning a pre-trained BERT model on the GLUE MRPC task using a GPU-enabled Code Server container.
- [Ubuntu Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/ubuntu-use-case.md): Use an Ubuntu template and SSH to create a remote environment. Then, SSH into it, install the CUDA driver and PyTorch.
- [NVIDIA CUDA Use Case](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/use-cases/nvidia-cuda-use-case.md): This guide will walk you through setting up and running CUDA applications using GPU Container
- [FAQ](https://ai-docs.fptcloud.com/fpt-gpu-cloud/gpu-container/faq.md)
- [High-performance Storage](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage.md)
- [Quick Start](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage/quick-start.md)
- [Tutorials](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage/tutorials.md)
- [HPS Mount point in Vietnam region](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage/tutorials/hps-mount-point-in-vietnam-region.md)
- [How to use HPS in Vietnam region (VAST Data)?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage/tutorials/how-to-use-hps-in-vietnam-region-vast-data.md)
- [How to use HPS in Japan region (DDN)?](https://ai-docs.fptcloud.com/fpt-gpu-cloud/high-performance-storage/tutorials/how-to-use-hps-in-japan-region-ddn.md)


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://ai-docs.fptcloud.com/fpt-gpu-cloud.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
