[Doc] Cross language page (#10471)

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fyrestone
2020-09-08 16:51:40 +08:00
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Cross-language programming
==========================
This page will show you how to use Ray's cross-language programming feature.
Python calling Java
-------------------
Suppose we have a Java static method and a Java class as follows:
.. code-block:: java
package io.ray.demo;
public class Math {
public static int add(int a, int b) {
return a + b;
}
}
.. code-block:: java
package io.ray.demo;
// A regular Java class.
public class Counter {
private int value = 0;
public int increment() {
this.value += 1;
return this.value;
}
}
Then, in Python, we can call the above Java remote function, or create an actor
from the above Java class.
.. code-block:: python
import ray
ray.init(_load_code_from_local=True)
# Define a Java class.
counter_class = ray.java_actor_class(
"io.ray.demo.Counter")
# Create a Java actor and call actor method.
counter = counter_class.remote()
obj_ref1 = counter.increment.remote()
assert ray.get(obj_ref1) == 1
obj_ref2 = counter.increment.remote()
assert ray.get(obj_ref2) == 2
# Define a Java function.
add_function = ray.java_function(
"io.ray.demo.Math", "add")
# Call the Java remote function.
obj_ref3 = add_function.remote(1, 2)
assert ray.get(obj_ref3) == 3
ray.shutdown()
Java calling Python
-------------------
Suppose we have a Python module as follows:
.. code-block:: python
# ray_demo.py
import ray
@ray.remote
class Counter(object):
def __init__(self):
self.value = 0
def increment(self):
self.value += 1
return self.value
@ray.remote
def add(a, b):
return a + b
.. note::
* The function or class should be decorated by `@ray.remote`.
Then, in Java, we can call the above Python remote function, or create an actor
from the above Python class.
.. code-block:: java
package io.ray.demo;
import io.ray.api.ObjectRef;
import io.ray.api.PyActorHandle;
import io.ray.api.Ray;
import io.ray.api.function.PyActorClass;
import io.ray.api.function.PyActorMethod;
import io.ray.api.function.PyFunction;
import org.testng.Assert;
public class JavaCallPythonDemo {
public static void main(String[] args) {
Ray.init();
// Define a Python class.
PyActorClass actorClass = PyActorClass.of(
"ray_demo", "Counter");
// Create a Python actor and call actor method.
PyActorHandle actor = Ray.actor(actorClass).remote();
ObjectRef objRef1 = actor.task(
PyActorMethod.of("increment", int.class)).remote();
Assert.assertEquals(objRef1.get(), 1);
ObjectRef objRef2 = actor.task(
PyActorMethod.of("increment", int.class)).remote();
Assert.assertEquals(objRef2.get(), 2);
// Call the Python remote function.
ObjectRef objRef3 = Ray.task(PyFunction.of(
"ray_demo", "add", int.class), 1, 2).remote();
Assert.assertEquals(objRef3.get(), 3);
Ray.shutdown();
}
}
Cross-language data serialization
---------------------------------
The arguments and return values of ray call can be serialized & deserialized
automatically if their types are the following:
- Primitive data types
=========== ======= =======
MessagePack Python Java
=========== ======= =======
nil None null
bool bool Boolean
int int Short / Integer / Long / BigInteger
float float Float / Double
str str String
bin bytes byte[]
=========== ======= =======
- Basic container types
=========== ======= =======
MessagePack Python Java
=========== ======= =======
array list Array
=========== ======= =======
- Ray builtin types
- ActorHandle
.. note::
* Be aware of float / double precision between Python and Java. If Java use a
float type to receive the input argument, the double precision Python data
will be reduced to float precision in Java.
* BigInteger can support max value of 2^64-1, please refer to:
https://github.com/msgpack/msgpack/blob/master/spec.md#int-format-family.
If the value larger than 2^64-1, then transfer the BigInteger:
- From Java to Python: *raise an exception*
- From Java to Java: **OK**
The following example shows how to pass these types as parameters and how to
return return these types.
