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,11.9,59523.04,0.492,22.64,0.389 (0.377),22.57,True,default,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.512 (0.523),6.72,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59523.04,0.55 (0.551),22.19,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59523.04,1.868 (1.859),0.56,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167565.8,1.44,25.22,1.146 (1.122),25.05 (25.02),True,default,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167565.8,1.484 (1.487),24.38,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167565.8,2.575 (2.563),1.05,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.069 (0.068),5.05,0.052,5.13,True,default,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.143 (0.129),4.89,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.51 (0.497),0.2,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785570.99,10.638 (10.942),30.24,8.808 (8.802),30.61 (30.92),True,default,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785570.99,10.7 (10.291),26.78,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785570.99,10.654 (10.584),3.5,nan,nan,,,769a1f3a120dd2a483b0e99bd6b13464b8ee62fb