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,11.9,74395.44,0.499 (0.497),22.64,0.406 (0.398),22.57,True,default,037efdae1d53ef893e7412e91fba4f31fc3fd537 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.523 (0.52),6.72,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.557 (0.558),22.19,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.871 (1.87),0.56,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.476 (1.44),25.22,1.209 (1.12),24.97,True,default,037efdae1d53ef893e7412e91fba4f31fc3fd537 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.522 (1.48),24.38,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.596 (2.573),1.05,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.069,5.05,0.055 (0.051),5.13,True,default,037efdae1d53ef893e7412e91fba4f31fc3fd537 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.142 (0.138),4.89,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.514 (0.517),0.2,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,11.218 (10.283),30.24,8.837 (8.135),30.84,True,default,037efdae1d53ef893e7412e91fba4f31fc3fd537 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,10.6 (10.239),26.78,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,11.014 (10.752),3.5,nan,nan,,,037efdae1d53ef893e7412e91fba4f31fc3fd537