[dl hacks 実装]attention is all you need
TRANSCRIPT
1 11,. . . . 11 . . . 1 1 . 1 . . 1 .
�������������������������� ���� ����������������������������������������
J G G S P N GY USLAI K
V
:
• 22 : b 2 N• .2 n A
– / . /: 2– n gfd gfd t Nm ci k
– A N o ab Y– ln gfd
rN N s G u N– . .2 ci k m p 2 b N e h
a w A
�
�
DIG IA D
• g vsg M7 gnRe e Nsq Qr N V Q ( – T o s M g tv V Q d
• 7 TQ M o lM D T o d q R VPo• q ld o M g l e N w q o• SiM. 29 ) g1892q Q M g - 0 ) . q Q UUo
– q Q g kVe Q• 6 A 7 GG DI G C IL G O g Qo• DK C IA D C 8 D I 8 D 1 GDAD DK8 8 O vsc t
v 8 9
• M II DIA D a q Q M Tn tv g8 9 q
• II DIA D q Qo dcMu g e q c o– ). c8 9 g
�
B E
• s z Sf pn i e ba x dN Ug– ) D . EB 2– ID . D–– P ..a kro b P g kro w i f
T M
• DD D d t u Sf w i f– x dN L ml hg Mf
• ml– C BD D B BI DG B C B B - BI i BI
DG B f • ml
– ( A C DD D - B . DEB E B– A B B B CDB D CE B D
• c b– DBE DEB DD D D )
– yv C DD D i ml
�
2D A ,F H HIF
• rgl w[ n D F D F dbe R– D F mz s x h p D F y1 EIH >4D H D A . > hP– 6 > u i ]. D Fcfa N3– 6 2IAH ,HH H D 5 I A
D H D A F DF A M H D DF F 5 I AD H D A F DF A M H D
- D F EIH– 6 6 Rto
( - D Fcfa N3– 6 2IAH ,HH H D 5 I A D H D A F
DF A M H D 2IAH ,HH H D EIH 6 5 I AD H D A F DF A M H D DF F 5 I AD H D A F DF A M H D
) D=H
1
2
3
4
5
6
�
( 3 1 3 3 . 1
• ( 3 ] [D– 1 go N A ) 13
dt – - 3A1– 1 1 1
• 3 ] [D– ( 3 R aM E( 3 e e
RN A 13 fE A ) 133 R sk
– A ) 13 3 Em cS3 3 uy S L i nl
1 N rh H1
2
3
4
5
6
��
) 2
• ko 2= 2 l S a ! ) 2 q DA 2l 2 t S gP, 21 = 1 ) 2– 2= ko !D 2 ko ! n D 2 ko v!" s p
• 11Pa 2 x a Du cdem n• !" f i D#$% f P D 3 ko
f P D Pa yr a ]D !" s p
– ko (ko i D 2 3 ) 2 a– ko (ko i D [ -ko (2 ko (12. i D
&'()*+,(./0
12) ko go 2
��
* ) ,HH H
) 1 H / ,HH H– ru = ,HH H _ehT Mtih - H 3 H ,HH H _fN
dad cT mN N Q PV( #0# lo p
.K H= E # H # H H H=) n D H SMqs q H
.K H= H H= D H # A # K ) # K 2# E# H
* - H 3 H ,HH H
��
2 .32
. .32 3 2 .32 .2 3 3– 2 3 3 2 .32 3 M e
M .2-E �����– 2 3 2 3 2 .32 3 3 2 .32 .2-
2 .32 E D 2 .32 ka A dcf gM i
��
44 4 D
• 3 4 I > 44 E 3 4 I > 44 E 3 4 I> 44 E U OM LS ..
– WT - > 44 > 4• 3 4 . 3 4 I > 44 E 3 4 I > 44 L
��<->����, ��<->�� �������voc �����
���<->��������������
��
5 5 ( 25
• ))[ ))R ERA ce m nsiE– n S 5 5 ( 25 b– v A P 3 5 g [ P– 5 5 3 3225 . AE ]aA a S v– R dl o S tC siE N
��
=R O OI
=R O OI 2 T O 1 T OI– 7= )AGO GB. ) N MM PO SGOTGO G RS (, TPLGOS– 7= )AGO HRB. ( 7 SGOTGO GS O S M T TPLGOS OTP (– rzbtcy mad k ilh[e u VP cSPUR G T RIGTva4 R W RG O G UMG– - 8 5250 : 3: S– 1 SG NP GM. )SG TR O OI STG 1 I NP GM. SG TR O OI STG– 1 SG NP GM. STG S PURS 1 I NP GM. ( STG S ( S
( T N GR– 0 N !" = 0.9, !( = 0.98 ϵ = 10,-
) GIUM R T PO– 2RP PUT. RGS U M bw nf]bopa RP PUT R TG/ g s– 0TTGOT PO RP PUT
– 6 DGM NPPT OI. ./0 = 0.1
��
G
– , B: D NMO D = = BH D = BD B SR5 BB 0 GD = 4D B +D : = .G : = 4D B 6
• + & ! = 0.6– ,DB BG– 1G G = G = '
- 03/17 i s s I D E BE i ha c
•– e N gf E : B Md d g h cN p m
P P v cN II DIAEDgfh b r v P P dS
– i d N i o h r gf d N iet326 dgXN 26i gfn egr
• .– v r hN cv re upg idN_i i d
p h i ilv rw– i E E hT cN: v r– . E i g gid– P yP i e i)ai
• II D I AD B DAD (& & & : I B
��