GPU Resource Calculator

Size your deployment in seconds — pick a model, workload, and quantization to see the recommended GPU configuration.

Workload Configuration

Model preset

Model size (billion parameters)

Quantization / precision

Workload

Context length (tokens)

Concurrent sequences (batch)

Target GPU

Recommended configuration

VRAM Breakdown

Model weights
KV cache
Activations & overhead
Optimizer / grads
Total required

Estimates assume dense transformer layouts and standard attention. Results are intended as a sizing guideline only — real workloads may vary with parallelism strategy, flash-attention, paged KV cache, or MoE routing. Contact our solutions team for a bespoke capacity plan.