How much GPU memory does Nemotron-Cascade-8B need?

About 21.6 GB: 16.4 GB of weights and the runtime's own memory.

What is the cheapest GPU to run Nemotron-Cascade-8B?

Right now one Nvidia P40 at $0.14 an hour; RTX 5090 at $0.67 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.

Can Nemotron-Cascade-8B run on an RTX 4090?

Yes: it needs about 21.6 GB and an RTX 4090 has 24 GB.

Models / Nemotron-Cascade / Nemotron-Cascade 8B

Prince-1/Nemotron-Cascade-8B

Text generation · served with ONNX Runtime GenAI · ↓ 0 downloads a month · View on Hugging Face

Prince-1/Nemotron-Cascade-8B needs about 21.6 GB of GPU memory. It runs on one Nvidia P40 from $0.14/h right now; best value: RTX 5090 at $0.67/h.

Weights: 16 GB
GPU memory needed: about 21.6 GB
Memory · disk: 28.6 GB · 65 GB
Licence: other

Versions of Nemotron-Cascade 8B

The same model packaged differently: a quantized version needs less GPU memory and runs on a cheaper machine.

Version	Runtime	Weights	GPU memory	Cheapest machine now
Main (Prince-1)Prince-1/Nemotron-Cascade-8B	ONNX Runtime GenAI	16 GB	21.6 GB	$0.13/h Nvidia P40
Main (onnx-community)onnx-community/Nemotron-Cascade-8B	ONNX Runtime GenAI	16 GB	21.6 GB	$0.13/h Nvidia P40

Hardware and deploy

Deploying ONNX models from the catalog is coming soon. Today, download the files from Hugging Face and upload them in Inference.

Questions

How much GPU memory does Nemotron-Cascade-8B need?: About 21.6 GB: 16.4 GB of weights and the runtime's own memory.
What is the cheapest GPU to run Nemotron-Cascade-8B?: Right now one Nvidia P40 at $0.14 an hour; RTX 5090 at $0.67 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.
Can Nemotron-Cascade-8B run on an RTX 4090?: Yes: it needs about 21.6 GB and an RTX 4090 has 24 GB.

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