from __future__ import absolute_import from __future__ import division from __future__ import print_function import numpy as np import os import ray import sys import tempfile import time import unittest import ray.ray_constants as ray_constants import ray.test.test_functions as test_functions if sys.version_info >= (3, 0): from importlib import reload def relevant_errors(error_type): return [info for info in ray.error_info() if info["type"] == error_type] def wait_for_errors(error_type, num_errors, timeout=10): start_time = time.time() while time.time() - start_time < timeout: if len(relevant_errors(error_type)) >= num_errors: return time.sleep(0.1) raise Exception("Timing out of wait.") class TaskStatusTest(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testFailedTask(self): reload(test_functions) ray.init(num_workers=3, driver_mode=ray.SILENT_MODE) test_functions.throw_exception_fct1.remote() test_functions.throw_exception_fct1.remote() wait_for_errors(ray_constants.TASK_PUSH_ERROR, 2) self.assertEqual( len(relevant_errors(ray_constants.TASK_PUSH_ERROR)), 2) for task in relevant_errors(ray_constants.TASK_PUSH_ERROR): self.assertIn("Test function 1 intentionally failed.", task.get("message")) x = test_functions.throw_exception_fct2.remote() try: ray.get(x) except Exception as e: self.assertIn("Test function 2 intentionally failed.", str(e)) else: # ray.get should throw an exception. self.assertTrue(False) x, y, z = test_functions.throw_exception_fct3.remote(1.0) for ref in [x, y, z]: try: ray.get(ref) except Exception as e: self.assertIn("Test function 3 intentionally failed.", str(e)) else: # ray.get should throw an exception. self.assertTrue(False) @ray.remote def f(): raise Exception("This function failed.") try: ray.get(f.remote()) except Exception as e: self.assertIn("This function failed.", str(e)) else: # ray.get should throw an exception. self.assertTrue(False) def testFailImportingRemoteFunction(self): ray.init(num_workers=2, driver_mode=ray.SILENT_MODE) # Create the contents of a temporary Python file. temporary_python_file = """ def temporary_helper_function(): return 1 """ f = tempfile.NamedTemporaryFile(suffix=".py") f.write(temporary_python_file.encode("ascii")) f.flush() directory = os.path.dirname(f.name) # Get the module name and strip ".py" from the end. module_name = os.path.basename(f.name)[:-3] sys.path.append(directory) module = __import__(module_name) # Define a function that closes over this temporary module. This should # fail when it is unpickled. @ray.remote def g(): return module.temporary_python_file() wait_for_errors(ray_constants.REGISTER_REMOTE_FUNCTION_PUSH_ERROR, 2) self.assertIn("No module named", ray.error_info()[0]["message"]) self.assertIn("No module named", ray.error_info()[1]["message"]) # Check that if we try to call the function it throws an exception and # does not hang. for _ in range(10): self.assertRaises(Exception, lambda: ray.get(g.remote())) f.close() # Clean up the junk we added to sys.path. sys.path.pop(-1) def testFailedFunctionToRun(self): ray.init(num_workers=2, driver_mode=ray.SILENT_MODE) def f(worker): if ray.worker.global_worker.mode == ray.WORKER_MODE: raise Exception("Function to run failed.") ray.worker.global_worker.run_function_on_all_workers(f) wait_for_errors(ray_constants.FUNCTION_TO_RUN_PUSH_ERROR, 2) # Check that the error message is in the task info. self.assertEqual(len(ray.error_info()), 2) self.assertIn("Function to run failed.", ray.error_info()[0]["message"]) self.assertIn("Function to run failed.", ray.error_info()[1]["message"]) def testFailImportingActor(self): ray.init(num_workers=2, driver_mode=ray.SILENT_MODE) # Create the contents of a temporary Python file. temporary_python_file = """ def temporary_helper_function(): return 1 """ f = tempfile.NamedTemporaryFile(suffix=".py") f.write(temporary_python_file.encode("ascii")) f.flush() directory = os.path.dirname(f.name) # Get the module name and strip ".py" from the end. module_name = os.path.basename(f.name)[:-3] sys.path.append(directory) module = __import__(module_name) # Define an actor that closes over this temporary module. This should # fail when it is unpickled. @ray.remote class Foo(object): def __init__(self): self.x = module.temporary_python_file() def get_val(self): return 1 # There should be no errors