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Kirill Smelkov
neo
Commits
b2f51e77
Commit
b2f51e77
authored
Sep 26, 2011
by
Julien Muchembled
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storage: fix possible ConflictError when client is much faster than master
parent
a020c593
Changes
6
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Showing
6 changed files
with
286 additions
and
19 deletions
+286
-19
CHANGES
CHANGES
+5
-0
TODO
TODO
+1
-1
neo/storage/transactions.py
neo/storage/transactions.py
+9
-7
neo/tests/storage/testTransactions.py
neo/tests/storage/testTransactions.py
+4
-4
neo/tests/threaded/__init__.py
neo/tests/threaded/__init__.py
+144
-5
neo/tests/threaded/test.py
neo/tests/threaded/test.py
+123
-2
No files found.
CHANGES
View file @
b2f51e77
Change History
Change History
==============
==============
0.9.2 (unreleased)
------------------
- storage: fix possible ConflictError when client is much faster than master
0.9.1 (2011-09-24)
0.9.1 (2011-09-24)
------------------
------------------
...
...
TODO
View file @
b2f51e77
...
@@ -199,7 +199,7 @@ RC - Review output of pylint (CODE)
...
@@ -199,7 +199,7 @@ RC - Review output of pylint (CODE)
- tpc_finish failures (FUNCTIONALITY)
- tpc_finish failures (FUNCTIONALITY)
New failure cases during tpc_finish must be handled.
New failure cases during tpc_finish must be handled.
- Fix and reenable deadlock avoidance (SPEED). This is required for
- Fix and reenable deadlock avoidance (SPEED). This is required for
neo.t
ests.zodb.testBasic.BasicTests.check_checkCurrentSerialInTransaction
neo.t
hreaded.test.Test.testDeadlockAvoidance
Admin
Admin
- Make admin node able to monitor multiple clusters simultaneously
- Make admin node able to monitor multiple clusters simultaneously
...
...
neo/storage/transactions.py
View file @
b2f51e77
...
@@ -272,18 +272,20 @@ class TransactionManager(object):
...
@@ -272,18 +272,20 @@ class TransactionManager(object):
neo
.
lib
.
logging
.
debug
(
'Transaction %s storing %s'
,
neo
.
lib
.
logging
.
debug
(
'Transaction %s storing %s'
,
dump
(
ttid
),
dump
(
oid
))
dump
(
ttid
),
dump
(
oid
))
self
.
_store_lock_dict
[
oid
]
=
ttid
self
.
_store_lock_dict
[
oid
]
=
ttid
elif
locking_tid
>
ttid
:
elif
locking_tid
<
ttid
:
# We have a
smaller TID than locking transaction, so we are old
er:
# We have a
bigger TTID than locking transaction, so we are young
er:
# enter waiting queue so we are handled when lock gets released.
# enter waiting queue so we are handled when lock gets released.
# We also want to delay (instead of conflict) if the client is
# so faster that it is committing another transaction before we
# processed UnlockInformation from the master.
neo
.
lib
.
logging
.
info
(
'Store delayed for %r:%r by %r'
,
dump
(
oid
),
neo
.
lib
.
logging
.
info
(
'Store delayed for %r:%r by %r'
,
dump
(
oid
),
dump
(
ttid
),
dump
(
locking_tid
))
dump
(
ttid
),
dump
(
locking_tid
))
raise
DelayedError
raise
DelayedError
else
:
else
:
# We have a bigger TTID than locking transaction, so we are
# We have a smaller TTID than locking transaction, so we are older:
# younger: this is a possible deadlock case, as we might already
# this is a possible deadlock case, as we might already hold locks
# hold locks that older transaction is waiting upon. Make client
# the younger transaction is waiting upon. Make client release
# release locks & reacquire them by notifying it of the possible
# locks & reacquire them by notifying it of the possible deadlock.
# deadlock.
neo
.
lib
.
logging
.
info
(
'Possible deadlock on %r:%r with %r'
,
neo
.
lib
.
logging
.
info
(
'Possible deadlock on %r:%r with %r'
,
dump
(
oid
),
dump
(
ttid
),
dump
(
locking_tid
))
dump
(
oid
),
dump
(
ttid
),
dump
(
locking_tid
))
raise
ConflictError
(
ZERO_TID
)
raise
ConflictError
(
ZERO_TID
)
...
