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fix some errors and warnings in the doc generation
[simgrid.git] / examples / s4u / README.rst
index a1f2bf4..5adf1d3 100644 (file)
@@ -9,16 +9,15 @@
 .. documentation, but it should remain readable directly.
 
 
-------------
 S4U Examples
-------------
+************
 
 SimGrid comes with an extensive set of examples, documented on this
 page. Most of them only demonstrate one single feature, with some
 larger examplars listed below. 
 
-Each of these examples can be found in a subdirectory under
-examples/s4u in the archive. It contains the source code (also listed
+The C++ examples can be found under examples/s4u while python examples
+are in examples/python. Each such directory contains the source code (also listed
 from this page), and the so-called tesh file containing how to call
 the binary obtained by compiling this example and also the expected
 output. Tesh files are used to turn each of our examples into an
@@ -28,24 +27,42 @@ A good way to bootstrap your own project is to copy and combine some
 of the provided examples to constitute the skeleton of what you plan
 to simulate.
 
-...........................
+===========================
 Actors: the Active Entities
-...........................
+===========================
 
 
 Starting and Stoping Actors
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
+---------------------------
 
   - **Creating actors:**
     Most actors are started from the deployment XML file, but there is other methods.
     This example show them all.
-    |br| `examples/s4u/actor-create/s4u-actor-create.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-create/s4u-actor-create.cpp>`_
+    `examples/python/actor-create/actor-create_d.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-create/actor-create_d.xml>`_
     
+    - |cpp| `examples/s4u/actor-create/s4u-actor-create.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-create/s4u-actor-create.cpp>`_
+    - |py|  `examples/python/actor-create/actor-create.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-create/actor-create.py>`_
+
+  - **React to the end of actors:**
+    You can attach a callback to the end of actors. There is two ways
+    of doing so, depending of whether you want your callback to be
+    executed when a specific actor ends (with ```this_actor::on_exit()```)
+    or whether it should be executed when any actor ends (with
+    ```Actor::on_destruction()```)
+
+    - |cpp| `examples/s4u/actor-exiting/s4u-actor-exiting.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-exiting/s4u-actor-exiting.cpp>`_
+
   - **Kill actors:**
-    Actors can forcefully stop other actors with the 
-    :cpp:func:`void simgrid::s4u::Actor::kill(void)` or the 
-    :cpp:func:`void simgrid::s4u::Actor::kill(aid_t)` methods.
-    |br| `examples/s4u/actor-kill/s4u-actor-kill.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-kill/s4u-actor-kill.cpp>`_
+    Actors can forcefully stop other actors.
+    
+    - |cpp| `examples/s4u/actor-kill/s4u-actor-kill.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-kill/s4u-actor-kill.cpp>`_
+      :cpp:func:`void simgrid::s4u::Actor::kill(void)`,
+      :cpp:func:`void simgrid::s4u::Actor::kill_all()`,
+      :cpp:func:`simgrid::s4u::this_actor::exit`.
+    - |py| `examples/python/actor-kill/actor-kill.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-kill/actor-kill.py>`_
+      :py:func:`simgrid.Actor.kill`,
+      :py:func:`simgrid.Actor.kill_all`, 
+      :py:func:`simgrid.this_actor.exit`.
 
   - **Controling the actor life cycle from the XML:**
     You can specify a start time and a kill time in the deployment
@@ -56,35 +73,55 @@ Starting and Stoping Actors
   - **Daemonize actors:**
     Some actors may be intended to simulate daemons that run in background. This example show how to transform a regular
     actor into a daemon that will be automatically killed once the simulation is over.
-    |br| `examples/s4u/actor-daemon/s4u-actor-daemon.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-daemon/s4u-actor-daemon.cpp>`_
+    
+    - |cpp| `examples/s4u/actor-daemon/s4u-actor-daemon.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-daemon/s4u-actor-daemon.cpp>`_
+    - |py|  `examples/python/actor-daemon/actor-daemon.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-daemon/actor-daemon.py>`_
     
 Inter-Actors Interactions
-^^^^^^^^^^^^^^^^^^^^^^^^^
+-------------------------
+
+See also the examples on :ref:`inter-actors communications
+<s4u_ex_communication>` and the ones on :ref:`classical
+synchronization objects <s4u_ex_IPC>`.
