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,11.9,74395.44,0.517 (0.506),22.64,0.393 (0.398),22.57,True,default,90b4e34e79a86ec5e7f2437634fe95ecd2108796 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,14883.18,0.528 (0.538),6.72,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.566 (0.557),22.19,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.876 (1.873),0.56,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.475 (1.487),25.22,1.196 (1.246),25.05,True,default,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.524 (1.525),24.38,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.598 (2.59),1.05,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.071,5.05,0.054 (0.055),5.13,True,default,90b4e34e79a86ec5e7f2437634fe95ecd2108796 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.144 (0.142),4.89,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.522 (0.515),0.2,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,10.436 (10.453),30.24,8.968 (8.877),30.61,True,default,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,9.906 (9.806),26.78,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,10.756 (10.858),3.5,nan,nan,,,90b4e34e79a86ec5e7f2437634fe95ecd2108796