Upload diffusers_quantization_benchmark.csv

diffusers_quantization_benchmark.csv

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+Library,Precision,CPU Offload,Memory After Loading (GB),Peak Memory GB,Inference Time (Seconds)
+Diffusers,BF16,False,31.447,36.166,12
+Diffusers,BF16,True,0.000,23.271,20
+bitsandbytes,4-bit,False,12.584,17.281,12
+bitsandbytes,4-bit,True,12.383,12.383,17
+bitsandbytes,8-bit,False,19.273,24.432,27
+bitsandbytes,8-bit,True,19.182,23.428,27
+torchao,int4_weight_only,False,10.635,14.654,109
+torchao,int4_weight_only,True,,,
+torchao,int8_weight_only,False,17.020,21.482,15
+torchao,int8_weight_only,True,0.000,12.189,26
+torchao,float8_weight_only,False,17.016,21.488,15
+torchao,float8_weight_only,True,0.000,12.348,27
+quanto,INT4,False,12.254,16.139,109
+quanto,INT4,True,,,
+quanto,INT8,False,17.330,21.814,15
+quanto,INT8,True,0.000,12.166,25
+quanto,FP8,False,16.395,20.898,16
+quanto,FP8,True,0.000,12.332,24
+GGUF,Q4_1,False,16.838,21.326,23
+GGUF,Q4_1,True,0.000,9.164,28
+GGUF,Q8_0,False,21.502,25.973,15
+GGUF,Q8_0,True,0.000,12.965,22
+GGUF,Q2_k,False,13.264,17.752,26
+GGUF,Q2_k,True,0.000,9.164,31
+Diffusers,FP8 (e4m3),False,23.682,28.451,13
+Diffusers,FP8 (e4m3),True,9.119,15.621,22