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Shanmuk4622
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E2AM_EffNetV2_TinyImageNet

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train · 15 rows

model_name stringclasses 1 value	dataset_name stringclasses 1 value	method_group stringclasses 2 values	variant_name stringlengths 8 36	best_accuracy float64 0.24 0.58	final_accuracy float64 0.2 0.58	final_f1_score float64 0.18 0.58	total_energy_j float64 697k 1.48M	total_energy_kwh float64 0.19 0.41	total_time_sec float64 9.39k 19.8k	total_co2_kg float64 0.09 0.2	peak_vram_mb float64 3.29k 4.44k	num_parameters int64 20.4M 20.4M	nonzero_parameters int64 20.4M 20.4M	flops_or_macs null	model_size_mb float64 78.5 78.5
effnetv2_s	tiny_imagenet	cumulative_ablation	C5_cache_amp_gradaccum_adaptivelr_l1	0.5708	0.5708	0.565335	739,216.817292	0.205338	9,943.09728	0.097536	3,518.372559	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C3_cache_amp_gradaccum	0.4436	0.4436	0.439476	724,321.932764	0.201201	9,765.766818	0.09557	3,453.76123	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C2_cache_amp	0.3465	0.3288	0.318729	712,632.465232	0.197953	9,632.562859	0.094028	4,146.996094	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C1_cache	0.2502	0.2028	0.19491	1,445,139.20684	0.401428	19,311.573588	0.190678	4,358.757324	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C0_baseline	0.2475	0.2367	0.211268	1,482,909.348712	0.411919	19,800.469194	0.195662	4,358.757324	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C6_full_e2am	0.5708	0.5708	0.565335	738,944.032009	0.205262	9,939.098759	0.0975	3,518.372559	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	cumulative_ablation	C4_cache_amp_gradaccum_adaptivelr	0.5738	0.5738	0.568648	729,532.949763	0.202648	9,831.056419	0.096258	4,228.983398	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M0_baseline_fp32	0.2462	0.2397	0.223854	1,422,660.69839	0.395184	18,948.885623	0.187712	4,358.757324	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M4_l1_sparsity_only	0.244	0.2333	0.210349	1,459,562.137278	0.405434	19,502.241866	0.192581	4,440.33252	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M3_grad_accum_only	0.3467	0.3352	0.324298	1,411,645.62684	0.392124	18,791.001306	0.186259	3,383.490234	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M6_eag_only	0.2606	0.2292	0.209208	1,437,299.678007	0.39925	19,318.716631	0.189644	3,285.480469	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M7_full_e2am	0.5805	0.5805	0.575147	721,653.145882	0.200459	9,682.665335	0.095218	3,519.122559	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M1_cache_only	0.2451	0.1981	0.182945	1,419,903.947911	0.394418	19,007.64749	0.187348	4,358.757324	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M5_adaptive_lr_only	0.4611	0.4611	0.449641	1,432,503.457561	0.397918	19,208.212265	0.189011	4,358.757324	20,433,688	20,433,688	null	78.536148
effnetv2_s	tiny_imagenet	individual_methods	M2_amp_only	0.3541	0.316	0.294041	697,223.205524	0.193673	9,387.331252	0.091995	4,229.983398	20,433,688	20,433,688	null	78.536148

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