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This commit is contained in:
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# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
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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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# http://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 dataclasses import dataclass
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from typing import Any
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import lightning.pytorch as ptl
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import pytest
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from lightning.pytorch.callbacks.early_stopping import EarlyStopping
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from nemo.core.config.pytorch_lightning import TrainerConfig
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from nemo.utils import config_utils
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from nemo.utils.exp_manager import EarlyStoppingParams
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@pytest.fixture()
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def cls():
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class DummyClass:
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def __init__(self, a, b=5, c: int = 0, d: 'ABC' = None):
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pass
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return DummyClass
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class TestConfigUtils:
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@pytest.mark.unit
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def test_all_args_exist(self, cls):
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@dataclass
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class DummyDataClass:
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a: int = -1
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b: int = 5
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c: int = 0
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d: Any = None
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result = config_utils.assert_dataclass_signature_match(cls, DummyDataClass)
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signatures_match, cls_subset, dataclass_subset = result
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assert signatures_match
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assert cls_subset is None
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assert dataclass_subset is None
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@pytest.mark.unit
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def test_all_args_dont_exist(self, cls):
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@dataclass
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class DummyDataClass:
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a: int = -1
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b: int = 5
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c: int = 0
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result = config_utils.assert_dataclass_signature_match(cls, DummyDataClass)
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signatures_match, cls_subset, dataclass_subset = result
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assert not signatures_match
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assert len(cls_subset) > 0
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assert len(dataclass_subset) == 0
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@pytest.mark.unit
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def test_extra_args_exist(self, cls):
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@dataclass
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class DummyDataClass:
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a: int = -1
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b: int = 5
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c: int = 0
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d: Any = None
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e: float = 0.0
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result = config_utils.assert_dataclass_signature_match(cls, DummyDataClass)
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signatures_match, cls_subset, dataclass_subset = result
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assert not signatures_match
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assert len(cls_subset) == 0
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assert len(dataclass_subset) > 0
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@pytest.mark.unit
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def test_extra_args_exist_but_is_ignored(self, cls):
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@dataclass
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class DummyDataClass:
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a: int = -1
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b: int = 5
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c: int = 0
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d: Any = None
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e: float = 0.0 # Assume ignored
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result = config_utils.assert_dataclass_signature_match(cls, DummyDataClass, ignore_args=['e'])
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signatures_match, cls_subset, dataclass_subset = result
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assert signatures_match
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assert cls_subset is None
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assert dataclass_subset is None
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@pytest.mark.unit
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def test_args_exist_but_is_remapped(self, cls):
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@dataclass
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class DummyDataClass:
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a: int = -1
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b: int = 5
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c: int = 0
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e: Any = None # Assume remapped
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result = config_utils.assert_dataclass_signature_match(cls, DummyDataClass, remap_args={'e': 'd'})
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signatures_match, cls_subset, dataclass_subset = result
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assert signatures_match
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assert cls_subset is None
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assert dataclass_subset is None
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@pytest.mark.unit
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def test_ptl_config(self):
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PTL_DEPRECATED = []
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result = config_utils.assert_dataclass_signature_match(ptl.Trainer, TrainerConfig, PTL_DEPRECATED)
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signatures_match, cls_subset, dataclass_subset = result
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assert signatures_match
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assert cls_subset is None
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assert dataclass_subset is None
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@pytest.mark.unit
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def test_early_stopping_config(
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self,
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):
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result = config_utils.assert_dataclass_signature_match(EarlyStopping, EarlyStoppingParams)
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signatures_match, cls_subset, dataclass_subset = result
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assert signatures_match
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assert cls_subset is None
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assert dataclass_subset is None
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