Podcast
Questions and Answers
What is the primary assumption of the Pthreads library?
What is the primary assumption of the Pthreads library?
What is the purpose of the pthread_attr_t
parameter in the pthread_create
function?
What is the purpose of the pthread_attr_t
parameter in the pthread_create
function?
What is the function of the pthread_join
function?
What is the function of the pthread_join
function?
What is the purpose of the thread_p
parameter in the pthread_create
function?
What is the purpose of the thread_p
parameter in the pthread_create
function?
Signup and view all the answers
What is the effect of the gcc -lpthread hello.c -o hello
command?
What is the effect of the gcc -lpthread hello.c -o hello
command?
Signup and view all the answers
What is the purpose of the start_routine
parameter in the pthread_create
function?
What is the purpose of the start_routine
parameter in the pthread_create
function?
Signup and view all the answers
What is the purpose of the arg_p
parameter in the pthread_create
function?
What is the purpose of the arg_p
parameter in the pthread_create
function?
Signup and view all the answers
What is the purpose of the ret_val_p
parameter in the pthread_join
function?
What is the purpose of the ret_val_p
parameter in the pthread_join
function?
Signup and view all the answers
What is the effect of the #include
directive?
What is the effect of the #include
directive?
Signup and view all the answers
What is the purpose of the n
variable in the example incremental application?
What is the purpose of the n
variable in the example incremental application?
Signup and view all the answers
What is the primary motivation for using condition variables in multithreaded programs?
What is the primary motivation for using condition variables in multithreaded programs?
Signup and view all the answers
What is the significance of associating a mutex with a condition variable?
What is the significance of associating a mutex with a condition variable?
Signup and view all the answers
What is the purpose of the pthread_cond_wait
function?
What is the purpose of the pthread_cond_wait
function?
Signup and view all the answers
What is the purpose of the pthread_cond_signal
function?
What is the purpose of the pthread_cond_signal
function?
Signup and view all the answers
What is the consequence of not associating a mutex with a condition variable?
What is the consequence of not associating a mutex with a condition variable?
Signup and view all the answers
What is the purpose of condition variable initialization?
What is the purpose of condition variable initialization?
Signup and view all the answers
What is the consequence of not properly destroying a condition variable?
What is the consequence of not properly destroying a condition variable?
Signup and view all the answers
What is the difference between active waiting and passive waiting?
What is the difference between active waiting and passive waiting?
Signup and view all the answers
What is the purpose of signaling mechanisms in condition variables?
What is the purpose of signaling mechanisms in condition variables?
Signup and view all the answers
What is the main advantage of passive waiting over active waiting?
What is the main advantage of passive waiting over active waiting?
Signup and view all the answers
What is the purpose of the mutex argument in the pthread_cond_wait function?
What is the purpose of the mutex argument in the pthread_cond_wait function?
Signup and view all the answers
What is the difference between pthread_cond_signal and pthread_cond_broadcast?
What is the difference between pthread_cond_signal and pthread_cond_broadcast?
Signup and view all the answers
What is the purpose of the pthread_cond_init function?
What is the purpose of the pthread_cond_init function?
Signup and view all the answers
What happens when a thread calls pthread_cond_wait?
What happens when a thread calls pthread_cond_wait?
Signup and view all the answers
What is the purpose of the pthread_cond_destroy function?
What is the purpose of the pthread_cond_destroy function?
Signup and view all the answers
What is the type of the auxiliary structure used in condition variables?
What is the type of the auxiliary structure used in condition variables?
Signup and view all the answers
What is the combined atomic function of pthread_cond_wait?
What is the combined atomic function of pthread_cond_wait?
Signup and view all the answers
What is the problem that condition variables solve in thread synchronization?
What is the problem that condition variables solve in thread synchronization?
Signup and view all the answers
Which of the following is an example of active waiting?
Which of the following is an example of active waiting?
Signup and view all the answers
What is the purpose of the mutex in the condition variable usage pattern?
