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 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,11.9,59529.52,0.542,22.61,0.374,22.7,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,,0.555,6.7,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.592,22.18,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.895,0.53,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bf16,FluxTransformer2DModel,11.9,59529.52,0.542,22.61,0.374,22.7,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,,0.555,6.7,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.592,22.18,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.895,0.53,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bf16,FluxTransformer2DModel,11.9,59529.52,0.542,22.61,0.374,22.7,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,,0.555,6.7,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.592,22.18,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.895,0.53,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bf16,FluxTransformer2DModel,11.9,59529.52,0.542,22.61,0.374,22.7,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,,0.555,6.7,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.592,22.18,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.895,0.53,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167583.45,1.598,25.21,1.101,25.31,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167583.45,1.648,24.38,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167583.45,2.757,1.04,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167583.45,1.598,25.21,1.101,25.31,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167583.45,1.648,24.38,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167583.45,2.757,1.04,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.076,5.05,0.054,5.24,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.157,4.89,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.519,0.2,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04,167583.45,1.598,25.21,1.101,25.31,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04,167583.45,1.648,24.38,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04,167583.45,2.757,1.04,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57,5979.1,0.076,5.05,0.054,5.24,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57,5979.1,0.157,4.89,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57,5979.1,0.519,0.2,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29,785611.67,10.983,31.17,8.599,31.77,True,default,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29,785611.67,10.826,26.78,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706
-Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29,785611.67,11.269,4.48,,,,,8161e36d610a2789b6b7040b0d3c7ccf742c3706

 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,11.9,59529.52,0.539 (0.542),22.61,0.377 (0.374),22.7,True,default,807f5113860869a15c6639377745dabce5d0d1ba
+black-forest-labs/FLUX.1-dev-bnb-nf4,FluxTransformer2DModel,5.95,nan,0.563 (0.555),6.7,nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+black-forest-labs/FLUX.1-dev-layerwise-upcasting,FluxTransformer2DModel,11.9,59529.52,0.593 (0.592),22.18,nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+black-forest-labs/FLUX.1-dev-group-offload-leaf,FluxTransformer2DModel,11.9,59529.52,1.895,0.53,nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+Lightricks/LTX-Video-0.9.7-dev-bf16,LTXVideoTransformer3DModel,13.04 (11.9),167583.45 (59529.52),1.6 (0.542),25.21 (22.61),1.112 (0.374),25.31 (22.7),True,default,807f5113860869a15c6639377745dabce5d0d1ba
+Lightricks/LTX-Video-0.9.7-dev-layerwise-upcasting,LTXVideoTransformer3DModel,13.04 (5.95),167583.45,1.656 (0.555),24.38 (6.7),nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+Lightricks/LTX-Video-0.9.7-dev-group-offload-leaf,LTXVideoTransformer3DModel,13.04 (11.9),167583.45 (59529.52),2.757 (0.592),1.04 (22.18),nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+stabilityai/stable-diffusion-xl-base-1.0-bf16,UNet2DConditionModel,2.57 (11.9),5979.1 (59529.52),0.075 (1.895),5.05 (0.53),0.055,5.24,True,default,807f5113860869a15c6639377745dabce5d0d1ba
+stabilityai/stable-diffusion-xl-base-1.0-layerwise-upcasting,UNet2DConditionModel,2.57 (11.9),5979.1 (59529.52),0.158 (0.542),4.89 (22.61),nan (0.374),nan (22.7),,,807f5113860869a15c6639377745dabce5d0d1ba
+stabilityai/stable-diffusion-xl-base-1.0-group-offload-leaf,UNet2DConditionModel,2.57 (5.95),5979.1,0.523 (0.555),0.2 (6.7),nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+Wan-AI/Wan2.1-T2V-14B-Diffusers-bf16,WanTransformer3DModel,14.29 (11.9),785611.67 (59529.52),10.969 (0.592),31.17 (22.18),8.728,31.77,True,default,807f5113860869a15c6639377745dabce5d0d1ba
+Wan-AI/Wan2.1-T2V-14B-Diffusers-layerwise-upcasting,WanTransformer3DModel,14.29 (11.9),785611.67 (59529.52),10.912 (1.895),26.78 (0.53),nan,nan,,,807f5113860869a15c6639377745dabce5d0d1ba
+Wan-AI/Wan2.1-T2V-14B-Diffusers-group-offload-leaf,WanTransformer3DModel,14.29 (11.9),785611.67 (59529.52),11.262 (0.542),4.48 (22.61),nan (0.374),nan (22.7),,,807f5113860869a15c6639377745dabce5d0d1ba