====== HOWTO build a simple RT application ======
The POSIX API forms the basis of real-time applications running under
PREEMPT_RT.  For the real-time thread a POSIX thread is used
(pthread).  Every real-time application needs proper handling in
several basic areas like scheduling, priority, memory locking and
stack prefaulting.
===== Basic prerequisites =====
Three basic prerequisites are introduced in the next subsections,
followed by a short example illustrating those aspects.
==== Scheduling and priority ====
The [[realtime:documentation:technical_basics:sched_policy_prio:start|scheduling policy]] as well as the priority
must be set by the application explicitly. There are two possibilities
for this:
  - **Using ''sched_setscheduler()''** \\  
This funcion needs to be called in the start routine of the pthread
before calculating RT specific stuff.
  - **Using pthread attributes** \\ 
The functions ''pthread_attr_setschedpolicy()'' and
''pthread_attr_setschedparam()''offer the interfaces to set policy and
priority.  Furthermore scheduler inheritance needs to be set properly
to PTHREAD_EXPLICIT_SCHED by using ''pthread_attr_setinheritsched()''.
This forces the new thread to use the policy and priority specified by
the pthread attributes and not to use the inherit scheduling of the
thread which created the real-time thread.
  - **Problems with pthread condition variables** \\ 
Multithreaded applications which rely on glibc's libpthread are prone to unexpected latency delays since its condition variable implementation does not honor priority inheritance ([[https://sourceware.org/bugzilla/show_bug.cgi?id=11588|bugzilla]]). Unfortunately glibc's DNS resolver and asynchronous I/O implementations depend in turn on these condition variables.
[[https://github.com/dvhart/librtpi|librtpi]] is an alternative LGPL-licensed pthread implementation which supports priority inheritance, and whose API is as close to glibc's as possible.  The alternative [[https://www.musl-libc.org/|MUSL libc]] has a pthread condition variable implementation similar to glibc's.
==== Memory locking ====
See [[realtime:documentation:howto:applications:memory#Memory Locking | here]]
==== Stack for RT thread ====
See [[realtime:documentation:howto:applications:memory#Stack Memory for RT threads | here]]
==== Capabilities: running the app with RT priority as a non-root user ====
Several of the Pthread APIs, like ''mlockall()'', ''pthread_attr_setschedpolicy()'', by default and convention require root in order to successfully get their work done. Thus, RT apps - which need to set an RT sched policy and priority -  are often run via ''sudo''. 
There's a far better approach to this; ''sudo'' gives the process root capabilities. This interests hackers :-).
Instead, you should leverage the powerful POSIX **Capabilities** model! This way, the process (and threads) get _only_ the capabilities they require and nothing more. This follows the infosec best practice, the //principle of least privilege//.
Apps start out with no capabilities by default; also note that capabilities are a per-thread resource (essentially translating to bitmasks with the task structure,which is per-thread of course). Among the various capability bits, the man page on ''capabilities(7)'' shows that **''CAP_SYS_NICE''** is the appropriate capability to use in this circumstance; a snippet from the ''capabilities(7)'' man page reveals this:
...
**CAP_SYS_NICE**
  * Lower the process nice value (nice(2), setpriority(2)) and change the nice value for arbitrary processes;
  * **set  real-time  scheduling  policies  for  calling process, and set scheduling policies and priorities for arbitrary processes (sched_setscheduler(2), sched_setparam(2), sched_setattr(2));**
  * set CPU affinity for arbitrary processes (sched_setaffinity(2));
  * set I/O scheduling class and priority for arbitrary processes (ioprio_set(2));
  * apply migrate_pages(2) to arbitrary processes and allow processes to be migrated to arbitrary nodes;
  * apply move_pages(2) to arbitrary processes;
  * use the MPOL_MF_MOVE_ALL flag with mbind(2) and move_pages(2). ...
**//Ok, great, but how exactly is this capability bit to be set on the app?//
**
  - One approach is to do so programatically, via the ''capget()/capset()'' system calls. (Note that's it's generally easier to use the libcap library wrappers, ''cap_[g|s]et_proc(3)'': [[https://man7.org/linux/man-pages/man3/cap_get_proc.3.html]]. This man page even provides a small example of doing so).
  - Another easy way is to leverage systemd and run your app as a service; in the service unit, specify the capability (see the man page on systemd.exec(5); [[https://www.freedesktop.org/software/systemd/man/systemd.exec.html#Capabilities]].
  - Perhaps the easiest way: via the ''setcap(8)'' utility (it's man page: [[https://man7.org/linux/man-pages/man8/setcap.8.html]]). The setcap/getcap are typically part of the libcap package. For example:
    ''sudo setcap CAP_SYS_NICE+eip ''
You could put this line in the app Makefile (or equivalent).
(The ''getcap(8)'' utility can be used to verify that the 'dumb-capability' binary now has the ''CAP_SYS_NICE'' bit set)!
And you're all set to run it as non-root now, a much more secure approach.
===== Example =====
/*                                                                  
 * POSIX Real Time Example
 * using a single pthread as RT thread
 */
 
#include 
#include 
#include 
#include 
#include 
#include 
void *thread_func(void *data)
{
        /* Do RT specific stuff here */
        return NULL;
}
 
int main(int argc, char* argv[])
{
        struct sched_param param;
        pthread_attr_t attr;
        pthread_t thread;
        int ret;
 
        /* Lock memory */
        if(mlockall(MCL_CURRENT|MCL_FUTURE) == -1) {
                printf("mlockall failed: %m\n");
                exit(-2);
        }
        /* Initialize pthread attributes (default values) */
        ret = pthread_attr_init(&attr);
        if (ret) {
                printf("init pthread attributes failed\n");
                goto out;
        }
        /* Set a specific stack size  */
        ret = pthread_attr_setstacksize(&attr, PTHREAD_STACK_MIN);
        if (ret) {
            printf("pthread setstacksize failed\n");
            goto out;
        }
        /* Set scheduler policy and priority of pthread */
        ret = pthread_attr_setschedpolicy(&attr, SCHED_FIFO);
        if (ret) {
                printf("pthread setschedpolicy failed\n");
                goto out;
        }
        param.sched_priority = 80;
        ret = pthread_attr_setschedparam(&attr, ¶m);
        if (ret) {
                printf("pthread setschedparam failed\n");
                goto out;
        }
        /* Use scheduling parameters of attr */
        ret = pthread_attr_setinheritsched(&attr, PTHREAD_EXPLICIT_SCHED);
        if (ret) {
                printf("pthread setinheritsched failed\n");
                goto out;
        }
 
        /* Create a pthread with specified attributes */
        ret = pthread_create(&thread, &attr, thread_func, NULL);
        if (ret) {
                printf("create pthread failed\n");
                goto out;
        }
 
        /* Join the thread and wait until it is done */
        ret = pthread_join(thread, NULL);
        if (ret)
                printf("join pthread failed: %m\n");
 
out:
        return ret;
}