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1. this time instead of step ping through the program interactively we will use the explorer to automatically explore all possible ways in which the example could have executed In order to do this go to the home usr dbug directory and run ruby explorer rb example 2 You should see output similar to user user VirtualBox dbug ruby explorer rb example 2 EXPLORER Iteration 1 Elapsed 0 s EXPLORER Setting up initial state EXPLORER Selecting a strategy EXPLORER Empty strategy EXPLORER Starting the arbiter EXPLORER Waiting for the arbiter to start up EXPLORER Starting the test EXPLORER Waiting for the test to finish Critical section master Critical section slave EXPLORER Waiting for the arbiter to finish EXPLORER Iteration 2 Elapsed 1s EXPLORER Setting up initial state EXPLORER Selecting a strategy EXPLORER Non empty strategy EXPLORER Starting the arbiter EXPLORER Waiting for the arbiter to start up EXPLORER Starting the test EXPLORER Waiting for the test to finish Critical section slave Critical section master EXPLORER Waiting for the arbiter to finish This means that the explorer explored two possible ways in which the binary example 2 could have executed When the explorer starts it creates the logs directory This directory is gradually populated with information about the different executions of the test Namely for each iteration the logs directory contains th
2. detecting this error and identifying the sequence of events leading to the deadlock The program used in this example is listed below and can be found in home usr dbug example 3 c include lt assert h gt include lt pthread h gt include lt stdio h gt pthread_mutex_t mutexl mutex2 void thread void args assert pthread_mutex_lock amp mutex1 0 assert pthread_mutex_lock amp mutex2 0 printf Critical section slave n 3The dot tool is part of the graph visualization suite GraphViz by AT amp T 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 0 0 assert pthread_mutex_unlock amp mutex2 assert pthread_mutex_unlock amp mutex1 return NULL int main int argc pthread_t tid assert pthread_mutex_init amp mutexi NULL assert pthread_mutex_init amp mutex2 NULL assert pthread_create amp tid NULL thread NULL char argv assert pthread_mutex_lock amp mutex2 0 assert pthread_mutex_lock amp mutex1 0 printf Critical section master n assert pthread_mutex_unlock amp mutex1 0 assert pthread_mutex_unlock amp mutex2 0 assert pthread_join tid NULL 0 assert pthread_mutex_destroy amp mutex2 assert pthread_mutex_destroy amp mutex2 return 0 Similarly to the previous example let us compile the code above into its binary form example 3 and run ruby explorer rb exa
3. interposition layer keeps track of re allocated pointers This is used to check that each allocated pointer is freed exactly once and no other pointer is attempted to be freed Non reentrant Functions Certain functions are not required to be reentrant by the POSIX standard Consequently the ar biter controls the order in which they execute and issues a warning if multiple threads of the same process try to concurrently execute the same non reentrant function The list of non reentrant functions controlled by the arbiter includes gethostbyname gethostbyaddr strtok and inet_ntoa Miscellaneous Certain library calls are used by dBug internally In order to avoid introducing false positives dBug needs to intercept calls to the following list of functions getaddrinfo freeaddrinfo For much more thorough testing of the use of dynamic memory we recommend using the Valgrind tool 14
4. o e s lt ss Request 1 util cc id 2 EARE ees Rasdk The listing tells us that there are currently two pending calls to function pthread_mutex_lock issued by thread 1 and thread 2 If you input 1 you should see output similar to util cc Requests util cc Request 0 util cc id 1 util cc func pthread_mutex_unlock Util Ge es status ENABLED util cc command RESOURCE_RELEASE Ubi Ge Is kse Request 1 util cc id 2 util cc func pthread_mutex_lock util ce ke status DISABLED ubil 6 e ds Ipes command RESOURCE_ACCESS The listing tells us that there are currently two pending calls The first call is to function pthread_mutex_unlock issued by thread 1 and the second call is to function pthread_mutex_lock issued by thread 2 Also notice that the status of the second call is disabled This is because the arbiter keeps track of shared resources that are being accessed and recognizes when a call such as pthread _mutex_lock would block If you try to input 2 the arbiter will warn you that the request of the thread 2 cannot be executed To step through the rest of the execution input the sequence 1 2 2 1 1 Notice how the arbiter detects that the thread 2 cannot be joined by the thread 1 until the thread 2 returns or exits Concurrent Example Batched Mode In this example we will reuse the code of the previous example However
