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A
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itect
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1.
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O
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Hig
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a
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co
m
p
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g
(
HP
C
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tech
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[
1
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T
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ap
p
licatio
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s
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x
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co
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[
2
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ask
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[
3
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.
Als
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m
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s
.
Evaluation Warning : The document was created with Spire.PDF for Python.
T
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licatio
n
f
o
r
e
x
ascale
s
y
s
te
m
s
.
A
r
m
ar
c
h
itect
u
r
e
in
HP
C
d
em
o
n
s
tr
ated
s
ca
lab
ilit
y
an
d
ef
f
ic
ien
c
y
f
o
r
s
u
p
er
io
r
p
er
f
o
r
m
a
n
ce
an
d
p
o
w
er
o
p
tim
izatio
n
.
B
en
c
h
m
ar
k
in
g
ev
o
lu
t
io
n
f
o
r
C
P
Us/
ac
ce
le
r
ato
r
s
,
s
u
p
p
o
r
tin
g
MP
I
,
o
p
en
m
u
l
ti
-
p
r
o
ce
s
s
in
g
(
Op
en
MP
)
an
d
h
y
b
r
id
m
o
d
el
s
f
o
r
cr
o
s
s
p
latf
o
r
m
s
,
ar
tif
ici
al
in
telli
g
en
ce
(
A
I
)
an
d
m
ac
h
in
e
lear
n
in
g
(
ML
)
in
te
g
r
atio
n
s
o
n
HP
C
.
T
h
e
p
er
io
d
(
2
0
2
1
-
2
0
2
5
)
is
co
n
s
id
er
ed
th
e
ex
ascale.
T
h
e
f
ir
s
t
in
ter
n
a
tio
n
al
r
esear
c
h
ce
n
ter
t
o
o
f
f
iciall
y
b
r
ea
k
th
e
e
x
ascale
co
m
p
u
ti
n
g
b
ar
r
ier
w
a
s
Oa
k
R
id
g
e
Natio
n
al
L
ab
o
r
ato
r
y
(
O
R
N
L
)
in
th
e
Un
ite
States
.
T
h
e
Fro
n
tier
s
u
p
er
co
m
p
u
ter
w
as
c
er
tif
ied
as
t
h
e
f
ir
s
t
tr
u
e
ex
a
s
ca
le
m
ac
h
i
n
e
o
n
Ma
y
3
0
,
2
0
2
2
,
b
y
t
h
e
T
OP
5
0
0
lis
t.
A
r
g
o
n
e
2
0
2
5
I
n
tel
b
ased
s
y
s
t
e
m
tar
g
eti
n
g
A
I
d
r
iv
en
r
esear
ch
Xeo
n
C
P
Us
an
d
d
ata
ce
n
ter
GP
Us.
L
a
w
r
e
n
ce
L
i
v
er
m
o
r
e
Natio
n
a
l
L
ab
o
r
ato
r
y
(
L
L
N
L
)
2
0
2
4
w
o
r
ld
’
s
f
ast
est
s
u
p
er
co
m
p
u
ter
d
ed
icate
d
to
n
u
clea
r
s
ec
u
r
it
y
s
i
m
u
lat
io
n
s
.
E
n
er
g
y
e
f
f
icie
n
c
y
r
ef
lecti
n
g
ad
v
a
n
ce
s
in
p
o
w
er
-
a
w
ar
e
d
esi
g
n
.
P
o
w
er
a
n
d
ed
g
e
HP
C
clo
u
d
s
y
s
te
m
m
o
r
e
t
h
an
5
5
0
p
etaf
lo
p
s
ex
p
an
d
ed
ac
ce
s
s
to
HP
C
r
eso
u
r
ce
s
.
Glo
b
al
co
llab
o
r
atio
n
s
ex
ascale
ef
f
o
r
ts
e
m
p
h
as
ized
r
eg
io
n
al
s
e
lf
-
s
u
p
p
o
r
t
in
HP
C
in
f
r
astru
ct
u
r
e.
E
m
er
g
i
n
g
t
r
e
n
d
s
(
s
i
n
ce
2
0
2
5
an
d
b
ey
o
n
d
)
ar
e
h
eter
o
g
en
eo
u
s
ar
ch
itect
u
r
es
m
ix
in
g
,
C
P
U,
G
P
U
an
d
d
o
m
ai
n
s
p
ec
i
f
ic
s
ac
c
eler
ato
r
s
.
Me
m
o
r
y
an
d
n
et
w
o
r
k
in
g
i
n
n
o
v
atio
n
s
,
s
u
s
tai
n
ab
ilit
y
r
ed
u
c
in
g
t
h
e
en
e
r
g
y
co
n
s
u
m
e
a
n
d
d
e
m
o
cr
atiza
t
io
n
th
e
allia
n
ce
b
et
w
ee
n
u
n
i
v
e
r
s
it
y
a
n
d
en
ter
p
r
i
s
e.
I
t
is
i
m
p
o
r
ta
n
t
to
c
o
n
s
i
d
e
r
th
a
t
m
an
y
d
a
i
ly
h
e
te
r
o
g
en
e
o
u
s
p
r
o
c
e
s
s
e
s
in
s
m
a
ll
a
n
d
m
ed
i
u
m
s
i
z
e
o
r
g
an
i
z
at
i
o
n
s
o
f
t
h
e
t
el
e
c
o
m
m
u
n
i
c
at
i
o
n
f
i
el
d
m
u
s
t
b
e
r
es
o
l
v
ed
f
r
o
m
th
e
in
t
eg
r
a
ti
o
n
o
f
n
ew
r
e
s
u
l
ts
d
ev
e
l
o
p
e
d
i
n
a
f
f
in
e
s
c
i
en
ti
f
i
c
f
i
e
l
d
s
m
u
s
t
b
e
e
x
e
cu
te
d
a
s
f
a
s
t
a
s
p
o
s
s
i
b
le
a
n
d
i
t
s
h
o
u
l
d
im
p
a
c
t
in
t
h
e
o
r
g
an
iz
a
t
i
o
n
s
p
r
o
d
u
c
tiv
i
ty
.
T
h
e
in
t
e
r
n
a
ti
o
n
al
H
PC
an
d
p
a
r
a
l
l
e
l
a
p
p
l
i
c
at
i
o
n
s
d
ev
e
l
o
p
e
r
’
s
co
m
m
u
n
i
ty
i
s
in
t
en
s
e
ly
w
o
r
k
in
g
in
th
e
d
e
s
i
g
n
i
n
g
an
d
s
y
s
tem
a
t
i
ca
l
im
p
l
em
en
t
a
ti
o
n
o
f
n
e
w
m
o
d
el
s
an
d
in
f
r
a
s
t
r
u
c
tu
r
es
t
o
s
u
p
p
o
r
t
H
PC
s
c
a
la
b
l
e
te
ch
n
o
l
o
g
i
c
al
s
o
l
u
t
i
o
n
s
.
T
e
n
s
,
h
u
n
d
r
e
d
s
,
th
o
u
s
a
n
d
s
,
o
r
h
u
n
d
r
e
d
s
o
f
t
h
o
u
s
an
d
s
c
o
m
p
u
ti
n
g
n
o
d
e
s
m
ay
b
e
li
n
k
e
d
in
c
lu
s
t
er
s
H
PC
,
c
o
m
p
u
t
in
g
n
o
d
e
s
:
s
e
r
v
e
r
s
,
p
e
r
s
o
n
al
c
o
m
p
u
t
e
r
s
(
PC
s
)
,
l
a
p
t
o
p
s
,
f
i
e
l
d
-
p
r
o
g
r
am
m
a
b
le
g
a
te
a
r
r
ay
s
(
F
PGA
s
)
,
a
n
d
am
o
n
g
o
t
h
e
r
s
[
4
]
.
Sm
a
l
l
an
d
m
e
d
i
u
m
t
e
le
c
o
m
o
r
g
an
i
z
at
i
o
n
s
a
r
e
in
t
eg
r
at
in
g
d
ig
i
ta
l
i
n
n
o
v
a
ti
o
n
a
n
d
c
o
s
t
-
ef
f
ec
ti
v
e
s
e
r
v
i
ce
m
o
d
e
ls
,
w
h
il
e
ch
a
l
le
n
g
es
l
ik
e
t
ec
h
n
o
l
o
g
i
c
al
d
i
s
r
u
p
t
i
o
n
h
av
e
i
n
c
r
e
a
s
in
g
p
r
i
c
e
s
in
th
e
m
a
r
k
e
t
f
o
r
m
u
l
a
ti
n
g
a
s
t
r
at
eg
y
to
tak
e
ad
v
an
ce
s
o
f
th
e
o
p
p
o
r
tu
n
itie
s
in
co
r
e
co
n
n
ec
tiv
it
y
,
ec
o
s
y
s
te
m
co
llab
o
r
atio
n
as
r
eso
u
r
ce
to
im
p
u
l
s
e
th
e
s
o
ciet
y
d
ig
ital tr
an
s
f
o
r
m
atio
n
.
HP
C
n
o
t
o
n
l
y
i
s
u
s
e
f
u
l
to
s
o
lv
e
b
ig
s
cie
n
ti
f
ic
s
i
m
u
la
tio
n
s
an
d
m
o
d
elli
n
g
o
f
co
m
p
lex
s
p
ec
ialized
p
r
o
b
lem
s
,
as
w
a
s
o
r
ig
i
n
all
y
[
5
]
.
T
h
e
telec
o
m
m
u
n
icatio
n
s
o
r
g
an
iza
tio
n
s
r
eq
u
ir
e
r
ig
h
t
n
o
w
to
s
o
lv
e
a
w
id
e
an
d
d
iv
er
s
e
r
an
g
e
o
f
h
eter
o
g
en
eo
u
s
p
r
o
b
lem
s
w
it
h
h
i
g
h
co
m
p
u
tatio
n
a
l
co
m
p
lex
it
y
.
T
h
ese
in
tr
i
n
s
ic
p
r
o
b
lem
s
b
elo
n
g
i
n
g
to
t
h
e
telec
o
m
m
u
n
i
ca
tio
n
s
ec
to
r
m
u
s
t
b
e
ac
ce
ler
at
ed
,
s
u
ch
as
:
ad
o
p
tio
n
o
f
s
o
f
t
w
a
r
e
-
d
ef
i
n
e
n
et
w
o
r
k
s
,
s
elf
-
s
er
v
ice
p
o
r
tals
i
m
p
le
m
e
n
t
in
g
,
A
I
-
d
r
iv
e
n
s
u
p
p
o
r
t,
e
-
co
m
m
er
ce
,
o
p
ti
m
izatio
n
o
f
h
eter
o
g
en
eo
u
s
d
ata
s
tr
ea
m
s
p
r
o
ce
s
s
in
g
in
r
ea
l
ti
m
e,
o
p
er
at
io
n
s
o
f
ca
ll
ce
n
ter
,
v
i
s
u
al
p
r
o
c
ess
i
n
g
to
m
a
k
e
d
ec
is
io
n
,
r
ea
l
t
i
m
e
d
ata
a
n
al
y
s
is
,
d
ata
an
d
v
id
eo
s
tr
ea
m
s
p
r
o
ce
s
s
in
g
;
co
n
cu
r
r
en
t
p
r
o
ce
s
s
i
n
g
o
f
clien
t
s
r
eq
u
est,
p
atter
n
s
r
ec
o
g
n
i
zin
g
i
n
b
ig
v
o
lu
m
e
o
f
d
ata,
au
to
m
atic
tr
a
n
s
lat
in
g
in
r
ea
l
ti
m
e
a
n
d
a
m
o
n
g
o
th
e
r
s
.
T
h
e
g
en
er
alit
y
o
f
cu
r
r
e
n
t
telec
o
m
m
u
n
icatio
n
p
r
o
ce
s
s
es
r
eq
u
ir
es
to
b
e
ac
ce
ler
ated
to
r
ein
f
o
r
ce
t
h
e
ef
f
ica
c
y
o
f
th
e
ca
p
t
u
r
e,
p
r
o
ce
s
s
in
g
,
tr
an
s
m
is
s
io
n
a
n
d
s
to
r
in
g
o
f
b
i
g
d
ata
to
m
a
n
a
g
e
m
an
y
h
eter
o
g
e
n
eo
u
s
s
tr
ea
m
s
:
d
ata,
au
d
io
,
v
id
eo
,
m
u
lti
m
ed
i
a,
r
ad
io
s
ig
n
al,
an
d
a
m
o
n
g
o
th
e
r
s
.
r
ed
u
ci
n
g
th
e
co
s
t
-
e
f
f
ec
ti
v
e
u
s
i
n
g
p
ar
allel
h
y
b
r
id
w
o
r
k
en
v
ir
o
n
m
e
n
t,
T
h
e
elem
e
n
ts
p
r
ev
io
u
s
l
y
i
n
tr
o
d
u
ce
d
co
n
s
tit
u
te
a
m
o
ti
v
atio
n
to
f
o
r
m
u
la
te
th
e
s
cie
n
ti
f
ic
q
u
e
s
tio
n
:
h
o
w
to
d
esig
n
an
ar
ch
itec
tu
r
e
to
b
u
ild
HP
C
in
f
r
astr
u
ctu
r
e
s
o
n
clo
u
d
f
o
r
th
e
s
m
al
l
an
d
m
ed
iu
m
-
s
ized
o
r
g
an
izatio
n
s
o
f
th
e
telec
o
m
m
u
n
icatio
n
s
f
iel
d
an
d
b
e
y
o
n
d
to
s
o
lv
e
h
eter
o
g
en
eo
u
s
co
m
p
le
x
p
r
o
b
le
m
s
i
n
a
ca
d
em
ic,
s
cie
n
ti
f
i
c
an
d
b
u
s
in
e
s
s
e
n
v
ir
o
n
m
e
n
t?
th
i
s
s
cien
t
if
ic
q
u
e
s
tio
n
i
s
u
s
e
f
u
l
f
o
r
th
e
f
o
r
m
u
latio
n
o
f
th
e
s
cie
n
t
if
ic
p
r
o
b
lem
o
f
t
h
is
r
esear
ch
:
h
o
w
to
d
esi
g
n
an
ar
ch
itect
u
r
e
as
r
e
f
er
en
ce
m
o
d
el
to
b
u
ild
HP
C
i
n
f
r
astr
u
ctu
r
e
s
b
as
ed
o
n
th
e
in
teg
r
atio
n
o
f
p
r
o
ce
s
s
o
r
s
ad
v
an
ce
s
,
m
a
n
ag
e
m
en
t
en
v
ir
o
n
m
e
n
ts
,
d
ev
elo
p
m
en
t
to
o
ls
,
p
ar
allel
ap
p
licatio
n
s
an
d
tech
n
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in
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R
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f
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HP
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f
r
astr
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ctu
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ize
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ex
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Desig
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r
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m
s
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ap
p
licatio
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to
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ti
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I
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t
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telec
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m
m
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f
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1246
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r
g
an
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v
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m
en
t
[
6
]
,
b
u
t
in
th
e
T
eleH
P
C
th
e
f
o
cu
s
h
as
b
ee
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clo
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IT
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f
o
r
telec
o
m
m
u
n
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n
o
r
g
an
izatio
n
s
[
7
]
.
A
n
in
f
o
r
m
[
8
]
p
u
b
lis
h
ed
in
2
0
2
3
r
ef
er
s
th
at
t
h
e
HP
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p
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ti
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g
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ar
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et
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ize
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as v
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lo
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s
p
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d
s
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x
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ized
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m
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m
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ll
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a
k
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s
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Ma
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an
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tio
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h
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t
to
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ce
s
s
to
t
h
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x
as
ca
le
p
er
f
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m
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ce
(
o
v
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1
q
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in
till
io
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p
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s
p
er
s
ec
o
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d
)
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f
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w
n
HP
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in
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r
astru
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r
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f
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in
cr
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d
u
ctiv
e
an
d
b
u
s
in
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s
s
in
d
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s
[
9
]
.
