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diffusers-blackwell-quants

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sayakpaul HF Staff commited on Mar 16

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@@ -1,55 +1,55 @@
-model_id,quant_mode,compilation_enabled,batch_size,latency_seconds,peak_memory_gb
-Lightricks/LTX-2,fp8,True,4,51.909,69.41
-Lightricks/LTX-2,none,True,1,15.587,72.79
-Lightricks/LTX-2,nvfp4,True,8,75.024,80.38
-Lightricks/LTX-2,fp8,True,8,104.122,89.2
-Lightricks/LTX-2,none,True,4,58.57,87.63
-Lightricks/LTX-2,none,True,1,15.918,72.79
-Lightricks/LTX-2,nvfp4,True,1,10.667,45.75
-Lightricks/LTX-2,none,True,4,59.795,87.63
-Lightricks/LTX-2,fp8,True,1,13.743,54.56
-Lightricks/LTX-2,fp8,True,1,13.844,54.56
-Lightricks/LTX-2,nvfp4,True,4,36.963,60.59
-Lightricks/LTX-2,fp8,True,8,101.651,89.2
-Lightricks/LTX-2,nvfp4,True,8,72.689,80.38
-Lightricks/LTX-2,nvfp4,True,1,10.374,45.75
-Lightricks/LTX-2,none,True,8,120.184,107.43
-Lightricks/LTX-2,fp8,True,4,50.658,69.41
-Lightricks/LTX-2,none,True,8,120.552,107.43
-Lightricks/LTX-2,nvfp4,True,4,38.044,60.59
-Qwen/Qwen-Image,none,True,8,52.714,92.49
-Qwen/Qwen-Image,none,True,1,7.371,62.23
-Qwen/Qwen-Image,fp8,True,8,42.923,85.93
-Qwen/Qwen-Image,nvfp4,True,4,18.487,65.78
-Qwen/Qwen-Image,none,True,8,51.909,92.49
-Qwen/Qwen-Image,nvfp4,True,1,8.383,52.47
-Qwen/Qwen-Image,fp8,True,8,43.547,85.93
-Qwen/Qwen-Image,nvfp4,True,1,5.369,52.47
-Qwen/Qwen-Image,none,True,1,7.445,62.23
-Qwen/Qwen-Image,fp8,True,1,6.37,55.67
-Qwen/Qwen-Image,nvfp4,True,4,18.279,65.79
-Qwen/Qwen-Image,nvfp4,True,8,34.969,82.73
-Qwen/Qwen-Image,fp8,True,1,6.356,55.67
-Qwen/Qwen-Image,none,True,4,26.307,75.55
-Qwen/Qwen-Image,none,True,4,26.643,75.55
-Qwen/Qwen-Image,fp8,True,4,22.525,68.99
-Qwen/Qwen-Image,fp8,True,4,22.238,68.99
-Qwen/Qwen-Image,nvfp4,True,8,35.431,82.73
-black-forest-labs/FLUX.1-dev,nvfp4,True,4,5.167,27.41
-black-forest-labs/FLUX.1-dev,fp8,True,4,6.498,32.97
-black-forest-labs/FLUX.1-dev,nvfp4,True,4,5.092,27.41
-black-forest-labs/FLUX.1-dev,none,True,1,2.07,38.36
-black-forest-labs/FLUX.1-dev,none,True,4,7.819,44.41
-black-forest-labs/FLUX.1-dev,fp8,True,8,12.432,41.58
-black-forest-labs/FLUX.1-dev,nvfp4,True,1,1.407,21.35
-black-forest-labs/FLUX.1-dev,none,True,8,15.393,53.03
-black-forest-labs/FLUX.1-dev,none,True,8,15.165,53.03
-black-forest-labs/FLUX.1-dev,nvfp4,True,1,2.102,21.36
-black-forest-labs/FLUX.1-dev,none,True,1,2.12,38.36
-black-forest-labs/FLUX.1-dev,fp8,True,8,12.727,41.58
-black-forest-labs/FLUX.1-dev,fp8,True,1,1.74,26.92
-black-forest-labs/FLUX.1-dev,nvfp4,True,8,10.035,36.02
-black-forest-labs/FLUX.1-dev,fp8,True,4,6.38,32.97
-black-forest-labs/FLUX.1-dev,fp8,True,1,1.77,26.92
-black-forest-labs/FLUX.1-dev,nvfp4,True,8,9.805,36.02
-black-forest-labs/FLUX.1-dev,none,True,4,7.654,44.41