5. the arbiter by running dbug server m 1 The option m 1 tells the arbiter to run in the interactive mode Third open a new terminal window and start the binary example 1 with the interposition library pre loaded by running LD_PRELOAD usr lib libdbugall so example 1 Fourth switch back to the terminal window of the arbiter You should see output similar to user user VirtualBox dbug server m 1 server cc Strategy server cc Thread 1 registered server cc Thread 1 updated its process For details see LD_ PRELOAD in manpage for 1d so ANonw rWwnNr util cc util cc util cc util cc util cc util cc util cc Requests Requests seal Request 0 adsa id 1 Js func pthread_mutex_init mali status ENABLED gds command RESOURCE_CREATE mmama mnan mana a cee es E The listing tells us that there is currently one pending call to function pthread_mutex_init issued by thread 1 The status and command are not important for the sake of this example and will be explained later The interactive mode expects the user to repeatedly input an integer which identifies the thread that the user wishes to proceed next For instance you can step through the execution of our example by inputting 1 four times Concurrent Example Interactive Mode The next example still uses the interactive mode but this time our example is concurrent The program used in this example is lis
6. 11 pthread_mutex_trylock Controlled by the arbiter The pending calls to this routine acquire the mutex if it is available or return failure otherwise pthread_mutex_unlock Controlled by the arbiter The pending calls to this routine give up the ownership of the mutex pthread_mutex_destroy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract mutex resource POSIX Threads Read Write Locks Only the default values of read write lock attributes are supported pthread_rwlock_init Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract read write lock resource This abstract resource allows arbiter to keep track of ownership of the lock pthread _rwlock_rdlock Controlled by the arbiter The pending calls to this routine are postponed until the lock can be shared with the calling thread pthread _rwlock_timedrdlock Controlled by the arbiter The pending calls to this routine are postponed until the lock can be shared with the calling thread or the arbiter decides to let this call time out pthread _rwlock_tryrdlock Controlled by the arbiter The pending calls to this routine either acquire shared access to this lock if possible or return failure otherwise pthread _rwlock_wrlock Controlled by the arbiter The pending calls to this routine are postponed until the lock can be held exclusively by t
7. Bookkeeping only Upon intercepting a call to this routine the interposition layer checks if the corresponding key exists e pthread _key delete Bookkeeping only Upon intercepting a call to this routine the interposition layer deletes the corresponding abstract key resource POSIX Threads Management Only the default values of thread attributes are supported e pthread_create Bookkeeping only The arbiter is notified about the creation of a new thread e pthread_detach pthread_exit Bookkeeping only The arbiter is notified about the thread status change e pthread_join Controlled by the arbiter The pending calls to this routine are postponed until the appropriate thread becomes joinable To this end the arbiter collects information about thread status changes by intercepting the above routines POSIX Threads Mutexes Only the default values of mutex attributes are supported e pthread_mutex_init Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract mutex resource This abstract resource allows arbiter to keep track of ownership of the mutex e pthread_mutex_lock Controlled by the arbiter The pending calls to this routine are postponed until the mutex becomes available e pthread_mutex_timedlock Controlled by the arbiter The pending calls to this routine are postponed until the mutex becomes available or the arbiter decides to let the call time out
8. bdbugall so The arbiter is implemented as a binary executable and its location in the virtual machine image available for download is usr bin dbug server Finally the explorer is implemented as a Ruby script and its location in the virtual machine image available for download is home usr dbug explorer rb Examples If not noted otherwise the commands used in the rest of the section are meant to be ran in the virtual machine image available for download Sequential Example Interactive Mode We start with an example which runs the arbiter in the interactive mode In this mode the user is responsible for guiding the execution of the distributed and multi threaded program Con ceptually running the arbiter in the interactive mode corresponds to running each process of the distributed system in gdb which has breakpoints set for select coordination and commu nication library calls The program used in this example is listed below and can be found in home usr dbug example 1 c include lt assert h gt include lt pthread h gt include lt stdio h gt int main int argc char argv pthread_mutex_t mutex assert pthread_mutex_init amp mutex NULL 0 assert pthread_mutex_lock amp mutex 0 printf Critical section n assert pthread_mutex_unlock amp mutex 0 assert pthread_mutex_destroy amp mutex 0 return 0 First compile the code above into its binary form example 1 Second start up
