E2AM_ResNet50 / cifar10 /deployment /deployment_summary.csv
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deployment summary
dc0d107 verified
variant,accuracy,f1_score,precision,recall,num_images,latency_ms_per_image,throughput_images_per_sec,energy_j,energy_per_inference_j,avg_gpu_power_w,peak_gpu_power_w,peak_vram_mb,num_parameters,nonzero_parameters,sparsity_percent
fp32,0.6890625,0.6873436756242646,0.6878771801856504,0.6892749110267111,3840,4.460747539997101,224.17767224743005,1671.3829735207557,0.43525598268769683,97.37281250000001,102.50999999999999,7419.0,23528522,23528522,0.0
pruned,0.10390625,0.025775744523042664,0.02118300566576429,0.10515463917525773,3840,3.335442394018173,299.8103045621215,1240.5602138626575,0.3230625556934004,96.81416666666667,104.32,5795.0,23528522,18844883,19.906218503652717
pruned_finetuned,0.6653645833333334,0.6648183612270844,0.6707257179915246,0.6656131118681403,3840,3.1852091973026595,313.9511215925262,1159.3480528140067,0.30191355542031423,94.77782608695652,99.0,11037.0,23528522,21002616,10.735506463176902
dynamic_linear_int8_cpu,0.6861979166666666,0.6843089595867562,0.6852525349159665,0.6863947586081922,3840,225.03272245327634,4.443798168986871,,,,,,23508032,23508032,0.0