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lvzhengyang
macroplacement
Commits
0173d080
Commit
0173d080
authored
Aug 19, 2022
by
Dinple
Browse files
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Plain Diff
Bug fixing
parent
8988a64b
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Showing
2 changed files
with
75 additions
and
57 deletions
+75
-57
CodeElements/Plc_client/plc_client_os.py
+37
-35
CodeElements/Plc_client/plc_client_os_test.py
+38
-22
No files found.
CodeElements/Plc_client/plc_client_os.py
View file @
0173d080
...
@@ -31,10 +31,6 @@ class PlacementCost(object):
...
@@ -31,10 +31,6 @@ class PlacementCost(object):
self
.
init_plc
=
None
self
.
init_plc
=
None
self
.
project_name
=
"circuit_training"
self
.
project_name
=
"circuit_training"
self
.
block_name
=
netlist_file
.
rsplit
(
'/'
,
-
1
)[
-
2
]
self
.
block_name
=
netlist_file
.
rsplit
(
'/'
,
-
1
)[
-
2
]
self
.
width
=
0.0
self
.
height
=
0.0
self
.
grid_col
=
10
self
.
grid_row
=
10
self
.
hroutes_per_micron
=
0.0
self
.
hroutes_per_micron
=
0.0
self
.
vroutes_per_micron
=
0.0
self
.
vroutes_per_micron
=
0.0
self
.
smooth_range
=
0.0
self
.
smooth_range
=
0.0
...
@@ -62,6 +58,13 @@ class PlacementCost(object):
...
@@ -62,6 +58,13 @@ class PlacementCost(object):
self
.
soft_macros_to_inpins
=
{}
self
.
soft_macros_to_inpins
=
{}
# read netlist
# read netlist
self
.
__read_protobuf
()
self
.
__read_protobuf
()
# default canvas width/height based on cell area
self
.
width
=
math
.
sqrt
(
self
.
get_area
()
/
0.6
)
self
.
height
=
math
.
sqrt
(
self
.
get_area
()
/
0.6
)
# default gridding
self
.
grid_col
=
10
self
.
grid_row
=
10
# store module/component count
# store module/component count
self
.
port_cnt
=
len
(
self
.
port_indices
)
self
.
port_cnt
=
len
(
self
.
port_indices
)
self
.
hard_macro_cnt
=
len
(
self
.
hard_macro_indices
)
self
.
hard_macro_cnt
=
len
(
self
.
hard_macro_indices
)
...
@@ -361,16 +364,6 @@ class PlacementCost(object):
...
@@ -361,16 +364,6 @@ class PlacementCost(object):
"""
"""
Compute wirelength cost from wirelength
Compute wirelength cost from wirelength
"""
"""
# temp_net_cnt = math.floor(self.net_cnt * 0.15)
# if temp_net_cnt == 0:
# temp_net_cnt = 1
# unknown_threshold = 100
# if self.net_cnt <= unknown_threshold:
# return self.get_wirelength() / ((self.get_canvas_width_height()[0] + self.get_canvas_width_height()[1]) * temp_net_cnt)
# else:
return
self
.
get_wirelength
()
/
((
self
.
get_canvas_width_height
()[
0
]
+
self
.
get_canvas_width_height
()[
1
])
*
self
.
net_cnt
)
return
self
.
get_wirelength
()
/
((
self
.
get_canvas_width_height
()[
0
]
+
self
.
get_canvas_width_height
()[
1
])
*
self
.
net_cnt
)
def
get_area
(
self
)
->
float
:
def
get_area
(
self
)
->
float
:
...
@@ -707,14 +700,14 @@ class PlacementCost(object):
...