+model_id,quant_mode,compilation_enabled,torch_compile_mode,batch_size,latency_seconds,peak_memory_gb
+Lightricks/LTX-2,fp8,True,reduce-overhead,4,51.909,69.41
+Lightricks/LTX-2,none,True,default,1,15.587,72.79
+Lightricks/LTX-2,nvfp4,True,reduce-overhead,8,75.024,80.38
+Lightricks/LTX-2,fp8,True,reduce-overhead,8,104.122,89.2
+Lightricks/LTX-2,none,True,default,4,58.57,87.63
+Lightricks/LTX-2,none,True,reduce-overhead,1,15.918,72.79
+Lightricks/LTX-2,nvfp4,True,reduce-overhead,1,10.667,45.75
+Lightricks/LTX-2,none,True,reduce-overhead,4,59.795,87.63
+Lightricks/LTX-2,fp8,True,default,1,13.743,54.56
+Lightricks/LTX-2,fp8,True,reduce-overhead,1,13.844,54.56
+Lightricks/LTX-2,nvfp4,True,default,4,36.963,60.59
+Lightricks/LTX-2,fp8,True,default,8,101.651,89.2
+Lightricks/LTX-2,nvfp4,True,default,8,72.689,80.38
+Lightricks/LTX-2,nvfp4,True,default,1,10.374,45.75
+Lightricks/LTX-2,none,True,reduce-overhead,8,120.184,107.43
+Lightricks/LTX-2,fp8,True,default,4,50.658,69.41
+Lightricks/LTX-2,none,True,default,8,120.552,107.43
+Lightricks/LTX-2,nvfp4,True,reduce-overhead,4,38.044,60.59
+Qwen/Qwen-Image,none,True,reduce-overhead,8,52.714,92.49
+Qwen/Qwen-Image,none,True,default,1,7.371,62.23
+Qwen/Qwen-Image,fp8,True,default,8,42.923,85.93
+Qwen/Qwen-Image,nvfp4,True,reduce-overhead,4,18.487,65.78
+Qwen/Qwen-Image,none,True,default,8,51.909,92.49
+Qwen/Qwen-Image,nvfp4,True,default,1,8.383,52.47
+Qwen/Qwen-Image,fp8,True,reduce-overhead,8,43.547,85.93
+Qwen/Qwen-Image,nvfp4,True,reduce-overhead,1,5.369,52.47
+Qwen/Qwen-Image,none,True,reduce-overhead,1,7.445,62.23
+Qwen/Qwen-Image,fp8,True,reduce-overhead,1,6.37,55.67
+Qwen/Qwen-Image,nvfp4,True,default,4,18.279,65.79
+Qwen/Qwen-Image,nvfp4,True,default,8,34.969,82.73
+Qwen/Qwen-Image,fp8,True,default,1,6.356,55.67
+Qwen/Qwen-Image,none,True,default,4,26.307,75.55
+Qwen/Qwen-Image,none,True,reduce-overhead,4,26.643,75.55
+Qwen/Qwen-Image,fp8,True,reduce-overhead,4,22.525,68.99
+Qwen/Qwen-Image,fp8,True,default,4,22.238,68.99
+Qwen/Qwen-Image,nvfp4,True,reduce-overhead,8,35.431,82.73
+black-forest-labs/FLUX.1-dev,nvfp4,True,reduce-overhead,4,5.167,27.41
+black-forest-labs/FLUX.1-dev,fp8,True,reduce-overhead,4,6.498,32.97
+black-forest-labs/FLUX.1-dev,nvfp4,True,default,4,5.092,27.41
+black-forest-labs/FLUX.1-dev,none,True,default,1,2.07,38.36
+black-forest-labs/FLUX.1-dev,none,True,reduce-overhead,4,7.819,44.41
+black-forest-labs/FLUX.1-dev,fp8,True,default,8,12.432,41.58
+black-forest-labs/FLUX.1-dev,nvfp4,True,reduce-overhead,1,1.407,21.35
+black-forest-labs/FLUX.1-dev,none,True,reduce-overhead,8,15.393,53.03
+black-forest-labs/FLUX.1-dev,none,True,default,8,15.165,53.03
+black-forest-labs/FLUX.1-dev,nvfp4,True,default,1,2.102,21.36
+black-forest-labs/FLUX.1-dev,none,True,reduce-overhead,1,2.12,38.36
+black-forest-labs/FLUX.1-dev,fp8,True,reduce-overhead,8,12.727,41.58
+black-forest-labs/FLUX.1-dev,fp8,True,default,1,1.74,26.92
+black-forest-labs/FLUX.1-dev,nvfp4,True,reduce-overhead,8,10.035,36.02
+black-forest-labs/FLUX.1-dev,fp8,True,default,4,6.38,32.97
+black-forest-labs/FLUX.1-dev,fp8,True,reduce-overhead,1,1.77,26.92
+black-forest-labs/FLUX.1-dev,nvfp4,True,default,8,9.805,36.02
+black-forest-labs/FLUX.1-dev,none,True,default,4,7.654,44.41