chore: import upstream snapshot with attribution
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.. _namespaces-guide:
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Using Namespaces
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================
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A namespace is a logical grouping of jobs and named actors. When an actor is
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named, its name must be unique within the namespace.
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In order to set your applications namespace, it should be specified when you
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first connect to the cluster.
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.. tab-set::
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.. tab-item:: Python
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.. literalinclude:: ./doc_code/namespaces.py
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:language: python
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:start-after: __init_namespace_start__
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:end-before: __init_namespace_end__
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.. tab-item:: Java
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.. code-block:: java
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System.setProperty("ray.job.namespace", "hello"); // set it before Ray.init()
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Ray.init();
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.. tab-item:: C++
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.. code-block:: c++
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ray::RayConfig config;
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config.ray_namespace = "hello";
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ray::Init(config);
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Please refer to `Driver Options <configure.html#driver-options>`__ for ways of configuring a Java application.
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Named actors are only accessible within their namespaces.
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.. tab-set::
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.. tab-item:: Python
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.. literalinclude:: ./doc_code/namespaces.py
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:language: python
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:start-after: __actor_namespace_start__
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:end-before: __actor_namespace_end__
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.. tab-item:: Java
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.. code-block:: java
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// `ray start --head` has been run to launch a local cluster.
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// Job 1 creates two actors, "orange" and "purple" in the "colors" namespace.
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System.setProperty("ray.address", "localhost:10001");
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System.setProperty("ray.job.namespace", "colors");
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try {
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Ray.init();
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Ray.actor(Actor::new).setName("orange").remote();
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Ray.actor(Actor::new).setName("purple").remote();
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} finally {
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Ray.shutdown();
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}
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// Job 2 is now connecting to a different namespace.
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System.setProperty("ray.address", "localhost:10001");
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System.setProperty("ray.job.namespace", "fruits");
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try {
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Ray.init();
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// This fails because "orange" was defined in the "colors" namespace.
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Ray.getActor("orange").isPresent(); // return false
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// This succeeds because the name "orange" is unused in this namespace.
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Ray.actor(Actor::new).setName("orange").remote();
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Ray.actor(Actor::new).setName("watermelon").remote();
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} finally {
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Ray.shutdown();
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}
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// Job 3 connects to the original "colors" namespace.
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System.setProperty("ray.address", "localhost:10001");
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System.setProperty("ray.job.namespace", "colors");
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try {
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Ray.init();
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// This fails because "watermelon" was in the fruits namespace.
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Ray.getActor("watermelon").isPresent(); // return false
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// This returns the "orange" actor we created in the first job, not the second.
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Ray.getActor("orange").isPresent(); // return true
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} finally {
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Ray.shutdown();
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}
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.. tab-item:: C++
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.. code-block:: c++
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// `ray start --head` has been run to launch a local cluster.
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// Job 1 creates two actors, "orange" and "purple" in the "colors" namespace.
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ray::RayConfig config;
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config.ray_namespace = "colors";
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ray::Init(config);
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("orange").Remote();
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("purple").Remote();
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ray::Shutdown();
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// Job 2 is now connecting to a different namespace.
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ray::RayConfig config;
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config.ray_namespace = "fruits";
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ray::Init(config);
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// This fails because "orange" was defined in the "colors" namespace.
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ray::GetActor<Counter>("orange"); // return nullptr;
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// This succeeds because the name "orange" is unused in this namespace.
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("orange").Remote();
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("watermelon").Remote();
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ray::Shutdown();
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// Job 3 connects to the original "colors" namespace.
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ray::RayConfig config;
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config.ray_namespace = "colors";
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ray::Init(config);
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// This fails because "watermelon" was in the fruits namespace.
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ray::GetActor<Counter>("watermelon"); // return nullptr;
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// This returns the "orange" actor we created in the first job, not the second.
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ray::GetActor<Counter>("orange");
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ray::Shutdown();
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Specifying namespace for named actors
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-------------------------------------
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You can specify a namespace for a named actor while creating it. The created actor belongs to
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the specified namespace, no matter what namespace of the current job is.