 
   - **Suspend and Resume actors:**    
-    Actors can be suspended and resumed during their executions thanks
-    to :cpp:func:`simgrid::s4u::Actor::suspend()` and
-    :cpp:func:`simgrid::s4u::Actor::resume()`.
-    |br| `examples/s4u/actor-suspend/s4u-actor-suspend.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-suspend/s4u-actor-suspend.cpp>`_
+    Actors can be suspended and resumed during their executions.
+    
+    - |cpp| `examples/s4u/actor-suspend/s4u-actor-suspend.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-suspend/s4u-actor-suspend.cpp>`_
+      :cpp:func:`simgrid::s4u::this_actor::suspend()`,
+      :cpp:func:`simgrid::s4u::Actor::suspend()`, :cpp:func:`simgrid::s4u::Actor::resume()`, :cpp:func:`simgrid::s4u::Actor::is_suspended()`.
+    - |py|  `examples/python/actor-suspend/actor-suspend.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-suspend/actor-suspend.py>`_
+      :py:func:`simgrid.this_actor.suspend()`,
+      :py:func:`simgrid.Actor.suspend()`, :py:func:`simgrid.Actor.resume()`, :py:func:`simgrid.Actor.is_suspended()`.
 
   - **Migrating Actors:**
-    Actors can move or be moved from a host to another with
-    :cpp:func:`simgrid::s4u::this_actor::migrate()`.
-    |br| `examples/s4u/actor-migration/s4u-actor-migration.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-migration/s4u-actor-migration.cpp>`_
+    Actors can move or be moved from a host to another very easily.
+    
+    - |cpp| `examples/s4u/actor-migrate/s4u-actor-migrate.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-migrate/s4u-actor-migrate.cpp>`_
+      :cpp:func:`simgrid::s4u::this_actor::migrate()`
+    - |py|  `examples/python/actor-migrate/actor-migrate.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-migrate/actor-migrate.py>`_
+      :py:func:`simgrid.this_actor.migrate()`
 
   - **Waiting for the termination of an actor:** (joining on it)
-    :cpp:func:`simgrid::s4u::Actor::join()` allows to block the current
-    actor until the end of the receiving actor.
-    |br| `examples/s4u/actor-join/s4u-actor-join.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-join/s4u-actor-join.cpp>`_
-
-  - **Yielding to other actor**.
-    The :cpp:func:`simgrid::s4u::this_actor::yield()` function interrupts the
-    execution of the current actor, leaving a chance to the other actors
-    that are ready to run at this timestamp.
-    |br| `examples/s4u/actor-yield/s4u-actor-yield.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-yield/s4u-actor-yield.cpp>`_
+    You can block the current actor until the end of another actor.
+    
+    - |cpp| `examples/s4u/actor-join/s4u-actor-join.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-join/s4u-actor-join.cpp>`_
+      :cpp:func:`simgrid::s4u::Actor::join()`
+    - |py|  `examples/python/actor-join/actor-join.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-join/actor-join.py>`_
+      :py:func:`simgrid.Actor.join()`
+
+  - **Yielding to other actors**.
+    The ```yield()``` function interrupts the execution of the current
+    actor, leaving a chance to the other actors that are ready to run
+    at this timestamp.
+    
+    - |cpp| `examples/s4u/actor-yield/s4u-actor-yield.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/actor-yield/s4u-actor-yield.cpp>`_
+      :cpp:func:`simgrid::s4u::this_actor::yield()`
+    - |py|  `examples/python/actor-yield/actor-yield.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/actor-yield/actor-yield.py>`_
+      :py:func:`simgrid.this_actor.yield_()`
 
 Traces Replay as a Workload
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
+---------------------------
 
 This section details how to run trace-driven simulations. It is very
 handy when you want to test an algorithm or protocol that only react
@@ -112,37 +149,50 @@ also the tesh files in the example directories for details.
     primitives (open, read, close).
     |br| `examples/s4u/replay-storage/s4u-replay-storage.cpp  <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/replay-storage/s4u-replay-storage.cpp>`_
 
-..........................