@@ -707,14 +700,14 @@ class PlacementCost(object):
macro_adj
=
[
0
]
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
macro_adj
=
[
0
]
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
assert
len
(
macro_adj
)
==
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
assert
len
(
macro_adj
)
==
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
*
(
self
.
hard_macro_cnt
+
self
.
soft_macro_cnt
)
for
row_idx
,
module_idx
in
enumerate
(
module_indices
):
for
row_idx
,
module_idx
in
enumerate
(
sorted
(
module_indices
)
):
# row index
# row index
# store temp module
# store temp module
curr_module
=
self
.
modules_w_pins
[
module_idx
]
curr_module
=
self
.
modules_w_pins
[
module_idx
]
# get module name
# get module name
curr_module_name
=
curr_module
.
get_name
()
curr_module_name
=
curr_module
.
get_name
()
for
col_idx
,
h_module_idx
in
enumerate
(
module_indices
):
for
col_idx
,
h_module_idx
in
enumerate
(
sorted
(
module_indices
)
):
# col index
# col index
entry
=
0
entry
=
0
# store connected module
# store connected module
...
@@ -767,6 +760,7 @@ class PlacementCost(object):
...
@@ -767,6 +760,7 @@ class PlacementCost(object):
def
get_macro_and_clustered_port_adjacency
(
self
):
def
get_macro_and_clustered_port_adjacency
(
self
):
"""
"""
Compute Adjacency Matrix (Unclustered PORTs)
Compute Adjacency Matrix (Unclustered PORTs)
if module is a PORT, assign nearest cell location even if OOB
"""
"""
#[MACRO][macro]
#[MACRO][macro]
module_indices
=
self
.
hard_macro_indices
+
self
.
soft_macro_indices
module_indices
=
self
.
hard_macro_indices
+
self
.
soft_macro_indices
...
@@ -779,6 +773,19 @@ class PlacementCost(object):
...
@@ -779,6 +773,19 @@ class PlacementCost(object):
row
,
col
=
self
.
__get_grid_cell_location
(
x_pos
=
x_pos
,
y_pos
=
y_pos
)
row
,
col
=
self
.
__get_grid_cell_location
(
x_pos
=
x_pos
,
y_pos
=
y_pos
)
# prevent OOB
if
row
>=
self
.
grid_row
:
row
=
self
.
grid_row
-
1
if
row
<
0
:
row
=
0
if
col
>=
self
.
grid_col
:
col
=
self
.
grid_col
-
1
if
col
<
0
:
col
=
0
if
(
row
,
col
)
in
clustered_ports
:
if
(
row
,
col
)
in
clustered_ports
:
clustered_ports
[(
row
,
col
)]
.
append
(
port
)
clustered_ports
[(
row
,
col
)]
.
append
(
port
)
else
:
else
:
...
@@ -789,13 +796,13 @@ class PlacementCost(object):
...
@@ -789,13 +796,13 @@ class PlacementCost(object):
cell_location
=
[
0
]
*
len
(
clustered_ports
)
cell_location
=
[
0
]
*
len
(
clustered_ports
)
# instantiate macros
# instantiate macros
for
row_idx
,
module_idx
in
enumerate
(
module_indices
):
for
row_idx
,
module_idx
in
enumerate
(
sorted
(
module_indices
)
):
# store temp module
# store temp module
curr_module
=
self
.
modules_w_pins
[
module_idx
]
curr_module
=
self
.
modules_w_pins
[
module_idx
]
# get module name
# get module name
curr_module_name
=
curr_module
.
get_name
()
curr_module_name
=
curr_module
.
get_name
()
for
col_idx
,
h_module_idx
in
enumerate
(
module_indices
):
for
col_idx
,
h_module_idx
in
enumerate
(
sorted
(
module_indices
)
):
# col index
# col index
entry
=
0
entry
=
0
# store connected module
# store connected module
...
@@ -813,9 +820,11 @@ class PlacementCost(object):
...
@@ -813,9 +820,11 @@ class PlacementCost(object):
macro_adj
[
col_idx
*
(
len
(
module_indices
)
+
len
(
clustered_ports
))
+
row_idx
]
=
entry
macro_adj
[
col_idx
*
(
len
(
module_indices
)
+
len
(
clustered_ports
))
+
row_idx
]
=
entry
# instantiate clustered ports
# instantiate clustered ports
for
row_idx
,
cluster_cell
in
enumerate
(
clustered_ports
):
for
row_idx
,
cluster_cell
in
enumerate
(
sorted
(
clustered_ports
,
key
=
lambda
tup
:
tup
[
1
])):
# print("cluster_cell", cluster_cell)
# print("port cnt", len(clustered_ports[cluster_cell]))
# add cell location
# add cell location
cell_location
[
row_idx
]
=
cluster_cell
[
0
]
*
self
.
grid_
row
+
cluster_cell
[
1
]
cell_location
[
row_idx
]
=
cluster_cell
[
0
]
*
self
.
grid_
col
+
cluster_cell
[
1
]
# relocate to after macros
# relocate to after macros
row_idx
+=
len
(
module_indices
)
row_idx
+=
len
(
module_indices
)
...
