keras/keras_core/operations/math_test.py

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import numpy as np
import pytest
from keras_core import backend
from keras_core import testing
from keras_core.backend.keras_tensor import KerasTensor
from keras_core.operations import math as kmath
@pytest.mark.skipif(
not backend.DYNAMIC_SHAPES_OK,
reason="Backend does not support dynamic shapes",
)
class MathOpsDynamicShapeTest(testing.TestCase):
def test_topk(self):
x = KerasTensor([None, 2, 3])
values, indices = kmath.top_k(x, k=1)
self.assertEqual(values.shape, (None, 2, 1))
self.assertEqual(indices.shape, (None, 2, 1))
class MathOpsStaticShapeTest(testing.TestCase):
def test_topk(self):
x = KerasTensor([1, 2, 3])
values, indices = kmath.top_k(x, k=1)
self.assertEqual(values.shape, (1, 2, 1))
self.assertEqual(indices.shape, (1, 2, 1))
class MathOpsCorrectnessTest(testing.TestCase):
def test_topk(self):
x = np.array([0, 4, 2, 1, 3, -1], dtype=np.float32)
values, indices = kmath.top_k(x, k=2)
self.assertAllClose(values, [4, 3])
self.assertAllClose(indices, [1, 4])