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,11.9,74395.44,0.506 (0.515),22.64,0.398 (0.389),22.57,True,default,8a29f3139a803b282c3dd77a8140a18724c5d890 black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,14883.18,0.538 (0.53),6.72,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,74395.44,0.557 (0.562),22.19,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,74395.44,1.873 (1.875),0.56,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,212025.96,1.487 (1.488),25.22,1.246 (1.206),25.05,True,default,8a29f3139a803b282c3dd77a8140a18724c5d890 Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,212025.96,1.525 (1.532),24.38,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,212025.96,2.59 (2.599),1.05,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,6763.01,0.071,5.05,0.055,5.13,True,default,8a29f3139a803b282c3dd77a8140a18724c5d890 stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,6763.01,0.142 (0.145),4.89,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,6763.01,0.515 (0.516),0.2,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,1678491.39,10.453 (10.965),30.24,8.877 (8.837),30.61,True,default,8a29f3139a803b282c3dd77a8140a18724c5d890 Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,1678491.39,9.806 (10.547),26.78,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890 Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,1678491.39,10.858 (11.088),3.5,nan,nan,,,8a29f3139a803b282c3dd77a8140a18724c5d890