Training Time Estimator

Estimate duration & cost · Compare single / multi-GPU scaling

Configuration

Model presets

ResNet-50 BERT-base GPT-2 (124M) LLaMA-7B Stable Diffusion

Dataset size (samples)

Model parameters (millions)

GPU type

Batch size

Epochs

Precision

Time per step,

Steps per epoch,

Total training time,

Estimated cost (single GPU),

Multi‑GPU scaling (estimated)

1 GPU, ,

2 GPUs, ,

4 GPUs, ,

8 GPUs, ,

Scaling efficiency: based on workload

* TFLOPS based on advertised mixed‑precision. Cloud rates approximate (on‑demand). Scaling efficiency assumes 0.85/0.75/0.65 for 2/4/8 GPUs.