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Now all internal uses of lu.wrap_init and core.Jaxpr are with actual debug info. This enables us to clean up the type declarations and to remove the checks whether debug_info is present. For usage outside of the JAX internals, we change `jax.extend.linear_util.wrap_init` to be usable without debug_info, for temporary backwards compatibility. We emit a deprecation warning and fill-in some fake debugging info. See https://github.com/jax-ml/jax/issues/26480 for more details. PiperOrigin-RevId: 726770483
110 lines
4.4 KiB
Python
110 lines
4.4 KiB
Python
# Copyright 2023 The JAX Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# https://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from absl.testing import absltest
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import jax
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import jax.extend as jex
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import jax.numpy as jnp
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from jax._src import abstract_arrays
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from jax._src import api
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from jax._src import linear_util
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from jax._src import prng
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from jax._src import test_util as jtu
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from jax._src import xla_bridge
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from jax._src.interpreters import mlir
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jax.config.parse_flags_with_absl()
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class ExtendTest(jtu.JaxTestCase):
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def test_symbols(self):
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# Assume these are tested in random_test.py, only check equivalence
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self.assertIs(jex.random.seed_with_impl, prng.seed_with_impl)
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self.assertIs(jex.random.threefry2x32_p, prng.threefry2x32_p)
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self.assertIs(jex.random.threefry_2x32, prng.threefry_2x32)
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self.assertIs(jex.random.threefry_prng_impl, prng.threefry_prng_impl)
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self.assertIs(jex.random.rbg_prng_impl, prng.rbg_prng_impl)
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self.assertIs(jex.random.unsafe_rbg_prng_impl, prng.unsafe_rbg_prng_impl)
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# Assume these are tested elsewhere, only check equivalence
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self.assertIs(jex.backend.backends, xla_bridge.backends)
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self.assertIs(jex.backend.backend_xla_version, xla_bridge.backend_xla_version)
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self.assertIs(jex.backend.clear_backends, api.clear_backends)
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self.assertIs(jex.backend.get_backend, xla_bridge.get_backend)
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self.assertIs(jex.backend.register_backend_factory, xla_bridge.register_backend_factory)
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self.assertIs(jex.core.array_types, abstract_arrays.array_types)
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self.assertIs(jex.linear_util.StoreException, linear_util.StoreException)
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self.assertIs(jex.linear_util.WrappedFun, linear_util.WrappedFun)
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self.assertIs(jex.linear_util.cache, linear_util.cache)
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self.assertIs(jex.linear_util.merge_linear_aux, linear_util.merge_linear_aux)
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self.assertIs(jex.linear_util.transformation, linear_util.transformation)
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self.assertIs(jex.linear_util.transformation_with_aux, linear_util.transformation_with_aux)
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# TODO(necula): revert this change once we deprecate the old wrap_init
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# self.assertIs(jex.linear_util.wrap_init, linear_util.wrap_init)
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class RandomTest(jtu.JaxTestCase):
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def make_custom_impl(self, shape, seed=False, split=False, fold_in=False,
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random_bits=False):
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assert not split and not fold_in and not random_bits # not yet implemented
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def seed_rule(_):
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return jnp.ones(shape, dtype=jnp.dtype('uint32'))
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def no_rule(*args, **kwargs):
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assert False, 'unreachable'
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return jex.random.define_prng_impl(
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key_shape=shape, seed=seed_rule if seed else no_rule, split=no_rule,
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fold_in=no_rule, random_bits=no_rule)
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def test_key_make_with_custom_impl(self):
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impl = self.make_custom_impl(shape=(4, 2, 7), seed=True)
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k = jax.random.key(42, impl=impl)
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self.assertEqual(k.shape, ())
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self.assertEqual(impl, jax.random.key_impl(k))
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def test_key_wrap_with_custom_impl(self):
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shape = (4, 2, 7)
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impl = self.make_custom_impl(shape=shape)
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data = jnp.ones((3, *shape), dtype=jnp.dtype('uint32'))
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k = jax.random.wrap_key_data(data, impl=impl)
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self.assertEqual(k.shape, (3,))
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self.assertEqual(impl, jax.random.key_impl(k))
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def test_key_impl_is_spec(self):
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# this is counterpart to random_test.py:
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# KeyArrayTest.test_key_impl_builtin_is_string_name
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spec_ref = self.make_custom_impl(shape=(4, 2, 7), seed=True)
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key = jax.random.key(42, impl=spec_ref)
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spec = jax.random.key_impl(key)
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self.assertEqual(repr(spec), f"PRNGSpec({spec_ref._impl.name!r})")
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class MlirRegisterLoweringTest(jtu.JaxTestCase):
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def test_unknown_platform_error(self):
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with self.assertRaisesRegex(
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NotImplementedError,
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"Registering an MLIR lowering rule for primitive .+ for an unknown "
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"platform foo. Known platforms are: .+."):
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mlir.register_lowering(prim=None, rule=None, platform="foo")
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if __name__ == "__main__":
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absltest.main(testLoader=jtu.JaxTestLoader())
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