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,11.9,74395.44,0.515 (0.509),22.64,0.389 (0.401),22.57,True,default,23b000433065e2d402080603d73544321d3bc82e black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.53 (0.522),6.72,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.562 (0.553),22.19,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.875 (1.873),0.56,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.488 (1.466),25.22,1.206 (1.186),25.05,True,default,23b000433065e2d402080603d73544321d3bc82e Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.532 (1.511),24.38,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.599 (2.586),1.05,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.071 (0.069),5.05,0.055 (0.053),5.13,True,default,23b000433065e2d402080603d73544321d3bc82e stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.145 (0.141),4.89,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.516,0.2,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,10.965 (10.777),30.24,8.837 (8.895),30.61,True,default,23b000433065e2d402080603d73544321d3bc82e Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,10.547 (10.391),26.78,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,11.088 (11.246),3.5,nan,nan,,,23b000433065e2d402080603d73544321d3bc82e