import ray import numpy as np # Test simple functionality @ray.remote([int, int], [int, int]) def handle_int(a, b): return a + 1, b + 1 # Test aliasing @ray.remote([], [np.ndarray]) def test_alias_f(): return np.ones([3, 4, 5]) @ray.remote([], [np.ndarray]) def test_alias_g(): return test_alias_f() @ray.remote([], [np.ndarray]) def test_alias_h(): return test_alias_g() # Test timing @ray.remote([], []) def empty_function(): return () @ray.remote([], [int]) def trivial_function(): return 1 # Test keyword arguments @ray.remote([int, str], [str]) def keyword_fct1(a, b="hello"): return "{} {}".format(a, b) @ray.remote([str, str], [str]) def keyword_fct2(a="hello", b="world"): return "{} {}".format(a, b) @ray.remote([int, int, str, str], [str]) def keyword_fct3(a, b, c="hello", d="world"): return "{} {} {} {}".format(a, b, c, d) # Test variable numbers of arguments @ray.remote([int], [str]) def varargs_fct1(*a): return " ".join(map(str, a)) @ray.remote([int, int], [str]) def varargs_fct2(a, *b): return " ".join(map(str, b)) try: @ray.remote([int], []) def kwargs_throw_exception(**c): return () kwargs_exception_thrown = False except: kwargs_exception_thrown = True try: @ray.remote([int, str, int], [str]) def varargs_and_kwargs_throw_exception(a, b="hi", *c): return "{} {} {}".format(a, b, c) varargs_and_kwargs_exception_thrown = False except: varargs_and_kwargs_exception_thrown = True # test throwing an exception @ray.remote([], []) def throw_exception_fct(): raise Exception("Test function intentionally failed.")