How much GPU memory does pmnet need?

About 2.2 GB: 0.56 GB of weights and the runtime's own memory.

What is the cheapest GPU to run pmnet?

Right now one RTX 3060 at $0.08 an hour; RTX 5090 at $0.72 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.

Can pmnet run on an RTX 4090?

Yes: it needs about 2.2 GB and an RTX 4090 has 24 GB.

How do I deploy pmnet 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 and OpenAI's embeddings API, billed by the hour.

Models / pmnet

artificial-nerds/pmnet

Embeddings · served with vLLM · ↓ 168 downloads a month · View on Hugging Face

artificial-nerds/pmnet needs about 2.2 GB of GPU memory. It runs on one RTX 3060 from $0.08/h right now; best value: RTX 5090 at $0.72/h.

Weights: 560 MB
GPU memory needed: about 2.2 GB
Model allows: 514 tokens
Memory · disk: 8 GB · 41 GB
Architecture: XLMRobertaModel
Licence: apache-2.0

Hardware and deploy

Endpoint name

$0.72/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 pmnet need?: About 2.2 GB: 0.56 GB of weights and the runtime's own memory.
What is the cheapest GPU to run pmnet?: Right now one RTX 3060 at $0.08 an hour; RTX 5090 at $0.72 an hour is the best value for its speed. Prices are live offers from GPU clouds, checked every 15 minutes.
Can pmnet run on an RTX 4090?: Yes: it needs about 2.2 GB and an RTX 4090 has 24 GB.
How do I deploy pmnet 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 and OpenAI's embeddings API, billed by the hour.

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