Autoregressive Image Generation on VAR Models Efficiency Benchmark
12.88Memory (GB)HACK++
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HACK++Model=Infinity-2B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 12.88 | 2.2 | 0.08 | 1.54 | 0.65 | 1.51 | |
| HACKModel=Infinity-2B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 14.5 | 1.95 | 0.17 | 1.71 | 0.59 | 1.37 | |
| HACK++Model=HART, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 17.66 | 1.76 | 0.03 | 0.99 | 1.01 | 1.6 | |
| HACKModel=HART, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 20.67 | 1.5 | 0.19 | 1.16 | 0.86 | 1.37 | |
| ScaleKVModel=Infinity-2B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 21.37 | 1.32 | 0.37 | 2.09 | 0.48 | 1.12 | |
| FullModel=Infinity-2B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 28.28 | 1 | — | 2.35 | 0.43 | 1 | |
| HACK++Model=Infinity-8B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 28.89 | 2.04 | 0.14 | 3.11 | 0.32 | 1.52 | |
| FullModel=HART, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 31.02 | 1 | — | 1.6 | 0.63 | 1 | |
| HACKModel=Infinity-8B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 32.34 | 1.82 | 0.33 | 3.45 | 0.29 | 1.38 | |
| ScaleKVModel=Infinity-8B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 43.88 | 1.34 | 0.82 | 4.29 | 0.23 | 1.1 | |
| FullModel=Infinity-8B, Attention Implementation=Standard Attention, Hardware=NVIDIA RTX PRO 6000 GPU (96 GB), Batch Size=12026.06 | 59 | 1 | — | 4.88 | 0.21 | 1 |