VRAM estimator

Weight memory is deterministic from parameter count × bytes/param. KV-cache and activation overhead are labeled ESTIMATE — we refuse to invent tokens/s benchmarks.

Weights (sourced math)
35.0 GB
KV [ESTIMATE]
28.0 GB
Activations [ESTIMATE]
7.0 GB
Total ballpark
70.0 GB
Formulas
  • weights_GB = params_B × 1e9 × bytes_per_param / 1e9
  • bytes_per_param(int4) = 0.5
  • kv_GB ≈ params_B × context × batch × 0.05 / 1024 [ESTIMATE]
  • activations_GB ≈ weights_GB × (1.2 − 1) [ESTIMATE]
  • total_GB ≈ weights + kv + activations
  • Weight memory is a lower bound from parameter count × precision.
  • KV-cache and activation terms are ESTIMATES — not MLPerf or vendor claims.
  • Framework (vLLM, transformers), parallelism, and quantization scheme change reality.
  • If a figure cannot be sourced, this tool shows estimates rather than inventing tokens/s.

GPUs in catalog that may fit