ARM computing library — Blueardour' Technic Blog

作者 blueardour 2019-06-12 12:38:14

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ARM computing library

Freq	width	height	cin	cout	kernel	CPU Direct	CPU GEMM	CPU Winograd	GPU Direct	GPU GEMM	GPU Winograd	comment
415	28	28	64	64	3	4894	8329	8764	3702	3160	2073	comment
415	56	56	64	64	3	10550	8928	6389	11480	9794	4364	comment
415	112	112	64	64	3	61924	36448	29850	49285	44137	10729	comment
415	224	224	64	64	3	221346	156849	90626	609088	553315	31557	comment
415	448	448	64	64	3	938130	707488	584700	2083466	2036609	387459	comment
415	56	56	16	16	3	2078	2222	2407	1502	1878	1377	comment
415	56	56	32	32	3	5924	4531	3929	3619	2770	2256	comment
415	56	56	64	64	3	20023	8636	5254	12443	9336	3677	comment
415	56	56	128	128	3	39891	27909	16788	64911	43961	18008	comment
767	28	28	64	64	3	13135	4867	3867	2569	2174	4876	comment
767	56	56	64	64	3	20223	8148	6814	7177	5901	4322	comment
767	112	112	64	64	3	76097	37595	28982	26862	25174	6157	comment
767	224	224	64	64	3	195877	167989	87208	529305	684542	120056	comment
767	448	448	64	64	3	790089	610065	534801	3177016	488922	180504	comment
767	56	56	16	16	3	2570	3334	4277	3186	5256	3109	comment
767	56	56	32	32	3	5593	6777	4587	12356	9398	4785	comment
767	56	56	64	64	3	20750	9228	6636	46598	37182	13012	comment
767	56	56	128	128	3	39743	24085	16577	225332	24101	10531	comment

unit(us)

index	Freq	width	height	cin	cout	kernel	GPU Direct	GPU GEMM	GPU Winograd	Speedup Binary	Speedup Ternary
1	415	28	28	64	64	3	3702	3160	2073	6.7	6.1
2	415	56	56	64	64	3	11480	9794	4364	7.9	7.9
3	415	112	112	64	64	3	49285	44137	10729	10.8	11.1
4	415	224	224	64	64	3	609088	553315	31557	36.3	37.3
5	415	448	448	64	64	3	2083466	2036609	387459	33.9	35.0
6	415	56	56	16	16	3	1502	1878	1377	5.5	5.2
7	415	56	56	32	32	3	3619	2770	2256	5.0	4.9
8	415	56	56	64	64	3	12443	9336	3677	7.4	7.7
9	415	56	56	128	128	3	64911	43961	18008	11.2	12.1
10	415	56	56	256	256	3	799638	344602	142474	24.4	27.1
11	767	28	28	64	64	3	2569	2174	4876	5.8	6.5
12	767	56	56	64	64	3	7177	5901	4322	7.0	8.3
13	767	112	112	64	64	3	26862	25174	6157	10.9	11.3
14	767	224	224	64	64	3	529305	684542	120056	76.0	84.3
15	767	448	448	64	64	3	3177016	488922	180504	15.0	15.5
16	767	56	56	16	16	3	3186	5256	3109	9.2	9.7
17	767	56	56	32	32	3	12356	9398	4785	7.4	7.9
18	767	56	56	64	64	3	46598	37182	13012	46.5	21.7
19	767	56	56	128	128	3	225332	24101	10531	11.0	11.8
20	767	56	56	256	256	3	500958	88924	53745	10.6	12.7

Note: For certrain index, for example 4,5,14, the speedup is abnormal. It is not becuase we really run faster. It is in fact caused by the bad corner case of the ARM computing library.

TAGS: experiments benchmark arm android ncnn HiKey970 ACL

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