You can write a Python function which returns the input data:
.. code-block:: python
# ray_serialization.py
import ray
@ray.remote
def py_return_input(v):
return v
Then you can transfer the object from Java to Python, then returns from Python
to Java:
.. code-block:: java
package io.ray.demo;
import io.ray.api.ObjectRef;
import io.ray.api.Ray;
import io.ray.api.function.PyFunction;
import java.math.BigInteger;
import org.testng.Assert;
public class SerializationDemo {
public static void main(String[] args) {
Ray.init();
Object[] inputs = new Object[]{
true, // Boolean
Byte.MAX_VALUE, // Byte
Short.MAX_VALUE, // Short
Integer.MAX_VALUE, // Integer
Long.MAX_VALUE, // Long
BigInteger.valueOf(Long.MAX_VALUE), // BigInteger
"Hello World!", // String
1.234f, // Float
1.234, // Double
"example binary".getBytes()}; // byte[]
for (Object o : inputs) {
ObjectRef res = Ray.task(
PyFunction.of("ray_serialization", "py_return_input", o.getClass()),
o).remote();
Assert.assertEquals(res.get(), o);
}
Ray.shutdown();
}
}
Cross-language exception stacks
-------------------------------
Suppose we have a Java package as follows:
.. code-block:: java
package io.ray.demo;
import io.ray.api.ObjectRef;
import io.ray.api.Ray;
import io.ray.api.function.PyFunction;
public class MyRayClass {
public static int raiseExceptionFromPython() {
PyFunction<Integer> raiseException = PyFunction.of(
"ray_exception", "raise_exception", Integer.class);
ObjectRef<Integer> refObj = Ray.task(raiseException).remote();
return refObj.get();
}
}
and a Python module as follows:
.. code-block:: python
# ray_exception.py
import ray
@ray.remote
def raise_exception():
1 / 0
Then, run the following code:
.. code-block:: python
# ray_exception_demo.py
import ray
ray.init(_load_code_from_local=True)
obj_ref = ray.java_function(
"io.ray.demo.MyRayClass",
"raiseExceptionFromPython").remote()
ray.get(obj_ref) # <-- raise exception from here.
ray.shutdown()
The exception stack will be:
.. code-block:: text
Traceback (most recent call last):
File "ray_exception_demo.py", line 10, in <module>
ray.get(obj_ref) # <-- raise exception from here.
File "ray/worker.py", line 1425, in get
raise value
ray.exceptions.CrossLanguageError: An exception raised from JAVA:
io.ray.runtime.exception.RayTaskException: (pid=92253, ip=10.15.239.68) Error executing task df5a1a828c9685d3ffffffff01000000
at io.ray.runtime.task.TaskExecutor.execute(TaskExecutor.java:167)
Caused by: io.ray.runtime.exception.CrossLanguageException: An exception raised from PYTHON:
ray.exceptions.RayTaskError: ray::raise_exception() (pid=92252, ip=10.15.239.68)
File "python/ray/_raylet.pyx", line 482, in ray._raylet.execute_task
File "ray_exception.py", line 7, in raise_exception
1 / 0
ZeroDivisionError: division by zero
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@@ -115,6 +115,13 @@ ray.available_resources
.. autofunction:: ray.available_resources
ray.cross_language
~~~~~~~~~~~~~~~~~~~~~~~
.. autofunction:: ray.java_function
.. autofunction:: ray.java_actor_class
Experimental APIs
-----------------
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@@ -19,5 +19,6 @@ Finally, we've also included some content on using core Ray APIs with `Tensorflo
troubleshooting.rst
ray-dashboard.rst
advanced.rst
cross-language.rst
using-ray-with-tensorflow.rst
using-ray-with-pytorch.rst
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@@ -56,6 +56,12 @@ def get_function_descriptor_for_actor_method(
def java_function(class_name, function_name):
"""Define a Java function.
Args:
class_name (str): Java class name.
function_name (str): Java function name.
"""
from ray.remote_function import RemoteFunction
return RemoteFunction(
Language.JAVA,
@@ -76,6 +82,11 @@ def java_function(class_name, function_name):
def java_actor_class(class_name):
"""Define a Java actor class.
Args:
class_name (str): Java class name.
"""
from ray.actor import ActorClass
return ActorClass._ray_from_function_descriptor(
Language.JAVA,