T
h
ese
p
r
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s
s
es
s
tr
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m
u
s
u
all
y
ca
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co
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el
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v
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t
in
f
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m
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as
s
o
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d
to
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t
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u
s
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f
u
l
f
o
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th
e
d
ec
is
io
n
m
a
k
in
g
[
1
0
]
.
I
n
m
an
y
ca
s
es
t
h
ese
p
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s
s
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s
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t o
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s
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lu
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s
.
T
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k
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in
g
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t
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n
ti
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q
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tio
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p
r
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p
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s
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a
tr
an
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v
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s
al
ar
ch
itec
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r
e
[
1
1
]
a
s
an
ec
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s
y
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te
m
to
f
ac
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a
te
th
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d
esig
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ild
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f
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HP
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in
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r
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ased
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in
T
elec
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m
u
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s
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r
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an
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s
[
1
2
]
.
T
h
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au
th
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s
o
f
th
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p
ap
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is
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to
p
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ased
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p
r
ev
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p
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ac
tical
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p
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m
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d
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t
h
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la
s
t
2
5
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s
in
s
m
all
a
n
d
m
ed
i
u
m
s
ize
o
r
g
an
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io
n
s
o
f
th
e
telec
o
m
m
u
n
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n
f
ield
w
it
h
lo
w
o
r
m
ed
iu
m
b
u
d
g
et
s
.
I
t
h
as
th
e
p
u
r
p
o
s
e
to
p
r
o
p
itiate
a
r
ef
er
en
tia
l
m
o
d
el
to
d
esig
n
an
d
to
i
m
p
le
m
e
n
t n
e
w
HP
C
in
f
r
astru
ct
u
r
es i
n
d
if
f
er
e
n
t o
r
g
an
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n
s
w
it
h
r
elativ
e
l
y
lo
w
co
s
t,
f
r
o
m
t
h
e
s
y
s
te
m
a
tic
in
te
g
r
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n
o
f
e
m
er
g
e
n
t
h
ar
d
w
ar
e
in
d
u
s
tr
y
a
d
v
an
ce
s
a
n
d
th
e
s
tr
u
ct
u
r
ati
o
n
o
f
a
tech
n
ical
r
ec
o
m
m
e
n
d
atio
n
s
s
et,
d
escr
ib
ed
in
ea
ch
o
n
e
o
f
th
e
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y
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s
o
f
th
e
ar
ch
itec
tu
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e.
I
t
is
v
er
y
i
m
p
o
r
tan
t
to
ap
p
ly
t
h
e
p
r
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ce
s
s
es
b
elo
n
g
in
g
to
ea
c
h
o
n
e
o
f
t
h
e
la
y
er
s
.
T
h
e
p
r
ec
e
d
en
t
co
m
p
u
tatio
n
al
co
m
p
le
x
i
t
y
a
n
al
y
s
i
s
o
f
t
h
e
p
r
o
b
lem
s
h
elp
s
to
th
e
d
e
v
elo
p
er
s
to
u
n
d
er
s
ta
n
d
h
o
w
m
u
c
h
ti
m
e
o
r
s
p
ac
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co
n
s
u
m
e
a
n
alg
o
r
ith
m
an
d
d
eter
m
i
n
e
w
h
at
is
t
h
e
p
r
o
p
o
r
tio
n
o
f
th
e
i
n
p
u
t
s
g
r
o
w
s
.
2.
M
E
T
H
O
D
HP
C
is
an
ess
e
n
tial
tec
h
n
o
lo
g
y
w
it
h
th
e
p
u
r
p
o
s
e
o
f
m
i
n
i
m
ize
th
e
e
x
ec
u
t
io
n
ti
m
es
in
th
e
telec
o
m
m
u
n
icatio
n
s
f
ield
b
ec
au
s
e
u
s
u
all
y
th
is
clas
s
o
f
o
r
g
a
n
i
za
tio
n
s
s
h
o
u
ld
s
o
lv
e
m
an
y
e
m
e
r
g
en
t
tec
h
n
o
lo
g
ical
p
r
o
b
lem
s
u
s
in
g
r
ea
l
ti
m
e
a
n
d
cr
itical
m
is
s
io
n
ap
p
licatio
n
s
[
1
3
]
.
T
h
er
ef
o
r
e,
it
is
n
ec
es
s
ar
y
to
m
a
x
i
m
ize
t
h
e
ef
f
icien
c
y
o
f
t
h
e
h
ar
d
w
ar
e
ar
ch
itect
u
r
e
av
ai
lab
le
[
1
4
]
.
T
h
e
HP
C
ar
ch
itect
u
r
e
is
a
r
ele
v
a
n
t
co
n
ce
p
tu
aliza
tio
n
to
b
u
ild
a
HP
C
i
n
f
r
as
tr
u
ct
u
r
e
o
n
t
h
e
clo
u
d
co
m
p
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ti
n
g
e
n
v
ir
o
n
m
e
n
t
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h
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PU
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s
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h
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ar
ch
itectu
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e
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ts
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n
ec
o
s
y
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te
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Fi
g
u
r
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.
Fig
u
r
e
1
.
HP
C
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ch
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tectu
r
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clo
u
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m
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els
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T
h
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HP
C
ar
ch
itect
u
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is
a
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ef
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d
b
u
ild
i
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g
o
f
HP
C
in
f
r
astr
u
ctu
r
e
s
.
I
t
co
v
er
s
h
ar
d
w
ar
e
an
d
s
o
f
t
w
ar
e
co
m
p
o
n
e
n
t
s
r
eq
u
ir
ed
f
o
r
t
h
e
d
ep
lo
y
m
en
t
p
r
o
ce
s
s
s
p
ec
if
ical
l
y
i
n
t
h
e
s
m
all
a
n
d
m
ed
i
u
m
-
s
i
ze
o
r
g
an
izatio
n
s
o
f
th
e
telec
o
m
m
u
n
ica
tio
n
s
ec
t
o
r
.
I
t
estab
lis
h
es
a
d
ir
ec
t
co
n
n
ec
tio
n
w
it
h
o
th
er
o
w
n
p
r
o
ce
s
s
o
f
t
h
e
telec
o
m
m
u
n
icatio
n
f
ield
.
T
h
e
ar
ch
itect
u
r
e
h
as
th
e
p
u
r
p
o
s
e
to
ac
h
iev
e
m
o
r
e
ef
f
icien
c
y
an
d
ef
f
ec
tiv
e
n
e
s
s
f
o
r
th
e
HP
C
in
f
r
astr
u
ct
u
r
es
b
ased
o
n
clo
u
d
co
m
p
u
ti
n
g
f
o
r
t
h
e
r
es
o
lu
tio
n
o
f
h
eter
o
g
e
n
eo
u
s
co
m
p
lex
p
r
o
b
lem
s
i
n
d
if
f
er
e
n
t
r
esear
ch
s
u
b
f
ie
ld
s
[
1
5
]
.
T
h
is
s
tr
u
ctu
r
ed
ap
p
r
o
ac
h
en
s
u
r
e
s
a
r
o
b
u
s
t
HP
C
ar
ch
itectu
r
e
to
s
atis
f
y
t
h
e
clien
t
’
s
d
e
m
a
n
d
s
w
it
h
f
le
x
ib
il
it
y
f
o
r
f
u
t
u
r
e
g
r
o
w
t
h
an
d
i
n
v
o
lv
in
g
w
o
r
k
lo
ad
s
ass
o
ciate
d
t
o
th
e
ex
ec
u
tio
n
o
f
p
ar
allel
ap
p
licatio
n
s
[
1
6
]
.
I
t
is
n
ec
e
s
s
ar
y
to
co
n
s
id
er
th
er
e
ar
e
a
s
et
o
f
n
o
f
u
n
ctio
n
al
r
eq
u
is
i
tes
t
h
at
ar
e
o
u
t
o
f
t
h
e
co
r
e
o
f
HP
C
b
u
t
th
ese
h
a
v
e
r
ep
er
cu
s
s
io
n
in
th
e
HP
C
in
f
r
as
tr
u
ct
u
r
es
a
n
d
it
i
s
v
er
y
i
m
p
o
r
tan
t
to
b
e
tak
e
i
n
co
n
s
id
er
atio
n
f
o
r
ex
a
m
p
le.
T
h
e
h
o
t g
en
er
atio
n
d
u
e
to
th
e
f
u
n
ctio
n
i
n
g
o
f
h
ar
d
war
e
co
m
p
o
n
e
n
ts
,
s
o
it
is
n
ec
ess
ar
y
to
g
u
ar
a
n
t
y
th
e
ef
f
icien
t
o
f
co
o
li
n
g
s
y
s
te
m
s
to
m
ai
n
tai
n
o
p
ti
m
a
l
o
p
er
atin
g
co
n
d
itio
n
s
i
n
s
id
e
th
e
d
ata
ce
n
ter
u
s
i
n
g
air
/liq
u
id
/i
m
m
er
s
io
n
.
A
ls
o
is
im
p
o
r
ta
n
t
to
ac
h
iev
e
en
er
g
y
ef
f
icien
c
y
b
y
m
ea
n
o
f
m
in
i
m
ize
e
n
er
g
y
c
o
n
s
u
m
p
tio
n
.
T
h
er
e
ar
e
m
an
y
o
th
er
asp
ec
t
s
s
u
c
h
as
c
y
b
er
s
ec
u
r
it
y
,
p
er
i
m
et
er
p
r
o
tectio
n
,
an
d
am
o
n
g
o
t
h
e
r
s
co
n
s
id
er
in
g
t
h
at
th
e
i
m
p
o
r
ta
n
ce
o
f
th
e
i
n
f
r
astr
u
ctu
r
e
as c
o
r
e
o
f
th
e
telec
o
m
m
u
n
ica
tio
n
o
r
g
a
n
izatio
n
s
.
2
.
1
.
H
a
rdwa
re
co
m
po
nents
2
.
1
.
1.
Def
ine ha
rdw
a
re
H
P
C
re
qu
ire
m
ent
First
o
f
all,
th
e
d
esig
n
er
s
m
u
s
t e
s
ti
m
ate
th
e
p
r
o
b
lem
s
co
m
p
u
t
atio
n
al
co
m
p
lex
it
y
th
a
t
s
h
o
u
ld
b
e
s
o
lv
ed
in
th
e
co
n
tex
t
o
f
t
h
e
o
r
g
an
izati
o
n
n
ee
d
y
to
b
u
ild
its
h
ig
h
p
er
f
o
r
m
an
ce
i
n
f
r
astru
ct
u
r
e
.
I
t
is
ap
p
r
o
p
r
iate
to
estab
lis
h
th
e
co
m
p
atib
ilit
ies
w
i
t
h
t
h
e
b
eh
av
io
r
o
f
t
h
e
p
er
f
o
r
m
a
n
ce
m
et
r
ics
ass
o
ciate
d
to
th
e
p
r
o
ce
s
s
p
ar
allel
alg
o
r
ith
m
s
d
esig
n
[
1
7
]
.
Desig
n
i
n
g
a
n
d
d
ep
lo
y
m
e
n
t
o
f
HP
C
in
f
r
as
tr
u
ct
u
r
es
f
r
o
m
ze
r
o
s
h
o
u
ld
id
en
ti
f
y
r
ele
v
a
n
t
in
tr
in
s
ic
p
r
o
ce
s
s
es
f
o
r
th
e
o
r
g
an
izat
io
n
s
an
d
t
h
eir
co
m
p
u
tatio
n
al
co
m
p
lex
it
y
.
T
h
is
clas
s
o
f
a
n
al
y
s
i
s
p
er
m
i
ts
to
est
i
m
a
te
th
e
ap
p
r
o
x
i
m
a
ted
ti
m
e
r
eq
u
ir
ed
f
o
r
th
eir
s
o
l
u
tio
n
.
T
h
er
ef
o
r
e,
it
is
p
o
s
s
ib
le
al
s
o
esti
m
ate
th
e
co
m
p
u
tatio
n
al
p
er
f
o
r
m
a
n
ce
r
eq
u
ir
ed
an
d
th
e
h
ar
d
w
ar
e
i
n
f
r
a
s
tr
u
ct
u
r
e
th
a
t
s
h
o
u
ld
b
e
b
u
ilt
to
s
o
lv
e
th
e
o
b
j
ec
t
o
f
s
tu
d
io
p
r
o
b
lem
s
.
T
h
is
p
r
o
ce
s
s
it
is
n
’
t
tr
i
v
ial.
I
t
d
em
a
n
d
s
th
e
e
x
p
er
tis
e
o
f
d
esig
n
er
s
an
d
d
ev
elo
p
e
r
s
an
d
th
e
ec
o
n
o
m
ic
s
co
s
t
esti
m
atio
n
[
1
8
]
.
T
h
e
s
m
all
a
n
d
m
ed
i
u
m
-
s
ize
o
r
g
an
izat
io
n
s
i
n
telec
o
m
m
u
n
ic
atio
n
s
s
ec
to
r
m
u
s
t
a
n
al
y
ze
m
eticu
lo
u
s
l
y
th
eir
f
i
n
a
n
cial
av
ailab
ili
t
y
to
d
esig
n
th
e
HP
C
in
f
r
astr
u
ct
u
r
es
[
1
9
]
.
T
h
e
f
in
a
n
cial
r
eso
u
r
ce
s
s
h
o
u
l
d
b
e
en
o
u
g
h
to
ac
q
u
ir
e
th
e
m
o
s
t
ad
v
an
ce
d
h
ar
d
w
ar
e
tech
n
o
lo
g
ie
s
av
ailab
le
a
t
th
e
m
ar
k
et,
tak
i
n
g
in
co
n
s
id
e
r
atio
n
th
e
b
eh
a
v
io
r
o
f
th
e
co
s
t/p
er
f
o
r
m
a
n
ce
r
elati
o
n
w
ith
in
t
h
e
p
r
o
j
ec
ts
[
2
0
]
,
a
n
d
th
e
tec
h
n
ical
ch
ar
ac
ter
i
s
tic
s
o
f
t
h
e
p
r
o
b
lem
s
in
o
r
d
er
t
o
ac
h
ie
v
e
a
r
ap
id
R
OI
[
2
1
]
.
T
h
e
in
v
est
m
e
n
t
an
al
y
s
i
s
is
t
h
e
s
tar
ti
n
g
p
o
in
t
f
o
r
th
e
co
n
tin
u
o
u
s
l
y
d
ev
elo
p
m
en
t
o
f
th
e
HP
C
i
n
f
r
astru
ct
u
r
es
a
n
d
it
w
ill
d
o
p
o
s
s
i
b
le
th
e
u
lter
io
r
est
i
m
a
tio
n
o
f
t
h
e
s
ca
lin
g
n
ec
es
s
it
y
in
f
u
n
ctio
n
to
i
n
cr
ea
s
e
s
u
cc
ess
iv
el
y
t
h
e
p
o
ten
tia
lit
y
o
f
th
e
h
a
r
d
w
ar
e
in
f
r
as
tr
u
ct
u
r
e
w
it
h
t
h
e
p
u
r
p
o
s
e
to
r
eso
lv
e
ev
er
y
ti
m
e
m
o
r
e
co
m
p
le
x
p
r
o
b
le
m
s
.
B
y
o
th
er
h
a
n
d
,
its
im
p
o
r
tan
t
a
w
o
r
k
lo
ad
an
al
y
s
is
to
id
en
tify
t
h
e
t
y
p
e
o
f
co
m
p
u
tatio
n
s
(
C
P
U/GP
U/
ten
s
o
r
p
r
o
ce
s
s
in
g
u
n
it
(
T
P
U
)
)
,
m
e
m
o
r
y
ca
p
ac
it
y
r
eq
u
ir
ed
a
n
d
in
p
u
t/o
u
tp
u
t
(
I
/O
)
in
ten
s
iv
e.
P
e
r
f
o
r
m
a
n
ce
g
o
al
d
ef
in
e
t
h
e
p
er
f
o
r
m
a
n
ce
r
eq
u
i
r
ed
:
f
lo
atin
g
p
o
in
t
o
p
er
atio
n
s
p
er
s
ec
o
n
d
(
FL
OP
S
)
,
laten
c
y
,
th
r
o
u
g
h
p
u
t,
a
n
d
s
ca
lab
ilit
y
n
ee
d
s
.