9. call was executed 2 the number m of threads whose call could have been executed and 3 the number n of threads with a pending call This line is then followed with n lines one per each pending call Each of these lines starts with a thread ID ANAT KWN EH Koj followed by a name of the function call and additional information which will not be explained in this example Also besides the logs directory the explorer creates the tree dot file This file can be pro cessed by the dot tool to produce a visualization of the decision tree that the explorer created for instance by running dot T pdf o lt output_name gt tree dot The decision tree created by the above application of the explorer is depicted in Figure 3 The gray nodes and edges correspond to pending calls that cannot be completed from the current state of the system o Thread 0 Action INIT Thread 2 Action RESOURCE_RELEASE 3 Thread 1 Action RESOURCE_RELEASE 4 Thread 2 Action RESOURCE_ACCESS 5 13 read 1 Action RESOURCE_ACCESS 14 Thread 1 hread 2 re Action RESOURCE_RELEASE Action RESOURCE_RELEASE 6 15 Thread 1 Thread 1 Action THREAD_JOIN Action THREAD_JOIN 7 16 Thread 1 Thread 1 Action RESOURCE_DELETE Action RESOURCE_DELETE Figure 3 Decision Tree Concurrent Example Deadlock In this example we extend the previous program and introduce a deadlock We illustrate how the explorer aids us in
10. dBug User Manual Ji im a Computer Science Department Carnegie Mellon University November 18 2010 Motivation When testing distributed systems their concurrent nature can cause a test to execute in many different ways For the sake of the argument let us assume we have a distributed system with a fixed initial state and a test which can execute in N possible ways from the initial state A common technique to address the non deterministic execution of distributed systems is stress testing Stress testing repeatedly executes the same test hoping that sooner or later all of the possible ways in which the test could have executed and all of the possible errors the test could have detected are encountered In case there is an error in the system and the test has a chance of 2 to execute in a way that detects the error stress testing is expected to discover the error in P iterations In other words stress testing is good at catching likely errors but might struggle to discover corner case errors that occur with very low probability Because the probability distribution of possible ways in which a test executes can be non uniform and architecture dependent the value of P can be much higher then N In such situations stress testing becomes a very inefficient way of searching for errors dBug is an alternative to stress testing of distributed systems which compensates for the aforementioned inefficiency The key idea behind dBug is to con
11. e strategy that the arbiter initially followed the history of the execu tion the arbiter explored and detailed logs of the arbiter the dbug server file and the interposition layer divided into the dbug interposition and dbug client files For example the strategy file for the second iteration of the above application of the explorer looks as follows NOR N 1 2 The first line identifies the number n of steps of the execution specified by the strategy Each of the following n lines then identifies the thread to be proceed and the total number pending calls at that point The history file for the first iteration of the above application of explorer looks as follows 1 1 1 1 pthread_mutex_init RESOURCE_CREATE 1 O O O O O O 0 0 1759016536 1 2 2 1 pthread_mutex_lock RESOURCE_ACCESS 2 O O O O O O O 0 1759016536 2 2 pthread_mutex_lock RESOURCE_ACCESS 1 1 O O O O O O 0 1759016536 2 1 1 2 1 pthread_mutex_unlock RESOURCE_RELEASE 3 0000 O O O 0 1759016536 2 pthread_mutex_lock RESOURCE_ACCESS 1 1 O O O O O O 0 1759016536 2 2 12 2 pthread_mutex_lock RESOURCE_ACCESS 1 1 O O O O O O 0 1759016536 2 1 pthread_join THREAD_JOIN 4 000000 0 0 2 21 2 2 pthread_mutex_unlock RESOURCE_RELEASE 1 2 00 O O O O 0 1759016536 1 pthread_join THREAD_JOIN 4 000000 0 0 2 1 1 1 1 pthread_join THREAD_JOIN 4 000000 0 0 2 Lots 2 1 pthread_mutex_destroy RESOURCE_DELETE 5 2 O O O O O O 0 1759016536 The first line identifies 1 the thread whose
