fix: allow import from Registryconfig with optional dependencies (#180)

Signed-off-by: Avik Basu <[email protected]>

.github/workflows/ci.yml

@@ -30,7 +30,9 @@ jobs:
  - name: Install dependencies
  run: |
  poetry env use ${{ matrix.python-version }}
- poetry install --all-extras --with dev,torch
+ poetry install --all-extras --with dev
+ poetry run pip install "torch<3.0" -i https://download.pytorch.org/whl/cpu
+ poetry run pip install "pytorch-lightning<3.0"
 
  - name: Test with pytest
  run: make test

.github/workflows/coverage.yml

@@ -30,7 +30,9 @@ jobs:
  - name: Install dependencies
  run: |
  poetry env use ${{ matrix.python-version }}
- poetry install --all-extras --with dev,torch
+ poetry install --all-extras --with dev
+ poetry run pip install "torch<3.0" -i https://download.pytorch.org/whl/cpu
+ poetry run pip install "pytorch-lightning<3.0"
 
  - name: Run Coverage
  run: |

numalogic/config/__init__.py

@@ -16,6 +16,7 @@
  PreprocessFactory,
  PostprocessFactory,
  ThresholdFactory,
+ RegistryFactory,
 )
 
 
@@ -28,4 +29,5 @@
  "PreprocessFactory",
  "PostprocessFactory",
  "ThresholdFactory",
+ "RegistryFactory",
 ]

numalogic/config/factory.py

@@ -91,9 +91,33 @@ class ModelFactory(_ObjectFactory):
 
 
 class RegistryFactory(_ObjectFactory):
- import numalogic.registry as reg
+ _CLS_SET = {"RedisRegistry", "MLflowRegistry"}
 
- _CLS_MAP = {
- "RedisRegistry": getattr(reg, "RedisRegistry"),
- "MLflowRegistry": getattr(reg, "MLflowRegistry"),
- }
+ def get_instance(self, object_info: Union[ModelInfo, RegistryInfo]):
+ import numalogic.registry as reg
+
+ try:
+ _cls = getattr(reg, object_info.name)
+ except AttributeError as err:
+ if object_info.name in self._CLS_SET:
+ raise ImportError(
+ "Please install the required dependencies for the registry you want to use."
+ ) from err
+ raise UnknownConfigArgsError(
+ f"Invalid model info instance provided: {object_info}"
+ ) from err
+ return _cls(**object_info.conf)
+
+ def get_cls(self, object_info: Union[ModelInfo, RegistryInfo]):
+ import numalogic.registry as reg
+
+ try:
+ return getattr(reg, object_info.name)
+ except AttributeError as err:
+ if object_info.name in self._CLS_SET:
+ raise ImportError(
+ "Please install the required dependencies for the registry you want to use."
+ ) from err
+ raise UnknownConfigArgsError(
+ f"Invalid model info instance provided: {object_info}"
+ ) from err

numalogic/registry/__init__.py

@@ -13,17 +13,20 @@
 from numalogic.registry.artifact import ArtifactManager, ArtifactData, ArtifactCache
 from numalogic.registry.localcache import LocalLRUCache
 
+
+__all__ = ["ArtifactManager", "ArtifactData", "ArtifactCache", "LocalLRUCache"]
+
+
+try:
+ from numalogic.registry.mlflow_registry import MLflowRegistry # noqa: F401
+except ImportError:
+ pass
+else:
+ __all__.append("MLflowRegistry")
+
 try:
- from numalogic.registry.mlflow_registry import MLflowRegistry
- from numalogic.registry.redis_registry import RedisRegistry
+ from numalogic.registry.redis_registry import RedisRegistry # noqa: F401
 except ImportError:
- __all__ = ["ArtifactManager", "ArtifactData", "ArtifactCache", "LocalLRUCache"]
+ pass
 else:
- __all__ = [
- "ArtifactManager",
- "ArtifactData",
- "MLflowRegistry",
- "ArtifactCache",
- "LocalLRUCache",
- "RedisRegistry",
- ]
+ __all__.append("RedisRegistry")

pyproject.toml

@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "numalogic"
-version = "0.4.dev4"
+version = "0.4.dev5"
 description = "Collection of operational Machine Learning models and tools."
 authors = ["Numalogic Developers"]
 packages = [{ include = "numalogic" }]
@@ -92,7 +92,7 @@ exclude = '''
 line-length = 100
 src = ["numalogic", "tests"]
 select = ["E", "F", "W", "C901", "NPY", "RUF", "TRY", "G", "PLE", "PLW", "UP", "ICN", "RET", "Q"]
-ignore = ["TRY003", "TRY301"]
+ignore = ["TRY003", "TRY301", "RUF100"]
 target-version = "py39"
 show-fixes = true
 show-source = true

tests/test_config.py → tests/config/test_config.py

@@ -26,8 +26,8 @@
  ThresholdFactory,
  NumalogicConf,
  ModelInfo,
+ RegistryFactory,
 )
-from numalogic.config.factory import RegistryFactory
 from numalogic.models.autoencoder import AutoencoderTrainer
 from numalogic.models.autoencoder.variants import SparseVanillaAE, SparseConv1dAE, LSTMAE
 from numalogic.models.threshold import StdDevThreshold

tests/config/test_optdeps.py

@@ -0,0 +1,64 @@
+# Copyright 2022 The Numaproj Authors.
+# 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:https://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.
+
+import os
+import unittest
+from unittest.mock import patch
+
+import fakeredis
+from omegaconf import OmegaConf
+
+from numalogic._constants import TESTS_DIR
+from numalogic.config import RegistryInfo
+from numalogic.tools.exceptions import UnknownConfigArgsError
+
+
+class TestOptionalDependencies(unittest.TestCase):
+ def setUp(self) -> None:
+ self._given_conf = OmegaConf.load(os.path.join(TESTS_DIR, "resources", "config.yaml"))
+ from numalogic.config import NumalogicConf
+
+ self.schema: NumalogicConf = OmegaConf.structured(NumalogicConf)
+ self.conf = OmegaConf.merge(self.schema, self._given_conf)
+
+ @patch("numalogic.config.factory.getattr", side_effect=AttributeError)
+ def test_not_installed_dep_01(self, _):
+ from numalogic.config.factory import RegistryFactory
+
+ model_factory = RegistryFactory()
+ server = fakeredis.FakeServer()
+ redis_cli = fakeredis.FakeStrictRedis(server=server, decode_responses=False)
+ with self.assertRaises(ImportError):
+ model_factory.get_cls(self.conf.registry)(redis_cli, **self.conf.registry.conf)
+
+ @patch("numalogic.config.factory.getattr", side_effect=AttributeError)
+ def test_not_installed_dep_02(self, _):
+ from numalogic.config.factory import RegistryFactory
+
+ model_factory = RegistryFactory()
+ server = fakeredis.FakeServer()
+ redis_cli = fakeredis.FakeStrictRedis(server=server, decode_responses=False)
+ with self.assertRaises(ImportError):
+ model_factory.get_instance(self.conf.registry)(redis_cli, **self.conf.registry.conf)
+
+ def test_unknown_registry(self):
+ from numalogic.config.factory import RegistryFactory
+
+ model_factory = RegistryFactory()
+ reg_conf = RegistryInfo(name="UnknownRegistry")
+ with self.assertRaises(UnknownConfigArgsError):
+ model_factory.get_cls(reg_conf)
+ with self.assertRaises(UnknownConfigArgsError):
+ model_factory.get_instance(reg_conf)
+
+
+if __name__ == "__main__":
+ unittest.main()