# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. import unittest import numpy as np from onnxscript import script from onnxscript.onnx_opset import opset15 as op from onnxscript.onnx_types import FLOAT, INT64 from tests.common import testutils class LoopOpTest(testutils.TestBase): def test_loop(self): """Basic loop test.""" @script() def sumprod(x: FLOAT["N"], N: INT64) -> (FLOAT["N"], FLOAT["N"]): # noqa: F821 sum = op.Identity(x) prod = op.Identity(x) for _ in range(N): sum = sum + x prod = prod * x return sum, prod self.validate(sumprod) x = np.array([2]) M = 3 sum, prod = sumprod(x, M) self.assertEqual(sum, np.array([8])) self.assertEqual(prod, np.array([16])) def test_loop_bound(self): """Test with an expression for loop bound.""" @script() def sumprod(x: FLOAT["N"], N: INT64) -> (FLOAT["N"], FLOAT["N"]): # noqa: F821 sum = op.Identity(x) prod = op.Identity(x) for _ in range(2 * N + 1): sum = sum + x prod = prod * x return sum, prod self.validate(sumprod) if __name__ == "__main__": unittest.main()