import unittest import numpy as np from tinygrad.helpers import Context, ContextVar, DType, dtypes, merge_dicts, strip_parens, prod from tinygrad.shape.symbolic import Variable, NumNode VARIABLE = ContextVar("VARIABLE", 0) class TestContextVars(unittest.TestCase): # Ensuring that the test does not modify variables outside the tests. ctx = Context() def setUp(self): TestContextVars.ctx.__enter__() def tearDown(self): TestContextVars.ctx.__exit__() def test_initial_value_is_set(self): _TMP = ContextVar("_TMP", 5) self.assertEqual(_TMP.value, 5) def test_multiple_creation_ignored(self): _TMP2 = ContextVar("_TMP2", 1) _TMP2 = ContextVar("_TMP2", 2) self.assertEqual(_TMP2.value, 1) def test_new_var_inside_context(self): # Creating a _new_ variable inside a context should not have any effect on its scope (?) with Context(VARIABLE=1): _TMP3 = ContextVar("_TMP3", 1) _TMP3 = ContextVar("_TMP3", 2) self.assertEqual(_TMP3.value, 1) def test_value_accross_modules(self): # Mocking module import by invoking the code but not in our globals(). exec('from tinygrad.helpers import ContextVar;C = ContextVar("C", 13)', {}) # pylint:disable=exec-used # It should not matter that the first creation was in another module. C = ContextVar("C", 0) self.assertEqual(C.value, 13) def test_assignment_across_modules(self): B = ContextVar("B", 1) # local assignment B.value = 2 self.assertEqual(B.value, 2) # Assignment in another module. exec('from tinygrad.helpers import ContextVar;B = ContextVar("B", 0);B.value = 3;', {}) # pylint:disable=exec-used # Assignment in another module should affect this one as well. self.assertEqual(B.value, 3) def test_context_assignment(self): with Context(VARIABLE=1): self.assertEqual(VARIABLE.value, 1) self.assertEqual(VARIABLE.value, 0) def test_unknown_param_to_context(self): with self.assertRaises(KeyError): with Context(SOMETHING_ELSE=1): pass def test_inside_context_assignment(self): with Context(VARIABLE=4): # What you can and cannot do inside a context. # 1. This type of statement has no effect. VARIABLE = ContextVar("VARIABLE", 0) self.assertTrue(VARIABLE >= 4, "ContextVars inside contextmanager may not set a new value") # 2. The call syntax however has a local effect. VARIABLE.value = 13 self.assertTrue(VARIABLE.value == 13, "Call syntax however works inside a contextmanager.") # Related to 2. above. Note that VARIABLE is back to 0 again as expected. self.assertEqual(VARIABLE.value, 0) def test_new_var_inside_context_other_module(self): with Context(VARIABLE=1): _NEW2 = ContextVar("_NEW2", 0) _NEW2 = ContextVar("_NEW2", 1) self.assertEqual(_NEW2.value, 0) code = """\ from tinygrad.helpers import Context, ContextVar with Context(VARIABLE=1): _NEW3 = ContextVar("_NEW3", 0)""" exec(code, {}) # pylint:disable=exec-used # While _NEW3 was created in an outside scope it should still work the same as above. _NEW3 = ContextVar("_NEW3", 1) self.assertEqual(_NEW3.value, 0) def test_nested_context(self): with Context(VARIABLE=1): with Context(VARIABLE=2): with Context(VARIABLE=3): self.assertEqual(VARIABLE.value, 3) self.assertEqual(VARIABLE.value, 2) self.assertEqual(VARIABLE.value, 1) self.assertEqual(VARIABLE.value, 0) def test_decorator(self): @Context(VARIABLE=1, DEBUG=4) def test(): self.assertEqual(VARIABLE.value, 1) self.assertEqual(VARIABLE.value, 0) test() self.assertEqual(VARIABLE.value, 0) def test_context_exit_reverts_updated_values(self): D = ContextVar("D", 1) D.value = 2 with Context(D=3): ... assert D.value == 2, f"Expected D to be 2, but was {D.value}. Indicates that Context.__exit__ did not restore to the correct value." class TestMergeDicts(unittest.TestCase): def test_merge_dicts(self): a = {"a": 1, "b": 2} b = {"a": 1, "c": 3} c = {} d = {"a": 2, "b": 2} assert merge_dicts([a, b]) == {"a": 1, "b": 2, "c": 3} assert merge_dicts([a, c]) == a assert merge_dicts([a, b, c]) == {"a": 1, "b": 2, "c": 3} with self.assertRaises(AssertionError): merge_dicts([a, d]) class TestDtypes(unittest.TestCase): def test_dtypes_fields(self): fields = dtypes.fields() self.assertTrue(all(isinstance(value, DType) for value in fields.values())) self.assertTrue(all(issubclass(value.np, np.generic) for value in fields.values() if value.np is not None)) class TestStripParens(unittest.TestCase): def test_simple(self): self.assertEqual("1+2", strip_parens("(1+2)")) def test_nested(self): self.assertEqual("1+(2+3)", strip_parens("(1+(2+3))")) def test_casted_no_strip(self): self.assertEqual("(int)(1+2)", strip_parens("(int)(1+2)")) class TestProd(unittest.TestCase): def test_empty(self): self.assertEqual(1, prod(tuple())) def test_ints(self): self.assertEqual(30, prod((2, 3, 5))) def test_variable(self): self.assertEqual("(a*12)", prod((Variable("a", 1, 5), 3, 4)).render()) def test_variable_order(self): self.assertEqual("(a*12)", prod((3, 4, Variable("a", 1, 5))).render()) def test_num_nodes(self): self.assertEqual(NumNode(6), prod((NumNode(2), NumNode(3)))) if __name__ == '__main__': unittest.main()