...
neo/tests/storage/testTransactions.py
View file @
b2f51e77
...
@@ -144,8 +144,8 @@ class TransactionManagerTests(NeoUnitTestBase):
...
@@ -144,8 +144,8 @@ class TransactionManagerTests(NeoUnitTestBase):
def
testDelayed
(
self
):
def
testDelayed
(
self
):
""" Two transactions, the first cause the second to be delayed """
""" Two transactions, the first cause the second to be delayed """
uuid
=
self
.
getNewUUID
()
uuid
=
self
.
getNewUUID
()
ttid2
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid2
=
self
.
getNextTID
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
serial
,
obj
=
self
.
_getObject
(
1
)
serial
,
obj
=
self
.
_getObject
(
1
)
...
@@ -165,8 +165,8 @@ class TransactionManagerTests(NeoUnitTestBase):
...
@@ -165,8 +165,8 @@ class TransactionManagerTests(NeoUnitTestBase):
def
testUnresolvableConflict
(
self
):
def
testUnresolvableConflict
(
self
):
""" A newer transaction has already modified an object """
""" A newer transaction has already modified an object """
uuid
=
self
.
getNewUUID
()
uuid
=
self
.
getNewUUID
()
ttid2
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid2
=
self
.
getNextTID
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
serial
,
obj
=
self
.
_getObject
(
1
)
serial
,
obj
=
self
.
_getObject
(
1
)
...
@@ -201,8 +201,8 @@ class TransactionManagerTests(NeoUnitTestBase):
...
@@ -201,8 +201,8 @@ class TransactionManagerTests(NeoUnitTestBase):
uuid1
=
self
.
getNewUUID
()
uuid1
=
self
.
getNewUUID
()
uuid2
=
self
.
getNewUUID
()
uuid2
=
self
.
getNewUUID
()
self
.
assertNotEqual
(
uuid1
,
uuid2
)
self
.
assertNotEqual
(
uuid1
,
uuid2
)
ttid2
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid2
=
self
.
getNextTID
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
serial1
,
obj1
=
self
.
_getObject
(
1
)
serial1
,
obj1
=
self
.
_getObject
(
1
)
...
@@ -228,8 +228,8 @@ class TransactionManagerTests(NeoUnitTestBase):
...
@@ -228,8 +228,8 @@ class TransactionManagerTests(NeoUnitTestBase):
uuid1
=
self
.
getNewUUID
()
uuid1
=
self
.
getNewUUID
()
uuid2
=
self
.
getNewUUID
()
uuid2
=
self
.
getNewUUID
()
self
.
assertNotEqual
(
uuid1
,
uuid2
)
self
.
assertNotEqual
(
uuid1
,
uuid2
)
ttid2
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid1
=
self
.
getNextTID
()
ttid2
=
self
.
getNextTID
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid1
,
txn1
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
tid2
,
txn2
=
self
.
_getTransaction
()
serial1
,
obj1
=
self
.
_getObject
(
1
)
serial1
,
obj1
=
self
.
_getObject
(
1
)
...
...
neo/tests/threaded/__init__.py
View file @
b2f51e77
...
@@ -25,7 +25,7 @@ import neo.admin.app, neo.master.app, neo.storage.app
...
@@ -25,7 +25,7 @@ import neo.admin.app, neo.master.app, neo.storage.app
import
neo.client.app
,
neo
.
neoctl
.
app
import
neo.client.app
,
neo
.
neoctl
.
app
from
neo.client
import
Storage
from
neo.client
import
Storage
from
neo.lib
import
bootstrap
,
setupLog
from
neo.lib
import
bootstrap
,
setupLog
from
neo.lib.connection
import
BaseConnection
from
neo.lib.connection
import
BaseConnection
,
Connection
from
neo.lib.connector
import
SocketConnector
,
\
from
neo.lib.connector
import
SocketConnector
,
\
ConnectorConnectionRefusedException
ConnectorConnectionRefusedException
from
neo.lib.event
import
EventManager
from
neo.lib.event
import
EventManager
...
