NPRG054 Assignment - Deep Convolutional Neural Network

Deep Convolutional Neural Network

Deadline: 2025/09/15 23:59
This assignment is tested with -n 1 -c 64 Slurm settings
Points will be awarded for speed-up wrt. the public initial solution, logarithmically
Doxymentation (work in progress)

machine	author	commit	commit date	platform					loss	time	check	rel time	points
mpi-homo	asgn	7ac2303	"2025-05-29 15:29:10 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184617	OK	0.996171	0.633167
mpi-homo	asgn	7ac2303	"2025-05-29 15:29:10 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184798	OK	1.00585	-0.962303
mpi-homo	baibatca	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183935	OK	1.00115	-0.189736
mpi-homo	baibatca	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186919	OK	1.00859	-1.4114
mpi-homo	balekda	ffec62a	"2025-05-30 00:33:24 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.146529	OK	0.79755	37.3319
mpi-homo	balekda	ffec62a	"2025-05-30 00:33:24 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.154966	OK	0.836178	29.5265
mpi-homo	bellusm	5ba4f0f	"2025-06-07 16:18:29 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.131468	OK	0.709381	56.6657
mpi-homo	bellusm	5ba4f0f	"2025-06-07 16:18:29 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.172058	OK	0.9365	10.827
mpi-homo	berkal	0c81a8f	"2025-06-23 18:45:15 +0000"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182298	OK	0.992236	1.28635
mpi-homo	berkal	0c81a8f	"2025-06-23 18:45:15 +0000"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184755	OK	0.996916	0.50981
mpi-homo	bodat	048cec4	"2025-06-10 19:41:55 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0772305	OK	0.416725	144.457
mpi-homo	borovskv	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182374	OK	0.992653	1.21699
mpi-homo	borovskv	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185811	OK	1.00261	-0.430735
mpi-homo	bubakf	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184178	OK	1.00247	-0.407209
mpi-homo	bubakf	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186213	OK	1.00478	-0.787089
mpi-homo	buiquo	9c95799	"2025-09-12 18:50:28 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	4	0.138203	OK	0.745724	48.4202
mpi-homo	carvasj	a6d539a	"2025-05-06 22:53:13 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.145818	OK	0.786812	39.569
mpi-homo	carvasj	a6d539a	"2025-05-06 22:53:13 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.152166	OK	0.828231	31.1024
mpi-homo	celovskj	63388e4	"2025-05-08 17:34:24 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183511	OK	0.99884	0.191483
mpi-homo	celovskj	63388e4	"2025-05-08 17:34:24 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185558	OK	1.00125	-0.205574
mpi-homo	cernohj3	a7f1e41	"2025-06-09 20:37:04 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182479	OK	0.993221	1.12251
mpi-homo	cernohj3	a7f1e41	"2025-06-09 20:37:04 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185707	OK	1.00205	-0.337496
mpi-homo	cimermmi	c6ff069	"2025-05-06 11:51:02 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183356	OK	0.997998	0.330741
mpi-homo	cimermmi	c6ff069	"2025-05-06 11:51:02 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185473	OK	1.00079	-0.130252
mpi-homo	doskocj1	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185335	OK	1.00004	-0.00696011
mpi-homo	doskocj1	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184444	OK	1.00392	-0.645691
mpi-homo	dvoraj48	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18258	OK	0.993773	1.03095
mpi-homo	dvoraj48	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.187358	OK	1.01096	-1.7983
mpi-homo	farkasau	621083c	"2025-05-22 10:59:27 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184762	OK	0.996949	0.504223
mpi-homo	farkasau	621083c	"2025-05-22 10:59:27 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183537	OK	0.998984	0.167838
mpi-homo	farkasm2	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183807	OK	1.00045	-0.0748566
mpi-homo	farkasm2	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186327	OK	1.0054	-0.888281
mpi-homo	gutvaldv	ade0cd0	"2025-06-12 16:12:25 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0660474	OK	0.356383	170.272
mpi-homo	gutvaldv	ade0cd0	"2025-06-12 16:12:25 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0778217	OK	0.423579	141.765
mpi-homo	hrdinap1	e8bbd46	"2025-05-29 09:07:08 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	0	0.00537145	MISMATCH	0.0292365	582.948
mpi-homo	hrdinap1	e8bbd46	"2025-05-29 09:07:08 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.118923	OK	0.641695	73.2152
mpi-homo	hrubyja2	3074431	"2025-09-12 17:47:36 +0000"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0677492	OK	0.365566	166.073
mpi-homo	jevcakj	a6e4e27	"2025-07-10 19:22:34 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182597	OK	0.993866	1.0154
mpi-homo	jevcakj	a6e4e27	"2025-07-10 19:22:34 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.187685	OK	1.01272	-2.08672
mpi-homo	kapylouma	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183471	OK	0.998621	0.227697
mpi-homo	kapylouma	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186359	OK	1.00557	-0.916642
mpi-homo	koliandl	58857b0	"2025-05-30 14:03:30 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182325	OK	0.992384	1.26168
mpi-homo	koliandl	58857b0	"2025-05-30 14:03:30 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185339	OK	1.00007	-0.0107429
mpi-homo	kolnika	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184587	OK	0.996008	0.660044
mpi-homo	kolnika	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183704	OK	0.999889	0.0182568
mpi-homo	kouckyj1	a033fee	"2025-06-12 14:12:10 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0773722	OK	0.41749	144.155
mpi-homo	kouckyj1	a033fee	"2025-06-12 14:12:10 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0816388	OK	0.444356	133.862
mpi-homo	kraldav1	72ef7b6	"2025-09-18 23:59:49 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.111546	OK	0.601887	83.7843
mpi-homo	kraldav1	72ef7b6	"2025-09-18 23:59:49 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.112227	OK	0.610844	81.3465
mpi-homo	krenmar	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182167	OK	0.991526	1.40446
mpi-homo	krenmar	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184771	OK	0.996998	0.496161
mpi-homo	kroupad1	d84d121	"2025-06-05 14:03:43 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.130344	OK	0.70332	58.0818