@@ -824,8 +833,7 @@ class PlacementCost(object):
...
@@ -824,8 +833,7 @@ class PlacementCost(object):
for
curr_port
in
clustered_ports
[
cluster_cell
]:
for
curr_port
in
clustered_ports
[
cluster_cell
]:
# get module name
# get module name
curr_port_name
=
curr_port
.
get_name
()
curr_port_name
=
curr_port
.
get_name
()
# print("curr_port_name", curr_port_name)
# print("curr_port_name", curr_port_name, curr_port.get_pos())
# print("connections", curr_port.get_connection())
# assuming ports only connects to macros
# assuming ports only connects to macros
for
col_idx
,
h_module_idx
in
enumerate
(
module_indices
):
for
col_idx
,
h_module_idx
in
enumerate
(
module_indices
):
# col index
# col index
...
@@ -890,8 +898,8 @@ class PlacementCost(object):
...
@@ -890,8 +898,8 @@ class PlacementCost(object):
ax
.
set_aspect
(
'equal'
,
adjustable
=
'box'
)
ax
.
set_aspect
(
'equal'
,
adjustable
=
'box'
)
# Construct grid
# Construct grid
x
,
y
=
np
.
meshgrid
(
np
.
linspace
(
0
,
self
.
height
,
self
.
grid_row
+
1
),
\
x
,
y
=
np
.
meshgrid
(
np
.
linspace
(
0
,
self
.
width
,
self
.
grid_col
+
1
),
\
np
.
linspace
(
0
,
self
.
width
,
self
.
grid_col
+
1
))
np
.
linspace
(
0
,
self
.
height
,
self
.
grid_row
+
1
))
ax
.
plot
(
x
,
y
,
c
=
'b'
,
alpha
=
0.1
)
# use plot, not scatter
ax
.
plot
(
x
,
y
,
c
=
'b'
,
alpha
=
0.1
)
# use plot, not scatter
ax
.
plot
(
np
.
transpose
(
x
),
np
.
transpose
(
y
),
c
=
'b'
,
alpha
=
0.2
)
# add this here
ax
.
plot
(
np
.
transpose
(
x
),
np
.
transpose
(
y
),
c
=
'b'
,
alpha
=
0.2
)
# add this here
...
@@ -899,7 +907,7 @@ class PlacementCost(object):
...
@@ -899,7 +907,7 @@ class PlacementCost(object):
# Construct module blocks
# Construct module blocks
for
mod
in
self
.
modules_w_pins
:
for
mod
in
self
.
modules_w_pins
:
if
mod
.
get_type
()
==
'PORT'
:
if
mod
.
get_type
()
==
'PORT'
:
plt
.
plot
(
*
mod
.
get_pos
(),
'ro'
,
markersize
=
2
)
plt
.
plot
(
*
mod
.
get_pos
(),
'ro'
,
markersize
=
4
)
elif
mod
.
get_type
()
==
'MACRO'
:
elif
mod
.
get_type
()
==
'MACRO'
:
ax
.
add_patch
(
Rectangle
((
mod
.
get_pos
()[
0
]
-
mod
.
get_width
()
/
2
,
mod
.
get_pos
()[
1
]
-
mod
.
get_height
()
/
2
),
\
ax
.
add_patch
(
Rectangle
((
mod
.
get_pos
()[
0
]
-
mod
.
get_width
()
/
2
,
mod
.
get_pos
()[
1
]
-
mod
.
get_height
()
/
2
),
\
mod
.
get_width
(),
mod
.
get_height
(),
\
mod
.
get_width
(),
mod
.
get_height
(),
\
...
@@ -928,6 +936,7 @@ class PlacementCost(object):
...