@@ -161,19 +161,31 @@ class SerializedEventManager(EventManager):
...
@@ -161,19 +161,31 @@ class SerializedEventManager(EventManager):
EventManager
.
_poll
(
self
,
timeout
)
EventManager
.
_poll
(
self
,
timeout
)
class
ServerNode
(
object
):
class
Node
(
object
):
def
filterConnection
(
self
,
*
peers
):
addr
=
lambda
c
:
c
and
(
c
.
accepted_from
or
c
.
getAddress
())
addr_set
=
set
(
addr
(
c
.
connector
)
for
peer
in
peers
for
c
in
peer
.
em
.
connection_dict
.
itervalues
()
if
isinstance
(
c
,
Connection
))
addr_set
.
discard
(
None
)
conn_list
=
(
c
for
c
in
self
.
em
.
connection_dict
.
itervalues
()
if
isinstance
(
c
,
Connection
)
and
addr
(
c
.
connector
)
in
addr_set
)
return
ConnectionFilter
(
*
conn_list
)
class
ServerNode
(
Node
):
class
__metaclass__
(
type
):
class
__metaclass__
(
type
):
def
__init__
(
cls
,
name
,
bases
,
d
):
def
__init__
(
cls
,
name
,
bases
,
d
):
type
.
__init__
(
cls
,
name
,
bases
,
d
)
type
.
__init__
(
cls
,
name
,
bases
,
d
)
if
object
not
in
bases
and
threading
.
Thread
not
in
cls
.
__mro__
:
if
Node
not
in
bases
and
threading
.
Thread
not
in
cls
.
__mro__
:
cls
.
__bases__
=
bases
+
(
threading
.
Thread
,)
cls
.
__bases__
=
bases
+
(
threading
.
Thread
,)
@
SerializedEventManager
.
decorate
@
SerializedEventManager
.
decorate
def
__init__
(
self
,
cluster
,
address
,
**
kw
):
def
__init__
(
self
,
cluster
,
address
,
**
kw
):
self
.
_init_args
=
(
cluster
,
address
),
dict
(
kw
)
self
.
_init_args
=
(
cluster
,
address
),
dict
(
kw
)
threading
.
Thread
.
__init__
(
self
)
threading
.
Thread
.
__init__
(
self
)
self
.
daemon
=
True
self
.
setDaemon
(
True
)
h
,
p
=
address
h
,
p
=
address
self
.
node_type
=
getattr
(
NodeTypes
,
self
.
node_type
=
getattr
(
NodeTypes
,
SERVER_TYPE
[
VIRTUAL_IP
.
index
(
h
)].
upper
())
SERVER_TYPE
[
VIRTUAL_IP
.
index
(
h
)].
upper
())
...
@@ -258,7 +270,7 @@ class StorageApplication(ServerNode, neo.storage.app.Application):
...
@@ -258,7 +270,7 @@ class StorageApplication(ServerNode, neo.storage.app.Application):
else
:
else
:
assert
False
assert
False
class
ClientApplication
(
neo
.
client
.
app
.
Application
):
class
ClientApplication
(
Node
,
neo
.
client
.
app
.
Application
):
@
SerializedEventManager
.
decorate
@
SerializedEventManager
.
decorate
def
__init__
(
self
,
cluster
):
def
__init__
(
self
,
cluster
):
...
@@ -282,6 +294,17 @@ class ClientApplication(neo.client.app.Application):
...
@@ -282,6 +294,17 @@ class ClientApplication(neo.client.app.Application):
Serialized
.
background
()
Serialized
.
background
()
close
=
__del__
close
=
__del__
def
filterConnection
(
self
,
*
peers
):
conn_list
=
[]
for
peer
in
peers
:
if
isinstance
(
peer
,
MasterApplication
):
conn
=
self
.