What is the purpose of the mutex in the condition variable usage pattern?
Signup and view all the answers
What is the purpose of mutex association in pthread_cond_wait?
What is the purpose of mutex association in pthread_cond_wait?
Signup and view all the answers
What happens when a thread calls pthread_cond_signal?
What happens when a thread calls pthread_cond_signal?
Signup and view all the answers
What is the purpose of condition variable initialization?
What is the purpose of condition variable initialization?
Signup and view all the answers
What happens when a thread calls pthread_cond_wait with a mutex that is not locked?
What happens when a thread calls pthread_cond_wait with a mutex that is not locked?
Signup and view all the answers
What is the purpose of signaling mechanisms in producer-consumer synchronization?
What is the purpose of signaling mechanisms in producer-consumer synchronization?
Signup and view all the answers
What happens when the producer thread calls pthread_cond_signal(¬EmptyforConsumer)?
What happens when the producer thread calls pthread_cond_signal(¬EmptyforConsumer)?
Signup and view all the answers
What is the purpose of mutex_lock(mutex) in the producer-consumer example?
What is the purpose of mutex_lock(mutex) in the producer-consumer example?
Signup and view all the answers
What happens when the consumer thread calls pthread_cond_wait(¬EmptyforConsumer)?
What happens when the consumer thread calls pthread_cond_wait(¬EmptyforConsumer)?
Signup and view all the answers
What is the purpose of condition variable destruction in the producer-consumer example?
What is the purpose of condition variable destruction in the producer-consumer example?
Signup and view all the answers
What is the primary role of a barrier in thread synchronization?
What is the primary role of a barrier in thread synchronization?
Signup and view all the answers
In a producer-consumer problem, what is the primary condition for the consumer?
In a producer-consumer problem, what is the primary condition for the consumer?
Signup and view all the answers
Which of the following is a characteristic of a reader-writer problem?
Which of the following is a characteristic of a reader-writer problem?
Signup and view all the answers
What is the difference between active waiting and passive waiting?
What is the difference between active waiting and passive waiting?
Signup and view all the answers
What is the purpose of associating a mutex with a condition variable?
What is the purpose of associating a mutex with a condition variable?
Signup and view all the answers
What is the effect of calling pthread_cond_wait()
?
What is the effect of calling pthread_cond_wait()
?
Signup and view all the answers
What is the purpose of pthread_cond_signal()
?
What is the purpose of pthread_cond_signal()
?
Signup and view all the answers
What is the purpose of a signaling mechanism in thread synchronization?
What is the purpose of a signaling mechanism in thread synchronization?
Signup and view all the answers
What is the importance of proper condition variable initialization and destruction?
What is the importance of proper condition variable initialization and destruction?
Signup and view all the answers
In a producer-consumer problem, what is the role of the shared buffer?
In a producer-consumer problem, what is the role of the shared buffer?
Signup and view all the answers
What is the purpose of the MPI_Barrier function?
What is the purpose of the MPI_Barrier function?
Signup and view all the answers
What is the role of the root process in MPI_Bcast?
What is the role of the root process in MPI_Bcast?
Signup and view all the answers
What is the purpose of the MPI_Reduce function?
What is the purpose of the MPI_Reduce function?
Signup and view all the answers
What is the purpose of the count parameter in MPI_Bcast?
What is the purpose of the count parameter in MPI_Bcast?
Signup and view all the answers
What is the purpose of the datatype parameter in MPI_Reduce?
What is the purpose of the datatype parameter in MPI_Reduce?
Signup and view all the answers
What is the effect of calling MPI_Barrier?
What is the effect of calling MPI_Barrier?
Signup and view all the answers
What is the purpose of the comm parameter in MPI_Bcast?
What is the purpose of the comm parameter in MPI_Bcast?
Signup and view all the answers
What is the purpose of the op parameter in MPI_Reduce?
What is the purpose of the op parameter in MPI_Reduce?