B
u
d
g
e
t
a
n
al
y
s
i
s
co
n
s
id
er
t
h
e
in
v
es
t
m
e
n
t
c
o
s
t
an
d
av
ailab
le
f
i
n
an
cia
l
r
es
o
u
r
ce
s
.
T
h
er
e
ar
e
a
s
et
o
f
n
o
n
-
f
u
n
ctio
n
al
r
eq
u
ir
ed
th
at
m
u
s
t b
e
ex
h
au
s
ti
v
el
y
a
n
al
y
s
i
s
,
s
u
c
h
as: p
o
w
er
co
n
s
u
m
p
t
io
n
,
p
h
y
s
ica
l sp
ac
e
co
n
d
itio
n
i
n
g
,
m
ec
h
a
n
ical
d
esi
g
n
.
I
t
is
n
ec
e
s
s
ar
y
to
m
a
k
e
c
o
m
p
atib
le
t
h
e
p
o
s
s
ib
ilit
ie
s
to
th
e
d
e
m
an
d
s
.
T
h
e
h
ar
d
w
ar
e
i
n
f
r
a
s
tr
u
ct
u
r
e
m
u
s
t b
e
co
n
s
id
er
ed
as a
n
in
v
est
m
e
n
t.
2
.
1
.
2
.
Desig
n t
he
H
P
C
a
rc
hite
ct
ure
T
h
e
d
esig
n
i
n
g
o
f
HP
C
in
f
r
as
tr
u
ctu
r
e
s
r
eq
u
ir
e
to
an
al
y
ze
s
p
ec
ialized
h
ar
d
w
ar
e
co
m
p
o
n
en
ts
[
2
2
]
,
s
o
f
t
w
ar
e
f
r
a
m
e
w
o
r
k
s
an
d
o
f
te
n
lar
g
e
f
ac
ilit
ie
s
to
h
o
s
t
i
t
[
2
3
]
.
HP
C
also
co
m
e
s
w
it
h
r
elat
i
v
el
y
h
ig
h
p
r
ice
ta
g
,
w
h
ic
h
ca
n
ac
t
as
a
b
ar
r
ier
t
o
m
an
y
o
r
g
a
n
izatio
n
s
h
o
p
in
g
to
i
m
p
le
m
e
n
t.
An
i
m
p
o
r
tan
t
o
b
j
ec
tiv
e
o
f
t
h
e
o
r
g
an
izatio
n
s
is
to
ac
h
ie
v
e
th
at
th
e
clu
s
ter
HP
C
b
u
ilt
is
co
n
tin
u
all
y
b
u
s
y
,
i
n
th
i
s
ca
s
es
t
h
e
in
v
e
s
t
m
e
n
t
ca
n
b
e
co
n
s
id
er
ed
as
s
u
cc
es
s
f
u
l
[
2
4
]
an
d
p
r
o
b
a
b
ly
w
il
l
g
e
n
er
ate
u
ti
liti
es
f
o
r
th
e
o
r
g
a
n
izatio
n
s
.
A
HP
C
in
f
r
a
s
tr
u
ct
u
r
e
h
av
e
t
h
r
ee
m
ai
n
h
ar
d
w
ar
e
co
m
p
o
n
en
ts
: c
o
m
p
u
te,
n
et
w
o
r
k
an
d
s
to
r
ag
e
[
2
5
]
.
I
n
n
o
w
ad
a
y
s
,
th
e
co
m
p
u
ti
n
g
n
o
d
e
ca
n
co
n
tai
n
d
if
f
er
e
n
t
t
y
p
es
o
f
p
r
o
ce
s
s
o
r
s
:
C
P
U
m
u
l
tico
r
es,
GP
U
o
r
T
P
U
[
2
6
]
,
l
o
ca
l
r
an
d
o
m
ac
ce
s
s
m
e
m
o
r
y
(
R
A
M
)
m
e
m
o
r
y
an
d
in
ter
co
n
n
ec
tio
n
d
ev
ice
s
o
f
th
e
n
o
d
es
to
th
e
p
er
f
o
r
m
in
g
co
m
p
u
ta
tio
n
s
.
A
ll
th
e
h
ar
d
w
ar
e
co
m
p
o
n
e
n
t
s
m
u
s
t
b
e
as
h
ig
h
p
er
f
o
r
m
an
ce
an
d
r
eliab
ilit
y
as
p
o
s
s
ib
le
to
g
u
ar
an
t
y
t
h
e
ef
f
ec
ti
v
en
es
s
o
f
th
e
p
ar
allel
ap
p
licatio
n
s
ex
ec
u
tio
n
s
also
b
ased
o
n
th
e
n
et
w
o
r
k
d
ata
tr
an
s
f
er
en
ce
r
ate
b
et
w
ee
n
th
e
m
a
s
ter
n
o
d
e
[
2
7
]
,
co
m
p
u
ti
n
g
n
o
d
es
an
d
s
h
ar
ed
s
to
r
ag
e
to
m
an
a
g
e
h
ig
h
v
o
lu
m
e
s
o
f
d
ata
an
d
th
e
r
ap
id
ac
ce
s
s
an
d
r
etr
iev
al
o
f
t
h
e
in
f
o
r
m
atio
n
to
i
n
cr
e
m
e
n
t t
h
e
a
p
p
licatio
n
s
p
er
f
o
r
m
a
n
ce
.
I
n
th
e
le
v
el
1
ea
ch
o
n
e
o
f
th
e
co
m
p
o
n
e
n
t
s
o
f
t
h
e
clu
s
ter
co
o
p
er
ate
w
it
h
th
e
r
e
m
ai
n
in
g
co
m
p
o
n
en
ts
t
o
en
h
a
n
ce
co
m
p
u
ti
n
g
p
o
w
er
.
T
h
e
co
m
p
u
ti
n
g
n
o
d
es
ar
e
th
e
r
es
u
lt
o
f
th
e
in
te
g
r
atio
n
o
f
h
ar
d
war
e
co
m
p
o
n
en
t
s
o
f
h
ig
h
e
s
t
p
er
f
o
r
m
a
n
ce
p
o
s
s
ib
le
in
cl
u
d
ed
p
er
f
o
r
m
a
n
ce
o
f
th
e
p
r
o
ce
s
s
o
r
s
,
th
e
s
to
r
ag
e
an
d
it
s
ac
ce
s
s
ti
m
e
s
h
o
u
ld
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
1
6
9
3
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6930
T
E
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KOM
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K
A
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o
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m
u
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p
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o
l
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l.
23
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5
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Octo
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20
25
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2
2
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-
1246
1232
b
e
d
ev
ices
o
f
h
i
g
h
ca
p
ac
it
y
o
f
s
to
r
in
g
an
d
m
i
n
i
m
u
m
h
ar
d
d
r
iv
e
ac
ce
s
s
ti
m
e
p
o
s
s
ib
le
[
2
8
]
.
I
t
is
r
ec
o
m
m
e
n
d
ab
le
th
e
late
s
t
i
n
p
er
f
o
r
m
a
n
ce
-
e
n
h
a
n
cin
g
n
et
w
o
r
k
in
g
.
All
t
h
ese
c
o
m
p
o
n
en
t
s
w
o
r
k
in
g
to
g
eth
er
p
er
m
i
ts
to
ac
h
ie
v
e
a
h
ig
h
p
er
f
o
r
m
a
n
ce
i
n
f
r
a
s
tr
u
ct
u
r
e
w
it
h
a
s
u
p
er
io
r
p
er
f
o
r
m
a
n
ce
.
T
h
e
Fig
u
r
e
2
p
r
esen
t
s
th
e
g
e
n
er
al
id
ea
o
f
th
e
p
h
y
s
ical
h
ar
d
w
ar
e
HP
C
i
n
f
r
a
s
tr
u
ct
u
r
e
d
esi
g
n
in
g
b
ased
o
n
a
f
ed
er
ate
clu
s
ter
[
2
9
]
in
teg
r
ated
b
y
n
o
d
es
o
f
h
ig
h
p
er
f
o
r
m
a
n
ce
s
u
itab
le
in
r
ac
k
s
a
n
d
an
in
d
eter
m
i
n
ate
n
u
m
b
er
o
f
d
is
p
er
s
e
co
m
p
u
ti
n
g
n
o
d
es
o
n
p
r
em
i
s
e
o
r
r
em
o
te.
T
h
is
i
m
p
le
m
e
n
tat
io
n
co
m
b
i
n
e
s
t
w
o
d
if
f
er
e
n
t
f
o
c
u
s
o
f
d
ep
lo
y
m
e
n
t t
h
e
cl
u
s
ter
i
n
a
n
o
r
g
an
izatio
n
: r
ac
k
m
o
u
n
t c
l
u
s
ter
a
n
d
tier
p
ac
k
cl
u
s
ter
.
T
h
i
s
m
ec
h
a
n
ical
d
esi
g
n
d
ep
en
d
s
m
ai
n
l
y
o
f
t
h
e
av
ai
lab
le
f
i
n
an
cia
l
r
eso
u
r
ce
s
b
u
t
th
e
m
an
a
g
er
ca
n
u
s
e
th
e
s
a
m
e
m
a
n
ag
e
m
e
n
t
to
o
ls
f
o
r
b
o
th
d
ep
lo
y
m
en
ts
.
A
ll
co
m
p
u
tin
g
n
o
d
es
ar
e
m
a
n
a
g
ed
u
s
in
g
a
ce
n
tr
alize
d
b
y
m
ea
n
s
o
f
t
h
e
h
ig
h
d
ata
tr
an
s
f
er
in
ter
co
n
n
ec
ti
n
g
d
e
v
ice
i
n
a
d
atac
en
ter
o
r
o
n
p
r
e
m
is
e
o
f
th
e
o
r
g
an
izatio
n
if
t
h
e
d
ev
e
lo
p
er
p
r
o
p
o
s
e
to
r
eu
s
e
th
e
co
m
p
u
tatio
n
al
ca
p
ac
it
y
a
v
aila
b
le.
Fig
u
r
e
2
.
HP
C
p
h
y
s
ical
i
n
f
r
ast
r
u
ctu
r
e
s
c
h
e
m
e
I
n
th
i
s
p
ap
er
,
it
is
n
’
t
r
ea
lized
a
s
p
ec
if
ic
a
n
al
y
s
i
s
ab
o
u
t
t
h
e
h
ar
d
w
ar
e
co
m
p
o
n
en
t
s
a
v
aila
b
le
in
t
h
e
h
ar
d
w
ar
e
m
ar
k
et,
b
ec
au
s
e
t
h
e
m
ai
n
o
b
j
ec
tiv
e
is
o
f
f
er
s
an
o
v
er
v
ie
w
th
at
p
er
m
i
ts
to
ac
h
ie
v
e
th
e
g
e
n
er
aliza
tio
n
o
f
th
e
m
et
h
o
d
as
a
r
ef
er
en
ce
f
o
r
T
elec
o
m
m
s
ec
to
r
o
r
g
an
izat
io
n
s
an
d
b
e
y
o
n
d
.
A
l
w
a
y
s
,
i
t
’
s
r
ec
o
m
m
e
n
d
ab
le
to
s
tu
d
y
th
e
te
n
d
en
cie
s
p
u
b
lis
h
ed
in
th
e
T
OP
5
0
0
lis
t
lau
n
ch
ed
s
e
m
i
-
an
n
u
all
y
[
3
0
]
an
d
th
e
n
e
w
h
ar
d
w
ar
e
p
r
o
d
u
cts
co
m
m
er
cialize
d
b
y
t
h
e
m
o
s
t
i
m
p
o
r
ta
n
t
m
an
u
f
ac
tu
r
i
n
g
co
m
p
an
ies
at
i
n
ter
n
a
tio
n
al
le
v
el
i
n
t
h
e
p
r
ec
is
e
m
o
m
e
n
t
in
w
h
at
t
h
e
o
r
g
a
n
izatio
n
tr
y
to
b
u
ild
th
e
HP
C
i
n
f
r
a
s
tr
u
ct
u
r
e.
T
h
e
ac
ce
s
s
to
t
h
ese
tec
h
n
o
lo
g
i
ca
l
co
m
p
o
n
en
ts
ar
e
d
ep
en
d
en
t o
f
th
e
f
i
n
a
n
cial
r
es
o
u
r
ce
s
av
ailab
ilit
y
in
t
h
e
o
r
g
a
n
izatio
n
.
I
n
t
h
e
w
o
r
s
t c
ase
th
o
u
g
h
th
e
p
er
f
o
r
m
a
n
ce
d
o
esn
’
t b
e
s
o
elev
a
ted
p
r
o
b
a
b
l
y
w
ill b
e
u
s
ef
u
l
f
o
r
th
e
s
o
l
u
tio
n
o
f
o
r
g
a
n
izatio
n
i
n
tr
i
n
s
ic
p
r
o
ce
s
s
.
2
.
1
.
3
.
Co
m
pu
t
e
T
h
e
co
m
p
u
te
i
s
f
o
r
m
ed
ess
e
n
t
iall
y
b
y
t
w
o
t
y
p
e
o
f
n
o
d
es:
m
aster
n
o
d
e
an
d
co
m
p
u
ti
n
g
n
o
d
es.
Ma
s
ter
n
o
d
e
is
a
s
p
ec
ial
t
y
p
e
o
f
n
o
d
e
th
at
s
er
v
e
s
a
n
u
m
b
er
d
if
f
er
e
n
t
o
f
f
u
n
ctio
n
s
a
n
d
p
er
f
o
r
m
s
ad
d
itio
n
al
r
esp
o
n
s
ib
ilit
ie
s
b
ey
o
n
d
o
f
clien
t
o
r
co
m
m
o
n
co
m
p
u
ti
n
g
n
o
d
es
[
3
1
]
.
T
h
e
m
aster
n
o
d
es
h
a
v
e
a
s
et
o
f
im
p
o
r
tan
t
f
u
n
ctio
n
a
liti
e
s
a
n
d
it i
s
n
ec
es
s
ar
y
to
ad
d
o
th
er
s
th
at
ca
n
d
if
f
e
r
in
co
r
r
esp
o
n
d
en
ce
w
it
h
t
h
e
s
p
ec
if
ic
p
u
r
p
o
s
e
t
h
e
d
ev
elo
p
er
s
n
ee
d
to
ac
h
ie
v
e
i
n
f
u
n
ctio
n
o
f
a
s
p
ec
i
f
ic
o
r
g
a
n
izatio
n
.
Fro
m
t
h
e
h
ar
d
w
ar
e
p
o
in
t
o
f
v
ie
w
,
it
is
n
ec
es
s
ar
y
to
ta
k
e
in
to
co
n
s
id
e
r
atio
n
th
at
th
e
r
eq
u
ir
e
m
e
n
ts
o
f
th
e
s
er
v
er
n
o
d
e
o
r
m
aster
n
o
d
e
an
d
th
e
q
u
a
n
tit
y
d
ep
en
d
o
f
th
e
clu
s
ter
d
im
e
n
s
i
o
n
s
in
d
ep
en
d
en
t
l
y
o
f
th
e
n
u
m
b
er
o
f
n
o
d
es,
b
ec
au
s
e
th
ese
co
n
tain
th
eir
m
o
s
t
i
m
p
o
r
tan
t
m
an
a
g
e
m
en
t f
u
n
cti
o
n
alities
.
T
h
e
n
o
d
es
a
r
e
th
e
m
o
s
t
r
elev
an
t
h
ar
d
w
ar
e
co
m
p
o
n
e
n
t
to
ac
h
iev
e
t
h
e
co
m
p
u
tatio
n
al
p
er
f
o
r
m
an
c
e
b
ased
o
n
th
eir
p
o
ten
tialiti
es
a
n
d
q
u
an
tit
y
o
f
th
e
co
m
p
u
ti
n
g
n
o
d
es
in
teg
r
ated
in
t
h
e
HP
C
in
f
r
astr
u
ct
u
r
e.
T
h
e
p
er
f
o
r
m
a
n
ce
o
f
t
h
e
n
o
d
es
m
u
s
t
b
e
esti
m
ated
p
r
ev
io
u
s
l
y
to
th
e
b
u
ild
in
g
o
f
th
e
i
n
f
r
a
s
tr
u
ct
u
r
e
.