@@ -928,6 +936,7 @@ class PlacementCost(object):
self
.
side
=
side
# "BOTTOM", "TOP", "LEFT", "RIGHT"
self
.
side
=
side
# "BOTTOM", "TOP", "LEFT", "RIGHT"
self
.
sink
=
{}
# standard cells, macro pins, ports driven by this cell
self
.
sink
=
{}
# standard cells, macro pins, ports driven by this cell
self
.
connection
=
{}
# [module_name] => edge degree
self
.
connection
=
{}
# [module_name] => edge degree
self
.
ifFixed
=
True
def
get_name
(
self
):
def
get_name
(
self
):
return
self
.
name
return
self
.
name
...
@@ -1003,6 +1012,7 @@ class PlacementCost(object):
...
@@ -1003,6 +1012,7 @@ class PlacementCost(object):
self
.
x
=
float
(
x
)
self
.
x
=
float
(
x
)
self
.
y
=
float
(
y
)
self
.
y
=
float
(
y
)
self
.
connection
=
{}
# [module_name] => edge degree
self
.
connection
=
{}
# [module_name] => edge degree
self
.
ifFixed
=
False
def
get_name
(
self
):
def
get_name
(
self
):
return
self
.
name
return
self
.
name
...
@@ -1124,6 +1134,7 @@ class PlacementCost(object):
...
@@ -1124,6 +1134,7 @@ class PlacementCost(object):
self
.
y
=
float
(
y
)
self
.
y
=
float
(
y
)
self
.
orientation
=
orientation
self
.
orientation
=
orientation
self
.
connection
=
{}
# [module_name] => edge degree
self
.
connection
=
{}
# [module_name] => edge degree
self
.
ifFixed
=
False
def
get_name
(
self
):
def
get_name
(
self
):
return
self
.
name
return
self
.
name
...
@@ -1238,7 +1249,7 @@ class PlacementCost(object):
...
@@ -1238,7 +1249,7 @@ class PlacementCost(object):
def
main
():
def
main
():
test_netlist_dir
=
'./Plc_client/test/'
+
\
test_netlist_dir
=
'./Plc_client/test/'
+
\
'ariane'
'ariane
133
'
netlist_file
=
os
.
path
.
join
(
test_netlist_dir
,
netlist_file
=
os
.
path
.
join
(
test_netlist_dir
,
'netlist.pb.txt'
)
'netlist.pb.txt'
)
plc
=
PlacementCost
(
netlist_file
)
plc
=
PlacementCost
(
netlist_file
)
...
@@ -1255,14 +1266,5 @@ def main():
...
@@ -1255,14 +1266,5 @@ def main():
print
(
"# SOFT_MACRO_PINs :
%
d"
%
(
plc
.
get_soft_macro_pin_count
()))
print
(
"# SOFT_MACRO_PINs :
%
d"
%
(
plc
.
get_soft_macro_pin_count
()))
print
(
"# STDCELLs : 0"
)
print
(
"# STDCELLs : 0"
)
# print(adj[137])
# print(np.unique(adj))
print
(
plc
.
set_canvas_size
(
356.592
,
356.640
))
print
(
plc
.
set_placement_grid
(
35
,
33
))
# print(plc.set_canvas_size(80, 80))
# print(plc.set_placement_grid(5, 5))
print
(
plc
.
get_grid_cells_density
())
print
(
plc
.
get_density_cost
())
if
__name__
==
'__main__'
:
if
__name__
==
'__main__'
:
main
()
main
()
CodeElements/Plc_client/plc_client_os_test.py
View file @
0173d080
...
@@ -4,6 +4,8 @@ from Plc_client import plc_client_os as plc_client_os
...
@@ -4,6 +4,8 @@ from Plc_client import plc_client_os as plc_client_os
from
Plc_client
import
plc_client
as
plc_client
from
Plc_client
import
plc_client
as
plc_client
import
numpy
as
np
import
numpy
as
np
import
sys
import
sys
import
time
import
math
np
.
set_printoptions
(
threshold
=
sys
.
maxsize
)
np
.
set_printoptions
(
threshold
=
sys
.
maxsize
)
FLAGS
=
flags
.