Signup and view all the answers
What is the purpose of the recvbuf parameter in MPI_Reduce?
What is the purpose of the recvbuf parameter in MPI_Reduce?
Signup and view all the answers
What is the difference between MPI_Bcast and MPI_Reduce?
What is the difference between MPI_Bcast and MPI_Reduce?
Signup and view all the answers
What is the purpose of the 'tag' parameter in the MPI_Send function?
What is the purpose of the 'tag' parameter in the MPI_Send function?
Signup and view all the answers
What is the purpose of the 'source' parameter in the MPI_Recv function?
What is the purpose of the 'source' parameter in the MPI_Recv function?
Signup and view all the answers
What is the purpose of the MPI_Comm_rank function?
What is the purpose of the MPI_Comm_rank function?
Signup and view all the answers
What is the purpose of the MPI_Comm_size function?
What is the purpose of the MPI_Comm_size function?
Signup and view all the answers
What is the purpose of the MPI_Finalize function?
What is the purpose of the MPI_Finalize function?
Signup and view all the answers
What is the purpose of the 'count' parameter in the MPI_Send function?
What is the purpose of the 'count' parameter in the MPI_Send function?
Signup and view all the answers
What is the purpose of the 'datatype' parameter in the MPI_Recv function?
What is the purpose of the 'datatype' parameter in the MPI_Recv function?
Signup and view all the answers
What is the purpose of the MPI_Init function?
What is the purpose of the MPI_Init function?
Signup and view all the answers
What is the purpose of the 'status' parameter in the MPI_Recv function?
What is the purpose of the 'status' parameter in the MPI_Recv function?
Signup and view all the answers
What is the purpose of the 'comm' parameter in the MPI_Send function?
What is the purpose of the 'comm' parameter in the MPI_Send function?
Signup and view all the answers
What is the primary difference between the Send function and the Ssend function in MPI?
What is the primary difference between the Send function and the Ssend function in MPI?
Signup and view all the answers
What is the primary motivation for using collective operations in MPI?
What is the primary motivation for using collective operations in MPI?
Signup and view all the answers
What is the purpose of the MPI_Get_count function?
What is the purpose of the MPI_Get_count function?
Signup and view all the answers
What is the primary characteristic of the Recv function in MPI?
What is the primary characteristic of the Recv function in MPI?
Signup and view all the answers
What is the primary requirement for successful message communication in MPI?
What is the primary requirement for successful message communication in MPI?
Signup and view all the answers
What is the primary motivation for using message-passing paradigm in parallel architectures?
What is the primary motivation for using message-passing paradigm in parallel architectures?
Signup and view all the answers
What is the primary advantage of using collectives in MPI?
What is the primary advantage of using collectives in MPI?
Signup and view all the answers
What is the function of the MPI_Init() function in MPI?
What is the function of the MPI_Init() function in MPI?
Signup and view all the answers
What is the purpose of the Synchronization Model in MPI?
What is the purpose of the Synchronization Model in MPI?
Signup and view all the answers
What is the purpose of the MPI_Comm_rank() function in MPI?
What is the purpose of the MPI_Comm_rank() function in MPI?
Signup and view all the answers
What is the purpose of the MPI_Comm_size() function in MPI?
What is the purpose of the MPI_Comm_size() function in MPI?
Signup and view all the answers
What is the primary characteristic of the Send function in MPI?
What is the primary characteristic of the Send function in MPI?
Signup and view all the answers
What is the purpose of the MPI_Datatype in MPI?
What is the purpose of the MPI_Datatype in MPI?
Signup and view all the answers
What is the significance of MPI_COMM_WORLD in MPI?
What is the significance of MPI_COMM_WORLD in MPI?
Signup and view all the answers
What is the primary benefit of using symmetric sender-receiver functions in MPI?
What is the primary benefit of using symmetric sender-receiver functions in MPI?
Signup and view all the answers
What is the purpose of the mpirun command in MPI?