I
t
is
d
esir
ab
le
th
e
p
er
f
o
r
m
a
n
ce
o
f
t
h
e
co
m
p
u
ti
n
g
n
o
d
es
ca
n
b
e
as
elev
a
ted
as
p
o
s
s
ib
le,
b
u
t
th
is
f
ac
ilit
y
d
ep
en
d
s
o
f
th
e
a
v
ailab
le
f
i
n
an
cia
l
r
eso
u
r
ce
s
.
T
h
e
h
ar
d
w
ar
e
r
eq
u
ir
e
m
e
n
ts
o
f
th
e
m
ast
er
n
o
d
e
an
d
co
m
p
u
ti
n
g
n
o
d
es
m
ea
n
w
h
i
le
h
i
g
h
er
is
b
etter
,
b
u
t
it
is
n
ec
ess
ar
y
to
co
n
s
id
er
th
e
r
elatio
n
co
s
t
-
p
er
f
o
r
m
an
ce
o
f
th
e
h
ar
d
w
ar
e
th
at
u
s
u
all
y
is
ex
p
e
n
s
i
v
e,
s
o
th
e
h
ar
d
w
ar
e
s
h
o
u
ld
b
e
ac
q
u
ir
ed
af
ter
th
e
s
elec
tio
n
o
f
th
e
m
o
r
e
co
n
v
e
n
ien
t
ch
o
ice
av
ail
ab
le
at
th
e
m
ar
k
et.
T
h
er
e
ar
e
t
h
r
ee
o
b
j
ec
tiv
es
f
o
r
h
ar
d
w
ar
e
p
r
o
cu
r
e
m
en
t
a
n
d
ass
e
m
b
l
y
:
v
en
d
o
r
s
elec
tio
n
,
n
o
d
e
ass
e
m
b
l
y
an
d
n
et
w
o
r
k
/
s
to
r
ag
e
s
et
u
p
.
2
.
1
.
4
.
P
ro
ce
s
s
o
rs,
m
o
t
herbo
a
rd
a
nd
m
e
m
o
ry
s
elec
t
io
n
T
h
e
p
r
o
ce
s
s
o
r
s
ar
e
th
e
m
o
r
e
i
m
p
o
r
ta
n
t
h
ar
d
w
ar
e
co
m
p
o
n
e
n
ts
o
f
t
h
e
n
o
d
es
a
n
d
th
er
ef
o
r
e
th
e
en
tire
HP
C
in
f
r
astru
ct
u
r
es.
T
h
is
c
an
ef
f
ec
ti
v
el
y
m
a
n
a
g
e
in
ten
s
iv
e
p
r
o
ce
s
s
es
i
n
h
eter
o
g
e
n
eo
u
s
s
cie
n
ti
f
ic
a
n
d
en
g
i
n
ee
r
i
n
g
ap
p
licatio
n
s
.
T
h
ese
ar
e
th
e
m
a
in
r
esp
o
n
s
ib
le
to
m
a
n
a
g
e
th
e
w
o
r
k
lo
ad
o
n
th
e
in
f
r
astru
ct
u
r
e.
T
h
e
h
ar
d
w
ar
e
i
n
d
u
s
tr
y
i
s
v
er
y
d
y
n
a
m
ic
an
d
ar
e
d
ev
elo
p
in
g
co
n
ti
n
u
al
l
y
n
e
w
p
r
o
ce
s
s
o
r
s
m
o
d
els
w
ith
s
u
p
er
io
r
Evaluation Warning : The document was created with Spire.PDF for Python.
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p
er
f
o
r
m
a
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ce
s
a
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d
p
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ten
tiali
ti
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T
h
e
d
esig
n
er
s
m
u
s
t
ex
p
lo
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tin
u
all
y
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m
a
in
c
h
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ter
is
tics
o
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m
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p
er
f
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r
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a
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p
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ch
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a
m
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n
th
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cu
r
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t
s
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g
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n
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e
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a
w
id
e
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an
g
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f
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P
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lt
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elo
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o
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d
if
f
er
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t
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m
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a
n
i
e
s
s
u
c
h
as:
I
n
tel
XE
ON,
ad
v
a
n
c
ed
m
icr
o
d
ev
ices
(
A
MD
)
E
PYC
.
C
P
U
m
u
l
tico
r
es
en
ab
les
te
n
o
d
es
to
u
s
e
th
e
s
h
ar
e
d
m
e
m
o
r
y
p
ar
ad
ig
m
t
h
a
t
is
u
s
e
f
u
l
to
d
ev
elo
p
p
ar
allel
ap
p
licatio
n
s
f
o
r
ex
a
m
p
le
u
s
in
g
C
++
la
n
g
u
a
g
e
co
m
b
i
n
ed
w
it
h
Op
en
MP
w
it
h
th
e
ab
ilit
y
to
d
i
s
tr
ib
u
te
p
ar
alle
l
tas
k
s
ac
r
o
s
s
co
r
es
to
lo
w
co
s
t.
I
t
is
n
ec
es
s
ar
y
to
r
ev
ie
w
th
e
co
m
p
a
tib
ilit
y
o
f
C
P
Us an
d
Mo
th
er
b
o
ar
d
s
s
o
ck
ets an
d
ch
ip
s
et
b
e
f
o
r
e
to
ac
q
u
ir
e
th
ese
co
m
p
o
n
e
n
t
s
.
GP
Us
is
a
s
p
ec
ialized
cir
cu
it
o
r
ig
in
al
l
y
d
es
ig
n
ed
f
o
r
d
ig
it
al
i
m
a
g
e
p
r
o
ce
s
s
i
n
g
an
d
to
ac
ce
ler
ate
co
m
p
u
ter
g
r
ap
h
ics
ar
e
cu
r
r
en
tl
y
a
r
ele
v
an
t h
ar
d
w
ar
e
co
m
p
o
n
en
t f
o
r
HP
C
ar
ch
i
tectu
r
e
s
b
ec
a
u
s
e
ca
n
h
a
v
e
m
o
r
e
p
er
f
o
r
m
a
n
ce
t
h
a
n
C
P
Us a
n
d
t
h
ese
ca
n
s
u
p
p
o
r
t
m
o
r
e
co
m
p
lex
w
o
r
k
lo
ad
s
at
m
u
ch
f
as
ter
s
p
ee
d
s
[
3
2
]
.
T
h
is
t
y
p
e
o
f
co
m
p
u
tatio
n
s
is
k
n
o
w
n
a
s
g
en
er
al
p
u
r
p
o
s
e
GP
U
(
G
P
GP
U
)
.
I
t is a
k
in
d
o
f
p
ar
allel
p
r
o
ce
s
s
in
g
o
n
GP
U.
T
P
U
is
a
cu
s
to
m
d
ev
elo
p
ed
ap
p
licatio
n
-
s
p
ec
if
ic
in
te
g
r
ated
cir
cu
its
(
ASI
C
s
)
u
s
ed
to
ac
ce
ler
at
e
m
ac
h
i
n
e
lear
n
i
n
g
w
o
r
k
lo
ad
s
.
No
w
ad
a
y
s
ca
n
b
e
tak
en
as
r
ef
er
e
n
ce
at
least
th
e
p
r
o
ce
s
s
o
r
s
s
er
ies
p
r
o
d
u
ce
d
b
y
t
h
e
m
o
s
t
r
elev
a
n
t
h
ar
d
w
ar
e
m
an
u
f
ac
tu
r
i
n
g
co
m
p
an
ies
[
3
3
]
.
T
h
e
m
e
m
o
r
y
s
u
b
s
y
s
te
m
r
elies
o
n
t
h
e
m
o
t
h
er
b
o
ar
d
f
o
r
p
h
y
s
ical
co
n
n
ec
ti
v
i
t
y
,
p
o
w
er
an
d
co
m
m
u
n
icat
io
n
in
f
r
astr
u
ct
u
r
e.
T
h
e
m
o
t
h
er
b
o
ar
d
d
e
p
en
d
s
o
n
m
e
m
o
r
y
tech
n
o
lo
g
ie
s
to
d
eliv
er
ef
f
icie
n
tl
y
to
C
P
Us
a
n
d
p
er
ip
h
er
als.
Op
ti
m
izatio
n
s
lik
e
ca
ch
e
h
ier
ar
ch
ies
a
n
d
ad
v
an
ce
d
m
e
m
o
r
y
co
n
tr
o
ller
s
ar
e
cr
itical
f
o
r
b
alan
cin
g
late
n
c
y
,
b
a
n
d
w
id
th
,
a
n
d
co
s
t.
2
.
1
.
5
.
Select
io
n o
f
s
t
o
r
a
g
e
s
ub
s
y
s
t
e
m
Data
s
to
r
ag
e
s
u
p
p
o
r
t
d
ata
-
i
n
te
n
s
i
v
e
p
ar
allel
ap
p
licatio
n
s
[
3
4
]
.
T
h
er
ef
o
r
e,
it
s
h
o
u
ld
k
ee
p
s
t
o
r
in
g
t
h
e
d
ata
g
en
er
ated
d
u
r
i
n
g
th
e
p
r
o
ce
s
s
i
n
g
in
th
e
in
f
r
astr
u
ct
u
r
e.
T
h
e
s
to
r
in
g
is
a
n
e
s
s
e
n
tial
f
ac
il
it
y
f
ea
t
u
r
es
f
o
r
r
eliab
le
ac
ce
s
s
to
lar
g
e
d
atasets
an
d
h
i
g
h
-
s
p
ee
d
s
to
r
ag
e
s
y
s
te
m
s
t
h
at
s
ea
m
le
s
s
l
y
h
o
s
t
all
u
s
er
d
ata,
co
n
s
eq
u
e
n
tl
y
i
s
v
er
y
i
m
p
o
r
tan
t
a
h
i
g
h
-
ca
p
ac
it
y
a
s
p
er
s
is
te
n
t
s
to
r
ag
e.
W
ith
th
e
s
to
r
i
n
g
d
ev
ice
s
t
h
e
o
r
g
a
n
izatio
n
s
ca
n
s
to
r
e
an
d
an
a
l
y
ze
th
eir
d
ata
s
ec
u
r
el
y
w
it
h
i
n
th
e
HP
C
in
f
r
astru
ct
u
r
e
o
n
p
r
e
m
i
s
e
.
Scalab
le
s
to
r
ag
e
s
o
l
u
tio
n
s
,
s
u
c
h
as
p
ar
allel
f
i
le
s
y
s
te
m
s
,
s
h
o
u
ld
b
e
im
p
le
m
en
ted
to
ac
co
m
m
o
d
ate
th
e
g
r
o
w
i
n
g
d
ata
r
eq
u
ir
e
m
e
n
ts
o
f
HP
C
ap
p
licatio
n
s
.
T
o
en
s
u
r
e
h
ig
h
r
eliab
il
it
y
a
n
d
av
ailab
il
it
y
,
f
au
l
t
to
ler
an
ce
an
d
r
ed
u
n
d
an
c
y
m
ea
s
u
r
e
s
s
h
o
u
ld
b
e
in
co
r
p
o
r
ate
d
in
to
d
esig
n
,
in
clu
d
i
n
g
r
ed
u
n
d
an
t
p
o
w
er
s
u
p
p
lies
,
b
ac
k
u
p
g
en
er
ato
r
s
,
an
d
d
is
aster
r
ec
o
v
er
y
p
r
o
to
co
ls
.
T
h
ese
co
n
s
id
er
atio
n
s
ar
e
ess
e
n
tial
f
o
r
cr
ea
tin
g
a
s
u
cc
es
s
f
u
l
HP
C
in
f
r
astru
ct
u
r
e
t
h
at
m
ee
t
s
t
h
e
d
e
m
an
d
s
o
f
v
ar
io
u
s
s
cie
n
ti
f
ic,
e
n
g
i
n
ee
r
i
n
g
,
a
n
d
b
u
s
i
n
es
s
ap
p
licatio
n
s
.
T
o
v
alid
ate
th
e
d
ep
lo
y
m
en
t,
t
h
e
in
f
r
astr
u
ctu
r
e
s
to
r
ag
e
h
a
s
b
e
en
u
s
ed
a
He
w
lett
-
P
ac
k
ar
d
(
HP
)
s
to
r
ag
e
w
o
r
k
.
T
h
is
h
as
u
til
ities
a
n
d
f
ea
tu
r
es
t
h
at
ea
s
e
t
h
e
ad
m
in
is
tr
ati
o
n
tas
k
ass
o
ciate
d
w
it
h
m
a
n
ag
in
g
th
e
s
y
s
te
m
.
T
h
e
in
s
i
g
h
t
m
an
a
g
er
is
a
co
m
p
r
e
h
en
s
i
v
e
to
o
l
d
esig
n
ed
to
b
e
a
k
e
y
co
m
p
o
n
e
n
t
o
f
m
a
n
ag
e
m
e
n
t
s
y
s
te
m
s
.
T
h
e
to
o
l
p
er
m
i
ts
to
m
o
n
ito
r
th
e
o
p
er
atio
n
s
o
f
co
m
p
u
ti
n
g
n
o
d
es
p
r
o
v
id
in
g
to
s
y
s
te
m
ad
m
in
is
tr
ato
r
s
m
o
r
e
co
n
tr
o
l
th
r
o
u
g
h
v
is
u
al
i
n
ter
f
ac
e.
T
h
e
p
ar
allel
f
ile
s
y
s
te
m
li
k
e
L
u
s
tr
e,
g
en
er
al
p
ar
allel
f
ile
s
y
s
te
m
(
GP
FS
)
ca
n
b
e
u
s
ef
u
l
to
m
an
a
g
e
t
h
e
d
ata
s
to
r
in
g
co
n
s
i
d
er
in
g
t
h
e
d
ata
r
ed
u
n
d
an
c
y
.
2
.
1
.
6
.
Select
io
n o
f
inte
rc
o
nn
e
ct
io
n dev
ices
I
t
is
n
ec
es
s
ar
y
to
tak
e
in
co
n
s
id
er
atio
n
t
h
at
i
n
ter
co
n
n
ec
tio
n
d
ev
ices
ar
e
i
m
p
o
r
tan
t
ele
m
e
n
ts
f
o
r
b
u
ild
in
g
th
e
HP
C
in
f
r
a
s
tr
u
ct
u
r
es,
b
ec
au
s
e
co
n
tr
ib
u
te
to
g
u
ar
an
tee
t
h
e
co
n
n
ec
tio
n
b
et
w
ee
n
th
e
p
r
o
ce
s
s
in
g
ele
m
e
n
t
to
jo
in
all
co
m
p
u
ta
tio
n
al
ca
p
ac
it
y
a
n
d
th
e
co
o
p
er
atio
n
b
et
w
ee
n
o
f
co
m
p
u
t
in
g
n
o
d
es
th
a
t
ca
n
b
e
s
ca
lin
g
f
o
r
th
e
r
eso
lu
tio
n
o
f
co
m
p
lex
p
r
o
b
lem
s
.
T
h
e
n
et
w
o
r
k
i
n
f
r
a
s
tr
u
ct
u
r
e
i
s
a
n
o
th
er
cr
itical
r
eso
u
r
ce
b
ec
au
s
e
m
u
s
t
e
n
ab
le
t
h
e
s
tab
le
co
m
m
u
n
ic
a
tio
n
s
b
et
w
ee
n
th
e
n
o
d
es
d
u
r
i
n
g
th
e
ex
ec
u
t
io
n
o
f
p
ar
allel
ap
p
licati
o
n
s
.
T
h
ese
s
h
o
u
ld
p
r
o
v
id
e
h
i
g
h
-
b
a
n
d
w
id
th
,
lo
w
-
laten
c
y
co
n
n
ec
ti
v
it
y
b
et
w
ee
n
co
m
p
u
ti
n
g
n
o
d
es
a
n
d
s
to
r
ag
e
s
y
s
te
m
s
.
T
h
is
f
ac
i
litates
d
ata
tr
an
s
f
er
e
f
f
ic
ien
t
l
y
an
d
p
ar
allel
p
r
o
ce
s
s
in
g
ca
p
ab
ilit
i
es.
