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LLM Training Throughput on Qwen2.5-7B 64K context (train)

1,560.38Throughput (tokens/sec)OOMB (Sparse Attn)
844.99521,030.72011,216.4451,402.1699Feb 2, 2026

Evaluation results

MethodLinks
OOMB (Sparse Attn)Hardware=1xH200, Attention Type=Sparse, Tensor Parallel=false2026.021,560.38
OOMB (Sparse Attn)Hardware=4xH200, Attention Type=Sparse, Tensor Parallel=true2026.021,542.85
OOMB (Dense Attn)Hardware=1xH200, Attention Type=Dense, Tensor Parallel=false2026.02936.22
OOMB (Dense Attn)Hardware=4xH200, Attention Type=Dense, Tensor Parallel=true2026.02933.84
RFAHardware=4xH2002026.02872.51