What is the purpose of the mpirun command in MPI?
Signup and view all the answers
What is the Open MPI library?
What is the Open MPI library?
Signup and view all the answers
What is the purpose of the #include directive?
What is the purpose of the #include directive?
Signup and view all the answers
What is the significance of the Single Program Multiple Data (SPMD) approach?
What is the significance of the Single Program Multiple Data (SPMD) approach?
Signup and view all the answers
What is the primary advantage of using the message-passing paradigm?
What is the primary advantage of using the message-passing paradigm?
Signup and view all the answers
Study Notes
Pthreads and High-Performance Computing
- Pthreads is a library for developing parallel applications using shared memory.
- It assumes a POSIX-compliant operating system as its base.
- The library can be embedded in any programming language, usually C.
- Threads are created by invoking functions from the library.
Compiling and Executing Pthreads Programs
- To compile a Pthreads program, include the library headers with
#include
. - Use the linker option
-lpthread
to link the program. - Example compilation command:
gcc -lpthread hello.c -o hello
.
Pthread API for Creating and Joining Threads
- The
pthread_create
function creates a new thread:-
pthread_t* thread_p
: thread object reference -
const pthread_attr_t* attr_p
: creation attributes (can be NULL) -
void* (*start_routine)(void*)
: function to execute -
void* arg_p
: function argument
-
- The generic function header for the
start_routine
function is:void* start_routine(void* args_p);
Pthread API for Joining Threads
- The
pthread_join
function waits for a thread to terminate:-
pthread_t thread
: thread to wait for -
void** ret_val_p
: return value from the thread
-
Example Incremental Application
- The example application has three global variables:
-
long long n
: number of iterations -
long long thread_count
: number of threads -
long long sum
: global sum value
-
- The
Increment
function is executed by each thread:- It calculates its range of iterations based on its rank and the total number of iterations
- It prints its thread number and range of iterations
- It increments the global sum value within its range of iterations
Condition Variables
- A condition variable is a structure that allows threads to suspend execution until a certain event or condition occurs.
- When the event occurs, a signaling mechanism will "wake up" the locked threads to continue execution.
- A condition variable must be associated with a mutual exclusion (mutex) mechanism.
Condition Variables API
-
pthread_cond_wait(cv, mt)
function waits for the event to occur, and has a combined and atomic function of unlocking the mutex, waiting for the signal, and locking the mutex. -
pthread_cond_signal(cv)
function signals the occurrence of the event for any locked thread. -
pthread_cond_broadcast(cv)
function signals the occurrence of the event for all locked threads. -
pthread_cond_t
is the type of auxiliary structure for condition variables. -
pthread_cond_init
andpthread_cond_destroy
functions are used to initialize and terminate condition variables respectively.
Condition Variables Usage Pattern
- The pattern solves the problem of synchronization between threads without using active waiting.
- Threads invoke the
wait()
function, which only returns when the event is signaled. - All threads update the global state with a mutex and block.
- The last thread that detects the event or condition signals to all using
broadcast()
.
Barrier Example using Condition Variables
- The barrier example demonstrates synchronization between threads using condition variables.
- The pseudocode uses a mutex and a condition variable to synchronize threads.
- When all threads reach the barrier, they wait until all threads have reached it, and then they can proceed.
Producer-Consumer Example
- The producer-consumer problem is an example of synchronization between threads.
- A producer thread generates items for a buffer with limited size, and a consumer thread extracts items from the buffer.
- The producer can only execute if the buffer has space available, and the consumer can only execute if there is at least one item in the buffer.
Producer-Consumer Unbounded Buffer Example
- The example uses two condition variables:
notEmptyforConsumer
andnotFullforProducer
. - The producer thread waits on
notFullforProducer
if the buffer is full, and signals onnotEmptyforConsumer
when an item is produced. - The consumer thread waits on
notEmptyforConsumer
if the buffer is empty, and signals onnotFullforProducer
when an item is consumed.
