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,11.9,59523.04,0.509 (0.535),22.64 (22.63),0.383 (0.391),22.57 (22.73),True,default,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.523 (0.564),6.72,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59523.04,0.561 (0.599),22.19 (22.18),nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59523.04,1.855 (1.879),0.56 (0.55),nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167565.8,1.468 (1.656),25.22,1.143,25.02 (25.31),True,default,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167565.8,1.516 (1.714),24.38,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167565.8,2.574 (2.795),1.05,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.068 (0.067),5.05,0.054,5.13 (5.24),True,default,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.127,4.89,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.491 (0.49),0.2,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785570.99,10.861 (11.517),30.24 (30.25),9.202 (8.793),30.92 (31.78),True,default,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785570.99,10.279 (11.305),26.78,nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785570.99,10.804 (12.02),3.5 (3.54),nan,nan,,,051c8a1c0f5c393a447bef18081fdf94c2a3ab9e