mpi-homo	lagoo	13a2c95	"2025-06-25 15:35:30 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	3	0.129642	OK	0.699532	58.9732
mpi-homo	lagoo	13a2c95	"2025-06-25 15:35:30 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	4	0.137801	OK	0.750041	47.4677
mpi-homo	lejkom	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184631	OK	1.00494	-0.812508
mpi-homo	lejkom	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186843	OK	1.00818	-1.34418
mpi-homo	lopatad	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184041	OK	1.00172	-0.284248
mpi-homo	lopatad	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.187193	OK	1.01007	-1.65303
mpi-homo	lovisekd	36fd24a	"2025-05-01 22:25:43 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182604	OK	0.993906	1.00886
mpi-homo	lovisekd	36fd24a	"2025-05-01 22:25:43 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184908	OK	0.997739	0.37352
mpi-homo	maliarm	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182993	OK	0.99602	0.658078
mpi-homo	maliarm	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18551	OK	1.00099	-0.162751
mpi-homo	mojikm	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182668	OK	0.994253	0.951241
mpi-homo	mojikm	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186962	OK	1.00882	-1.44934
mpi-homo	pajonkf	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186264	OK	1.00506	-0.832138
mpi-homo	pajonkf	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184685	OK	1.00523	-0.860673
mpi-homo	pelikam3	0b64876	"2025-05-08 23:57:12 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184363	OK	1.00348	-0.573212
mpi-homo	pelikam3	0b64876	"2025-05-08 23:57:12 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186918	OK	1.00859	-1.411
mpi-homo	pernick	6ee5c95	"2025-06-08 11:23:19 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0851188	OK	0.45929	128.407
mpi-homo	petrunyo	64cfc63	"2025-07-20 20:45:22 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183109	OK	0.996654	0.553073
mpi-homo	petrunyo	64cfc63	"2025-07-20 20:45:22 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184883	OK	0.997602	0.396175
mpi-homo	pohljin	d74ceb9	"2025-07-04 18:35:32 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.086519	OK	0.466845	125.714
mpi-homo	pohljin	d74ceb9	"2025-07-04 18:35:32 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.120194	OK	0.654211	70.0272
mpi-homo	ref	b45a750	"2025-05-14 22:47:23 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0681467	OK	0.367711	165.108
mpi-homo	ref	b45a750	"2025-05-14 22:47:23 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0733128	OK	0.399037	151.615
mpi-homo	rehorc	1b73a93	"2025-05-31 16:46:31 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.168734	OK	0.91841	14.0461
mpi-homo	rehorc	1b73a93	"2025-05-31 16:46:31 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.171053	OK	0.922981	13.2268
mpi-homo	sevcikm8	ed9a6fa	"2025-06-23 01:32:17 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.0849037	OK	0.458129	128.825
mpi-homo	sezemskj	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182312	OK	0.992313	1.27355
mpi-homo	sezemskj	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186469	OK	1.00616	-1.01366
mpi-homo	sindelm6	0142e34	"2025-06-27 11:37:14 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.122859	OK	0.662928	67.8428
mpi-homo	sindelm6	0142e34	"2025-06-27 11:37:14 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.140089	OK	0.762495	44.7499
mpi-homo	smykj	79765ec	"2025-06-12 21:49:59 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.146072	OK	0.788187	39.281
mpi-homo	strecans	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186096	OK	1.00415	-0.68308
mpi-homo	strecans	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184491	OK	1.00417	-0.687181
mpi-homo	sykorjos	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183526	OK	0.998919	0.17845
mpi-homo	sykorjos	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185404	OK	1.00041	-0.0684573
mpi-homo	tomiskat	36b5493	"2025-04-25 21:50:21 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18246	OK	0.993119	1.13943
mpi-homo	tomiskat	36b5493	"2025-04-25 21:50:21 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186292	OK	1.00521	-0.857282
mpi-homo	tomisz	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18235	OK	0.992523	1.23858
mpi-homo	tomisz	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18529	OK	0.999799	0.0331535
mpi-homo	tothmatu	741eb89	"2025-06-07 20:49:15 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.130266	OK	0.702897	58.1812
mpi-homo	tvrdekp	464980c	"2025-06-07 13:12:43 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.129477	OK	0.698642	59.1832
mpi-homo	tvrdekp	464980c	"2025-06-07 13:12:43 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.13881	OK	0.755534	46.2636
mpi-homo	vaganove	5f60940	"2025-06-14 22:47:46 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	4	0.0695835	OK	0.375463	161.664
mpi-homo	vaganove	5f60940	"2025-06-14 22:47:46 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	4	0.0948711	OK	0.516378	109.072
mpi-homo	vermesa	2f76175	"2025-09-12 18:06:07 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.152049	OK	0.827593	31.2296
mpi-homo	vermesa	2f76175	"2025-09-12 18:06:07 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.170392	OK	0.919411	13.8663
mpi-homo	vilimev	71c9afa	"2025-04-15 23:27:21 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184105	OK	1.00207	-0.341846
mpi-homo	vilimev	71c9afa	"2025-04-15 23:27:21 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186545	OK	1.00657	-1.08109
mpi-homo	vireakt	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.183376	OK	0.998107	0.312712
mpi-homo	vireakt	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186425	OK	1.00593	-0.974944
mpi-homo	vomelolu	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.18258	OK	0.993774	1.03071
mpi-homo	vomelolu	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185476	OK	1.0008	-0.132323
mpi-homo	zavodsv	4dedfdb	"2025-02-25 19:57:30 +0100"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.185386	OK	1.00032	-0.0526445
mpi-homo	zavodsv	4dedfdb	"2025-02-25 19:57:30 +0100"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.184625	OK	1.0049	-0.807494
mpi-homo	zellerv	bb34430	"2025-04-15 17:59:08 +0200"	avx	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.182254	OK	0.992	1.32563
mpi-homo	zellerv	bb34430	"2025-04-15 17:59:08 +0200"	avx512	(16,16,5)	(2048,2048,2)	(8,8,2)	all	6	0.186238	OK	1.00492	-0.809176

