device,sam_model_type,batch_size,memory(MiB),memory(%),img_s(avg),batch_ms(avg)/batch_size,mIoU,use_compile,use_half,compress,use_compile_decoder,use_rel_pos,pad_input_image_batch,num_workers,num_batches,num_images,profile_path,memory_path cuda,vit_h,32,15172,18,22.533401716616083,44.37856354651513,0.5812715827356921,max-autotune,torch.bfloat16,None,False,True,True,32,154,4928,None,None cuda,vit_h,32,15154,18,25.16516896830006,39.73746416166231,0.5818834536577897,max-autotune,torch.bfloat16,int8_dynamic_quant,False,True,True,32,154,4928,None,None cuda,vit_h,32,15632,19,24.824717871078573,40.282431614863405,0.5675837487618974,max-autotune,torch.bfloat16,sparse_mlp_only,False,True,True,32,154,4928,None,None cuda,vit_h,32,13429,16,24.589577947798148,40.66763578142439,0.5306639662569573,max-autotune,torch.bfloat16,sparse,False,True,True,32,154,4928,None,None cuda,vit_h,32,14869,18,26.597207143088742,37.597932543073384,0.5669944616184625,max-autotune,torch.bfloat16,int8_dynamic_quant_sparse,False,True,True,32,154,4928,None,None cuda,vit_h,32,17068,21,23.96093702681232,41.73459489004953,0.5485481164943489,max-autotune,torch.float16,int4_weight_only_sparse,False,True,True,32,154,4928,None,None