T
h
e
s
elec
tio
n
o
f
th
e
n
et
w
o
r
k
i
n
ter
co
n
n
ec
tio
n
d
ev
ic
es
is
v
er
y
i
m
p
o
r
tan
t
b
ec
au
s
e
h
a
v
e
a
d
ir
ec
t
r
ep
er
cu
s
s
io
n
i
n
t
h
e
ap
p
licatio
n
s
p
er
f
o
r
m
an
ce
.
I
t
i
s
d
esira
b
le
to
h
a
v
e
a
h
ig
h
d
ata
tr
a
n
s
f
er
b
ec
au
s
e
th
i
s
co
n
tr
ib
u
te
to
th
e
in
ter
p
r
o
ce
s
s
es
co
m
m
u
n
icatio
n
w
h
e
n
it
is
u
s
ed
th
e
d
is
tr
ib
u
ted
m
e
m
o
r
y
p
ar
ad
ig
m
.
T
h
e
k
ey
o
f
i
n
ter
co
n
n
ec
tio
n
d
ev
ices t
h
at
m
a
k
e
u
p
th
e
n
et
w
o
r
k
ar
e:
n
et
w
o
r
k
in
ter
f
ac
e
ca
r
d
(
NI
C
)
ca
r
d
s
b
elo
n
g
i
n
g
to
th
e
n
o
d
es,
s
w
it
ch
es,
r
o
u
ter
s
,
b
r
id
g
e
s
,
r
ep
ea
ter
s
,
an
d
g
ate
w
a
y
s
[
3
5
]
.
A
ll
t
h
ese
d
ev
ices
m
u
s
t
g
u
ar
a
n
tee
i
n
th
e
n
ec
es
s
ar
y
ca
s
e
s
a
h
i
g
h
in
ter
n
o
d
es
co
m
m
u
n
ica
tio
n
s
a
n
d
h
a
v
e
d
if
f
er
en
t
r
an
g
es
,
b
ased
o
n
n
et
w
o
r
k
r
eq
u
ir
e
m
en
ts
o
f
t
h
e
HP
C
in
f
r
astru
ct
u
r
es
o
f
a
s
p
ec
if
ic
o
r
g
an
izatio
n
.
T
h
e
s
elec
tio
n
p
r
o
ce
s
s
o
f
th
e
d
ev
ice
s
d
em
a
n
d
s
a
n
an
al
y
s
i
s
o
f
th
e
b
eh
av
io
r
co
s
t/p
er
f
o
r
m
a
n
ce
.
T
h
e
s
tr
ate
g
ic
is
to
ch
o
o
s
e
h
i
g
h
d
ata
tr
an
s
f
er
,
lo
w
laten
c
y
,
h
i
g
h
b
a
n
d
w
id
th
f
ab
r
ics T
h
er
e
ar
e
d
if
f
er
en
t te
c
h
n
o
lo
g
ies (
i
n
f
in
iB
a
n
d
,
E
th
er
n
et)
.
2
.
2
.
Virt
ua
l
a
nd
ph
y
s
ica
l c
o
nfig
ura
t
io
n
T
h
e
clu
s
ter
co
n
f
i
g
u
r
atio
n
is
a
s
s
o
ciate
d
to
th
e
s
et
u
p
an
d
m
ai
n
ten
an
ce
o
f
a
HP
C
co
m
p
u
ter
s
y
s
te
m
.
T
h
e
o
r
ig
in
al
co
n
f
i
g
u
r
atio
n
s
w
er
e
r
ea
lized
p
h
y
s
ical
l
y
(
b
ar
e
m
eta
l)
[
3
6
]
in
at
least
a
m
aster
n
o
d
e
d
ir
ec
tly
o
n
th
e
h
ar
d
w
ar
e.
Sp
ec
i
f
icall
y
,
in
HP
C
co
n
f
ig
u
r
atio
n
s
t
h
e
co
m
p
u
t
i
n
g
n
o
d
es
ar
e
“
d
is
k
le
s
s
”
,
t
h
er
ef
o
r
e
th
eir
o
p
er
atin
g
s
y
s
te
m
ar
e
lo
ad
ed
f
r
o
m
t
h
e
m
aster
n
o
d
e
t
h
r
o
u
g
h
o
f
t
h
e
co
m
b
in
atio
n
P
r
eb
o
o
t
ex
ec
u
tio
n
(
P
XE
)
an
d
tr
iv
ia
l
f
tp
(
T
F
T
P
)
to
t
r
an
s
f
er
t
h
e
o
p
er
atin
g
s
y
s
te
m
s
i
m
a
g
e
r
eq
u
ir
ed
to
ac
h
iev
e
t
h
e
f
u
n
ctio
n
alit
y
o
f
t
h
e
n
o
d
es.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
1
6
9
3
-
6930
T
E
L
KOM
NI
K
A
T
elec
o
m
m
u
n
C
o
m
p
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t E
l
C
o
n
tr
o
l
,
Vo
l.
23
,
No
.
5
,
Octo
b
e
r
20
25
:
1
2
2
8
-
1246
1234
C
lo
u
d
n
ati
v
e
d
ev
elo
p
m
en
t
h
a
s
r
ed
esig
n
ed
th
e
s
o
f
t
w
ar
e
lan
d
s
ca
p
e
w
i
th
an
i
m
p
o
r
ta
n
t
i
m
p
ac
t
in
th
e
d
ig
ital
tr
an
s
f
o
r
m
a
tio
n
s
ch
an
g
i
n
g
t
h
e
w
a
y
t
h
e
o
r
g
an
izatio
n
s
b
u
ild
,
d
ep
l
o
y
an
d
m
a
n
a
g
es
ap
p
licatio
n
s
w
ith
a
b
ig
g
e
s
t
s
i
m
p
licit
y
[
3
7
]
.
W
ith
th
ese
co
m
p
o
n
e
n
t
s
th
e
m
a
n
a
g
er
s
o
f
th
e
HP
C
in
f
r
astr
u
ct
u
r
es
o
f
th
e
o
r
g
a
n
izatio
n
s
ca
n
i
n
cl
u
d
e
clo
u
d
,
o
n
p
r
e
m
i
s
e,
o
r
h
y
b
r
id
co
n
f
i
g
u
r
atio
n
s
d
ep
en
d
in
g
o
f
t
h
e
o
r
g
a
n
izat
i
o
n
’
s
n
ee
d
s
.
C
lo
u
d
in
f
r
astru
ct
u
r
e
i
s
a
cr
it
ical
co
m
p
o
n
en
t
f
o
r
s
o
m
e
o
f
th
e
m
o
s
t
d
e
m
a
n
d
i
n
g
w
o
r
k
lo
ad
s
i
n
t
elec
o
m
m
u
n
icatio
n
s
o
r
g
an
izatio
n
s
[
3
8
]
.
Vir
tu
al
tech
n
o
lo
g
ica
l
in
f
r
astr
u
ctu
r
e
f
o
cu
s
h
a
s
b
ee
n
co
n
f
i
g
u
r
ed
an
d
v
alid
ated
in
s
o
m
e
o
f
th
e
HP
C
co
n
f
i
g
u
r
atio
n
s
m
e
n
tio
n
ed
ab
o
v
e.
T
h
e
in
te
g
r
ati
n
g
o
f
h
ar
d
w
ar
e
b
lad
e
s
er
v
er
s
a
n
d
P
C
s
a
s
d
ed
icate
d
n
o
d
es in
th
e
o
r
g
an
izatio
n
s
ca
n
b
e
p
o
w
er
f
u
l
r
eso
u
r
ce
s
o
f
p
r
o
ce
s
s
i
n
g
,
a
n
d
p
o
ten
tialiti
e
s
o
f
GP
Us,
m
e
m
o
r
y
to
o
p
ti
m
ize
t
h
e
p
ar
allel
p
r
o
ce
s
s
in
g
i
n
t
h
e
ap
p
licatio
n
s
,
w
h
ic
h
e
n
ab
les
t
h
ese
to
p
er
f
o
r
m
co
m
p
lex
ca
lc
u
lati
o
n
s
at
m
u
c
h
f
aste
r
r
ates th
a
n
tr
ad
itio
n
al
co
m
p
u
ter
s
r
ed
u
cin
g
th
e
s
lo
w
ac
ce
s
s
to
d
is
k
[
3
9
]
.
2
.
2
.
1
.
Virt
ua
l
m
a
chine
s
Vir
tu
al
e
n
v
ir
o
n
m
e
n
t
r
e
f
er
s
to
h
o
w
v
ir
t
u
al
m
ac
h
i
n
es
(
VM
)
r
eso
u
r
ce
s
ar
e
ar
r
an
g
ed
a
n
d
d
ep
lo
y
ed
to
allo
w
t
h
e
m
to
o
p
er
ate
w
it
h
ef
f
ec
tiv
e
n
ess
o
n
a
HP
C
h
ar
d
w
ar
e
in
f
r
astru
c
tu
r
e,
f
u
n
ctio
n
i
n
g
a
s
a
v
ir
t
u
al
co
m
p
u
ter
s
y
s
te
m
w
i
th
t
h
eir
o
w
n
p
r
o
ce
s
s
o
r
s
,
R
A
M
m
e
m
o
r
y
,
s
to
r
ag
e
a
n
d
n
et
w
o
r
k
in
ter
f
ac
es,
cr
ea
ted
o
n
p
h
y
s
ical
h
ar
d
w
ar
e
s
y
s
te
m
.
T
h
ese
ca
n
b
e
lo
ca
ted
o
n
p
r
e
m
i
s
e
a
n
d
co
n
te
n
t
t
h
e
co
n
f
i
g
u
r
atio
n
o
f
t
h
e
c
l
u
s
ter
HP
C
.
VM
allo
w
t
h
e
co
n
f
i
g
u
r
atio
n
o
f
m
u
l
tip
les
HP
C
m
an
a
g
e
m
en
t
en
v
ir
o
n
m
e
n
t
a
n
d
ea
ch
o
n
e
o
f
th
e
s
o
f
t
w
ar
e
c
o
m
p
o
n
en
t
to
d
ep
lo
y
th
e
clu
s
ter
m
a
n
a
g
e
m
en
t.
E
ac
h
VM
r
u
n
s
i
n
th
e
s
a
m
e
w
a
y
a
n
HP
C
en
v
ir
o
n
m
e
n
t
a
n
d
ap
p
licatio
n
s
u
s
u
all
y
o
n
th
e
h
o
s
t
h
ar
d
w
ar
e.
So
,
th
e
f
i
n
al
u
s
er
s
d
o
n
’
t
k
n
o
w
i
f
t
h
eir
ap
p
licatio
n
s
ar
e
r
u
n
n
i
n
g
o
n
a
p
h
y
s
ical
o
r
v
ir
tu
al
m
ac
h
in
e
s
.
T
h
e
v
ir
tu
a
lizatio
n
tech
n
o
lo
g
y
h
a
s
p
er
m
i
tted
to
i
m
p
u
ls
e
t
h
e
co
n
f
ig
u
r
at
io
n
o
f
a
n
e
x
p
er
i
m
e
n
tal
p
latf
o
r
m
to
v
alid
ate
d
is
s
i
m
ilar
HP
C
m
a
n
a
g
e
m
e
n
t
en
v
ir
o
n
m
e
n
t
i
n
th
e
m
as
ter
n
o
d
e
o
f
th
e
clu
s
ter
.
Fo
r
th
is
r
ea
s
o
n
,
is
n
ec
es
s
ar
y
t
h
at
th
e
h
ar
d
w
ar
e
ass
o
ciate
d
to
th
i
s
m
aster
n
o
d
e
h
a
s
th
e
h
i
g
h
e
s
t p
er
f
o
r
m
an
c
e
p
o
s
s
ib
le
[
4
0
]
.
I
f
it
’
s
r
ea
l
ized
a
r
ap
id
co
m
p
ar
ativ
e
b
et
w
ee
n
p
h
y
s
ica
l
m
ac
h
in
es
a
n
d
v
ir
tu
a
l
m
ac
h
i
n
e
s
f
r
o
m
p
o
in
t
o
f
v
ie
w
o
f
p
er
f
o
r
m
a
n
ce
b
o
th
h
a
v
e
ap
p
r
o
x
i
m
ated
s
i
m
ilar
p
er
f
o
r
m
a
n
ce
a
n
d
ca
n
b
e
co
n
f
i
g
u
r
ed
to
h
av
e
id
en
tical
s
p
ec
if
icatio
n
s
[
4
1
]
,
b
u
t
f
o
r
t
h
e
s
ca
lab
ilit
y
o
f
th
e
s
y
s
te
m
s
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tu
al
m
ac
h
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m
o
r
e
f
lex
ib
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f
o
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h
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ad
d
in
g
,
r
e
m
o
v
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n
g
,
o
r
u
p
d
ati
n
g
r
eso
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r
ce
s
th
at
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s
v
er
y
i
m
p
o
r
tan
t
to
g
u
a
r
an
tee
th
e
s
ca
lab
ilit
y
o
f
t
h
e
HP
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s
y
s
te
m
s
r
ed
u
cin
g
th
e
d
ep
lo
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e
n
t c
o
s
t.
Fro
m
th
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s
ec
u
r
it
y
p
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in
t
o
f
v
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,
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ac
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s
g
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u
p
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h
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o
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izatio
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s
.
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h
e
v
ir
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a
l
m
a
ch
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ad
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e
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ctio
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o
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o
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s
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g
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h
e
m
aster
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o
d
es
co
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f
ig
u
r
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b
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w
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s
ter
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cin
g
th
e
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ep
lo
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m
e
n
t
co
s
t.
T
h
e
v
ir
tu
a
lizatio
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p
e
r
m
it
s
to
o
r
g
an
ize
all
k
n
o
w
led
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to
o
ls
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tech
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ics,
an
d
m
at
u
r
it
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lta
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t
o
f
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cc
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ce
s
s
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o
f
d
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lo
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m
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t
a
n
d
p
r
ac
tical
v
alid
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n
.
T
h
e
m
aster
n
o
d
e
w
a
s
co
n
f
i
g
u
r
ed
in
th
e
p
r
o
j
ec
t
u
s
in
g
v
ir
tu
al
b
o
x
an
d
VM
w
ar
e
m
ac
h
i
n
es
w
i
th
t
h
e
HP
C
co
n
f
ig
u
r
atio
n
.
T
h
ese
a
r
e
ap
p
r
o
p
r
iate
v
ir
tu
aliza
tio
n
p
r
o
d
u
cts
f
o
r
th
e
o
r
g
an
izatio
n
s
.
2
.
2
.
2
.
Co
nta
iners
T
h
e
co
n
tain
er
s
ar
e
p
o
r
tab
le
s
o
f
t
w
ar
e
in
s
tan
ce
s
th
at
ca
n
b
e
ex
ec
u
ted
o
n
a
p
h
y
s
ical
o
r
v
ir
tu
al
m
ac
h
in
e
s
.
T
h
ese
ar
e
im
a
g
e
s
o
f
lig
h
t
w
ei
g
h
t,
s
tan
d
alo
n
e
an
d
an
ex
ec
u
ta
b
le
p
ac
k
ag
e
o
f
s
o
f
t
w
ar
e
th
at
in
clu
d
e
s
ev
er
y
t
h
i
n
g
n
ee
d
ed
to
r
u
n
ap
p
licatio
n
:
co
d
e,
r
u
n
ti
m
e
s
y
s
te
m
to
o
ls
,
s
y
s
te
m
lib
r
ar
ies
a
n
d
s
etti
n
g
s
[
4
2
]
.
C
o
n
tain
er
s
p
er
m
it
t
h
e
d
ec
o
m
p
o
s
itio
n
o
f
a
m
o
n
o
lit
h
i
c
ap
p
licatio
n
s
in
m
icr
o
s
er
v
ices.
T
h
is
is
v
er
y
u
s
e
f
u
l
f
o
r
th
e
m
o
d
u
lar
d
esi
g
n
a
n
d
i
m
p
le
m
e
n
ta
tio
n
o
f
p
ar
allel
ap
p
licatio
n
s
.