+==========================
 Activities: what Actors do
-..........................
+==========================
+
+.. _s4u_ex_communication:
 
 Communications on the Network
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+-----------------------------
 
  - **Basic asynchronous communications:**
    Illustrates how to have non-blocking communications, that are
    communications running in the background leaving the process free
-   to do something else during their completion. The main functions
-   involved are :cpp:func:`simgrid::s4u::Mailbox::put_async()` and 
-   :cpp:func:`simgrid::s4u::Comm::wait()`.
-   |br| `examples/s4u/async-wait/s4u-async-wait.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-wait/s4u-async-wait.cpp>`_
+   to do something else during their completion. 
+   
+   - |cpp| `examples/s4u/async-wait/s4u-async-wait.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-wait/s4u-async-wait.cpp>`_
+     :cpp:func:`simgrid::s4u::Mailbox::put_async()` and :cpp:func:`simgrid::s4u::Comm::wait()`
+   - |py|  `examples/python/async-wait/async-wait.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/async-wait/async-wait.py>`_
+     :py:func:`simgrid.Mailbox.put_async()` :py:func:`simgrid.Comm.wait()`
 
  - **Waiting for all communications in a set:**
-   The :cpp:func:`simgrid::s4u::Comm::wait_all()` function is useful
-   when you want to block until all activities in a given set have
-   completed. 
-   |br| `examples/s4u/async-waitall/s4u-async-waitall.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-waitall/s4u-async-waitall.cpp>`_
+   The `wait_all()` function is useful when you want to block until
+   all activities in a given set have completed. 
+   
+   - |cpp| `examples/s4u/async-waitall/s4u-async-waitall.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-waitall/s4u-async-waitall.cpp>`_
+     :cpp:func:`simgrid::s4u::Comm::wait_all()`
+   - |py| `examples/python/async-waitall/async-waitall.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/async-waitall/async-waitall.py>`_
+     :py:func:`simgrid.Comm.wait_all()`
 
  - **Waiting for the first completed communication in a set:**
-   The :cpp:func:`simgrid::s4u::Comm::wait_any()` function is useful
+   The `wait_any()` function is useful
    when you want to block until one activity of the set completes, no
-   matter which terminates first.    
-   |br| `examples/s4u/async-waitany/s4u-async-waitany.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-waitany/s4u-async-waitany.cpp>`_
-
-.. todo:: add the `ready` example here
+   matter which terminates first.
    
+   - |cpp| `examples/s4u/async-waitany/s4u-async-waitany.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/async-waitany/s4u-async-waitany.cpp>`_
+     :cpp:func:`simgrid::s4u::Comm::wait_any()`
+   - |py| `examples/python/async-waitany/async-waitany.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/async-waitany/async-waitany.py>`_
+     :py:func:`simgrid.Comm.wait_any()`
+     
+.. todo:: review the `ready` and `waituntil` examples and add them here.
+   
+.. _s4u_ex_execution:
+
 Executions on the CPU
-^^^^^^^^^^^^^^^^^^^^^
+---------------------
 
   - **Basic execution:**
     The computations done in your program are not reported to the
@@ -150,35 +200,43 @@ Executions on the CPU
     the actor until a given amount of flops gets computed on its simulated
     host. Some executions can be given an higher priority so that they
     get more resources.
-    |br| `examples/s4u/exec-basic/s4u-exec-basic.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-basic/s4u-exec-basic.cpp>`_
+    
+    - |cpp| `examples/s4u/exec-basic/s4u-exec-basic.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-basic/s4u-exec-basic.cpp>`_
+    - |py|  `examples/python/exec-basic/exec-basic.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/exec-basic/exec-basic.py>`_
 
   - **Asynchronous execution:**
     You can start asynchronous executions, just like you would fire
     background threads.
-    |br| `examples/s4u/exec-async/s4u-exec-async.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-async/s4u-exec-async.cpp>`_
     
-  - **Monitoring asynchronous executions:**
-    This example shows how to start an asynchronous execution, and
-    monitor its status.