12. he calling thread pthread _rwlock_timedwrlock Controlled by the arbiter The pending calls to this routine are postponed until the lock can be held exclusively by the calling thread or the arbiter decides to let his call time out pthread _rwlock_trywrlock Controlled by the arbiter The pending calls to this routine either acquire exclusive access to this lock if possible or return failure otherwise pthread _rwlock_unlock Controlled by the arbiter The pending calls to this routine give up its access rights for the lock pthread_rwlock_destroy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract read write lock resource POSIX Threads Spin Locks Only the default values of spin lock attributes are supported pthread _spin_init Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract spin lock resource This abstract resource allows arbiter to keep track of ownership of the lock pthread _spin_lock Controlled by the arbiter The pending calls to this routine are post poned until the lock becomes available 12 pthread _spin_trylock Controlled by the arbiter The pending calls to this routine acquire the lock if it is available or return failure otherwise pthread_spin_unlock Controlled by the arbiter The pending calls to this routine give up the ownership of the mutex pthread spin_destr
13. mple 3 The explorer explores a total of 6 iterations In order to check whether any iteration encountered an error one can use the following command grep WARNING logs dbug server In our case the command outputs a listing similar to user user VirtualBox dbug grep WARNING logs dbug server logs dbug server 3 WARNING Encountered a concurrency error logs dbug server 4 WARNING Encountered a concurrency error The warning messages imply that during two iterations the arbiter encountered an error In order to investigate the error one can look at the history file In our example the contents of logs history 3 look as follows t t pthread_mutex_init RESOURCE_CREATE 1 0000000 0 1 1 2539669330 2 2 2 2 NORPRPFRPFNNRFPRPR RB 1 0 2 1 pthread_mutex_lock 2 pthread_mutex_lock pthread_mutex_init pthread_mutex_lock pthread_mutex_lock pthread_mutex_lock gt pthread_mutex_lock RESOURCE_CREATE RESOURCE_ACCESS RESOURCE_ACCESS RESOURCE_ACCESS RESOURCE_ACCESS RESOURCE_ACCESS RESOURCE_ACCESS 24 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 gt 2454919772 72539669330 2454919772 2454919772 2454919772 2539669330 2454919772 2 2 The last three lines identify the problem At that point in the execution no pending function call can execute In other words the execution reached a deadloack Inspecting the order in
14. nal variable attributes are supported e pthread_cond_init Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract conditional variable resource This abstract resource allows arbiter to determine when a call to pthread_cond_wait and pthread_cond_timedwait would return e pthread_cond_wait Controlled by the arbiter The pending calls to this routine are postponed until a matching signal orbroadcast event has been received 10 e pthread_cond_timedwait Controlled by the arbiter The pending calls to this routine are postponed until a matching signal orbroadcast event has been received or the arbiter decides to let the call time out e pthread_cond_broadcast pthread_cond_signal Controlled by the arbiter Upon ser vicing a pending call to this routine the arbiter records this event with the corresponding abstract conditional variable resource e pthread_cond_destroy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract conditional variable resource POSIX Threads Keys e pthread_key create Bookkeeping only Upon intercepting a call to this routine the inter position layer creates an abstract key resource This abstract resource allows the interposition layer to determine if a call to pthread_getspecific and pthread _setspecific accesses an existing key e pthread_getspecific pthread _setspecific
15. of the needs of wait the waitpid call requires the arbiter to keep track of the process IDs and process group IDs for every process Again this is achieved by having the interposition layer detect creation of new processes and changes in process group membership and notifying the arbiter about these events Semaphores Only the default values of semaphore attributes are supported sem_init sem_open Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract un named semaphore resource This abstract resource allows arbiter to match wait and post semaphore operations sem_post Controlled by the arbiter Upon servicing a pending call to this routine the arbiter increases the value of the semaphore sem_wait Controlled by the arbiter The pending calls to this routine are postponed until the value of the semaphore is positive Upon servicing a pending call to this routine the arbiter decreases the value of the semaphore 13 e sem_close sem_unlink Controlled by the arbiter Upon matching the last close operation with an open operation a pending unlink operation causes the arbiter deletes the correspond ing abstract named semaphore resource e sem_destroy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract unnamed semaphore resource Memory Management e calloc free malloc realloc Bookkeeping only The
