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,11.9,59529.52,0.544 (0.55),22.64 (22.61),0.405 (0.385),22.73 (22.7),True,default,6398fbc391519ce033d97d23925fd13ec4ed85a7 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.577 (0.571),6.72 (6.7),nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.604 (0.602),22.18,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.9 (1.897),0.55 (0.53),nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167583.45,1.638 (1.637),25.22,1.143 (1.135),25.31,True,default,6398fbc391519ce033d97d23925fd13ec4ed85a7 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167583.45,1.686 (1.69),24.38,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167583.45,2.774 (2.77),1.05,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.073 (0.075),5.05,0.056,5.24,True,default,6398fbc391519ce033d97d23925fd13ec4ed85a7 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.153 (0.152),4.89,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.523 (0.519),0.2,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785651.93,11.517 (11.506),30.24,8.962 (8.963),31.78,True,default,6398fbc391519ce033d97d23925fd13ec4ed85a7 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785651.93,11.414 (11.214),26.78,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785651.93,12.137 (11.712),3.49,nan,nan,,,6398fbc391519ce033d97d23925fd13ec4ed85a7