Thread Execution Ordering
- The mutual exclusion mechanism ensures that only one thread can execute code that manipulates a shared resource at a time.
- Some problems are based on the ordering of thread execution, such as producer-consumer, reader-writer, and barrier problems.
Thread Synchronization Problems
- Producer-consumer: producer produces resources, and consumer consumes resources from a shared buffer.
- Reader-writer: readers read data, and writers change data, with restrictions on concurrent access.
- Barrier: threads invoke a barrier function, which blocks until all threads have reached it, and then unblocks for all threads.
MPI Basics
- MPI (Message Passing Interface) is a standard for parallel computing that allows processes to exchange data among themselves.
- MPI is based on the message-switching paradigm, where processes only send and receive messages to and from each other without sharing memory.
- The MPI standard defines an API for processes to exchange data among themselves.
MPI Initialization and Finalization
-
MPI_Init(int *argc, char ***argv)
is the function that must be invoked before any other MPI function in the program. - It receives the address of the main function parameters, or NULL.
-
MPI_Finalize()
is the function that terminates the MPI library in the process, after which no other MPI functions can be invoked.
Communication Groups
-
MPI_Comm_rank(MPI_Comm comm, int *rank)
returns a process identifier within the process set. -
MPI_Comm_size(MPI_Comm comm, int *size)
returns the size of the process set. -
MPI_COMM_WORLD
is a constant representing the set of all processes in an execution.
Point-to-Point Communication
- Communication between processes happens by sending and receiving messages.
- Each process executes a different part of the same code, through "if"s.
- Each process is identified by its rank value.
- A process executes a function to send: "Send", and another process executes a function to receive: "Recv".
MPI Send and Receive
-
MPI_Send(const void *buf, int count, MPI_Datatype datatype, int dest, int tag, MPI_Comm comm)
is used to send a message. -
MPI_Recv(void *buf, int count, MPI_Datatype datatype, int source, int tag, MPI_Comm comm, MPI_Status *status)
is used to receive a message.
MPI DataTypes
- MPI datatypes are used to specify the type of data being sent or received.
MPI Count
-
MPI_Get_count(const MPI_Status *status, MPI_Datatype datatype, int *count)
returns the number of elements received by the last message.
Synchronization Model
- The Send function can have a synchronous or deferred sending behavior.
- The Recv function is always synchronous, blocking until it receives a message.
- If the next message received does not match the reception parameters, the program may block!
Ssend Function
-
MPI_Ssend
is similar toMPI_Send
, but it is always synchronous and blocking, only ending when the message reaches the destination.
Collectives
- Collectives are used for group communication, where multiple processes exchange data.
- Examples of collectives include
MPI_Barrier
,MPI_Bcast
, andMPI_Reduce
.
MPI Barrier
-
MPI_Barrier(MPI_Comm comm)
is used to synchronize processes within a communication group. - All processes in the group must call this function before any process can proceed.
MPI Broadcast
-
MPI_Bcast(void *buffer, int count, MPI_Datatype datatype, int root, MPI_Comm comm)
is used to broadcast a message from one process to all other processes in the group. - The root process sends the data, and all other processes receive the data.
MPI Reduce
-
MPI_Reduce(const void *sendbuf, void *recvbuf, int count, MPI_Datatype datatype, MPI_Op op, int root, MPI_Comm comm)
is used to collect a value from all processes and apply an aggregation function. - The result is merged in the root process.
MPI Compilation and Execution
- MPI programs can be compiled using the
mpicc
wrapper around the system compiler. - The program can be executed using the
mpirun
command with the-n
option to specify the number of processes.
Studying That Suits You
Use AI to generate personalized quizzes and flashcards to suit your learning preferences.
Description
This quiz covers the basics of Pthreads, a library for developing parallel applications using shared memory. It explains how to compile and execute Pthreads programs, including including library headers and invoking functions from the library.