_getMasterConnection
()
else
:
assert
isinstance
(
peer
,
StorageApplication
)
conn
=
self
.
cp
.
getConnForNode
(
self
.
nm
.
getByUUID
(
peer
.
uuid
))
conn_list
.
append
(
conn
)
return
ConnectionFilter
(
*
conn_list
)
class
NeoCTL
(
neo
.
neoctl
.
app
.
NeoCTL
):
class
NeoCTL
(
neo
.
neoctl
.
app
.
NeoCTL
):
@
SerializedEventManager
.
decorate
@
SerializedEventManager
.
decorate
...
@@ -308,6 +331,100 @@ class LoggerThreadName(object):
...
@@ -308,6 +331,100 @@ class LoggerThreadName(object):
except
AttributeError
:
except
AttributeError
:
return
self
.
__default
return
self
.
__default
class
Patch
(
object
):
def
__init__
(
self
,
patched
,
**
patch
):
(
name
,
patch
),
=
patch
.
iteritems
()
wrapped
=
getattr
(
patched
,
name
)
wrapper
=
lambda
*
args
,
**
kw
:
patch
(
wrapped
,
*
args
,
**
kw
)
orig
=
patched
.
__dict__
.
get
(
name
)
setattr
(
patched
,
name
,
wraps
(
wrapped
)(
wrapper
))
if
orig
is
None
:
self
.
_revert
=
lambda
:
delattr
(
patched
,
name
)
else
:
self
.
_revert
=
lambda
:
setattr
(
patched
,
name
,
orig
)
def
__del__
(
self
):
self
.
_revert
()
class
ConnectionFilter
(
object
):
def
__init__
(
self
,
*
conns
):
self
.
filter_dict
=
{}
self
.
lock
=
threading
.
Lock
()
self
.
conn_list
=
[(
conn
,
self
.
_patch
(
conn
))
for
conn
in
conns
]
def
_patch
(
self
,
conn
):
assert
'_addPacket'
not
in
conn
.
__dict__
lock
=
self
.
lock
filter_dict
=
self
.
filter_dict
orig
=
conn
.
__class__
.
_addPacket
queue
=
deque
()
def
_addPacket
(
packet
):
lock
.
acquire
()
try
:
if
not
queue
:
for
filter
in
filter_dict
:
if
filter
(
conn
,
packet
):
break
else
:
return
orig
(
conn
,
packet
)
queue
.
append
(
packet
)
finally
:
lock
.
release
()
conn
.
_addPacket
=
_addPacket
return
queue
def
__call__
(
self
,
revert
=
1
):
self
.
lock
.
acquire
()
try
:
self
.
filter_dict
.
clear
()
self
.
_retry
()
if
revert
:
for
conn
,
queue
in
self
.
conn_list
:
assert
not
queue
del
conn
.
_addPacket
del
self
.
conn_list
[:]
finally
:
self
.
lock
.
release
()
def
_retry
(
self
):
for
conn
,
queue
in
self
.
conn_list
:
while
queue
:
packet
=
queue
.
popleft
()
for
filter
in
self
.
filter_dict
:
if
filter
(
conn
,
packet
):
queue
.
appendleft
(
packet
)
break
else
:
conn
.
__class__
.
_addPacket
(
conn
,
packet
)
continue
break
def
clear
(
self
):
self
(
0
)
def
add
(
self
,
filter
,
*
patches
):
self
.
lock
.
acquire
()
try
:
self
.
filter_dict
[
filter
]
=
patches
finally
:
self
.
lock
.
release
()
def
remove
(
self
,
*
filters
):
self
.
lock
.
acquire
()
try
:
for
filter
in
filters
:
del
self
.
filter_dict
[
filter
]
self
.
_retry
()
finally
:
self
.
lock
.
release
()
def
__contains__
(
self
,
filter
):
return
filter
in
self
.
filter_dict
class
NEOCluster
(
object
):
class
NEOCluster
(
object
):
BaseConnection_checkTimeout
=
staticmethod
(
BaseConnection
.
checkTimeout
)
BaseConnection_checkTimeout
=
staticmethod
(
BaseConnection
.
checkTimeout
)
...
