Compared with free deepseek 67B, DeepSeek-V2 achieves significantly stronger performance, and in the meantime saves 42.5% of coaching prices, reduces the KV cache by 93.3%, and boosts the maximum generation throughput to 5.76 occasions. At inference time, this incurs increased latency and smaller throughput attributable to reduced cache availability. Inference requires significant numbers of Nvidia GPUs and excessive-performance networking. Higher numbers use less VRAM, however have decrease qu...