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1 -.. -ИИИИИ"ИИИИИИИИИ Ы :,. : ,..,
2 .. " " : «, -.» 2. : ( ): ( ) Э (, ). : ИИИИИИИИИИИИИИИИ. : ИИИИИИИИИИИИИИИИИИ..,.. : ИИИИИИИИИИИИИ
3 45, ,. : (MDS codes),,,.
4 Abstact Pages 45, 3 tables and 5 pictures. The thesis is devoted to Study of efficiency of the Guruswami Wooters method for data recovery in storage systems. A description of the Guruswami Wooters method is presented, its software implementation is described, and simulation results are presented. Key words: Maximum Distance Separating (MDS codes), Guruswamy- Wooters algorithm, encoding, decoding of repairing information.
5 Э , MDS MDS А = F
6 4. Ч З
7 BCH (Bose Chaudhuri Hocquenghem codes), RS MDS (maximum distance separating) ADSL xdsl CD - DVD RAID RAID5 ё 7
8 ( ).,, Д2]. ( ),., n.,. k, F. F. n 1,..., n. (, ). k..., и ющих, 8
9 ,. [1],., [1]..,...,. =.,.. 9
10 1 1.1.,..,..,,.,.,. : 10
11 -, ; - =, ; -.,. - ( ё ) -. =,. (parity check matrix),, =,., : = (1.1) 1.2. К. (Reed Solomon codes) (Irving S. Reed) (Gustave Solomon). 11
12 GF(2) ( ),. ( )., -,,, = =,,., =, =,, - ( ) =,, : = =,.. =, deg <.,., = +.,, ( ). - : - (, CD, DVD, -,..); - (,..); - ; - / DVB (digital video broadcast); 12
13 -, ADSL, xdsl К :. :,,.. =. =. Э : g0 g1 gd 2 gd g0 gd 3 gd 2 gd 1 0 G g0 g1 gd 1,.. k, k. 13
14 ,.,, /. Э,,,, ,.,.,.,,,,. 14
15 ,.. [1] -,.. ( ),,.,,... Э (, SIMD)...1., RAID- 5,. 15
16 RAID -., : ( ),
17 2 Э 2.1.,, ё,. -. : =, = {,.., : е е и е лее }, F, = {,., } а а. С. С,,,,..., С..,,, C. 17
18 ,.,,,.. - -,, F,. (MDS),,.,,, (MDS),,, min { : } = + MDS,,,,,., k f :,.. С,, А. : = { : : = } 18
19 MDS MDS :,,,., ( ),. MDS, f F, F. n,.,,.., Д1],,., = = ( ). : \{ }., = λ 19
20 ,, F В. : { ( ): } \ = b,, = max \{ } (2.2). 3. :.,.,,, 20
21 =. В,,.,, : = max \{ } = log -.,. [1] log, -,,. =,, =.,. 2.3.,,, log = log. Д4] MDS,, F,. 21
22 ., Д4] ( ) MDS. MDS =,, В. Э ё (5, 3) (6, 4) 1, (14, 10) -, ApКМСО HКНШШp, FКМОЛШШФ. Д5, 6, 7, 8, 9, 10] -. -,,,, -,.. ё [4] -.,, [1] Д4]. -, Д4] =,,. 22
23 , MDS, -. -, Д4]. ( ), ;., Ч. Д4],,. 1, RS MDS ё MDS ( - )...,, -, ( ) 23
24 ., -, -.., ( ), ё.,,,. Д1]. - =, = log. -.,. :., : = + (2.4) Д11, 12],. [13], (, ), (2.4).., Д14],,, (2.4) ; = 24
25 , exp [15]., (2.4) /, [16, 17]. :.,,, (2.4)., + MDS., <, = +.. = + ё, = Х MDS MDS., MDS, { : } =. 1:, ; - ; - 25
26 MDS. : -, -, { : } = { : } max \{ } : 1 [1],, MDS.,, 1. Д1], 4.,,,,. 4,,, -., F. 26
27
28 3 А = F А =,. 3.1 С { : }, { : } =. 28 [1], (1.1),, max \{ } : (3.1) Д1],, =,, ( )
29 = { ( ) } F B. =. = { : } = = 1: α = =, =. Э 2., α =, =, -,. В. = {, } = {, } - F : i = 1 : i = 2 : = ( ) = + = = = {,,, },, ( ) ( ) ( ) G 0 k 1 k 14 k ( ) ( ) ( ) 29
30 . = [,,, ] -. = = [,,, ] * [ ] {, }: = {,,,,,,,,,,,,,, } = {,,,,,,,,,,,,,, },,,. 2. (16, 8) = = (2).,. = 8, log =., Д1], =,, log =.,.,.. \{ },,, 30
31 =, \{ }. : =, \{ },,,,.,.,,,,,.,. [1]. 1: - =. - RS,, B,. 2:. =. RS, log. Э MDS ; +, 1. 31
32 MDS. B -. ( ) log, ( ) MDS log log \{ } : :., = \{ } \{ } 32 {, : } : -. : = {,,, }, :, = ( ) = {,
33 - {, : }, = : * q11 q 1, ( ) t1 v1 * q1 t q tt v t, ( ) t 3.. = {,,, },., Z , = ( ) = { =.,,, :
34 , = \{ } \{ } А,, : = {,,,,,,,,,,,,,, } = {,,,,,,,,,,,,,, } { ( ): }. = {,,, } - В, = {,,, }. = = 3.2 -,, CRSExtendedProcessor. 34
35 . 2. RAID,.,,. 1,. 1.,. Attach CheckCodeWord EncodeStrip IsCorrectable DecodeDataSymbols UpdateInformation 35
36 -, Attach.,,..,. ResetErasures.. FieldValue. FТОХНCШЧstruМtШr :,,,,.. «RSGenerator».,, «rs_misc.h». -,,.,,. ErasureID ( ). IsCorrectable,.,, :,... 36
37 ,,. RAID.. EncodeStripe -,.. RAID,..,.,,,..,.,,.,. 37