@@ -512,3 +629,25 @@ class NEOThreadedTest(NeoTestBase):
...
@@ -512,3 +629,25 @@ class NEOThreadedTest(NeoTestBase):
def
setupLog
(
self
):
def
setupLog
(
self
):
log_file
=
os
.
path
.
join
(
getTempDirectory
(),
self
.
id
()
+
'.log'
)
log_file
=
os
.
path
.
join
(
getTempDirectory
(),
self
.
id
()
+
'.log'
)
setupLog
(
LoggerThreadName
(),
log_file
,
True
)
setupLog
(
LoggerThreadName
(),
log_file
,
True
)
class
newThread
(
threading
.
Thread
):
def
__init__
(
self
,
func
,
*
args
,
**
kw
):
threading
.
Thread
.
__init__
(
self
)
self
.
__target
=
func
,
args
,
kw
self
.
setDaemon
(
True
)
self
.
start
()
def
run
(
self
):
try
:
apply
(
*
self
.
__target
)
self
.
__exc_info
=
None
except
:
self
.
__exc_info
=
sys
.
exc_info
()
def
join
(
self
,
timeout
=
None
):
threading
.
Thread
.
join
(
self
,
timeout
)
if
not
self
.
isAlive
()
and
self
.
__exc_info
:
etype
,
value
,
tb
=
self
.
__exc_info
del
self
.
__exc_info
raise
etype
,
value
,
tb
neo/tests/threaded/test.py
View file @
b2f51e77
...
@@ -16,9 +16,15 @@
...
@@ -16,9 +16,15 @@
# along with this program; if not, write to the Free Software
# along with this program; if not, write to the Free Software
# Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
# Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
import
threading
from
thread
import
get_ident
from
persistent
import
Persistent
from
persistent
import
Persistent
from
neo.lib.protocol
import
NodeStates
,
ZERO_TID
from
neo.storage.transactions
import
TransactionManager
,
\
from
neo.tests.threaded
import
NEOCluster
,
NEOThreadedTest
DelayedError
,
ConflictError
from
neo.lib.connection
import
MTClientConnection
from
neo.lib.protocol
import
NodeStates
,
Packets
,
ZERO_TID
from
neo.tests.threaded
import
NEOCluster
,
NEOThreadedTest
,
\
Patch
,
ConnectionFilter
from
neo.client.pool
import
CELL_CONNECTED
,
CELL_GOOD
from
neo.client.pool
import
CELL_CONNECTED
,
CELL_GOOD
class
PCounter
(
Persistent
):
class
PCounter
(
Persistent
):
...
@@ -31,6 +37,121 @@ class PCounterWithResolution(PCounter):
...
@@ -31,6 +37,121 @@ class PCounterWithResolution(PCounter):
class
Test
(
NEOThreadedTest
):
class
Test
(
NEOThreadedTest
):
def
testDelayedUnlockInformation
(
self
):
except_list
=
[]
def
delayUnlockInformation
(
conn
,
packet
):
return
isinstance
(
packet
,
Packets
.
NotifyUnlockInformation
)
def
onStoreObject
(
orig
,
tm
,
ttid
,
serial
,
oid
,
*
args
):
if
oid
==
resume_oid
and
delayUnlockInformation
in
master_storage
:
master_storage
.
remove
(
delayUnlockInformation
)
try
:
return
orig
(
tm
,
ttid
,
serial
,
oid
,
*
args
)
except
Exception
,
e
:
except_list
.
append
(
e
.
__class__
)
raise
cluster
=
NEOCluster
(
storage_count
=
1
)
try
:
cluster
.
start
()
t
,
c
=
cluster
.
getTransaction
()
c
.
root
()[
0
]
=
ob
=
PCounter
()
master_storage
=
cluster
.
master
.
filterConnection
(
cluster
.
storage
)
try
:
resume_oid
=
None
master_storage
.
add
(
delayUnlockInformation
,
Patch
(
TransactionManager
,
storeObject
=
onStoreObject
))
t
.
commit
()
resume_oid
=
ob
.
