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Pick the Right GPU Instance Template for Your Workload

Select a GPU instance template by workflow, then check CPU eligibility, VRAM, service security, and how you will export your work.

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Choose the template that matches what you plan to do: Ubuntu 24.04 for a custom setup, Ollama for local language models, JupyterLab for notebook work, Unsloth for LLM fine-tuning, or InvokeAI for image generation. The application templates require at least two CPU cores. Before deploying, check the template’s access settings and export plan: you cannot change a deployed template in place, and instance storage is ephemeral.

Match the template to your task

A template is the operating-system and application image installed when the GPU instance is deployed. Every option uses Ubuntu 24.04 as its base; application templates add a prepared software environment. The right choice depends on your workflow, not on a single template being best for everyone. Hostinger’s template guide describes these options:

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Template Best for What to know
Ubuntu 24.04 Building a custom or unusual software stack A bare operating system, without preinstalled applications or exposed web services. You configure the environment yourself.
Ollama Running local language models through a browser Includes Ollama and Open WebUI. Open WebUI is exposed automatically; the Ollama API remains private to the instance.
JupyterLab Notebook-based experiments and training code Includes a web notebook environment configured with PyTorch and CUDA 12.4 drivers. The service is exposed automatically.
Unsloth Fine-tuning language models Includes Unsloth Studio configured for LoRA and QLoRA. It is exposed automatically with preset credentials. Hostinger says full fine-tuning requires a GPU with at least 48 GB of VRAM; smaller instances support QLoRA.
InvokeAI Generating images Provides a web studio for Stable Diffusion and FLUX. Models are not preinstalled; download them through the internal Model Manager after deployment.

Check whether the template is available for your instance size

Template availability depends on CPU cores, not on the GPU model. Hostinger lists Ubuntu 24.04 for a one-core allocation. With two or more CPU cores, Ubuntu 24.04, Ollama, JupyterLab, Unsloth, and InvokeAI are available. If you need an application template, select an instance with at least two CPU cores before deployment. The template guide provides the current eligibility details.

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Choose GPU memory separately

CPU cores determine which templates you can select; GPU VRAM determines how much model or workload can fit on the GPU. One does not substitute for the other. Hostinger’s current GPU selection guide lists these options and VRAM amounts:

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GPU option VRAM
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B200 192 GB
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Hostinger says adding CPU cores, instance RAM, and storage through a larger instance size does not increase the GPU’s VRAM. Its Unsloth note specifies at least 48 GB VRAM for full fine-tuning and says smaller GPU instances support QLoRA. For other work, check the memory requirements of the specific model and task rather than assuming the template guarantees sufficient capacity. See Hostinger’s GPU selection guide.

Review authentication before exposing a service

Application templates can make web services reachable outside the instance. Their default protections differ, so check the relevant endpoint before sharing its address. Hostinger lists these defaults:

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  • Ubuntu 24.04: No running service, so authentication does not apply.
  • Ollama: Open WebUI has no authentication until the first visitor creates an account. The Ollama API remains private to the instance.
  • JupyterLab: Requires an access token.
  • Unsloth: Uses preset username and password credentials.
  • InvokeAI: Has no default authentication; configure access controls manually.

Hostinger recommends creating the Open WebUI account promptly, retaining JupyterLab’s token protection, and adding access controls before sharing an InvokeAI address. For service exposure and security details, consult its service exposure guide and guide to securing exposed services.

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Plan how you will preserve your work

A deployed template cannot be changed in place. To use a different one, deploy a new GPU instance. Hostinger characterizes GPU instance storage as ephemeral and says it is not backed up; destroying an instance permanently removes the data stored on it. Export models, notebooks, generated images, and fine-tuned outputs to external storage before removing the instance. Hostinger’s template guide and instance comparison guidance describe these limitations.

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Keep the billing model in mind

GPU instances are billed hourly through account credits. Hostinger says an instance is destroyed if its credits run out, which can remove work kept on the instance. Maintain enough credits for the time you expect to use it and export important files independently. Rates can change, so check the current billing and credits guidance before estimating costs; the GPU setup guide explains deployment.

Quick Recap

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GIGABYTE GeForce RTX 5060 WINDFORCE OC 8G Graphics Card, Cooling System, 8GB 128-bit GDDR7, PCIe 5.0, Manufactured by NVIDIA, DisplayPort & HDMI - Video Output Interface, GV-N5060WF2OC-8GD Video Card
GIGABYTE GeForce RTX 5060 WINDFORCE OC 8G Graphics Card, Cooling System, 8GB 128-bit GDDR7, PCIe 5.0, Manufactured by NVIDIA, DisplayPort & HDMI - Video Output Interface, GV-N5060WF2OC-8GD Video Card
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Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

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