GPUs/NVIDIA GeForce RTX 4090

GeForce RTX 4090
from $0.39/hr.

The cheapest way onto a GPU. 24 GB is enough for an 8B model in FP16, SDXL, or a weekend of experiments, at $0.39 an hour.

Ada LovelaceAvailable now
24GB GDDR6X

Billed from your wallet · stop any time

Memory24GB
Bandwidth1.0TB/s
ArchitectureAda Lovelace
Form factorPCIe 4.0
Good for

What the RTX 4090
is built for.

Tensor-core precisions: FP8, BF16, FP16, TF32.

Best at

  • Serving 7B–8B models
  • Stable Diffusion and ComfyUI
  • Learning CUDA and prototyping
  • Small fine-tunes with QLoRA

Launch from a terminal

Same card, same price as the console.

$ packet launch --gpu rtx4090 --wait
CLI docs
Sizing

Will my model fit
on 24 GB?

Rules of thumb for weights plus a modest KV cache or optimizer state. Longer contexts and bigger batches need more.

WorkloadNeedsOn a RTX 4090
Llama 3.1 8B · FP16 inference~18 GBFits
Qwen 32B · FP8 inference~36 GBToo big
Llama 70B · 4-bit inference~42 GBToo big
Llama 70B · FP8 inference~78 GBToo big
Llama 8B · LoRA fine-tune (BF16)~24 GBTight
32B · QLoRA fine-tune~40 GBToo big
Flux.1 [dev] · BF16~33 GBToo big
SDXL · FP16~12 GBFits
Read more

Guides for
the RTX 4090.

Benchmarks and sizing guides from our blog.

Other GPUs

Not the right fit?
Compare the fleet.

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Launch a RTX 4090
from $0.39/hr.

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