T
h
e
co
n
ta
in
er
s
ar
e
t
h
e
s
tan
d
ar
d
an
d
i
n
d
ep
en
d
en
t
u
n
its
o
f
s
o
f
t
w
ar
e
th
at
p
ac
k
ag
es
u
p
co
d
e
an
d
all
its
d
ep
en
d
en
cies
s
o
th
e
p
ar
allel
ap
p
licatio
n
r
u
n
s
q
u
ic
k
l
y
a
n
d
r
eliab
ly
f
r
o
m
o
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e
co
m
p
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ti
n
g
en
v
ir
o
n
m
e
n
t to
a
n
o
th
er
.
C
o
n
tai
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er
s
a
r
e
m
o
r
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p
o
r
tab
le
th
a
n
VM
,
a
n
d
is
a
n
ad
eq
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ate
f
o
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m
to
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m
o
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q
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k
l
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d
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il
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HP
C
s
tab
le
co
n
f
ig
u
r
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n
.
I
n
t
h
e
d
ep
lo
y
m
en
t
o
f
th
e
in
f
r
as
tr
u
ct
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r
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h
av
e
b
ee
n
u
s
ed
L
i
n
u
x
co
n
tai
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er
s
(
L
X
C
)
co
n
ta
in
er
s
k
ee
p
i
n
g
t
h
e
f
o
cu
s
o
f
f
r
ee
s
o
f
t
w
ar
e
also
w
it
h
th
e
p
u
r
p
o
s
e
o
f
r
ed
u
ce
th
e
co
s
t
o
f
th
e
d
ep
lo
y
m
en
t
[
4
3
]
.
2
.
2
.
3
.
H
y
perv
is
o
r
H
y
p
er
v
i
s
o
r
is
a
s
o
f
t
w
ar
e
is
o
lated
o
f
th
e
m
ac
h
i
n
e
’
s
r
eso
u
r
ce
s
f
r
o
m
th
e
h
ar
d
w
ar
e
an
d
p
r
o
v
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s
th
e
m
ap
p
r
o
p
r
iately
s
o
th
e
y
ca
n
b
e
u
s
ed
b
y
th
e
VM
.
A
f
u
ll
v
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t
u
al
s
er
v
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-
o
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ien
ted
i
n
f
r
a
s
tr
u
ct
u
r
e
is
u
s
u
a
ll
y
m
a
n
a
g
ed
b
y
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tec
h
n
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lo
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th
at
p
r
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v
id
e
r
eso
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r
ce
ag
g
r
eg
at
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,
m
an
a
g
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m
en
t,
av
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m
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ilit
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h
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f
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co
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T
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o
l
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tio
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s
+.
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ir
o
n
m
e
n
t
i
s
v
er
y
u
s
ef
u
l
to
r
ep
r
o
d
u
ce
r
elativ
el
y
f
ast
t
h
e
cl
u
s
ter
m
an
a
g
e
m
e
n
t.
H
y
p
er
v
i
s
o
r
s
ar
e
in
d
is
p
e
n
s
ab
le
f
o
r
m
o
d
er
n
HP
C
,
o
f
f
er
i
n
g
s
c
alab
ilit
y
a
n
d
r
eso
u
r
ec
e
e
f
f
icie
n
c
y
.
T
h
es
e
f
ac
ilit
ate
clu
s
ter
s
ca
lin
g
b
y
en
ab
lin
g
r
ap
id
VM
d
ep
lo
y
m
e
n
t
ac
r
o
s
s
n
o
d
es.
T
h
is
i
s
cr
itical
f
o
r
HP
C
w
o
r
k
lo
ad
s
th
at
r
e
q
u
ir
e
p
ar
allel
p
r
o
ce
s
s
in
g
ac
r
o
s
s
a
b
ig
n
u
m
b
er
o
f
n
o
d
es.
T
h
eir
ad
o
p
tio
n
r
eq
u
ir
es
ca
r
ef
u
l
tu
n
i
n
g
to
m
iti
g
ate
p
er
f
o
r
m
a
n
ce
p
en
al
ties
.
2
.
3
.
M
idd
lew
a
re
T
h
e
d
esig
n
er
s
m
u
s
t
co
n
s
id
er
ate
th
e
r
eq
u
ir
e
m
e
n
ts
o
f
t
h
e
m
an
a
g
e
m
e
n
t
to
o
ls
d
e
m
an
d
a
n
d
f
u
t
u
r
es
ap
p
licatio
n
s
.
B
o
th
asp
ec
ts
ca
n
h
a
v
e
h
ar
d
w
ar
e
r
eq
u
ir
e
m
e
n
t
s
w
it
h
o
u
t
li
m
i
ts
p
r
ed
ef
in
ed
.
Mid
d
le
w
ar
e
in
HP
C
en
v
ir
o
n
m
e
n
t is a
s
o
f
t
w
ar
e
s
p
atiall
y
lo
ca
ted
b
et
w
ee
n
o
p
er
atin
g
s
y
s
te
m
a
n
d
th
e
p
ar
allel
ap
p
licatio
n
s
[
4
5
]
.
I
n
th
e
HP
C
also
f
u
n
ctio
n
in
g
a
s
h
i
d
d
en
tr
an
s
lat
io
n
la
y
er
.
Mid
d
le
w
ar
e
e
n
ab
les
t
h
e
co
m
m
u
n
icatio
n
an
d
d
ata
m
an
a
g
e
m
e
n
t
f
o
r
p
ar
allel
an
d
d
is
tr
ib
u
ted
ap
p
licatio
n
s
t
h
at
will
b
e
r
u
n
n
i
ng
i
n
s
u
p
er
io
r
lev
e
ls
.
A
s
r
es
u
lt
o
f
th
e
r
esear
ch
h
a
v
e
b
ee
n
v
alid
ated
a
w
id
e
r
an
g
e
o
f
HP
C
m
id
d
le
w
ar
e
i
n
th
e
T
eleH
P
C
lab
.
I
n
th
is
s
p
ac
e
h
av
e
b
ee
n
p
o
s
s
ib
le
to
i
m
p
r
o
v
e
s
y
s
te
m
ati
ca
ll
y
t
h
e
HP
C
en
v
ir
o
n
m
en
t c
o
n
f
ig
u
r
ed
in
ev
er
y
o
n
e
o
f
t
h
e
v
i
r
tu
al
m
ac
h
i
n
es.
T
h
e
au
t
h
o
r
s
also
ar
e
i
m
p
r
o
v
in
g
s
y
s
te
m
atica
ll
y
b
y
m
ea
n
o
f
tech
n
o
lo
g
ical
v
ig
ilan
ce
a
n
d
ad
j
u
s
t:
m
an
a
g
e
m
e
n
t
to
o
ls
,
d
ep
lo
y
m
e
n
t
an
d
m
o
n
ito
r
in
g
o
f
clu
s
ter
HP
C
th
at
r
esu
m
e
t
h
e
p
r
o
ce
s
s
o
f
co
n
f
i
g
u
r
atio
n
an
d
ad
j
u
s
t
m
e
n
t
o
n
t
h
e
v
ir
t
u
al
m
ac
h
in
e
s
a
n
d
co
n
tain
er
s
w
it
h
th
e
m
id
d
le
w
ar
e
th
at
al
s
o
ca
n
b
e
a
r
ef
er
en
tial
g
u
id
e
to
s
elec
t
t
h
e
ap
p
r
o
p
r
iated
m
id
d
l
e
w
ar
e
to
co
n
f
i
g
u
r
e
f
o
r
a
d
ete
r
m
in
a
te
h
ar
d
w
ar
e
i
n
f
r
a
s
tr
u
ct
u
r
e
an
d
th
e
t
y
p
e
o
f
p
r
o
b
lem
s
to
r
eso
lv
e.
I
n
s
u
cc
ess
i
v
e
p
r
o
ce
s
s
es
o
f
d
esig
n
i
n
g
an
d
d
ep
lo
y
m
e
n
t
h
a
v
e
b
ee
n
b
u
ilt
an
d
i
m
p
r
o
v
e
d
co
n
t
in
u
o
u
s
l
y
t
h
e
HP
C
en
v
ir
o
n
m
e
n
t
o
n
th
e
m
id
d
le
w
ar
e
co
n
f
ig
u
r
ed
o
f
th
e
m
aster
n
o
d
es
o
f
th
e
h
ar
d
w
ar
e
in
f
r
astru
ct
u
r
es.
I
n
th
e
T
eleH
P
C
lab
h
a
s
b
ee
n
c
o
n
f
i
g
u
r
ed
a
v
ar
iet
y
o
f
v
ir
t
u
al
m
ac
h
in
e
s
t
h
at
ar
e
co
n
ti
n
u
o
u
s
l
y
i
m
p
r
o
v
ed
.
T
h
e
co
n
ce
p
tio
n
o
f
th
e
s
o
lu
tio
n
id
ea
,
d
esig
n
a
n
d
d
ep
lo
y
m
e
n
t o
f
a
HP
C
in
f
r
astr
u
ctu
r
e
ar
e
th
e
s
e
co
n
d
itio
n
s
m
an
y
m
o
r
e
f
as
t.
T
h
e
m
ai
n
ef
f
o
r
ts
h
av
e
b
ee
n
o
r
ien
ted
to
t
h
e
d
ev
e
lo
p
m
e
n
t
o
f
o
p
en
s
o
u
r
ce
m
a
n
a
g
e
m
e
n
t
to
o
ls
.
T
h
e
d
ep
lo
y
m
en
t
o
f
t
h
e
m
a
n
a
g
e
m
e
n
t
s
y
s
te
m
o
f
HP
C
in
f
r
astr
u
ct
u
r
es
s
h
o
u
ld
b
e
co
n
f
ig
u
r
ed
in
teg
r
at
in
g
h
eter
o
g
e
n
eo
u
s
n
o
d
es
w
it
h
d
if
f
er
e
n
t
p
o
ten
tia
liti
es
to
m
a
x
i
m
ize
t
h
e
to
tal
c
o
m
p
u
tatio
n
al
p
o
w
er
.
T
h
e
i
n
f
r
astru
ct
u
r
e
HP
C
i
s
d
esig
n
ed
f
o
r
p
r
o
p
itiate
th
e
s
c
alab
ilit
y
,
allo
w
i
n
g
ea
s
y
e
x
p
an
s
io
n
o
f
co
m
p
u
ti
n
g
r
eso
u
r
ce
s
t
o
ac
co
m
m
o
d
ate
th
e
g
r
o
w
i
n
g
d
e
m
a
n
d
s
o
f
co
m
p
u
ta
tio
n
al
p
er
f
o
r
m
a
n
ce
m
a
n
ag
ed
b
y
m
ea
n
a
s
o
f
t
w
ar
e
m
id
d
le
w
ar
e,
d
is
tr
ib
u
ted
f
i
le
s
y
s
te
m
s
.
T
h
e
lev
els 3
to
6
o
f
F
ig
u
r
e
1
u
s
u
al
l
y
m
u
s
t b
e
co
n
f
ig
u
r
ed
o
n
th
e
m
aster
n
o
d
es.
Ma
n
ag
e
m
e
n
t
an
d
m
o
n
ito
r
in
g
o
f
HP
C
in
f
r
as
tr
u
ct
u
r
e
in
v
o
lv
e
a
co
m
p
r
eh
en
s
i
v
e
s
et
o
f
p
r
o
ce
s
s
es
a
n
d
t
o
o
ls
to
en
s
u
r
e
th
e
o
p
ti
m
al
p
er
f
o
r
m
a
n
ce
,
r
eliab
ilit
y
,
an
d
ef
f
ic
ien
c
y
o
f
th
e
f
ac
ilit
y
.
T
h
is
in
cl
u
d
es m
o
n
ito
r
in
g
t
h
e
h
ea
lt
h
an
d
p
er
f
o
r
m
an
ce
o
f
co
m
p
u
ti
n
g
h
ar
d
w
ar
e,
co
o
lin
g
s
y
s
te
m
s
,
n
et
w
o
r
k
in
f
r
as
tr
u
ct
u
r
e,
an
d
s
to
r
ag
e
s
o
lu
t
io
n
s
,
as
w
e
ll
as
tr
ac
k
i
n
g
en
er
g
y
co
n
s
u
m
p
tio
n
a
n
d
en
v
ir
o
n
m
en
tal
c
o
n
d
itio
n
s
.
A
d
v
a
n
ce
d
m
o
n
ito
r
i
n
g
s
y
s
te
m
s
co
llect
an
d
an
al
y
ze
r
ea
l
-
ti
m
e
d
ata
o
n
v
ar
io
u
s
p
ar
a
m
eter
s
,
s
u
c
h
as
t
e
m
p
er
atu
r
e,
p
o
w
er
u
s
a
g
e,
an
d
n
et
w
o
r
k
tr
a
f
f
ic,
to
id
en
ti
f
y
p
o
ten
t
ial
is
s
u
e
s
an
d
f
a
cilitate
p
r
o
ac
tiv
e
m
ai
n
te
n
a
n
ce
[
4
6
]
.
T
h
e
s
y
s
te
m
ad
m
i
n
is
tr
ato
r
s
m
u
s
t
m
a
n
ag
e
th
e
a
u
to
m
atio
n
an
d
o
r
ch
estra
tio
n
to
o
ls
to
s
i
m
p
li
f
y
t
h
e
d
ep
lo
y
m
en
t,
co
n
f
i
g
u
r
atio
n
,
an
d
m
a
n
ag
e
m
e
n
t
o
f
co
m
p
u
ti
n
g
r
eso
u
r
ce
s
,
s
o
f
t
w
ar
e,
an
d
w
o
r
k
lo
ad
s
.
T
h
ese
to
o
ls
h
elp
m
ai
n
tai
n
h
ig
h
lev
el
s
o
f
s
y
s
te
m
a
v
ailab
ilit
y
,
o
p
ti
m
ize
r
eso
u
r
ce
u
tili
za
tio
n
,
an
d
m
in
i
m
ize
d
o
w
n
ti
m
e,
all
w
h
ile
e
n
s
u
r
in
g
t
h
e
HP
C
d
ata
ce
n
ter
o
p
er
ates
w
it
h
i
n
t
h
e
d
esire
d
p
er
f
o
r
m
a
n
ce
an
d
ef
f
icie
n
c
y
p
ar
am
eter
s
[
4
7
]
.
T
h
e
b
u
ild
in
g
p
r
o
ce
s
s
o
f
c
lu
s
te
r
HP
C
o
n
clo
u
d
r
eq
u
ir
e
s
o
f
t
w
a
r
e
co
m
p
o
n
e
n
t
s
to
d
ep
lo
y
a
n
d
m
an
a
g
e
th
e
in
f
r
astru
ct
u
r
e,
in
cl
u
d
in
g
p
r
o
v
is
io
n
i
n
g
to
o
ls
,
d
ev
elo
p
m
en
t
to
o
ls
an
d
s
cien
ti
f
ic
lib
r
ar
ies.
A
t
least
a
m
a
s
ter
n
o
d
e
m
u
s
t
co
n
tr
o
l
th
e
f
u
n
ctio
n
in
g
o
f
all
in
f
r
a
s
tr
u
ct
u
r
e
’
s
co
m
p
u
t
in
g
n
o
d
es
o
f
th
e
clo
u
d
,
an
d
it
ca
n
b
e
escalate
d
r
elativ
el
y
ea
s
y
.
A
l
l
HP
C
in
f
r
a
s
tr
u
ct
u
r
e
ar
en
’
t
eq
u
al
b
ec
au
s
e
th
e
s
y
s
te
m
s
ca
n
tak
e
o
n
s
ev
e
r
al
d
if
f
er
en
t
f
o
r
m
s
d
ep
en
d
in
g
o
f
th
e
n
ec
ess
ities
a
n
d
th
eir
ca
p
ab
ilit
ies.
I
n
all
ca
s
es,
th
e
co
n
ce
p
t u
s
ed
is
q
u
ite
g
en
er
aliza
b
le
an
d
ca
n
h
elp
to
th
eir
ad
m
i
n
is
tr
ato
r
s
to
ass
u
m
e
t
h
e
d
ep
lo
y
m
e
n
t r
o
le
a
n
d
f
u
tu
r
e
m
ai
n
ten
a
n
ce
.
