How much GPU memory does distilroberta-bias need?

About 1.7 GB: 0.16 GB of weights and the runtime's own memory.

What is the cheapest GPU to run distilroberta-bias?

Right now one RTX 3060 at $0.11 an hour; RTX 5070 Ti at $0.19 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.

Can distilroberta-bias run on an RTX 4090?

Yes: it needs about 1.7 GB and an RTX 4090 has 24 GB.

How do I deploy distilroberta-bias as an API?

Pick a machine on its GridPup page and press Deploy: GridPup rents the GPU, downloads the model from Hugging Face and serves it at an https address with keys, billed by the hour.

Models / distilroberta-bias / distilroberta-bias

valurank/distilroberta-bias

Classification · served with vLLM · ↓ 5.6K downloads a month · View on Hugging Face

valurank/distilroberta-bias needs about 1.7 GB of GPU memory. It runs on one RTX 3060 from $0.11/h right now; best value: RTX 5070 Ti at $0.19/h.

Weights: 160 MB
GPU memory needed: about 1.7 GB
Model allows: 514 tokens
Memory · disk: 8 GB · 41 GB
Architecture: RobertaForSequenceClassification
Licence: other

Versions of distilroberta-bias

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
Originalvalurank/distilroberta-bias	vLLM	160 MB	1.7 GB	$0.11/h RTX 3060
onnx (protectai)protectai/distilroberta-bias-onnx	ONNX Runtime	80 MB	1.1 GB	$0.07/h Quadro P4000

Hardware and deploy

Endpoint name

$0.19/h from your balance while it runs, billed by the hour; stop it from its page. GridPup rents the machine, which downloads the model from Hugging Face (usually ready in 10 to 15 minutes), and gives you an https address, keys and a Playground.

Questions

How much GPU memory does distilroberta-bias need?: About 1.7 GB: 0.16 GB of weights and the runtime's own memory.
What is the cheapest GPU to run distilroberta-bias?: Right now one RTX 3060 at $0.11 an hour; RTX 5070 Ti at $0.19 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.
Can distilroberta-bias run on an RTX 4090?: Yes: it needs about 1.7 GB and an RTX 4090 has 24 GB.
How do I deploy distilroberta-bias as an API?: Pick a machine on its GridPup page and press Deploy: GridPup rents the GPU, downloads the model from Hugging Face and serves it at an https address with keys, billed by the hour.

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