Text-to-Image Generation on FLUX.1 (dev)
1.0527Image RewardFresco
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FrescoNFE=30, Latency(s)=9.2, Speed (Latency)=2.81×, FLOPs(T)=1295.99, Speed (FLOPs)=2.87×2026.01 | 1.0527 | 32.521 | — | — | — | — | |
| FrescoNFE=18, Latency(s)=5.72, Speed (Latency)=4.51×, FLOPs(T)=788.03, Speed (FLOPs)=4.72×2026.01 | 1.0369 | 32.581 | — | — | — | — | |
| SVD-CacheEfficient Attention=true, N=42026.01 | 1.0147 | 32.84 | 8.09 | 3.19 | 967.91 | 3.84 | |
| SVD-CacheEfficient Attention=true, N=52026.01 | 1.0123 | 32.983 | 7.62 | 3.38 | 893.54 | 4.16 | |
| FrescoNFE=11, Latency(s)=3.43, Speed (Latency)=7.52×, FLOPs(T)=486.85, Speed (FLOPs)=7.64×2026.01 | 1.009 | 32.37 | — | — | — | — | |
| SVD-CacheEfficient Attention=true, N=62026.01 | 1.0057 | 33.027 | 6.81 | 3.79 | 744.81 | 5 | |
| TaylorSeerEfficient Attention=true, N=3, O=22026.01 | 0.9989 | 32.413 | 9.89 | 2.61 | 1,320.07 | 2.82 | |
| SpecaEfficient Attention=true, Nmax=8, Nmin=22026.01 | 0.9985 | 32.277 | 7.42 | 3.48 | 791.38 | 4.7 | |
| DuCaEfficient Attention=true, N=52026.01 | 0.9955 | 32.241 | 8.18 | 3.15 | 978.76 | 3.8 | |
| SVD-CacheEfficient Attention=true, N=72026.01 | 0.9938 | 33.144 | 6.43 | 4.01 | 670.44 | 5.55 | |
| ChipmunkEfficient Attention=true2026.01 | 0.9936 | 32.548 | 12.72 | 2.02 | 1,505.87 | 2.47 | |
| FLUX.1 [dev]Efficient Attention=true, Steps=50 steps2026.01 | 0.9898 | 32.404 | 25.82 | 1 | 3,719.5 | 1 | |
| FoCaEfficient Attention=true, N=32026.01 | 0.989 | 32.577 | 9.28 | 2.78 | 1,327.21 | 2.8 | |
| TaylorSeerNFE=50, N'=3, Latency(s)=9.89, Speed (Latency)=2.61×, FLOPs(T)=1320.07, Speed (FLOPs)=2.82×2026.01 | 0.9889 | 32.413 | — | — | — | — | |
| TaylorSeerNFE=50, N'=4, Latency(s)=9.24, Speed (Latency)=2.80×, FLOPs(T)=967.91, Speed (FLOPs)=3.84×2026.01 | 0.9857 | 32.413 | — | — | — | — | |
| TaylorSeerEfficient Attention=true, N=4, O=22026.01 | 0.9857 | 32.413 | 9.24 | 2.8 | 967.91 | 3.84 | |
| DuCaNFE=50, N'=5, Latency(s)=8.18, Speed (Latency)=3.15×, FLOPs(T)=978.76, Speed (FLOPs)=3.80×2026.01 | 0.9855 | 32.241 | — | — | — | — | |
| CluscaEfficient Attention=true, N=4, O=2, K=162026.01 | 0.985 | 32.441 | 9.25 | 2.79 | 1,045.58 | 3.56 | |
| FrescoNFE=9, Latency(s)=2.54, Speed (Latency)=10.16×, FLOPs(T)=362.17, Speed (FLOPs)=10.27×2026.01 | 0.9825 | 32.426 | — | — | — | — | |
| SpargeAttentionNFE=50, Latency(s)=15.46, Speed (Latency)=1.67×, FLOPs(T)=2150.02, Speed (FLOPs)=1.73×2026.01 | 0.9812 | 32.391 | — | — | — | — | |
| ToCaEfficient Attention=false, N=62026.01 | 0.9802 | 32.083 | 13.16 | 1.96 | 924.3 | 4.02 | |
| FORAEfficient Attention=true, N=32026.01 | 0.9776 | 32.266 | 10.16 | 2.54 | 1,320.07 | 2.82 | |
| SVD-CacheEfficient Attention=true, N=82026.01 | 0.9769 | 32.848 | 4.99 | 5.17 | 596.07 | 6.24 | |
| TaylorSeerEfficient Attention=true, N=5, O=22026.01 | 0.9768 | 32.467 | 7.46 | 3.46 | 893.54 | 4.16 | |
| FoCaEfficient Attention=true, N=42026.01 | 0.9757 | 32.538 | 9.35 | 2.76 | 1,050.7 | 3.54 | |
| DuCaEfficient Attention=true, N=72026.01 | 0.9757 | 32.066 | 6.74 | 3.83 | 760.14 | 4.89 | |
| Bottleneck SamplingNFE=30, Latency(s)=11.32, Speed (Latency)=2.28×, FLOPs(T)=1582.77, Speed (FLOPs)=2.35×2026.01 | 0.9739 | 32.221 | — | — | — | — | |
| FLUX.1-devNFE=50, Latency(s)=25.82, Speed (Latency)=1.00×, FLOPs(T)=3719.5, Speed (FLOPs)=1.00×2026.01 | 0.9736 | 32.404 | — | — | — | — | |