T
h
e
v
ir
tu
al
m
ac
h
i
n
es
w
it
h
cl
u
s
ter
co
n
f
i
g
u
r
atio
n
i
n
th
e
m
a
s
ter
n
o
d
es
p
er
m
its
to
d
ep
lo
y
th
e
cl
u
s
te
r
r
ap
id
ly
o
n
l
y
ad
j
u
s
ti
n
g
th
e
ch
a
r
ac
ter
is
tics
o
f
th
e
h
ar
d
w
ar
e
in
f
r
astr
u
ctu
r
e,
p
r
ev
io
u
s
s
tr
u
ct
u
r
atio
n
o
f
th
e
s
y
s
te
m
b
u
ild
in
g
w
it
h
s
i
m
p
li
f
ied
an
d
f
ast
clo
u
d
w
i
th
f
ile
s
y
s
te
m
s
to
co
m
b
i
n
e
m
u
lt
ip
le
d
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tr
an
s
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ac
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co
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o
d
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i
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s
ta
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ce
s
w
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t
h
e
ca
p
ab
i
lit
y
to
p
er
f
o
r
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20
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r
u
n
n
i
n
g
v
ir
t
u
al
m
ac
h
i
n
es
o
r
co
n
tai
n
er
s
f
r
o
m
o
n
e
p
h
y
s
ical
s
er
v
er
to
an
o
t
h
er
i
n
r
esp
o
n
s
e
o
f
th
e
h
ar
d
w
ar
e
r
eso
u
r
ce
av
ailab
ilit
y
[
4
8
]
.
T
h
is
p
r
o
ce
s
s
is
tr
an
s
p
ar
en
t to
f
i
n
al
u
s
er
s
.
2
.
3
.
1
.
Co
nfig
ura
t
io
n o
f
m
a
s
t
er
no
de
T
h
e
m
aster
n
o
d
e
is
t
h
e
m
o
s
t
r
elev
an
t
co
m
p
o
n
e
n
t
o
f
t
h
e
HP
C
h
ar
d
w
ar
e
i
n
f
r
astru
c
tu
r
e
b
ec
au
s
e
ca
r
r
y
o
u
t
th
e
f
u
n
d
a
m
en
ta
l
clu
s
ter
’
s
f
u
n
ctio
n
alitie
s
:
co
n
f
ig
u
r
atio
n
,
s
y
s
te
m
m
an
a
g
e
m
en
t,
s
u
p
er
v
i
s
io
n
,
j
o
b
s
ch
ed
u
ler
s
ad
m
in
i
s
tr
atio
n
,
d
atab
ase
s
er
v
e
r
s
,
lo
ad
b
alan
ce
r
s
,
d
ata
m
an
a
g
e
m
en
t so
f
t
w
ar
e
f
r
o
m
t
h
e
f
i
le
s
y
s
te
m
s
,
n
et
w
o
r
k
i
n
g
an
d
w
eb
ap
p
licatio
n
f
o
r
th
e
ac
ce
s
s
to
th
e
i
n
f
r
astr
u
ctu
r
e.
T
h
e
en
tire
s
y
s
te
m
i
s
m
a
n
a
g
ed
an
d
co
n
tr
o
lled
b
y
at
lea
s
t
a
d
ed
icate
d
m
a
s
ter
n
o
d
e.
T
h
e
au
th
o
r
s
also
r
ec
o
m
m
en
d
to
u
s
e
f
r
ee
s
o
f
t
w
ar
e.
User
s
ca
n
ac
ce
s
s
to
th
e
c
lu
s
ter
HP
C
o
n
l
y
v
ia
th
e
m
a
s
te
r
n
o
d
e
u
s
i
n
g
th
e
s
y
s
te
m
’
s
f
r
o
n
te
n
d
.
T
h
e
j
o
b
s
o
n
th
e
c
lu
s
ter
co
m
p
u
t
in
g
d
o
esn
’
t
s
i
m
p
l
y
w
o
r
k
o
u
t
o
f
th
e
b
o
x
.
I
t
is
n
ec
es
s
ar
y
to
u
s
e
a
s
p
ec
ialt
y
s
o
f
t
w
ar
e
s
er
v
in
g
as
th
e
o
r
ch
e
s
t
r
ato
r
o
f
s
h
ar
ed
co
m
p
u
ti
n
g
r
eso
u
r
ce
s
w
ill
ac
t
u
all
y
d
r
iv
e
n
o
d
es
to
w
o
r
k
ef
f
icie
n
tl
y
w
it
h
m
o
d
er
n
d
ata
ar
ch
itec
tu
r
e
d
en
o
m
i
n
ated
HP
C
s
c
h
ed
u
ler
s
.
T
h
ese
m
u
s
t
d
is
tr
ib
u
te
t
h
e
j
o
b
s
u
s
i
n
g
th
e
b
alan
ce
d
w
a
y
o
n
th
e
co
m
p
u
ti
n
g
n
o
d
e
o
f
t
h
e
i
n
f
r
a
s
tr
u
ct
u
r
e,
th
a
t
to
o
l
o
f
HP
C
s
y
s
te
m
w
ill
al
w
a
y
s
u
s
e
clu
s
ter
co
m
p
u
t
in
g
s
ch
ed
u
lin
g
s
o
f
t
w
ar
e
in
p
lace
.
T
h
is
s
o
f
t
w
ar
e
w
ill
o
f
te
n
d
ir
ec
t
s
y
s
te
m
m
an
a
g
e
m
e
n
t
o
p
er
atio
n
s
li
k
e
m
o
v
in
g
d
ata
b
et
w
ee
n
lo
n
g
-
ter
m
clo
u
d
s
to
r
ag
e
an
d
th
e
c
l
u
s
ter
s
HP
C
o
r
o
p
t
i
m
izi
n
g
clo
u
d
f
i
le
s
y
s
te
m
s
[
4
9
]
.
T
h
e
HP
C
m
an
a
g
e
m
en
t
to
o
l
is
a
s
o
f
t
w
ar
e
s
y
s
te
m
o
p
ti
m
i
ze
d
f
o
r
th
e
ad
m
in
i
s
tr
atio
n
o
f
t
h
e
HP
C
in
f
r
astru
ct
u
r
es
s
h
o
u
ld
b
e
s
elec
t
ed
co
n
s
id
er
in
g
th
e
s
p
ec
if
ic
n
ee
d
s
o
f
th
e
o
r
g
a
n
izat
io
n
.
T
h
e
ar
ch
itect
u
r
e
p
er
m
itted
th
e
v
alid
atio
n
an
d
co
n
ti
n
u
e
e
n
h
a
n
ce
m
en
t
o
f
d
if
f
er
en
t
en
v
ir
o
n
m
e
n
t
o
f
c
lu
s
ter
HP
C
m
a
n
a
g
e
m
e
n
t.
T
h
ese
h
a
v
e
ap
p
r
o
x
im
a
tel
y
s
i
m
i
lar
ca
p
ab
ilit
ies an
d
h
av
e
b
ee
n
v
alid
ated
o
n
P
r
o
x
M
o
x
u
s
i
n
g
VM
:
v
ir
tu
al
b
o
x
an
d
co
n
tain
er
s
L
X
C
an
d
ca
n
b
e
u
s
ef
u
l
to
d
if
f
e
r
en
t
o
r
g
an
izatio
n
s
in
d
ep
en
d
en
ce
o
f
th
eir
n
ec
ess
it
ies
in
h
eter
o
g
en
eo
u
s
s
ce
n
ar
io
s
.
T
h
e
HP
C
s
y
s
te
m
i
s
r
u
n
n
i
n
g
o
n
th
e
d
i
s
tr
ib
u
tio
n
o
f
L
i
n
u
x
U
b
u
n
t
u
2
0
.
0
4
an
d
s
i
m
p
le
L
in
u
x
u
tili
t
y
f
o
r
r
eso
u
r
ce
m
an
a
g
e
m
e
nt
(
SLU
R
M
)
w
o
r
k
lo
ad
m
a
n
a
g
er
f
o
r
j
o
b
s
ch
ed
u
lin
g
.
T
h
e
clu
s
te
r
ca
n
co
n
tain
a
n
u
n
d
eter
m
i
n
ed
g
en
er
al
p
u
r
p
o
s
e
(
GP
)
c
o
m
p
u
tin
g
n
o
d
es,
s
p
ec
ial
p
u
r
p
o
s
e
(
SP
)
c
o
m
p
u
tin
g
n
o
d
es
an
d
2
f
r
o
n
ten
d
n
o
d
es
in
ter
co
n
n
ec
ted
,
t
h
is
a
s
p
ec
t
also
d
ep
en
d
s
o
f
f
in
a
n
ci
al
r
eso
u
r
ce
s
.
I
n
te
n
s
i
v
e
I
/O
is
s
u
p
p
o
r
ted
b
y
HP
s
to
r
ag
e
w
o
r
k
,
w
h
ile
h
o
m
e
d
ir
ec
to
r
ies
ar
e
s
er
v
iced
b
y
NFS
f
ile
s
y
s
te
m
w
it
h
g
lo
b
al
ac
ce
s
s
.
A
l
l
in
ter
-
n
o
d
e
co
m
m
u
n
icatio
n
(
Op
e
n
MP
I
)
is
th
r
o
u
g
h
a
lo
w
-
late
n
c
y
n
et
w
o
r
k
.
I
t
is
i
m
p
o
r
tan
t
to
co
n
s
id
er
th
a
t
Op
en
HP
C
(
www
.
o
p
en
h
p
c.
c
o
m
m
u
n
it
y
)
i
s
a
co
llab
o
r
ativ
e
co
m
m
u
n
it
y
th
at
d
ev
elo
p
an
d
s
h
ar
e
co
m
m
o
n
p
ac
k
ets
to
ag
g
r
e
g
ate
d
if
f
er
e
n
t
co
m
m
o
n
f
u
n
ctio
n
al
ities
r
eq
u
ir
ed
to
d
ep
l
o
y
an
d
m
an
a
g
e
Hi
g
h
P
er
f
o
r
m
a
n
ce
C
o
m
p
u
ti
n
g
.
T
h
e
co
m
m
u
n
it
y
wo
r
k
s
to
in
teg
r
ate
d
i
f
f
er
e
n
t
co
m
p
o
n
en
ts
t
h
at
ar
e
co
m
m
o
n
l
y
u
s
ed
in
HP
C
s
y
s
te
m
s
,
a
n
d
t
h
is
ar
e
f
r
ee
l
y
av
ai
lab
le
f
o
r
o
p
en
s
o
u
r
ce
d
is
tr
ib
u
tio
n
.
T
h
is
co
m
m
u
n
it
y
i
s
a
s
o
u
r
ce
o
f
v
a
lu
ab
le
r
eso
u
r
ce
s
to
d
ev
elo
p
er
s
an
d
m
ai
n
tai
n
er
s
th
at
p
r
o
v
id
e
k
e
y
co
m
p
o
n
e
n
ts
u
s
ed
in
HP
C
ar
o
u
n
d
th
e
w
o
r
ld
to
d
a
y
.
T
h
e
au
th
o
r
s
r
ec
o
m
m
e
n
d
to
r
ev
ie
w
b
e
f
o
r
e
to
b
eg
in
t
h
e
b
u
ild
in
g
o
f
a
n
e
w
m
o
d
u
les
th
e
e
x
is
te
n
ce
o
f
s
i
m
ilar
s
o
lu
tio
n
s
in
Op
e
n
H
P
C
.
T
h
is
f
o
cu
s
ca
n
h
elp
to
r
ed
u
ce
th
e
co
s
t i
n
d
iv
er
s
es r
eso
u
r
ce
s
.
2
.
3
.
2
.
Co
nfig
ura
t
io
n o
f
co
m
p
uting
no
des
T
h
e
clien
t
o
r
co
m
p
u
ti
n
g
n
o
d
es
ar
e
r
esp
o
n
s
ib
le
to
r
ea
lize
th
e
ca
lcu
latio
n
t
h
at
is
s
e
n
t
f
r
o
m
th
e
m
as
ter
n
o
d
e.
E
ac
h
o
n
e
h
av
e
b
ee
n
co
n
f
i
g
u
r
ed
as
d
is
k
les
s
n
o
d
es,
w
h
i
ch
e
m
p
lo
y
n
et
w
o
r
k
b
o
o
tin
g
to
lo
ad
th
eir
o
p
er
atin
g
s
y
s
te
m
i
m
a
g
es
r
ec
eiv
ed
f
r
o
m
th
e
s
er
v
er
(
m
a
s
ter
n
o
d
e)
.
T
h
is
m
e
th
o
d
is
s
o
ap
p
r
o
p
r
iated
an
d
u
s
ef
u
l
to
o
b
tain
a
ce
n
tr
alize
d
m
a
n
ag
e
m
e
n
t
w
a
y
th
at
r
ed
u
ce
th
e
d
ep
lo
y
m
e
n
t
co
s
t
an
d
co
n
tr
ib
u
te
to
th
e
s
u
cc
es
s
iv
e
ac
t
u
aliza
tio
n
s
o
f
th
e
HP
C
in
f
r
astr
u
ct
u
r
es
an
d
th
eir
s
ca
lab
ili
t
y
m
o
r
e
ea
s
il
y
.
T
h
e
o
n
l
y
co
n
f
i
g
u
r
atio
n
r
e
q
u
ir
e
d
f
o
r
th
e
co
m
p
u
ti
n
g
n
o
d
e
is
to
s
et
p
r
e
b
o
o
t
ex
ec
u
tio
n
en
v
ir
o
n
m
en
t
(
P
XE
)
in
th
e
b
asic in
p
u
t
/o
u
tp
u
t s
y
s
te
m
(
B
I
O
S
)
as a
clien
t
-
s
er
v
er
in
ter
f
ac
e
i
n
th
e
clu
s
ter
n
et
w
o
r
k
to
b
o
o
t
f
r
o
m
m
aster
n
o
d
e
[
5
0
]
.
A
f
ter
p
r
ep
ar
in
g
th
e
tar
g
et
co
m
p
u
ti
n
g
n
o
d
e
th
e
OS
i
m
ag
e
an
d
t
h
e
HP
C
co
n
f
i
g
u
r
atio
n
t
h
e
w
o
r
k
ca
n
s
tar
t.
T
h
e
co
m
p
u
ti
n
g
n
o
d
es
ar
e
s
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ess
,
s
o
t
h
e
s
e
d
o
n
’
t
s
to
r
e
an
y
in
f
o
r
m
atio
n
o
r
s
ess
i
o
n
s
tate
ab
o
u
t p
r
ev
io
u
s
r
eq
u
es
t in
a
lo
ca
l sto
r
e
.
A
ll in
f
o
r
m
ati
o
n
ab
o
u
t th
e
s
tate
is
s
to
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ed
in
th
e
s
h
ar
e
s
to
r
ag
e
m
a
n
ag
e
m
e
n
t b
y
t
h
e
m
a
s
ter
n
o
d
e.
2
.
4
.
P
a
ra
llel a
pp
lica
t
io
ns
dev
elo
p
m
e
nt
P
ar
allel
ap
p
licatio
n
s
i
n
t
h
e
te
leco
m
m
u
n
icatio
n
s
f
ield
h
a
v
e
an
i
n
cr
ea
s
i
n
g
ten
d
e
n
c
y
w
it
h
a
co
m
m
o
n
d
en
o
m
i
n
ato
r
o
f
ac
ce
ler
a
te
th
ei
r
ex
ec
u
tio
n
ti
m
e.
De
v
elo
p
er
s
ca
n
u
s
e
m
a
n
y
o
f
t
h
e
s
a
m
e
tech
n
i
q
u
es
u
s
ed
to
d
esig
n
th
e
HP
C
tr
ad
itio
n
al
s
y
s
te
m
s
[
5
1
]
,
ac
ce
ler
ate
an
d
o
p
tim
ize
ap
p
licatio
n
s
en
h
a
n
ci
n
g
t
h
e
ef
f
icien
c
y
o
f
h
ig
h
p
er
f
o
r
m
a
n
ce
p
r
o
ce
s
s
o
r
s
:
C
P
U
m
u
ltico
r
es,
GP
U
m
an
y
co
r
e
s
an
d
o
th
er
s
co
p
r
o
ce
s
s
o
r
s
.