FLAGS
FLAGS
=
flags
.
FLAGS
...
@@ -13,9 +15,9 @@ class CircuitDataBaseTest():
...
@@ -13,9 +15,9 @@ class CircuitDataBaseTest():
# NETLIST_PATH = "./Plc_client/test/ariane_soft2hard/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/ariane_soft2hard/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/ariane_port2soft/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/ariane_port2soft/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/sample_clustered_nomacro/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/sample_clustered_nomacro/netlist.pb.txt"
#
NETLIST_PATH = "./Plc_client/test/sample_clustered_macroxy/netlist.pb.txt"
NETLIST_PATH
=
"./Plc_client/test/sample_clustered_macroxy/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/ariane/netlist.pb.txt"
# NETLIST_PATH = "./Plc_client/test/ariane/netlist.pb.txt"
NETLIST_PATH
=
"./Plc_client/test/ariane133/netlist.pb.txt"
#
NETLIST_PATH = "./Plc_client/test/ariane133/netlist.pb.txt"
# Google's Ariane
# Google's Ariane
# CANVAS_WIDTH = 356.592
# CANVAS_WIDTH = 356.592
...
@@ -24,21 +26,27 @@ class CircuitDataBaseTest():
...
@@ -24,21 +26,27 @@ class CircuitDataBaseTest():
# GRID_ROW = 33
# GRID_ROW = 33
# Ariane133
# Ariane133
CANVAS_WIDTH
=
1599.99
# CANVAS_WIDTH = 1430.723
CANVAS_HEIGHT
=
1598.8
# CANVAS_HEIGHT = 1430.723
GRID_COL
=
50
# GRID_COL = 24
GRID_ROW
=
50
# GRID_ROW = 21
# Sample clustered
# Sample clustered
#
CANVAS_WIDTH = 500
CANVAS_WIDTH
=
500
#
CANVAS_HEIGHT = 500
CANVAS_HEIGHT
=
500
#
GRID_COL = 4
GRID_COL
=
4
#
GRID_ROW = 4
GRID_ROW
=
4
def
test_proxy_cost
(
self
):
def
test_proxy_cost
(
self
):
# Google's Binary Executable
# Google's Binary Executable
self
.
plc
=
plc_client
.
PlacementCost
(
self
.
NETLIST_PATH
)
self
.
plc
=
plc_client
.
PlacementCost
(
self
.
NETLIST_PATH
)
print
(
self
.
plc
.
get_canvas_width_height
())
print
(
"start timing"
)
start
=
time
.
time
()
print
(
self
.
plc
.
get_congestion_cost
())
end
=
time
.
time
()
print
(
"time elapsed:"
,
end
-
start
)
print
(
"end timing"
)
# Open-sourced Implementation
# Open-sourced Implementation
self
.
plc_os
=
plc_client_os
.
PlacementCost
(
netlist_file
=
self
.
NETLIST_PATH
,
self
.
plc_os
=
plc_client_os
.
PlacementCost
(
netlist_file
=
self
.
NETLIST_PATH
,
macro_macro_x_spacing
=
50
,
macro_macro_x_spacing
=
50
,
...
@@ -48,6 +56,7 @@ class CircuitDataBaseTest():
...
@@ -48,6 +56,7 @@ class CircuitDataBaseTest():
self
.
plc
.
set_placement_grid
(
self
.
GRID_COL
,
self
.
GRID_ROW
)
self
.
plc
.
set_placement_grid
(
self
.
GRID_COL
,
self
.
GRID_ROW
)
self
.
plc_os
.
set_canvas_size
(
self
.
CANVAS_WIDTH
,
self
.
CANVAS_HEIGHT
)
self
.
plc_os
.
set_canvas_size
(
self
.
CANVAS_WIDTH
,
self
.
CANVAS_HEIGHT
)
self
.
plc_os
.
set_placement_grid
(
self
.
GRID_COL
,
self
.
GRID_ROW
)
self
.
plc_os
.
set_placement_grid
(
self
.
GRID_COL
,
self
.
