# Copyright 2023 DeepMind Technologies Limited. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS-IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. """Check that the checkpoint serialization is reversable.""" import dataclasses import io from typing import Any, Optional, Union from absl.testing import absltest from graphcast import checkpoint import numpy as np @dataclasses.dataclass class SubConfig: a: int b: str @dataclasses.dataclass class Config: bt: bool bf: bool i: int f: float o1: Optional[int] o2: Optional[int] o3: Union[int, None] o4: Union[int, None] o5: int | None o6: int | None li: list[int] ls: list[str] ldc: list[SubConfig] tf: tuple[float, ...] ts: tuple[str, ...] t: tuple[str, int, SubConfig] tdc: tuple[SubConfig, ...] dsi: dict[str, int] dss: dict[str, str] dis: dict[int, str] dsdis: dict[str, dict[int, str]] dc: SubConfig dco: Optional[SubConfig] ddc: dict[str, SubConfig] @dataclasses.dataclass class Checkpoint: params: dict[str, Any] config: Config class DataclassTest(absltest.TestCase): def test_serialize_dataclass(self): ckpt = Checkpoint( params={ "layer1": { "w": np.arange(10).reshape(2, 5), "b": np.array([2, 6]), }, "layer2": { "w": np.arange(8).reshape(2, 4), "b": np.array([2, 6]), }, "blah": np.array([3, 9]), }, config=Config( bt=True, bf=False, i=42, f=3.14, o1=1, o2=None, o3=2, o4=None, o5=3, o6=None, li=[12, 9, 7, 15, 16, 14, 1, 6, 11, 4, 10, 5, 13, 3, 8, 2], ls=list("qhjfdxtpzgemryoikwvblcaus"), ldc=[SubConfig(1, "hello"), SubConfig(2, "world")], tf=(1, 4, 2, 10, 5, 9, 13, 16, 15, 8, 12, 7, 11, 14, 3, 6), ts=("hello", "world"), t=("foo", 42, SubConfig(1, "bar")), tdc=(SubConfig(1, "hello"), SubConfig(2, "world")), dsi={"a": 1, "b": 2, "c": 3}, dss={"d": "e", "f": "g"}, dis={1: "a", 2: "b", 3: "c"}, dsdis={"a": {1: "hello", 2: "world"}, "b": {1: "world"}}, dc=SubConfig(1, "hello"), dco=None, ddc={"a": SubConfig(1, "hello"), "b": SubConfig(2, "world")}, )) buffer = io.BytesIO() checkpoint.dump(buffer, ckpt) buffer.seek(0) ckpt2 = checkpoint.load(buffer, Checkpoint) np.testing.assert_array_equal(ckpt.params["layer1"]["w"], ckpt2.params["layer1"]["w"]) np.testing.assert_array_equal(ckpt.params["layer1"]["b"], ckpt2.params["layer1"]["b"]) np.testing.assert_array_equal(ckpt.params["layer2"]["w"], ckpt2.params["layer2"]["w"]) np.testing.assert_array_equal(ckpt.params["layer2"]["b"], ckpt2.params["layer2"]["b"]) np.testing.assert_array_equal(ckpt.params["blah"], ckpt2.params["blah"]) self.assertEqual(ckpt.config, ckpt2.config) if __name__ == "__main__": absltest.main()