| FORAEfficient Attention=true, N=42026.01 | 0.973 | 32.142 | 8.12 | 3.14 | 967.91 | 3.84 | |
| CluscaEfficient Attention=true, N=5, O=1, K=162026.01 | 0.9718 | 32.319 | 7.05 | 3.66 | 897.03 | 4.14 | |
| FoCaEfficient Attention=true, N=62026.01 | 0.9713 | 32.922 | 7.54 | 3.42 | 745.39 | 4.99 | |
| CluscaEfficient Attention=true, N=6, O=1, K=162026.01 | 0.9704 | 32.217 | 7.13 | 3.62 | 748.48 | 4.97 | |
| ToCaNFE=50, N'=6, Latency(s)=13.16, Speed (Latency)=1.96×, FLOPs(T)=924.3, Speed (FLOPs)=4.02×2026.01 | 0.9702 | 32.083 | — | — | — | — | |
| TaylorSeerEfficient Attention=true, N=7, O=22026.01 | 0.9698 | 32.128 | 6.77 | 3.81 | 671.39 | 5.54 | |
| 60% stepsNFE=30, Latency(s)=16.7, Speed (Latency)=1.55×, FLOPs(T)=2231.7, Speed (FLOPs)=1.67×2026.01 | 0.9663 | 32.312 | — | — | — | — | |
| 60% stepsEfficient Attention=true2026.01 | 0.9663 | 32.312 | 16.7 | 1.55 | 2,231.7 | 1.67 | |
| RALUNFE=30, Latency(s)=11.03, Speed (Latency)=2.34×, FLOPs(T)=1499.79, Speed (FLOPs)=2.48×2026.01 | 0.9644 | 32.198 | — | — | — | — | |
| 36% stepsNFE=18, Latency(s)=9.89, Speed (Latency)=2.61×, FLOPs(T)=1339.02, Speed (FLOPs)=2.77×2026.01 | 0.9553 | 32.114 | — | — | — | — | |
| RALUNFE=18, Latency(s)=6.34, Speed (Latency)=4.07×, FLOPs(T)=904.98, Speed (FLOPs)=4.11×2026.01 | 0.9481 | 32.274 | — | — | — | — | |
| 34% stepsEfficient Attention=true2026.01 | 0.9453 | 32.114 | 9.07 | 2.85 | 1,264.63 | 3.13 | |
| ToCaEfficient Attention=false, N=82026.01 | 0.9451 | 31.993 | 11.36 | 2.27 | 784.54 | 4.74 | |
| TeaCacheNFE=50, threshold (l)=0.25, Latency(s)=14.1, Speed (Latency)=1.83×, FLOPs(T)=1937.24, Speed (FLOPs)=1.92×2026.01 | 0.9449 | 32.247 | — | — | — | — | |
| ∆-DiTEfficient Attention=true, N=22026.01 | 0.9444 | 32.273 | 17.8 | 1.45 | 2,480.01 | 1.5 | |
| RALUNFE=10, Latency(s)=3.73, Speed (Latency)=6.92×, FLOPs(T)=540.62, Speed (FLOPs)=6.88×2026.01 | 0.9289 | 32.113 | — | — | — | — | |
| FLUX.1-schnellNFE=8, Latency(s)=4.21, Speed (Latency)=6.12×, FLOPs(T)=595.12, Speed (FLOPs)=6.25×2026.01 | 0.9097 | 33.837 | — | — | — | — | |
| TeaCacheNFE=50, threshold (l)=0.8, Latency(s)=6.64, Speed (Latency)=3.89×, FLOPs(T)=892.35, Speed (FLOPs)=4.17×2026.01 | 0.8805 | 31.827 | — | — | — | — | |
| ∆-DiTEfficient Attention=true, N=32026.01 | 0.8721 | 32.102 | 13.02 | 1.98 | 1,686.76 | 2.21 | |
| TeaCacheEfficient Attention=true, l=0.82026.01 | 0.8683 | 31.704 | 7.21 | 3.58 | 892.35 | 4.17 | |
| TaylorSeerNFE=50, N'=9, Latency(s)=4.85, Speed (Latency)=5.32×, FLOPs(T)=596.07, Speed (FLOPs)=6.24×2026.01 | 0.8562 | 31.653 | — | — | — | — | |
| DuCaEfficient Attention=true, N=92026.01 | 0.8382 | 31.759 | 7.27 | 3.55 | 690.25 | 5.39 | |
| TeaCacheEfficient Attention=true, l=12026.01 | 0.8379 | 31.877 | 8.19 | 3.19 | 743.63 | 5.01 | |
| DuCaNFE=50, N'=9, Latency(s)=7.27, Speed (Latency)=3.55×, FLOPs(T)=690.25, Speed (FLOPs)=5.39×2026.01 | 0.8182 | 31.759 | — | — | — | — | |
| FORAEfficient Attention=true, N=62026.01 | 0.776 | 31.742 | 8.17 | 3.16 | 744.8 | 4.99 | |
| ToCaEfficient Attention=false, N=102026.01 | 0.7155 | 31.808 | 7.93 | 3.25 | 714.66 | 5.2 | |
| ToCaNFE=50, N'=10, Latency(s)=7.93, Speed (Latency)=3.25×, FLOPs(T)=714.66, Speed (FLOPs)=5.20×2026.01 | 0.7055 | 31.808 | — | — | — | — | |
| TeaCacheNFE=50, threshold (l)=1.6, Latency(s)=3.78, Speed (Latency)=6.82×, FLOPs(T)=520.54, Speed (FLOPs)=7.15×2026.01 | 0.6423 | 31.656 | — | — | — | — |