38 . DecodeDataSymbols. CheckCodeword,,.,,. UpdateInformationSymbols,.., ( ),,., -. 38
39 4 Ч 3., 16,. ё, ( ).. 5. ё,, ё.,, {,..., }., = 8, 2, = %, -. =,., = 30%. 39
40 Data read redundancy, times (16, K) RS B = GF(2) (16, K) RS B = GF(4) 16, К RS Code Dimension, K ( / ) 0 2,68435e e e e e e e e ,, 0,. 40
41 1 1 1 ; ; ,,.,,.,,., -,,,,! Э, RS.,, = ; 41
42 З -, -. - (.., ) 25%.,. 700,,, 87,5 700.,.,,,, (, ),,,,. RAID, RAID,. 42
43 [1] Venkatesan V. Guruswami, Mary. Wooter, RОpКТrТЧР RООН Solomon МШНОs Д ]. Available :, in Proceedings of the 48th Annual Symposium on the Theory of Computing, [2] В. Аu КЧН A. G. DТЦКФТs. RОНuМТЧР rоpктr trкпптм ПШr ОrКsurО МШНТЧР-based storage via interference alignment.,тч 2009 IEEE IЧtОrЧКtТШЧКХ SвЦpШsТuЦ on Information Theory, pages , June [3] -..,...,.,.:, [4] Karthikeyan Shanmugam, Dimitris S Papailiopoulos, Alexandros G Dimakis, and Giuseppe Caire. A repair framework for scalar mds codes. Selected Areas in Communications, IEEE Journal on, 32(5): , [5] Maheswaran Sathiamoorthy, Megasthenis Asteris, Dimitris Papailiopoulos, Alexandros G Dimakis, Ramkumar Vadali, Scott Chen, and Dhruba Borthakur. Xoring elephants: Novel erasure codes for big data. In Proceedings of the VLDB Endowment, volume 6, pages VLDB Endowment, [6] Yunghsiang S Han, Hung-Ta Pai, Rong Zheng, and Pramod K Varshney. Update-efficient regenerating codes with minimum per-node storage. In Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on, pages IEEE, [7] Yunghsiang S Han, Rong Zheng, and Wai Ho Mow. Exact regenerating codes for byzantine fault tolerance in distributed storage. In INFOCOM Proceedings, pages IEEE, [8] K.R. Rashmi, Nihar B Shah, P Vijay Kumar, and Kannan Ramchandran. Explicit codes minimizing repair bandwidth for distributed storage. In 43
44 Allerton Conference on Communication, Control, and Computing, pages IEEE, [9] Itzhak Tamo, Dimitris S Papailiopoulos, and Alexandros G Dimakis. Optimal locally repairable codes and connections to matroid theory. In Information Theory Proceedings (ISIT), 2013 IEEE International Symposium on, pages IEEE, [10] Itzhak Tamo and Alexander Barg. A family of optimal locally recoverable codes. Information Theory, IEEE Transactions on, 60(8): , [11] Alexandros G Dimakis, P Godfrey, Yunnan Wu, Martin J Wainwright, and Kannan Ramchandran. Network coding for distributed storage systems. Information Theory, IEEE Transactions on, 56(9): , [12] Yunnan Wu, Alexandros G Dimakis, and Kannan Ramchandran. Deterministic regenerating codes for distributed storage. In Allerton Conference on Control, Computing, and Communication, [13] Changho Suh and Kannan Ramchandran. On the existence of optimal exactrepair mds codes for distributed storage. arxiv preprint arxiv: , [14] I. Tamo, Z. Wang, and J. Bruck. Access versus bandwidth in codes for storage. Information Theory, IEEE Transactions on, 60(4): , [15] Sreechakra Goparaju, Itzhak Tamo, and Robert Calderbank. An improved sub-packetization bound for minimum storage regenerating codes. Information Theory, IEEE Transactions on, 60(5): , [16] Viveck R Cadambe, Cheng Huang, and Jin Li. Permutation code: Optimal exact-repair of a single failed node in mds code based distributed storage 44
45 systems. In Information Theory Proceedings (ISIT), 2011 IEEE International Symposium on, pages IEEE, [17] Dimitris S Papailiopoulos, Alexandros G Dimakis, and Viveck R Cadambe. Repair optimal erasure codes through hadamard designs. Information Theory, IEEE Transaction on, 59(5): ,
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