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,11.9,74395.44,0.511 (0.499),22.64,0.394 (0.406),22.57,True,default,b003a47354ca3a28b4b21fceb4d649656d8cee99 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.54 (0.523),6.72,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.57 (0.557),22.19,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.875 (1.871),0.56,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.485 (1.476),25.22,1.218 (1.209),25.05 (24.97),True,default,b003a47354ca3a28b4b21fceb4d649656d8cee99 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.536 (1.522),24.38,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.6 (2.596),1.05,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.07 (0.069),5.05,0.056 (0.055),5.13,True,default,b003a47354ca3a28b4b21fceb4d649656d8cee99 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.14 (0.142),4.89,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.517 (0.514),0.2,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,11.199 (11.218),30.24,8.82 (8.837),30.61 (30.84),True,default,b003a47354ca3a28b4b21fceb4d649656d8cee99 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,10.516 (10.6),26.78,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,11.336 (11.014),3.5,nan,nan,,,b003a47354ca3a28b4b21fceb4d649656d8cee99