ComfyUI-TeaCache

ComfyUI-TeaCache

TeaCache

max_skip_1

TeaCache (max_skip_1)
max_skip_1 sec MAE MAE similarity SSIM SSIM similarity
rel_l1_0 212.39 0 100.0 % 1 100.0 %
rel_l1_0.05 212.95 0 100.0 % 1 100.0 %
rel_l1_0.1 212.82 0 100.0 % 1 100.0 %
rel_l1_0.15 212.86 0 100.0 % 1 100.0 %
rel_l1_0.2 150.76 16.12 93.7 % 0.91 91.0 %
rel_l1_0.25 130.29 16.28 93.7 % 0.91 91.1 %
rel_l1_0.3 116.47 22.79 91.1 % 0.85 85.2 %
rel_l1_0.35 116.48 22.79 91.1 % 0.85 85.2 %
rel_l1_0.4 116.41 22.79 91.1 % 0.85 85.2 %
rel_l1_0.45 116.6 22.79 91.1 % 0.85 85.2 %
rel_l1_0.5 116.51 22.79 91.1 % 0.85 85.2 %
rel_l1_0.55 116.38 22.79 91.1 % 0.85 85.2 %
rel_l1_0.6 116.45 22.79 91.1 % 0.85 85.2 %
rel_l1_0.65 116.55 22.79 91.1 % 0.85 85.2 %
rel_l1_0.7 116.48 22.79 91.1 % 0.85 85.2 %
rel_l1_0.8 116.43 22.79 91.1 % 0.85 85.2 %
rel_l1_0.9 116.43 22.79 91.1 % 0.85 85.2 %
rel_l1_1 116.44 22.79 91.1 % 0.85 85.2 %

max_skip_2

TeaCache (max_skip_2)
max_skip_2 sec MAE MAE similarity SSIM SSIM similarity
rel_l1_0 213.16 0 100.0 % 1 100.0 %
rel_l1_0.05 213.09 0 100.0 % 1 100.0 %
rel_l1_0.1 213.33 0 100.0 % 1 100.0 %
rel_l1_0.15 213.32 0 100.0 % 1 100.0 %
rel_l1_0.2 150.59 16.08 93.7 % 0.91 91.1 %
rel_l1_0.25 130.2 16.12 93.7 % 0.91 91.1 %
rel_l1_0.3 116.48 22.79 91.1 % 0.85 85.2 %
rel_l1_0.35 116.42 22.79 91.1 % 0.85 85.2 %
rel_l1_0.4 95.88 21.6 91.6 % 0.87 87.1 %
rel_l1_0.45 95.96 27.81 89.1 % 0.81 80.6 %
rel_l1_0.5 88.9 27.83 89.1 % 0.81 80.5 %
rel_l1_0.55 88.85 27.83 89.1 % 0.81 80.5 %
rel_l1_0.6 88.91 27.83 89.1 % 0.81 80.5 %
rel_l1_0.65 88.89 27.83 89.1 % 0.81 80.5 %
rel_l1_0.7 88.95 27.83 89.1 % 0.81 80.5 %
rel_l1_0.8 88.97 27.83 89.1 % 0.81 80.5 %
rel_l1_0.9 82.89 28.09 89.0 % 0.8 80.3 %
rel_l1_1 81.98 28.09 89.0 % 0.8 80.3 %

max_skip_3

TeaCache (max_skip_3)
max_skip_3 sec MAE MAE similarity SSIM SSIM similarity
rel_l1_0 213.6 0 100.0 % 1 100.0 %
rel_l1_0.05 213.44 0 100.0 % 1 100.0 %
rel_l1_0.1 213.37 0 100.0 % 1 100.0 %
rel_l1_0.15 213.35 0 100.0 % 1 100.0 %
rel_l1_0.2 151.45 16.12 93.7 % 0.91 91.0 %
rel_l1_0.25 130.61 16.08 93.7 % 0.91 91.1 %
rel_l1_0.3 116.85 22.79 91.1 % 0.85 85.2 %
rel_l1_0.35 116.79 22.79 91.1 % 0.85 85.2 %
rel_l1_0.4 96.11 21.6 91.6 % 0.87 87.1 %
rel_l1_0.45 96.19 27.81 89.1 % 0.81 80.6 %
rel_l1_0.5 89.43 27.83 89.1 % 0.81 80.5 %
rel_l1_0.55 82.46 28.83 88.7 % 0.79 79.2 %
rel_l1_0.6 75.6 28.86 88.7 % 0.79 79.1 %
rel_l1_0.65 75.53 30.96 87.9 % 0.76 76.3 %
rel_l1_0.7 75.59 30.96 87.9 % 0.76 76.3 %
rel_l1_0.8 75.76 30.96 87.9 % 0.76 76.3 %
rel_l1_0.9 68.79 30.96 87.9 % 0.76 76.3 %
rel_l1_1 69.49 31.14 87.8 % 0.76 76.1 %

