scenario,model_cls,num_params_B,flops_G,time_plain_s,mem_plain_GB,time_compile_s,mem_compile_GB,fullgraph,mode,github_sha black-forest-labs/FLUX.1-dev-bf16,FluxTransformer2DModel,11.9,74395.44,0.513 (0.508),22.64,0.408 (0.407),22.57,True,default,efe46a5b177af67c64b3666da8ddddac7ee12163 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,14883.18,0.534 (0.536),6.72,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.556 (0.564),22.19,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.878 (1.877),0.56,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.476 (1.478),25.22,1.205 (1.194),25.05,True,default,efe46a5b177af67c64b3666da8ddddac7ee12163 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.523 (1.521),24.38,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.608 (2.602),1.05,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.072 (0.074),5.05,0.054,5.13,True,default,efe46a5b177af67c64b3666da8ddddac7ee12163 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.144 (0.152),4.89,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.511 (0.528),0.2,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,10.522 (10.36),30.24,8.953 (8.907),30.61,True,default,efe46a5b177af67c64b3666da8ddddac7ee12163 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,9.869 (9.857),26.78,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,10.546 (10.439),3.5,nan,nan,,,efe46a5b177af67c64b3666da8ddddac7ee12163