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Tensor.pad_to and Tensor.shrink_to (#12210)
most of the time i want this instead of spelling out the args also add more input validation to shrink
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@@ -550,6 +550,11 @@ class TestTinygrad(unittest.TestCase):
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def test_shrink(self):
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t = Tensor.arange(32).contiguous().realize()
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self.assertListEqual(t[16:20].tolist(), [16,17,18,19])
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self.assertListEqual(t.shrink_to(16).tolist(), list(range(16)))
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t = t.reshape(4, 8).contiguous().realize()
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self.assertListEqual(t.shrink_to(2, 2).tolist(), [[0, 1], [8, 9]])
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with self.assertRaises(ValueError): t.shrink_to(2)
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with self.assertRaises(ValueError): t.shrink_to(2, 2, 2)
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@unittest.skip("this test is just flaky, sync issue")
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class TestMoveTensor(unittest.TestCase):
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@@ -644,17 +649,22 @@ class TestZeroShapeTensor(unittest.TestCase):
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def test_pad(self):
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t = Tensor.rand(3, 2, 0).pad((None, None, (1, 1)), value=1)
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assert t.shape == (3, 2, 2)
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self.assertEqual(t.shape, (3, 2, 2))
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np.testing.assert_equal(t.numpy(), np.ones((3, 2, 2)))
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t = Tensor.rand(3, 2, 0).pad((None, (1, 1), None), value=1)
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assert t.shape == (3, 4, 0)
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self.assertEqual(t.shape, (3, 4, 0))
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np.testing.assert_equal(t.numpy(), np.ones((3, 4, 0)))
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t = Tensor.rand(3, 2, 0).pad(((1, 1), None, None), value=1)
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assert t.shape == (5, 2, 0)
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self.assertEqual(t.shape, (5, 2, 0))
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np.testing.assert_equal(t.numpy(), np.ones((5, 2, 0)))
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np.testing.assert_equal(Tensor([1, 2]).pad_to(4).numpy(), [1, 2, 0, 0])
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np.testing.assert_equal(Tensor([[1, 2]]).pad_to(2, 3).numpy(), [[1, 2, 0], [0, 0, 0]])
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with self.assertRaises(TypeError): Tensor([1, 2]).pad_to(2, 3)
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with self.assertRaises(TypeError): Tensor([[1, 2]]).pad_to(3)
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def test_shrink_into_zero(self):
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t = Tensor.rand(3, 4).realize()
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assert t.shrink((None, (2, 2))).realize().shape == (3, 0)
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