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,11.9,59523.04,0.497 (0.503),22.64,0.38 (0.393),22.57,True,default,39188248a715218502acc832d658b6359dc464c5 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.527 (0.523),6.72,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59523.04,0.557 (0.55),22.19,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59523.04,1.868 (1.869),0.56,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167565.8,1.434 (1.439),25.22,1.146 (1.153),25.05,True,default,39188248a715218502acc832d658b6359dc464c5 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167565.8,1.497 (1.477),24.38,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167565.8,2.577 (2.573),1.05,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.07 (0.071),5.05,0.053 (0.051),5.13,True,default,39188248a715218502acc832d658b6359dc464c5 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.147 (0.143),4.89,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.514 (0.513),0.2,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785570.99,10.679 (10.936),30.24,8.353 (8.582),30.61,True,default,39188248a715218502acc832d658b6359dc464c5 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785570.99,10.479 (10.338),26.78,nan,nan,,,39188248a715218502acc832d658b6359dc464c5 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785570.99,10.839 (11.268),3.5,nan,nan,,,39188248a715218502acc832d658b6359dc464c5