SSIM approximation curve per max_skip

SSIM Similarity vs Time

Maximum settings vs original image

skip_3_rel_l1_0.png_vs_skip_3_rel_l1_1

torch.compile

ComfyUI default (Beta) TorchCompileModel node

No1 No2 No3 mediun Time (%) MAE MAE similarity MAE Quality SSIM SSIM similarity SSIM Quality
inductor 284.35 215.52 213.43 215.52 -- 0.1 % 0 100.0 % - 0.0 % 1 100.0 % - 0.0 %
cudagraph 281.1 215.56 213.39 215.56 -- 0.2 % 0 100.0 % - 0.0 % 1 100.0 % - 0.0 %

ComfyUI-TeaCache Compile Model node

mode backend fullgraph dynamic Time1 Time2 Time3 mediun Time (%) MAE MAE similarity SSIM SSIM similarity
default inductor false false 285 215 214 215 - 0.1 % 18.81 92.7 % 0.88 87.7 %
true false 291 185 183 185 - 14.1 % 18.87 92.6 % 0.88 87.6 %
false true 412 185 183 185 - 14.1 % 18.91 92.6 % 0.88 87.6 %
true true 253 185 183 185 - 13.9 % 18.91 92.6 % 0.88 87.6 %
cudagraph false false 332 185 183 185 - 14.0 % 0 100.0 % 1 100.0 %
true false 255 185 183 185 - 14.0 % 0 100.0 % 1 100.0 %
false true 326 183 183 183 - 14.9 % 0 100.0 % 1 100.0 %
true true 346 185 183 185 - 14.0 % 0 100.0 % 1 100.0 %
max_autotune inductor false false 334 214 213 214 - 0.6 % 18.79 92.7 % 0.88 87.7 %
true false 284 215 213 215 - 0.1 % 18.79 92.7 % 0.88 87.7 %
false true 285 215 214 215 - 0.0 % 18.86 92.6 % 0.88 87.7 %
true true 288 215 213 215 - 0.0 % 18.76 92.7 % 0.88 87.7 %
cudagraph false false 288 215 213 215 - 0.0 % 0 100.0 % 1 100.0 %
true false 282 215 213 215 - 0.1 % 0 100.0 % 1 100.0 %
false true 282 215 213 215 - 0.0 % 0 100.0 % 1 100.0 %
true true 279 215 213 215 - 0.1 % 0 100.0 % 1 100.0 %
mode backend fullgraph dynamic Time (%) MAE Quality SSIM Quality
default inductor false false - 0.1 % - 7.3 % - 12.3 %
true false - 14.1 % - 7.4 % - 12.4 %
false true - 14.1 % - 7.4 % - 12.4 %
true true - 13.9 % - 7.4 % - 12.4 %
cudagraph false false - 14.0 % - 0.0 % - 0.0 %
true false - 14.0 % - 0.0 % - 0.0 %
false true - 14.9 % - 0.0 % - 0.0 %
true true - 14.0 % - 0.0 % - 0.0 %
max_autotune inductor false false - 0.6 % - 7.3 % - 12.3 %
true false - 0.1 % - 7.3 % - 12.3 %
false true - 0.0 % - 7.4 % - 12.3 %
true true - 0.0 % - 7.3 % - 12.3 %
cudagraph false false - 0.0 % - 0.0 % - 0.0 %
true false - 0.1 % - 0.0 % - 0.0 %
false true - 0.0 % - 0.0 % - 0.0 %
true true - 0.1 % - 0.0 % - 0.0 %

Reference

ComfyUI-Wavespeed

ComfyUI-WaveSpeed | AI image journey

Sage Attention & FP8

Sage Attention & FP8 | AI image journey