-    |br| `examples/s4u/exec-monitor/s4u-exec-monitor.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-monitor/s4u-exec-monitor.cpp>`_
+    - |cpp| `examples/s4u/exec-async/s4u-exec-async.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-async/s4u-exec-async.cpp>`_
+    - |py|  `examples/python/exec-async/exec-async.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/exec-async/exec-async.py>`_
     
   - **Remote execution:**
-    Before its start, you can change the host on which a given execution will occur.
-    |br| `examples/s4u/exec-remote/s4u-exec-remote.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-remote/s4u-exec-remote.cpp>`_
-
-  - **Using Pstates on a host:**
-    Shows how define a set of pstatesfor a host in the XML, and how the current
-    pstate can be accessed/changed with :cpp:func:`simgrid::s4u::Host::get_pstate_speed` and :cpp:func:`simgrid::s4u::Host::set_pstate`.
-    |br| `examples/s4u/exec-dvfs/s4u-exec-dvfs.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-dvfs/s4u-exec-dvfs.cpp>`_
-    |br| `examples/platforms/energy_platform.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/energy_platform.xml>`_
+    You can start executions on remote hosts, or even change the host
+    on which they occur during their execution.
+    
+    - |cpp| `examples/s4u/exec-remote/s4u-exec-remote.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-remote/s4u-exec-remote.cpp>`_
+    - |py| `examples/python/exec-remote/exec-remote.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/exec-remote/exec-remote.py>`_
 
-  - **Parallel tasks:**
+  - **Parallel executions:**
     These objects are convenient abstractions of parallel
-    computational kernels that span over several machines. 
+    computational kernels that span over several machines, such as a
+    PDGEM and the other ScaLAPACK routines. Note that this only works
+    with the "ptask_L07" host model (``--cfg=host/model:ptask_L07``).
     |br| `examples/s4u/exec-ptask/s4u-exec-ptask.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-ptask/s4u-exec-ptask.cpp>`_
+    
+  - **Using Pstates on a host:**
+    `examples/platforms/energy_platform.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/energy_platform.xml>`_
+    shows how define a set of pstates in the XML. The current pstate
+    of an host can then be accessed and changed from the program.
+
+    - |cpp| `examples/s4u/exec-dvfs/s4u-exec-dvfs.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/exec-dvfs/s4u-exec-dvfs.cpp>`_
+      :cpp:func:`simgrid::s4u::Host::get_pstate_speed` and :cpp:func:`simgrid::s4u::Host::set_pstate`.
+    - |py|  `examples/python/exec-dvfs/exec-dvfs.py <https://framagit.org/simgrid/simgrid/tree/master/examples/python/exec-dvfs/exec-dvfs.py>`_
+      :py:func:`Host.get_pstate_speed` and :py:func:`Host.set_pstate`.
 
 I/O on Disks and Files
-^^^^^^^^^^^^^^^^^^^^^^
+----------------------
 
 SimGrid provides two levels of abstraction to interact with the
 simulated storages. At the simplest level, you simply create read and
@@ -204,8 +262,10 @@ result in short reads and short write, as in reality.
     i.e. when the accessed disk is not mounted on the caller's host.
     |br| `examples/s4u/io-file-remote/s4u-io-file-remote.cpp  <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/io-file-remote/s4u-io-file-remote.cpp>`_
 
+.. _s4u_ex_IPC:
+
 Classical synchronization objects
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+---------------------------------
 
  - **Mutex:**
    Shows how to use simgrid::s4u::Mutex synchronization objects.
@@ -215,9 +275,13 @@ Classical synchronization objects
    Shows how to use simgrid::s4u::Barrier synchronization objects.
    |br| `examples/s4u/synchro-barrier/s4u-synchro-barrier.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/synchro-barrier/s4u-synchro-barrier.cpp>`_
 
-.............................
-Interacting with the platform
-.............................
+ - **Semaphore:**
+   Shows how to use simgrid::s4u::Semaphore synchronization objects.
+   |br| `examples/s4u/synchro-semaphore/s4u-synchro-semaphore.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/synchro-semaphore/s4u-synchro-semaphore.cpp>`_
+
+=============================
+Interacting with the Platform
+=============================
 
  - **Retrieving the list of hosts matching a given criteria:**
    Shows how to filter the actors that match a given criteria.