yet. self.assertEqual(len(ray.error_info()), 0) # Create an actor. foo = Foo.remote() # Wait for the error to arrive. wait_for_errors(ray_constants.REGISTER_ACTOR_PUSH_ERROR, 1) self.assertIn("No module named", ray.error_info()[0]["message"]) # Wait for the error from when the __init__ tries to run. wait_for_errors(ray_constants.TASK_PUSH_ERROR, 1) self.assertIn( "failed to be imported, and so cannot execute this method", ray.error_info()[1]["message"]) # Check that if we try to get the function it throws an exception and # does not hang. with self.assertRaises(Exception): ray.get(foo.get_val.remote()) # Wait for the error from when the call to get_val. wait_for_errors(ray_constants.TASK_PUSH_ERROR, 2) self.assertIn( "failed to be imported, and so cannot execute this method", ray.error_info()[2]["message"]) f.close() # Clean up the junk we added to sys.path. sys.path.pop(-1) class ActorTest(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testFailedActorInit(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) error_message1 = "actor constructor failed" error_message2 = "actor method failed" @ray.remote class FailedActor(object): def __init__(self): raise Exception(error_message1) def get_val(self): return 1 def fail_method(self): raise Exception(error_message2) a = FailedActor.remote() # Make sure that we get errors from a failed constructor. wait_for_errors(ray_constants.TASK_PUSH_ERROR, 1) self.assertEqual(len(ray.error_info()), 1) self.assertIn(error_message1, ray.error_info()[0]["message"]) # Make sure that we get errors from a failed method. a.fail_method.remote() wait_for_errors(ray_constants.TASK_PUSH_ERROR, 2) self.assertEqual(len(ray.error_info()), 2) self.assertIn(error_message2, ray.error_info()[1]["message"]) def testIncorrectMethodCalls(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) @ray.remote class Actor(object): def __init__(self, missing_variable_name): pass def get_val(self, x): pass # Make sure that we get errors if we call the constructor incorrectly. # Create an actor with too few arguments. with self.assertRaises(Exception): a = Actor.remote() # Create an actor with too many arguments. with self.assertRaises(Exception): a = Actor.remote(1, 2) # Create an actor the correct number of arguments. a = Actor.remote(1) # Call a method with too few arguments. with self.assertRaises(Exception): a.get_val.remote() # Call a method with too many arguments. with self.assertRaises(Exception): a.get_val.remote(1, 2) # Call a method that doesn't exist. with self.assertRaises(AttributeError): a.nonexistent_method() with self.assertRaises(AttributeError): a.nonexistent_method.remote() class WorkerDeath(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testWorkerRaisingException(self): ray.init(num_workers=1, driver_mode=ray.SILENT_MODE) @ray.remote def f(): ray.worker.global_worker._get_next_task_from_local_scheduler = None # Running this task should cause the worker to raise an exception after # the task has successfully completed. f.remote() wait_for_errors(ray_constants.WORKER_CRASH_PUSH_ERROR, 1) wait_for_errors(ray_constants.WORKER_DIED_PUSH_ERROR, 1) self.assertEqual(len(ray.error_info()), 2) def testWorkerDying(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) # Define a remote function that will kill the worker that runs it. @ray.remote def f(): eval("exit()") f.remote() wait_for_errors(ray_constants.WORKER_DIED_PUSH_ERROR, 1) self.assertEqual(len(ray.error_info()), 1) self.assertIn("died or was killed while executing", ray.error_info()[0]["message"]) @unittest.skipIf( os.environ.get("RAY_USE_XRAY") == "1", "This test does not work with xray yet.") def testActorWorkerDying(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) @ray.remote class Actor(object): def kill(self): eval("exit()") @ray.remote def consume(x): pass a = Actor.remote() [obj], _ = ray.wait([a.kill.remote()], timeout=5000) self.assertRaises(Exception, lambda: ray.get(obj)) self.assertRaises(Exception, lambda: ray.get(consume.remote(obj))) wait_for_errors(ray_constants.WORKER_DIED_PUSH_ERROR, 1) @unittest.skipIf( os.environ.get("RAY_USE_XRAY") == "1", "This test does not work with xray yet.") def testActorWorkerDyingFutureTasks(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) @ray.remote class Actor(object): def getpid(self): return os.getpid() def sleep(self): time.sleep(1) a = Actor.remote() pid = ray.get(a.getpid.remote()) tasks1 = [a.sleep.remote() for _ in range(10)] os.kill(pid, 9) time.sleep(0.1) tasks2 = [a.sleep.remote() for _ in range(10)] for obj in tasks1 + tasks2: self.assertRaises(Exception, lambda: ray.get(obj)) wait_for_errors(ray_constants.WORKER_DIED_PUSH_ERROR, 1) @unittest.skipIf( os.environ.get("RAY_USE_XRAY") == "1", "This test does not work with xray yet.") def testActorWorkerDyingNothingInProgress(self): ray.init(num_workers=0, driver_mode=ray.SILENT_MODE) @ray.remote class Actor(object): def getpid(self): return os.getpid() a = Actor.remote() pid = ray.get(a.getpid.remote()) os.kill(pid, 9) time.sleep(0.1) task2 = a.getpid.remote() self.assertRaises(Exception, lambda: ray.get(task2)) @unittest.skipIf( os.environ.get("RAY_USE_XRAY") == "1", "This test does not work with xray yet.") class PutErrorTest(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testPutError1(self): store_size = 10**6 ray.worker._init( start_ray_local=True, driver_mode=ray.SILENT_MODE, object_store_memory=store_size) num_objects = 3 object_size = 4 * 10**5 # Define a task with a single dependency, a numpy array, that returns # another array. @ray.remote def single_dependency(i, arg): arg = np.copy(arg) arg[0] = i return arg @ray.remote def put_arg_task(): # Launch num_objects instances of the remote task, each dependent # on the one before it. The result of the first task should get # evicted. args = [] arg = single_dependency.remote( 0, np.zeros(object_size, dtype=np.uint8)) for i in range(num_objects): arg = single_dependency.remote(i, arg) args.append(arg) # Get the last value to force all tasks to finish. value = ray.get(args[-1]) assert value[0] == i # Get the first value (which should have been evicted) to force # reconstruction. Currently, since we're not able to reconstruct # `ray.put` objects that were evicted and whose originating tasks # are still running, this for-loop should hang and push an error to # the driver. ray.get(args[0]) put_arg_task.remote() # Make sure we receive the correct error message. wait_for_errors(ray_constants.PUT_RECONSTRUCTION_PUSH_ERROR, 1) def testPutError2(self): # This is the same as the previous test, but it calls ray.put directly. store_size = 10**6 ray.worker._init( start_ray_local=True, driver_mode=ray.SILENT_MODE, object_store_memory=store_size) num_objects = 3 object_size = 4 * 10**5 # Define a task with a single dependency, a numpy array, that returns # another array. @ray.remote def single_dependency(i, arg): arg = np.copy(arg) arg[0] = i return arg @ray.remote def put_task(): # Launch num_objects instances of the remote task, each dependent # on the one before it. The result of the first task should get # evicted. args = [] arg = ray.put(np.zeros(object_size, dtype=np.uint8)) for i in range(num_objects): arg = single_dependency.remote(i, arg) args.append(arg) # Get the last value to force all tasks to finish. value = ray.get(args[-1]) assert value[0] == i # Get the first value (which should have been evicted) to force # reconstruction. Currently, since we're not able to reconstruct # `ray.put` objects that were evicted and whose originating tasks # are still running, this for-loop should hang and push an error to # the driver. ray.get(args[0]) put_task.remote() # Make sure we receive the correct error message. wait_for_errors(ray_constants.PUT_RECONSTRUCTION_PUSH_ERROR, 1) class ConfigurationTest(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testVersionMismatch(self): ray_version = ray.__version__ ray.__version__ = "fake ray version" ray.init(num_workers=1, driver_mode=ray.SILENT_MODE) wait_for_errors(ray_constants.VERSION_MISMATCH_PUSH_ERROR, 1) ray.__version__ = ray_version class WarningTest(unittest.TestCase): def tearDown(self): ray.worker.cleanup() def testExportLargeObjects(self): import ray.ray_constants as ray_constants ray.init(num_workers=1) large_object = np.zeros(2 * ray_constants.PICKLE_OBJECT_WARNING_SIZE) @ray.remote def f(): large_object # Make sure that a warning is generated. wait_for_errors(ray_constants.PICKLING_LARGE_OBJECT_PUSH_ERROR, 1) @ray.remote class Foo(object): def __init__(self): large_object Foo.remote() # Make sure that a warning is generated. wait_for_errors(ray_constants.PICKLING_LARGE_OBJECT_PUSH_ERROR, 2) if __name__ == "__main__": unittest.main(verbosity=2)