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,11.9,59523.04,0.547 (0.542),22.63,0.383 (0.387),22.73,True,default,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.57 (0.565),6.72 (22.18),nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59523.04,0.603 (0.598),22.18,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59523.04,1.893 (1.89),0.55,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167565.8,1.681 (1.64),25.22,1.146 (1.103),25.31,True,default,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167565.8,1.725 (1.699),24.38,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167565.8,2.81 (2.804),1.05,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.067 (0.07),5.05,0.055 (0.053),5.24,True,default,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.148 (0.143),4.89,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.509 (0.504),0.2,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785570.99,11.536 (11.263),30.25,8.817 (8.585),31.78,True,default,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785570.99,11.47 (11.337),26.78,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785570.99,11.835 (11.757),3.54,nan,nan,,,67ffa7031e5a4bf0991b692a424e36ca59e64ec9