hunk.code_window:     "n_step": 1,
       # === Evaluation ===
       # The evaluation stats will be reported under the "evaluation" metric key.
       "evaluation_interval": 1,
       # Number of episodes to run per evaluation period.
       "evaluation_num_episodes": 1,
       # Extra configuration that disables exploration.
       "evaluation_config": {
           "explore": False,
       },
  
hunk.labels: keep replace replace replace replace replace replace replace replace replace keep
hunk.file_path: rllib/agents/sac/sac.py
hunk.type: replace
file: Ray Java Tutorial
  =================
  
  - `Installation guide <https://github.com/ray-project/ray/tree/master/java/doc/installation.rst>`_
  - `API document <https://github.com/ray-project/ray/tree/master/java/doc/api.rst>`_
  
  Exercises
  ---------
  
  Each file of ``java/example/src/main/java/org/ray/exercise/Exercise*.java`` is a separate exercise.
  To run them, execute the following command under ``ray/java`` folder.
  
  .. code-block:: shell
  
      java -classpath "tutorial/target/ray-tutorial-1.0.jar:tutorial/lib/*" org.ray.exercise.Exercise01
  
  `Exercise 1 <https://github.com/ray-project/ray/tree/master/java/tutorial/src/main/java/org/ray/exercise/Exercise01.java>`_: Define a remote function, and execute multiple remote functions in parallel.
  
  `Exercise 2 <https://github.com/ray-project/ray/tree/master/java/tutorial/src/main/java/org/ray/exercise/Exercise02.java>`_: Execute remote functions in parallel with some dependencies.
  
  `Exercise 3 <https://github.com/ray-project/ray/tree/master/java/tutorial/src/main/java/org/ray/exercise/Exercise03.java>`_: Call remote functions from within remote functions.
  
  `Exercise 4 <https://github.com/ray-project/ray/tree/master/java/tutorial/src/main/java/org/ray/exercise/Exercise04.java>`_: Use ``Ray.wait`` to ignore stragglers.
  
  `Exercise 5 <https://github.com/ray-project/ray/tree/master/java/tutorial/src/main/java/org/ray/exercise/Exercise08.java>`_: Actor Support of create Actor and call Actor method.
  