NVIDIA GeForce RTX 4070 pre-training throughput — what can I expect?

Odpowiedź

NVIDIA GeForce RTX 4070 pushes 29.1 TFLOPS of FP16, 14.6 TFLOPS of FP32, and feeds them from 12 GB of VRAM at 504 GB/s.

Benchmarks: LLM training with mixed precision sees near-peak FLOPS utilisation at batch sizes that fit in VRAM; LLM inference is typically within 5-15% of the theoretical bandwidth-bound ceiling on autoregressive decoding; diffusion models show the biggest jump over older accelerators, where faster attention kernels stack with the raw compute gains.

The NVIDIA GeForce RTX 4070 page has the complete datasheet and side-by-side comparisons.