16. ordering events at a finer granularity than that of dBug e If your system and its tests use unsupported blocking primitives the use of dBug could result in false deadlocks For example consider the following scenario There are two threads A and B running in a distributed system Thread A invokes a call intercepted by dBug while thread B invokes an unsupported blocking call In order for the unsupported blocking call to return the execution of thread A needs to resume However this does not happen until the arbiter receives a pending request from every thread of the system Thus there is now a circular dependency as the thread A waits for the arbiter who waits for the thread B who waits for the thread A POSIX Threads Barriers Only the default values of barrier attributes are supported e pthread_barrier_init Controlled by the arbiter Upon servicing a pending call to this routine the arbiter creates an abstract barrier resource This abstract resource allows arbiter to determine when a call to pthread_barrier_wait would return e pthread_barrier_wait Controlled by the arbiter The pending calls to this routine are postponed until the threshold specified in pthread_barrier_init is reached e pthread_barrier_destroy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract barrier resource POSIX Threads Conditional Variables Only the default values of conditio
17. oy Controlled by the arbiter Upon servicing a pending call to this routine the arbiter deletes the corresponding abstract spin lock resource Process Management execl execlp execle execv execvp execve Bookkeeping only Arbiter is notified that all threads running as part of the calling process terminate and a new thread is started _exit Exit Bookkeeping only Normally when a process is terminated a destructor routine of the interposition layer is called The destructor routine notifies the arbiter that the calling process terminated However a call to this routine bypasses this mechanism Consequently upon intercepting a call to this routine the destructor routine is triggered explicitly fork Bookkeeping only The arbiter is notified about the creation of a new process posix spawn posix _spawnp Bookkeeping only The arbiter is notified about the creation of a new process setpgid setpgrp setsid Bookkeeping only The arbiter is notified about the change of process group ID wait Controlled by the arbiter Because the wait call is potentially blocking the arbiter collects information from the running processes that allow the arbiter to determine when the call can complete This is achieved by having the interposition layer detect changes in process status by intercepting certain function calls and signals and notifying the arbiter about these events waitpid Controlled by the arbiter On top
18. stances of the interposition layer and the arbiter form a simple client server architecture as illustrated in Figure 2 The arbiter acts as a centralized scheduler of the distributed system and decides in what order the concurrent calls to library routines should execute Original Distributed System dBug Figure 2 Client Server Architecture Finally in order to systematically explore different executions of a test in a distributed system dBug uses a process called the explorer which repeatedly sets up the initial state of the distributed system starts up the arbiter and provides it with a specific schedule to follow and runs both the distributed systems and the test on top of the interposition layer When an execution of the test completes the explorer collects information from the arbiter This information is used by the explorer to gradually build a decision tree of all possible ways in which the arbiter can order concurrent events of the distributed system and the test The decision tree is in turn used to generate arbiter schedules which guide future iterations of the test execution towards unexplored orderings of events ANnDw1rwnNr Implementation The interposition layer of dBug is implemented as a shared library The shared library is to be pre loaded during execution of any binary that is to be controlled by dBug The location of the library in the virtual machine image available for download is usr lib li