GRID_ROW
)
# print(self.plc_os.display_canvas())
# print(self.plc_os.display_canvas())
print
(
self
.
plc_os
.
get_wirelength
(),
self
.
plc
.
get_wirelength
())
print
(
self
.
plc_os
.
get_wirelength
(),
self
.
plc
.
get_wirelength
())
...
@@ -93,23 +102,30 @@ class CircuitDataBaseTest():
...
@@ -93,23 +102,30 @@ class CircuitDataBaseTest():
self
.
plc_os
.
set_macro_routing_allocation
(
3.0
,
4.0
)
self
.
plc_os
.
set_macro_routing_allocation
(
3.0
,
4.0
)
assert
self
.
plc
.
get_macro_routing_allocation
()
==
self
.
plc_os
.
get_macro_routing_allocation
()
assert
self
.
plc
.
get_macro_routing_allocation
()
==
self
.
plc_os
.
get_macro_routing_allocation
()
# test get_macro_adjacency
plc_macroadj
=
self
.
plc
.
get_macro_adjacency
()
plc_macroadj
=
self
.
plc
.
get_macro_adjacency
()
plc_macroadj
=
np
.
array
(
plc_macroadj
)
.
reshape
(
int
(
math
.
sqrt
(
len
(
plc_macroadj
))),
\
int
(
math
.
sqrt
(
len
(
plc_macroadj
))))
plcos_macroadj
=
self
.
plc_os
.
get_macro_adjacency
()
plcos_macroadj
=
self
.
plc_os
.
get_macro_adjacency
()
# print("diff macro", np.nonzero(np.array(plc_macroadj) - np.array(plcos_macroadj)))
plcos_macroadj
=
np
.
array
(
plcos_macroadj
)
.
reshape
(
int
(
math
.
sqrt
(
len
(
plcos_macroadj
))),
\
int
(
math
.
sqrt
(
len
(
plcos_macroadj
))))
# print(self.plc_os.get_macro_and_clustered_port_adjacency())
assert
(
np
.
sum
(
np
.
nonzero
(
plc_macroadj
-
plcos_macroadj
))
==
0
)
# print(self.plc.get_macro_and_clustered_port_adjacency()[0])
# print("gl number of clustered ports found:", self.plc.get_macro_and_clustered_port_adjacency()[0])
# test get_macro_and_clustered_port_adjacency
# print("our number of clustered ports found:", self.plc_os.get_macro_and_clustered_port_adjacency()[0])
plc_clusteradj
,
plc_cell
=
self
.
plc
.
get_macro_and_clustered_port_adjacency
()
# print(self.plc_os.display_canvas())
plc_clusteradj
=
np
.
array
(
plc_clusteradj
)
.
reshape
(
int
(
math
.
sqrt
(
len
(
plc_clusteradj
))),
\
int
(
math
.
sqrt
(
len
(
plc_clusteradj
))))
# print("count", self.plc_os.soft_macro_cnt, self.plc_os.hard_macro_cnt, self.plc_os.port_cnt)
plcos_clusteradj
,
plcos_cell
=
self
.
plc_os
.
get_macro_and_clustered_port_adjacency
()
plcos_clusteradj
=
np
.
array
(
plcos_clusteradj
)
.
reshape
(
int
(
math
.
sqrt
(
len
(
plcos_clusteradj
))),
\
int
(
math
.
sqrt
(
len
(
plcos_clusteradj
))))
assert
(
plc_cell
==
plcos_cell
)
# compare both macro and clustered ports array
for
plc_adj
,
plcos_adj
in
zip
(
plc_clusteradj
,
plcos_clusteradj
):
for
plc_adj
,
plcos_adj
in
zip
(
self
.
plc
.
get_macro_and_clustered_port_adjacency
(),
self
.
plc_os
.
get_macro_and_clustered_port_adjacency
()):
assert
(
np
.
sum
(
np
.
nonzero
(
plc_adj
-
plcos_adj
))
==
0
)
# print("diff macro cluster", np.nonzero(np.array(plc_adj) - np.array(plcos_adj)))
assert
sum
(
plc_adj
)
==
sum
(
plcos_adj
)
def
test_miscellaneous
(
self
):
def
test_miscellaneous
(
self
):
# Google's Binary Executable
# Google's Binary Executable
...
...
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