I
n
th
is
lev
el
t
h
e
f
ir
s
t
o
b
j
ec
tiv
e
is
th
e
k
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o
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ab
o
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t
t
h
e
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r
in
cip
les
o
f
d
e
s
ig
n
o
f
p
ar
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g
o
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ith
m
s
d
iv
id
in
g
a
co
m
p
u
tat
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i
n
to
s
m
al
ler
co
m
p
u
tatio
n
s
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d
ass
ig
n
in
g
th
e
m
to
d
if
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er
en
t
p
r
o
ce
s
s
o
r
s
f
o
r
p
ar
allel
ex
ec
u
tio
n
.
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h
e
d
esig
n
ca
n
b
e
d
ef
in
ed
as
a
s
et
o
f
p
r
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s
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o
r
task
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th
a
t
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ll
b
e
ex
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m
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ltan
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m
en
s
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o
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s
o
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m
p
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x
p
r
o
b
lem
.
B
y
o
th
er
h
an
d
,
C
++
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s
al
s
o
ex
ten
s
ib
le
w
i
th
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en
C
L
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o
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th
e
p
ar
allel
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ler
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g
GP
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r
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h
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a
n
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f
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h
e
ef
f
icie
n
c
y
o
f
co
d
e
i
n
p
ar
allel
ap
p
licatio
n
s
is
al
w
a
y
s
cr
itica
l
r
eg
ar
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lib
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ctio
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ter
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ar
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C
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M
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th
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c.
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ital
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llib
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u
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Net
w
o
r
k
s
m
an
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g
e
m
en
t:
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u
p
er
p
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w
o
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k
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y
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ac
h
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f
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o
s
t A
s
io
,
cp
p
-
n
etlib
,
c
p
r
,
d
lib
an
d
lib
cu
r
t.
2
.
5
.
Art
if
ici
a
l int
ellig
ence
a
nd
a
lg
o
rit
h
m
s
des
ig
n
C
u
r
r
en
tl
y
,
m
an
y
tec
h
n
o
lo
g
ica
l
s
o
lu
tio
n
s
o
f
th
e
telec
o
m
m
u
n
icatio
n
s
f
ield
ar
e
b
ein
g
r
eso
lv
ed
u
s
i
n
g
ap
p
licatio
n
s
b
ased
o
n
A
I
.
H
P
C
o
n
th
eir
h
ar
d
w
ar
e
i
n
f
r
a
s
tr
u
ctu
r
e
s
th
at
h
an
d
le
co
m
p
u
te
-
in
te
n
s
i
v
e
tas
k
s
a
n
d
d
ee
p
ly
A
I
an
d
m
ac
h
in
e
lear
n
i
n
g
ca
n
b
en
e
f
it
g
r
ea
tl
y
f
r
o
m
H
P
C
.
An
A
I
a
lg
o
r
it
h
m
i
n
t
h
e
telec
o
m
m
u
n
icatio
n
f
ield
co
n
tain
tr
ee
m
ai
n
co
m
p
o
n
en
ts
.
Data
en
tr
y
,
a
f
u
n
ctio
n
o
r
tr
ain
ed
m
o
d
el
w
i
th
d
ata,
a
n
d
th
e
o
u
t
p
u
t
r
es
u
lt
s
.
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t
i
s
p
o
s
s
ib
le
to
b
u
i
ld
m
a
n
y
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I
m
o
d
el
s
an
d
a
lg
o
r
it
h
m
s
to
d
if
f
er
e
n
t
p
u
r
p
o
s
es.
T
h
e
o
r
g
an
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n
s
ca
n
ca
r
r
y
o
u
t
m
an
y
f
u
n
ctio
n
alitie
s
in
th
e
telec
o
m
m
f
ield
:
m
an
a
g
e,
m
ai
n
tai
n
in
f
r
astr
u
ctu
r
e
s
,
cu
s
to
m
er
s
u
p
p
o
r
t
o
p
er
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n
s
,
n
et
w
o
r
k
o
p
ti
m
izatio
n
s
,
p
r
ed
ictiv
e
m
ain
te
n
an
ce
,
v
ir
tu
a
l
ass
is
tan
t
s
,
c
y
b
er
s
ec
u
r
it
y
,
v
id
e
o
p
r
o
ce
s
s
in
g
,
s
i
g
n
al
p
r
o
ce
s
s
in
g
an
d
a
m
o
n
g
o
t
h
er
s
.
T
h
e
A
I
m
o
d
el
tr
ain
i
n
g
i
s
th
e
p
r
o
ce
s
s
o
f
f
ee
d
in
g
th
e
alg
o
r
it
h
m
s
d
ata,
ex
a
m
i
n
i
n
g
th
e
r
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l
ts
,
an
d
tu
n
in
g
th
e
m
o
d
el
o
u
tp
u
t
to
in
cr
ea
s
e
ac
cu
r
ac
y
a
n
d
e
f
f
icac
y
.
T
h
e
A
I
m
o
d
el
s
tr
ain
i
n
g
is
a
p
r
o
ce
s
s
w
it
h
la
n
d
s
ca
p
e
ap
p
licab
ilit
y
.
I
t
is
r
ele
v
an
t
to
th
e
m
o
s
t
e
f
f
ec
tiv
e
e
x
ec
u
tio
n
s
o
f
th
e
al
g
o
r
it
h
m
s
.
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I
-
b
ased
le
ar
n
in
g
p
lat
f
o
r
m
o
n
HP
C
in
f
r
astr
u
ctu
r
e
s
is
a
v
a
lu
a
b
le
to
o
l
f
o
r
th
e
telec
o
m
m
u
n
ic
atio
n
s
o
r
g
a
n
izatio
n
s
d
u
r
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n
g
AI
m
o
d
el
tr
ain
i
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g
a
s
p
r
o
ce
s
s
o
f
f
ee
d
in
g
c
u
r
ated
d
ata
to
s
elec
ted
alg
o
r
ith
m
s
to
h
elp
th
e
s
y
s
te
m
r
ef
in
e
it
s
elf
to
p
r
o
d
u
ce
ac
cu
r
ate
r
esp
o
n
s
es
to
q
u
er
ies,
co
n
s
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er
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n
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m
an
y
d
if
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er
en
t
t
y
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e
o
f
A
I
a
lg
o
r
ith
m
s
f
o
r
a
p
r
o
j
ec
t
d
ep
en
d
s
o
n
s
co
p
e,
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u
d
g
et,
r
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u
r
ce
s
an
d
g
o
al
s
.
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ad
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y
s
,
HP
C
an
d
A
I
m
o
d
els
s
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o
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ld
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e
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tain
th
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en
h
a
n
ce
m
en
t
o
f
t
h
e
alg
o
r
i
th
m
s
m
o
r
e
r
ap
id
ly
.
T
h
e
co
m
p
u
tat
io
n
al
p
o
w
er
an
d
s
ca
lab
ilit
y
o
f
c
l
u
s
ter
HP
C
ar
e
r
elev
an
t f
ac
to
r
s
f
o
r
AI
-
b
ased
s
o
f
t
w
ar
e.
A
clu
s
ter
w
it
h
m
o
r
e
p
er
f
o
r
m
an
ce
co
u
ld
r
ed
u
ce
t
h
e
tim
e
it
ta
k
es
to
tr
ain
A
I
m
o
d
els
an
d
also
o
f
f
er
p
o
ten
tialiti
es
f
o
r
th
e
g
e
n
er
atio
n
o
f
m
o
r
e
p
r
ec
is
e
m
o
d
els.
T
h
ese
g
en
er
ati
v
e
m
o
d
els
ar
e
u
s
ed
as
co
m
p
u
tatio
n
al
r
ep
r
esen
tatio
n
to
d
o
p
r
e
d
ictio
n
s
,
d
ec
is
io
n
m
ak
i
n
g
o
r
s
p
ec
if
ics j
o
b
s
in
th
is
f
ield
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n
th
e
cu
r
r
e
n
t
s
ta
g
e
th
e
ar
ti
f
ici
al
in
telli
g
e
n
ce
an
d
HP
C
in
f
r
as
tr
u
ctu
r
e
ar
e
r
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a
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t
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o
ls
th
at
ar
e
ca
lled
to
s
o
lv
e
m
a
n
y
p
r
o
b
lem
s
o
n
HP
C
i
n
f
r
a
s
tr
u
ct
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e
t
h
at
p
r
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id
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t
h
e
m
as
s
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co
m
p
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tatio
n
al
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n
ec
es
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ain
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ad
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d
m
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r
o
s
s
v
ar
io
u
s
k
n
o
w
led
g
e
ar
ea
s
o
f
t
h
e
telec
o
m
m
u
n
icatio
n
s
ec
to
r
.
2
.
6
.
Appl
ica
t
io
ns
HP
C
in
f
r
as
tr
u
ct
u
r
e
en
ab
le
a
w
id
e
r
an
g
e
o
f
ap
p
licatio
n
s
ac
r
o
s
s
v
ar
io
u
s
d
o
m
ai
n
s
t
h
at
r
eq
u
ir
e
a
h
ig
h
co
m
p
u
tatio
n
al
p
o
w
er
an
d
h
i
g
h
d
ata
p
r
o
ce
s
s
in
g
ca
p
ab
ilit
ies
.
A
t
t
h
e
cu
r
r
e
n
t
s
ta
g
e,
s
o
m
e
n
o
tab
le
ap
p
licatio
n
s
in
cl
u
d
e
th
e
in
te
g
r
atio
n
tele
m
a
tics
,
co
m
p
u
ter
v
i
s
io
n
,
r
ea
l
-
t
i
m
e
s
i
g
n
al
p
r
o
ce
s
s
i
n
g
,
b
ig
d
ata,
in
ter
n
et
o
f
th
in
g
s
(
I
o
T
)
,
an
A
I
p
r
o
v
id
i
n
g
an
en
v
i
r
o
n
m
e
n
t
to
s
h
ar
e
k
n
o
w
led
g
e,
r
eso
u
r
ce
s
,
an
d
ex
p
er
tis
e
ab
o
u
t
co
m
p
le
x
s
cie
n
ti
f
ic
p
r
o
b
lem
s
a
n
d
p
er
f
o
r
m
lar
g
e
-
s
ca
le
s
i
m
u
lat
io
n
s
a
n
d
m
o
d
eli
n
g
o
f
h
eter
o
g
en
eo
u
s
tec
h
n
o
lo
g
i
ca
l
s
o
lu
tio
n
s
o
f
t
h
e
t
elec
o
m
m
u
n
icatio
n
f
ield
[
5
2
]
,
to
n
am
e
j
u
s
t
a
f
e
w
e
x
a
m
p
les.
HP
C
is
u
s
ef
u
l
to
s
o
lv
e
p
r
o
b
l
e
m
s
t
h
at
r
eq
u
ir
e
to
m
i
n
i
m
ize
th
eir
e
x
ec
u
t
io
n
ti
m
e
s
b
y
o
p
ti
m
izi
n
g
t
h
e
u
s
e
o
f
HP
C
h
ar
d
w
ar
e
ar
ch
itect
u
r
es
ca
p
ac
it
y
,
th
u
s
ac
h
ie
v
in
g
an
ex
p
an
s
io
n
o
f
th
e
s
co
p
e
o
f
th
eir
r
esu
l
ts
d
ep
en
d
in
g
o
n
t
h
e
a
p
p
licatio
n
s
[
5
3
]
.
HP
C
ca
n
p
o
ten
tiate
th
e
an
al
y
tical
en
g
i
n
es
an
d
A
I
b
eh
in
d
s
o
m
e
o
f
t
h
e
m
o
r
e
in
n
o
v
a
tiv
e
telec
o
m
m
u
n
icatio
n
s
p
lat
f
o
r
m
s
,
w
it
h
e
m
p
h
a
s
is
in
th
e
ca
p
tu
r
e,
p
r
o
ce
s
s
in
g
an
d
s
to
r
in
g
o
f
h
eter
o
g
e
n
eo
u
s
d
ata
s
tr
ea
m
s
f
o
r
d
if
f
er
en
t
ap
p
licatio
n
s
i
n
th
is
e
n
v
ir
o
n
m
e
n
t.
T
h
e
HP
C
p
r
o
ce
s
s
es
co
n
s
tit
u
te
th
e
b
ase
to
m
a
k
e
d
ec
is
io
n
s
f
r
o
m
an
al
y
s
e
s
th
e
i
n
f
o
r
m
atio
n
co
n
tain
ed
i
n
b
ig
v
o
lu
m
es
o
f
d
ata,
s
p
ec
if
icall
y
i
n
r
ea
l
tim
e,
m
a
x
i
m
izi
n
g
t
h
e
co
m
p
u
tatio
n
al
ca
p
ac
it
y
o
f
t
h
e
o
r
g
an
izatio
n
s
i
n
th
e
p
at
h
o
f
d
i
g
ital tr
a
n
s
f
o
r
m
atio
n
[
5
4
]
.
Am
o
n
g
th
e
ap
p
licatio
n
s
v
a
lid
a
ted
in
th
e
HP
C
in
f
r
astru
c
tu
r
e
t
h
at
ar
e
co
m
m
o
n
an
d
tr
an
s
v
er
s
al
to
v
ar
io
u
s
o
r
g
an
izatio
n
s
in
t
h
e
telec
o
m
m
u
n
ica
tio
n
s
s
ec
to
r
ar
e
th
e
f
o
llo
w
i
n
g
:
p
r
o
ce
s
s
in
g
o
f
v
id
eo
s
tr
e
a
m
s
i
n
r
ea
l
ti
m
e
f
o
r
th
e
e
n
h
a
n
ce
t
h
e
q
u
ali
t
y
a
s
s
e
s
s
m
en
t,
id
en
ti
f
icat
io
n
a
n
d
o
b
j
ec
t
r
ec
o
g
n
itio
n
s
i
n
r
ea
l
ti
m
e,
tr
ai
n
in
g
o
f
A
I
m
o
d
els,
an
al
y
ze
m
as
s
iv
e
a
m
o
u
n
ts
o
f
d
ata
t
o
ex
tr
ac
t
r
elev
an
t
in
f
o
r
m
at
io
n
f
o
r
th
e
d
ec
is
io
n
m
ak
in
g
u
s
in
g
p
ar
allel
p
latf
o
r
m
s
i
n
f
u
n
ctio
n
to
o
b
tain
m
o
s
t
ac
cu
r
ate
d
ec
is
io
n
s
.
I
t
also
ca
n
b
e
u
s
ed
to
cr
ea
te
s
i
m
u
latio
n
s
,
A
I
-
en
ab
le
d
T
elec
o
m
.
A
I
-
on
-
5
G,
ex
ten
d
i
n
g
A
I
to
ed
g
e
co
m
p
u
t
in
g
,
T
elec
o
m
ed
g
e
s
er
v
ices,
A
I
u
s
i
n
g
m
a
ch
in
e
lear
n
in
g
,
d
ee
p
lear
n
in
g
s
o
l
u
tio
n
s
i
n
s
id
e
o
f
t
h
e
o
r
g
an
izatio
n
s
[
5
5
]
.
T
h
e
in
f
r
a
s
tr
u
ct
u
r
e
ca
n
s
u
p
p
o
r
t
d
ata
an
al
y
s
i
s
to
o
ls
to
co
v
er
r
is
k
as
s
es
s
m
en
t,
c
y
b
er
s
ec
u
r
it
y
an
d
d
etec
tio
n
alg
o
r
ith
m
s
f
r
o
m
d
eter
m
i
n
atio
n
o
f
p
r
o
ce
s
s
in
g
u
n
i
ts
f
o
r
A
I
is
r
eq
u
ir
ed
f
o
r
th
e
o
r
g
an
izatio
n
s
b
ase
o
n
th
e
h
ar
d
w
ar
e
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