import pytest

import numpy as np

import theano

from theano import tensor
from theano.tensor.fourier import Fourier, fft

from tests import unittest_tools as utt


class TestFourier(utt.InferShapeTester):

    rng = np.random.RandomState(43)

    def setup_method(self):
        super(TestFourier, self).setup_method()
        self.op_class = Fourier
        self.op = fft

    def test_perform(self):
        a = tensor.dmatrix()
        f = theano.function([a], self.op(a, n=10, axis=0))
        a = np.random.rand(8, 6)
        assert np.allclose(f(a), np.fft.fft(a, 10, 0))

    def test_infer_shape(self):
        a = tensor.dvector()
        self._compile_and_check(
            [a], [self.op(a, 16, 0)], [np.random.rand(12)], self.op_class
        )
        a = tensor.dmatrix()
        for var in [
            self.op(a, 16, 1),
            self.op(a, None, 1),
            self.op(a, 16, None),
            self.op(a, None, None),
        ]:
            self._compile_and_check([a], [var], [np.random.rand(12, 4)], self.op_class)
        b = tensor.iscalar()
        for var in [self.op(a, 16, b), self.op(a, None, b)]:
            self._compile_and_check(
                [a, b], [var], [np.random.rand(12, 4), 0], self.op_class
            )

    @pytest.mark.skip(reason="Complex grads not enabled, see #178")
    def test_gradient(self):
        def fft_test1(a):
            return self.op(a, None, None)

        def fft_test2(a):
            return self.op(a, None, 0)

        def fft_test3(a):
            return self.op(a, 4, None)

        def fft_test4(a):
            return self.op(a, 4, 0)

        pts = [
            np.random.rand(5, 2, 4, 3),
            np.random.rand(2, 3, 4),
            np.random.rand(2, 5),
            np.random.rand(5),
        ]
        for fft_test in [fft_test1, fft_test2, fft_test3, fft_test4]:
            for pt in pts:
                theano.gradient.verify_grad(
                    fft_test, [pt], n_tests=1, rng=TestFourier.rng, out_type="complex64"
                )


if __name__ == "__main__":
    t = TestFourier("setUp")
    t.setup_method()
    t.test_perform()
    t.test_infer_shape()
    t.test_gradient()