Your job is to improve the performance of the existing code, by altering the code in sol/dcnnsol.hpp. (You may also write some code in sol/dcnnsol.cpp; however, all the existing code is templated and must remain in the header file.)

Input data

The folder containing input data is set by the command-line parameter --data-folder.

The input data are already available at parlab, in the folder /home/_teaching/hiperf/dcnndata. Therefore, the program shall be invoked as:

srun -p mpi-homo-short -n 1 -c 64 ./dcnn --data-folder=/home/_teaching/hiperf/dcnndata

The input data may be downloaded from parlab via scp or compressed from here:

simplenet.model.tgz (5.3 MB) - Pretrained weights

imagenet.input.tgz (307.9 MB) - Test images and expected results

Test parameters

data-folder - the folder containing the input data files (default: data).

minibatch - the number of images in a testing minibatch (processed in one call to the forward functions). Default: 16.

superbatch - the number of minibatches in a testing batch (each minibatch is assigned to a different thread). Default: 8 (1 in Debug mode).

total - the total number of images submitted into testing (shall be divisible by minibatch*superbatch). Default: 2048 (16 in Debug mode).

Credits

The DCNN architecture was taken from [Hasanpour 2016]. The original implementation used the Caffe framework and was later converted to Pytorch.

Both the pretrained weights and the test images were converted from publicly available data:

SimpleNet - ImageNet pretrained weights

ILSVRC2012 - ImageNet Object Localization Challenge

References

[Hasanpour 2016] Hasanpour, Seyyed Hossein, et al. Lets keep it simple, using simple architectures to outperform deeper and more complex architectures. arXiv:1608.06037.