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* Symbolic test pt-i * wrote fill in tests Also wrote comments + fixes
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import tree | ||
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from keras_core import testing | ||
from keras_core.backend import KerasTensor | ||
from keras_core.ops.symbolic_arguments import SymbolicArguments | ||
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class SymbolicArgumentsTest(testing.TestCase): | ||
# Testing multiple args and empty kwargs | ||
def test_args(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
b = KerasTensor(shape=shape) | ||
args = SymbolicArguments( | ||
( | ||
a, | ||
b, | ||
), | ||
{}, | ||
) | ||
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self.assertEqual(args.keras_tensors, [a, b]) | ||
self.assertEqual(args._flat_arguments, [a, b]) | ||
self.assertEqual(args._single_positional_tensor, None) | ||
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# Testing single arg and single position tensor | ||
def test_args_single_arg(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
args = SymbolicArguments((a)) | ||
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self.assertEqual(args.keras_tensors, [a]) | ||
self.assertEqual(args._flat_arguments, [a]) | ||
self.assertEqual(len(args.kwargs), 0) | ||
self.assertEqual(isinstance(args.args[0], KerasTensor), True) | ||
self.assertEqual(args._single_positional_tensor, a) | ||
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# Testing kwargs | ||
def test_kwargs(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
b = KerasTensor(shape=shape) | ||
c = KerasTensor(shape=shape) | ||
args = SymbolicArguments( | ||
( | ||
a, | ||
b, | ||
), | ||
{1: c}, | ||
) | ||
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self.assertEqual(args.keras_tensors, [a, b, c]) | ||
self.assertEqual(args._flat_arguments, [a, b, c]) | ||
self.assertEqual(args._single_positional_tensor, None) | ||
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# Testing conversion function with args and kwargs | ||
def test_conversion_fn(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
b = KerasTensor(shape=shape) | ||
c = KerasTensor(shape=shape) | ||
sym_args = SymbolicArguments( | ||
( | ||
a, | ||
b, | ||
), | ||
{1: c}, | ||
) | ||
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(value, _) = sym_args.convert(lambda x: x**2) | ||
args1 = value[0][0] | ||
args2 = value[0][1] | ||
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self.assertIsInstance(args1, KerasTensor) | ||
self.assertNotEqual(args1, a) | ||
self.assertNotEqual(args2, b) | ||
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mapped_value = tree.map_structure(lambda x: x**2, a) | ||
self.assertEqual(mapped_value.shape, args1.shape) | ||
self.assertEqual(mapped_value.dtype, args1.dtype) | ||
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# Testing fill in function with single args only | ||
def test_fill_in_single_arg(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
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tensor_dict = {id(a): 3} | ||
sym_args = SymbolicArguments((a)) | ||
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# Call the method to be tested | ||
result, _ = sym_args.fill_in(tensor_dict) | ||
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self.assertEqual(result, (3,)) | ||
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# Testing fill in function with multiple args | ||
def test_fill_in_multiple_arg(self): | ||
shape = (2, 3, 4) | ||
a = KerasTensor(shape=shape) | ||
b = KerasTensor(shape=shape) | ||
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tensor_dict = {id(b): 2} | ||
sym_args = SymbolicArguments((a, b)) | ||
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# Call the method to be tested | ||
result, _ = sym_args.fill_in(tensor_dict) | ||
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self.assertEqual(result, ((a, 2),)) | ||
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# Testing fill in function for args and kwargs | ||
def test_fill_in(self): | ||
shape1 = (2, 3, 4) | ||
shape2 = (3, 2, 4) | ||
a = KerasTensor(shape=shape1) | ||
b = KerasTensor(shape=shape2) | ||
c = KerasTensor(shape=shape2) | ||
dictionary = {id(a): 3, id(c): 2} | ||
sym_args = SymbolicArguments( | ||
( | ||
a, | ||
b, | ||
), | ||
{1: c}, | ||
) | ||
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(values, _) = sym_args.fill_in(dictionary) | ||
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self.assertEqual(values, ((3, b), {1: 2})) |