19. ted below and can be found in home usr dbug example 2 c include lt assert h gt include lt pthread h gt include lt stdio h gt pthread_mutex_t mutex void thread void args assert pthread_mutex_lock amp mutex 0 printf Critical section slave n assert pthread_mutex_unlock amp mutex 0 return NULL int main int argc char argv pthread_t tid assert pthread_mutex_init amp mutex NULL 0 assert pthread_create amp tid NULL thread NULL 0 assert pthread_mutex_lock amp mutex 0 printf Critical section master n assert pthread_mutex_unlock amp mutex 0 assert pthread_join tid NULL 0 assert pthread_mutex_destroy amp mutex 0 return 0 First compile the code above into its binary form example 2 Second start up the arbiter by running dbug server m 1 Third open a new terminal window and start the binary example 2 with the interposition library pre loaded by LD_PRELOAD usr 1lib libdbugall so example 2 Fourth switch back to the terminal window of the arbiter and input 1 once You should see output similar to util cc util cc util cc func pthread_mutex_lock status ENABLED command RESOURCE_ACCESS util cc Requests util cc Request 0 ubil ceds Dese id 1 til cel Des func pthread_mutex_lock utid cede Derd status ENABLED util ce 0 2 4 command RESOURCE_ACCESS ubil
20. trol the order in which concurrent events in a distributed system happen The ability to order concurrent events provides dBug with a mechanism to systematically enumerate possible executions of a test one by one By doing so every possible execution becomes equally likely and dBug needs in expectation at most N iterations of a test to discover an error in case it exists Overview In order to control the order in which concurrent events happen dBug uses an interposition layer that sits between the distributed system and the operating system and shared libraries as illustrated in Figure 1 This interposition layer at run time intercepts calls to select library calls used for coordination and communication between threads of the distributed system Upon interception of a library call the interposition layer can delay the execution of the call for an arbitrary amount of time Optionally the interposition layer can also decide to inject a fault by simulating an erroneous execution of the library call 1For the complete list of intercepted calls see Appendix section A gt Figure 1 Interposition Because of the distributed nature of the system being tested dBug uses one instance of the interposition layer per process In order to coordinate the activity of multiple instances of the interposition layer dBug also runs a process called the arbiter which collects information from each instance of the interposition layer The different in
21. ver 2 WARNING Concurrent non reentrant function calls The warning messages imply that during two iterations the arbiter encountered an error In order to investigate the error one can look at the history file In our example the contents of logs history 1 look as follows 2 2 2 1 strtok NONREENTRANT_FUNCTION 1 000000 0 0 2 strtok NONREENTRANT_FUNCTION 0 100000 0 0 The three lines identify the problem At that point in the execution there are two pending function calls to a function that is not guaranteed by standard or implementation to be reentrant In other words there is a potential data race in the program Appendix A Supported Library Calls The following is a list of library calls that dBug intercepts Some of these calls are intercepted only for book keeping purposes and the order in which they execute is not controlled by the cen tralized scheduler For each call we include a short description of the activity that happens upon intercepting the call Your system and tests are free to use any other library calls However the use of unsupported communication coordination or blocking primitives can have unexpected consequences In particular e If your system and its tests use unsupported communication and or coordiation primitives dBug will not explore all possible orders in which concurrent calls to these unsupported primitives could execute This can result in failing to discover data races that result from
22. which events happened tells us that this is the case when the thread 2 acquires the mutex1 and then the thread 1 acquires the mutex2 creating a circular dependency Concurrent Example Data Race In this example we modify the running example to introduce a data race and we illustrate how the explorer aids us in detecting this error The program used in this example is listed below and can be found in home usr dbug example 4 c include lt assert h gt include lt pthread h gt include lt stdio h gt include lt string h gt void thread void args char text 4 1 2 printf s n strtok text printf s n strtok NULL return NULL int main int argc char argv pthread_t tid char text 4 1 2 assert pthread_create amp tid NULL thread NULL 0 printf s n strtok text printf s n strtok NULL assert pthread_join tid NULL 0 return 0 Similarly to the previous example let us compile the code above into its binary form example 4 and run ruby explorer rb example 4 The explorer explores a total of 2 iterations In order to check whether any iteration encountered an error one can again use the command grep WARNING logs dbug server In our case the command outputs a listing similar to user user VirtualBox dbug grep WARNING logs dbug server logs dbug server 1 WARNING Concurrent non reentrant function calls logs dbug ser

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