Gorgon: Accelerating Machine Learning from Relational Data...Plasticine PMU PCU PMU PCU Mem. Ctrl....
Transcript of Gorgon: Accelerating Machine Learning from Relational Data...Plasticine PMU PCU PMU PCU Mem. Ctrl....
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2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA)
978-1-7281-4661-4/20/$31.00 ©2020 IEEEDOI 10.1109/ISCA45697.2020.00035
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Plasticine
PMU
PCU
PCUPMU
Mem. Ctrl. Interconnect
PMU
PCU
SRAM
ba
nk
ing
log
ic
reconf. scratchpadinput bu ers
scalar
control
vector
input bu ers
vector
control
scalar
FPU/ALUPipeline Reg.
database processing new in Gorgon
SRAM
SRAM
•
•
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Partition
Merge sort
Tile sort
Reduce
Reduce
Partition
Merge sort
Tile sort
Part. sort
Join
Merge
Tile sort
Merge sort
Partition Par. partition
Tile sort
PMU
PCU
Group
Merge
Par. merge sort Par. partition sort
Par. joinPar. group-by Filter
Filter
Pred. gen.
Record mux Record demux
Merge
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Record bu er
Record bu er
Se
lect
or
Co
mp
act
or
Shu le network
data A
shi A
data B
shi B
Op
era
nd
co
nfi
g
popcountshi A
popcountshi B
Selector
Record bu er
Shu le networkFIFO
Ba
rre
l sh
ie
r
FIFO
Control logicshi
shi
data
enable
swap
opcode
lane 0
lane 1
>
opcode
merge swap
partition swap
filter swap
tim
e
space
4 lanes
1 c
ycle
4 c
ycle
s
1 lane
record 0 record 1 record 2 record 3
record 4 record 5 record 6 record 7
reco
rd 0
reco
rd 1
reco
rd 2
reco
rd 1
5
reco
rd 1
6
reco
rd 1
7
reco
rd 1
8
reco
rd 3
1
Layout in-space
field B field C
32 bits 64 bits 32 bits
field A
Layout in-time
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1
2
3
4
1
2
3
4
3
34
4
4 3
Records in-spaceRecords in-timeb
an
k
field
lan
e
o set
1
2
3
4
1
1
1
2
2
2
1
1
1
2
2
2
3
3
3
4
4
4
shi
Compactor
valid lanes [6:0]
Record bu er
wrap around
write enable [31:16] write enable [15:0]
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. . . .
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