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.. tab-set::
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.. tab-item:: Python
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.. literalinclude:: ./doc_code/namespaces.py
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:language: python
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:start-after: __specify_actor_namespace_start__
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:end-before: __specify_actor_namespace_end__
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.. tab-item:: Java
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.. code-block:: java
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// `ray start --head` has been run to launch a local cluster.
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System.setProperty("ray.address", "localhost:10001");
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try {
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Ray.init();
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// Create an actor with specified namespace.
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Ray.actor(Actor::new).setName("my_actor", "actor_namespace").remote();
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// It is accessible in its namespace.
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Ray.getActor("my_actor", "actor_namespace").isPresent(); // return true
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} finally {
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Ray.shutdown();
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}
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.. tab-item:: C++
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.. code-block:: c++
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// `ray start --head` has been run to launch a local cluster.
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ray::RayConfig config;
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ray::Init(config);
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// Create an actor with specified namespace.
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("my_actor", "actor_namespace").Remote();
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// It is accessible in its namespace.
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ray::GetActor<Counter>("my_actor", "actor_namespace");
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ray::Shutdown();
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Anonymous namespaces
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--------------------
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When a namespace is not specified, Ray will place your job in an anonymous
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namespace. In an anonymous namespace, your job will have its own namespace and
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will not have access to actors in other namespaces.
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.. tab-set::
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.. tab-item:: Python
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.. literalinclude:: ./doc_code/namespaces.py
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:language: python
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:start-after: __anonymous_namespace_start__
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:end-before: __anonymous_namespace_end__
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.. tab-item:: Java
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.. code-block:: java
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// `ray start --head` has been run to launch a local cluster.
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// Job 1 connects to an anonymous namespace by default.
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System.setProperty("ray.address", "localhost:10001");
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try {
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Ray.init();
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Ray.actor(Actor::new).setName("my_actor").remote();
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} finally {
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Ray.shutdown();
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}
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// Job 2 connects to a _different_ anonymous namespace by default
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System.setProperty("ray.address", "localhost:10001");
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try {
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Ray.init();
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// This succeeds because the second job is in its own namespace.
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Ray.actor(Actor::new).setName("my_actor").remote();
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} finally {
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Ray.shutdown();
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}
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.. tab-item:: C++
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.. code-block:: c++
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// `ray start --head` has been run to launch a local cluster.
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// Job 1 connects to an anonymous namespace by default.
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ray::RayConfig config;
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ray::Init(config);
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("my_actor").Remote();
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ray::Shutdown();
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// Job 2 connects to a _different_ anonymous namespace by default
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ray::RayConfig config;
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ray::Init(config);
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// This succeeds because the second job is in its own namespace.
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ray::Actor(RAY_FUNC(Counter::FactoryCreate)).SetName("my_actor").Remote();
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ray::Shutdown();
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.. note::
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Anonymous namespaces are implemented as UUID's. This makes it possible for
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a future job to manually connect to an existing anonymous namespace, but
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it is not recommended.
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Getting the current namespace
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-----------------------------
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You can access to the current namespace using :ref:`runtime_context APIs <runtime-context-apis>`.
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.. tab-set::
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.. tab-item:: Python
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.. literalinclude:: ./doc_code/namespaces.py
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:language: python
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:start-after: __get_namespace_start__
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:end-before: __get_namespace_end__
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.. tab-item:: Java
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.. code-block:: java
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System.setProperty("ray.job.namespace", "colors");
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try {
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Ray.init();
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// Will print namespace name "colors".
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System.out.println(Ray.getRuntimeContext().getNamespace());
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} finally {
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Ray.shutdown();
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}
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.. tab-item:: C++
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.. code-block:: c++
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ray::RayConfig config;
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config.ray_namespace = "colors";
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ray::Init(config);
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// Will print namespace name "colors".
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std::cout << ray::GetNamespace() << std::endl;
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ray::Shutdown();
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