@@ -239,9 +303,22 @@ Interacting with the platform
    |br| `examples/s4u/platform-properties/s4u-platform-properties_d.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/platform-properties/s4u-platform-properties_d.xml>`_
    |br| `examples/platforms/prop.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/prop.xml>`_
 
-.................
+ - **Specifying state profiles:** shows how to specify when the
+   resources must be turned off and on again, and how to react to such
+   failures in your code.
+   
+   |br| `examples/platforms/small_platform_with_failure.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/small_platform_with_failure.xml>`_
+   |br| The state profiles in `examples/platforms/profiles <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/profiles>`_
+
+ - **Specifying speed profiles:** shows how to specify an external
+   load to resources, variating their peak speed over time.
+   
+   |br| `examples/platforms/small_platform_profile.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/small_platform_profile.xml>`_
+   |br| The speed, bandwidth and latency profiles in `examples/platforms/profiles  <https://framagit.org/simgrid/simgrid/tree/master/examples/platforms/profiles>`_
+
+=================
 Energy Simulation
-.................
+=================
 
   - **Describing the energy profiles in the platform:**
     This platform file contains the energy profile of each links and
@@ -266,9 +343,9 @@ Energy Simulation
     |br| `examples/s4u/energy-boot/platform_boot.xml <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/energy-boot/platform_boot.xml>`_
     |br| `examples/s4u/energy-boot/s4u-energy-boot.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/energy-boot/s4u-energy-boot.cpp>`_
 
-.......................
+=======================
 Tracing and Visualizing
-.......................
+=======================
 
 Tracing can be activated by various configuration options which
 are illustrated in these example. See also the 
@@ -283,9 +360,9 @@ options to see the task executions:
     ``--cfg=tracing:yes --cfg=tracing/categorized:yes``
     |br| `examples/s4u/trace-platform/s4u-trace-platform.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/trace-platform/s4u-trace-platform.cpp>`_
 
-........................
+========================
 Larger SimGrid Examplars
-........................
+========================
 
 This section contains application examples that are somewhat larger
 than the previous examples.
@@ -312,7 +389,7 @@ than the previous examples.
     |br| `examples/s4u/app-masterworkers/s4u-app-masterworkers-fun.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/app-masterworkers/s4u-app-masterworkers-fun.cpp>`_
     
 Data diffusion
-^^^^^^^^^^^^^^
+--------------
 
   - **Bit Torrent:** 
     Classical protocol for Peer-to-Peer data diffusion.
@@ -323,7 +400,7 @@ Data diffusion
     |br| `examples/s4u/app-chainsend/s4u-app-chainsend.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/app-chainsend/s4u-app-chainsend.cpp>`_
 
 Distributed Hash Tables (DHT)
-^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
+-----------------------------
 
   - **Chord Protocol** 
     One of the most famous DHT protocol.
@@ -331,6 +408,31 @@ Distributed Hash Tables (DHT)
 
 .. TODO:: document here the examples about plugins
 
+=======================
+Model-Checking Examples
+=======================
+
+The model-checker can be used to exhaustively search for issues in the
+tested application. It must be activated at compile time, but this
+mode is rather experimental in SimGrid (as of v3.22). You should not
+enable it unless you really want to formally verify your applications:
+SimGrid is slower and maybe less robust when MC is enabled.
+
+  - **Failing assert**
+    In this example, two actors send some data to a central server,
+    which asserts that the messages are always received in the same order.
+    This is obviously wrong, and the model-checker correctly finds a
+    counter-example to that assertion.
+    |br| `examples/s4u/mc-failing-assert/s4u-mc-failing-assert.cpp <https://framagit.org/simgrid/simgrid/tree/master/examples/s4u/mc-failing-assert/s4u-mc-failing-assert.cpp>`_
+
 .. |br| raw:: html
 
    <br />
+
+.. |cpp| image:: /img/lang_cpp.png
+   :align: middle
+   :width: 12
+
+.. |py| image:: /img/lang_python.png
+   :align: middle
+   :width: 12