_p_oid
ob
.
_p_changed
=
1
t
.
commit
()
self
.
assertFalse
(
delayUnlockInformation
in
master_storage
)
finally
:
master_storage
()
finally
:
cluster
.
stop
()
self
.
assertEqual
(
except_list
,
[
DelayedError
])
def
_testDeadlockAvoidance
(
self
,
scenario
):
except_list
=
[]
delay
=
threading
.
Event
(),
threading
.
Event
()
ident
=
get_ident
()
def
onStoreObject
(
orig
,
tm
,
ttid
,
serial
,
oid
,
*
args
):
if
oid
==
counter_oid
:
scenario
[
1
]
-=
1
if
not
scenario
[
1
]:
delay
[
0
].
set
()
try
:
return
orig
(
tm
,
ttid
,
serial
,
oid
,
*
args
)
except
Exception
,
e
:
except_list
.
append
(
e
.
__class__
)
raise
def
onAsk
(
orig
,
conn
,
packet
,
*
args
,
**
kw
):
c2
=
get_ident
()
==
ident
switch
=
isinstance
(
packet
,
Packets
.
AskBeginTransaction
)
if
switch
:
if
c2
:
delay
[
1
].
wait
()
elif
isinstance
(
packet
,
(
Packets
.
AskStoreObject
,
Packets
.
AskFinishTransaction
)):
delay
[
c2
].
wait
()
scenario
[
0
]
-=
1
switch
=
not
scenario
[
0
]
try
:
return
orig
(
conn
,
packet
,
*
args
,
**
kw
)
finally
:
if
switch
:
delay
[
c2
].
clear
()
delay
[
1
-
c2
].
set
()
cluster
=
NEOCluster
(
storage_count
=
2
,
replicas
=
1
)
try
:
cluster
.
start
()
t
,
c
=
cluster
.
getTransaction
()
c
.
root
()[
0
]
=
ob
=
PCounterWithResolution
()
t
.
commit
()
counter_oid
=
ob
.
_p_oid
del
ob
,
t
,
c
t1
,
c1
=
cluster
.
getTransaction
()
t2
,
c2
=
cluster
.
getTransaction
()
o1
=
c1
.
root
()[
0
]
o2
=
c2
.
root
()[
0
]
o1
.
value
+=
1
o2
.
value
+=
2
p
=
(
Patch
(
TransactionManager
,
storeObject
=
onStoreObject
),
Patch
(
MTClientConnection
,
ask
=
onAsk
))
try
:
t
=
self
.
newThread
(
t1
.
commit
)
t2
.
commit
()
t
.
join
()
finally
:
del
p
t1
.
begin
()
t2
.
begin
()
self
.
assertEqual
(
o1
.
value
,
3
)
self
.
assertEqual
(
o2
.
value
,
3
)
finally
:
cluster
.
stop
()
return
except_list
def
testDelayedStore
(
self
):
# 0: C1 -> S1, S2
# 1: C2 -> S1, S2 (delayed)
# 2: C1 commits
# 3: C2 resolves conflict
self
.
assertEqual
(
self
.
_testDeadlockAvoidance
([
2
,
4
]),
[
DelayedError
,
DelayedError
,
ConflictError
,
ConflictError
])
def
testDeadlockAvoidance
(
self
):
# This test fail because deadlock avoidance is not fully implemented.
# 0: C1 -> S1
# 1: C2 -> S1, S2 (delayed)
# 2: C1 -> S2 (deadlock)
# 3: C2 commits
# 4: C1 resolves conflict
self
.
assertEqual
(
self
.
_testDeadlockAvoidance
([
1
,
3
]),
[
DelayedError
,
ConflictError
,
"???"
])
def
testConflictResolutionTriggered2
(
self
):
def
testConflictResolutionTriggered2
(
self
):
""" Check that conflict resolution works """
""" Check that conflict resolution works """
cluster
=
NEOCluster
()
cluster
=
NEOCluster
()
...
...
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