diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index b02267ad..954ac521 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -1,6 +1,6 @@ --- name: "CI" -on: +on: # yamllint disable-line rule:truthy - "push" - "pull_request" jobs: @@ -112,7 +112,8 @@ jobs: strategy: fail-fast: true matrix: - python-version: ["3.6", "3.7", "3.8", "3.9", "3.10"] + # pytest-redis only supported in >3.7 + python-version: ["3.7", "3.8", "3.9", "3.10"] runs-on: "ubuntu-20.04" env: PYTHON_VER: "${{ matrix.python-version }}" diff --git a/diffsync/__init__.py b/diffsync/__init__.py index 67c807c0..21919612 100644 --- a/diffsync/__init__.py +++ b/diffsync/__init__.py @@ -14,9 +14,8 @@ See the License for the specific language governing permissions and limitations under the License. """ -from collections import defaultdict from inspect import isclass -from typing import Callable, ClassVar, Dict, List, Mapping, MutableMapping, Optional, Text, Tuple, Type, Union +from typing import Callable, ClassVar, Dict, List, Mapping, Optional, Text, Tuple, Type, Union from pydantic import BaseModel, PrivateAttr import structlog # type: ignore @@ -25,6 +24,8 @@ from .enum import DiffSyncModelFlags, DiffSyncFlags, DiffSyncStatus from .exceptions import DiffClassMismatch, ObjectAlreadyExists, ObjectStoreWrongType, ObjectNotFound from .helpers import DiffSyncDiffer, DiffSyncSyncer +from .store import BaseStore +from .store.local import LocalStore class DiffSyncModel(BaseModel): @@ -408,19 +409,17 @@ class DiffSync: top_level: ClassVar[List[str]] = [] """List of top-level modelnames to begin from when diffing or synchronizing.""" - _data: MutableMapping[str, MutableMapping[str, DiffSyncModel]] - """Defaultdict storing model instances. - - `self._data[modelname][unique_id] == model_instance` - """ - - def __init__(self, name=None): + def __init__(self, name=None, internal_storage_engine=LocalStore): """Generic initialization function. Subclasses should be careful to call super().__init__() if they override this method. """ - self._data = defaultdict(dict) - self._log = structlog.get_logger().new(diffsync=self) + + if isinstance(internal_storage_engine, BaseStore): + self.store = internal_storage_engine + self.store.diffsync = self + else: + self.store = internal_storage_engine(diffsync=self) # If the type is not defined, use the name of the class as the default value if self.type is None: @@ -458,8 +457,8 @@ def __repr__(self): return f"<{str(self)}>" def __len__(self): - """Total number of elements stored in self._data.""" - return sum(len(entries) for entries in self._data.values()) + """Total number of elements stored.""" + return self.store.count() def load(self): """Load all desired data from whatever backend data source into this instance.""" @@ -468,10 +467,10 @@ def load(self): def dict(self, exclude_defaults: bool = True, **kwargs) -> Mapping: """Represent the DiffSync contents as a dict, as if it were a Pydantic model.""" data: Dict[str, Dict[str, Dict]] = {} - for modelname in self._data: + for modelname in self.store.get_all_model_names(): data[modelname] = {} - for unique_id, model in self._data[modelname].items(): - data[modelname][unique_id] = model.dict(exclude_defaults=exclude_defaults, **kwargs) + for obj in self.store.get_all(model=modelname): + data[obj.get_type()][obj.get_unique_id()] = obj.dict(exclude_defaults=exclude_defaults, **kwargs) return data def str(self, indent: int = 0) -> str: @@ -615,9 +614,18 @@ def diff_to( # Object Storage Management # ------------------------------------------------------------------------------ + def get_all_model_names(self): + """Get all model names. + + Returns: + List[str]: List of model names + """ + return self.store.get_all_model_names() + def get( self, obj: Union[Text, DiffSyncModel, Type[DiffSyncModel]], identifier: Union[Text, Mapping] ) -> DiffSyncModel: + """Get one object from the data store based on its unique id. Args: @@ -628,29 +636,7 @@ def get( ValueError: if obj is a str and identifier is a dict (can't convert dict into a uid str without a model class) ObjectNotFound: if the requested object is not present """ - if isinstance(obj, str): - modelname = obj - if not hasattr(self, obj): - object_class = None - else: - object_class = getattr(self, obj) - else: - object_class = obj - modelname = obj.get_type() - - if isinstance(identifier, str): - uid = identifier - elif object_class: - uid = object_class.create_unique_id(**identifier) - else: - raise ValueError( - f"Invalid args: ({obj}, {identifier}): " - f"either {obj} should be a class/instance or {identifier} should be a str" - ) - - if uid not in self._data[modelname]: - raise ObjectNotFound(f"{modelname} {uid} not present in {self.name}") - return self._data[modelname][uid] + return self.store.get(model=obj, identifier=identifier) def get_all(self, obj: Union[Text, DiffSyncModel, Type[DiffSyncModel]]) -> List[DiffSyncModel]: """Get all objects of a given type. @@ -661,12 +647,7 @@ def get_all(self, obj: Union[Text, DiffSyncModel, Type[DiffSyncModel]]) -> List[ Returns: List[DiffSyncModel]: List of Object """ - if isinstance(obj, str): - modelname = obj - else: - modelname = obj.get_type() - - return list(self._data[modelname].values()) + return self.store.get_all(model=obj) def get_by_uids( self, uids: List[Text], obj: Union[Text, DiffSyncModel, Type[DiffSyncModel]] @@ -680,17 +661,7 @@ def get_by_uids( Raises: ObjectNotFound: if any of the requested UIDs are not found in the store """ - if isinstance(obj, str): - modelname = obj - else: - modelname = obj.get_type() - - results = [] - for uid in uids: - if uid not in self._data[modelname]: - raise ObjectNotFound(f"{modelname} {uid} not present in {self.name}") - results.append(self._data[modelname][uid]) - return results + return self.store.get_by_uids(uids=uids, model=obj) def add(self, obj: DiffSyncModel): """Add a DiffSyncModel object to the store. @@ -701,20 +672,18 @@ def add(self, obj: DiffSyncModel): Raises: ObjectAlreadyExists: if a different object with the same uid is already present. """ - modelname = obj.get_type() - uid = obj.get_unique_id() + return self.store.add(obj=obj) - existing_obj = self._data[modelname].get(uid) - if existing_obj: - if existing_obj is not obj: - raise ObjectAlreadyExists(f"Object {uid} already present", obj) - # Return so we don't have to change anything on the existing object and underlying data - return + def update(self, obj: DiffSyncModel): + """Update a DiffSyncModel object to the store. - if not obj.diffsync: - obj.diffsync = self + Args: + obj (DiffSyncModel): Object to store - self._data[modelname][uid] = obj + Raises: + ObjectAlreadyExists: if a different object with the same uid is already present. + """ + return self.store.update(obj=obj) def remove(self, obj: DiffSyncModel, remove_children: bool = False): """Remove a DiffSyncModel object from the store. @@ -726,26 +695,7 @@ def remove(self, obj: DiffSyncModel, remove_children: bool = False): Raises: ObjectNotFound: if the object is not present """ - modelname = obj.get_type() - uid = obj.get_unique_id() - - if uid not in self._data[modelname]: - raise ObjectNotFound(f"{modelname} {uid} not present in {self.name}") - - if obj.diffsync is self: - obj.diffsync = None - - del self._data[modelname][uid] - - if remove_children: - for child_type, child_fieldname in obj.get_children_mapping().items(): - for child_id in getattr(obj, child_fieldname): - try: - child_obj = self.get(child_type, child_id) - self.remove(child_obj, remove_children=remove_children) - except ObjectNotFound: - # Since this is "cleanup" code, log an error and continue, instead of letting the exception raise - self._log.error(f"Unable to remove child {child_id} of {modelname} {uid} - not found!") + return self.store.remove(obj=obj, remove_children=remove_children) def get_or_instantiate( self, model: Type[DiffSyncModel], ids: Dict, attrs: Dict = None @@ -760,18 +710,7 @@ def get_or_instantiate( Returns: Tuple[DiffSyncModel, bool]: Provides the existing or new object and whether it was created or not. """ - created = False - try: - obj = self.get(model, ids) - except ObjectNotFound: - if not attrs: - attrs = {} - obj = model(**ids, **attrs) - # Add the object to diffsync adapter - self.add(obj) - created = True - - return obj, created + return self.store.get_or_instantiate(model=model, ids=ids, attrs=attrs) def update_or_instantiate(self, model: Type[DiffSyncModel], ids: Dict, attrs: Dict) -> Tuple[DiffSyncModel, bool]: """Attempt to update an existing object with provided ids/attrs or instantiate it with provided identifiers and attrs. @@ -784,21 +723,18 @@ def update_or_instantiate(self, model: Type[DiffSyncModel], ids: Dict, attrs: Di Returns: Tuple[DiffSyncModel, bool]: Provides the existing or new object and whether it was created or not. """ - created = False - try: - obj = self.get(model, ids) - except ObjectNotFound: - obj = model(**ids, **attrs) - # Add the object to diffsync adapter - self.add(obj) - created = True + return self.store.update_or_instantiate(model=model, ids=ids, attrs=attrs) - # Update existing obj with attrs - for attr, value in attrs.items(): - if getattr(obj, attr) != value: - setattr(obj, attr, value) + def count(self, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"], None] = None): + """Count how many objects of one model type exist in the backend store. - return obj, created + Args: + model (DiffSyncModel): The DiffSyncModel to check the number of elements. If not provided, default to all. + + Returns: + Int: Number of elements of the model type + """ + return self.store.count(model=model) # DiffSyncModel references DiffSync and DiffSync references DiffSyncModel. Break the typing loop: diff --git a/diffsync/helpers.py b/diffsync/helpers.py index da61dff7..202875ee 100644 --- a/diffsync/helpers.py +++ b/diffsync/helpers.py @@ -125,8 +125,8 @@ def diff_object_list(self, src: List["DiffSyncModel"], dst: List["DiffSyncModel" self.validate_objects_for_diff(combined_dict.values()) - for uid, value in combined_dict.items(): - src_obj, dst_obj = value + for _, item in combined_dict.items(): + src_obj, dst_obj = item diff_element = self.diff_object_pair(src_obj, dst_obj) if diff_element: diff --git a/diffsync/store/__init__.py b/diffsync/store/__init__.py new file mode 100644 index 00000000..9f234afc --- /dev/null +++ b/diffsync/store/__init__.py @@ -0,0 +1,222 @@ +"""BaseStore module.""" +from typing import Dict, List, Mapping, Text, Tuple, Type, Union, TYPE_CHECKING, Optional, Set +import structlog # type: ignore + +from diffsync.exceptions import ObjectNotFound + +if TYPE_CHECKING: + from diffsync import DiffSyncModel + from diffsync import DiffSync + + +class BaseStore: + """Reference store to be implemented in different backends.""" + + def __init__( + self, *args, diffsync: Optional["DiffSync"] = None, name: str = "", **kwargs # pylint: disable=unused-argument + ) -> None: + """Init method for BaseStore.""" + self.diffsync = diffsync + self.name = name or self.__class__.__name__ + self._log = structlog.get_logger().new(store=self) + + def __str__(self): + """Render store name.""" + return self.name + + def get_all_model_names(self) -> Set[str]: + """Get all the model names stored. + + Return: + Set[str]: Set of all the model names. + """ + raise NotImplementedError + + def get( + self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]], identifier: Union[Text, Mapping] + ) -> "DiffSyncModel": + """Get one object from the data store based on its unique id. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the object to retrieve + identifier: Unique ID of the object to retrieve, or dict of unique identifier keys/values + + Raises: + ValueError: if obj is a str and identifier is a dict (can't convert dict into a uid str without a model class) + ObjectNotFound: if the requested object is not present + """ + raise NotImplementedError + + def get_all(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]]) -> List["DiffSyncModel"]: + """Get all objects of a given type. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Returns: + List[DiffSyncModel]: List of Object + """ + raise NotImplementedError + + def get_by_uids( + self, *, uids: List[Text], model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]] + ) -> List["DiffSyncModel"]: + """Get multiple objects from the store by their unique IDs/Keys and type. + + Args: + uids: List of unique id / key identifying object in the database. + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Raises: + ObjectNotFound: if any of the requested UIDs are not found in the store + """ + raise NotImplementedError + + def remove_item(self, modelname: str, uid: str): + """Remove one item from store.""" + raise NotImplementedError + + def remove(self, *, obj: "DiffSyncModel", remove_children: bool = False): + """Remove a DiffSyncModel object from the store. + + Args: + obj (DiffSyncModel): object to remove + remove_children (bool): If True, also recursively remove any children of this object + + Raises: + ObjectNotFound: if the object is not present + """ + modelname = obj.get_type() + uid = obj.get_unique_id() + + self.remove_item(modelname, uid) + + if obj.diffsync: + obj.diffsync = None + + if remove_children: + for child_type, child_fieldname in obj.get_children_mapping().items(): + for child_id in getattr(obj, child_fieldname): + try: + child_obj = self.get(model=child_type, identifier=child_id) + self.remove(obj=child_obj, remove_children=remove_children) + except ObjectNotFound: + # Since this is "cleanup" code, log an error and continue, instead of letting the exception raise + self._log.error( + "Unable to remove child element as it was not found!", + child_type=child_type, + child_id=child_id, + parent_type=modelname, + parent_id=uid, + ) + + def add(self, *, obj: "DiffSyncModel"): + """Add a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to store + + Raises: + ObjectAlreadyExists: if a different object with the same uid is already present. + """ + raise NotImplementedError + + def update(self, *, obj: "DiffSyncModel"): + """Update a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to update + """ + raise NotImplementedError + + def count(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"], None] = None) -> int: + """Returns the number of elements of a specific model, or all elements in the store if not specified.""" + raise NotImplementedError + + def get_or_instantiate( + self, *, model: Type["DiffSyncModel"], ids: Dict, attrs: Dict = None + ) -> Tuple["DiffSyncModel", bool]: + """Attempt to get the object with provided identifiers or instantiate it with provided identifiers and attrs. + + Args: + model (DiffSyncModel): The DiffSyncModel to get or create. + ids (Mapping): Identifiers for the DiffSyncModel to get or create with. + attrs (Mapping, optional): Attributes when creating an object if it doesn't exist. Defaults to None. + + Returns: + Tuple[DiffSyncModel, bool]: Provides the existing or new object and whether it was created or not. + """ + created = False + try: + obj = self.get(model=model, identifier=ids) + except ObjectNotFound: + if not attrs: + attrs = {} + obj = model(**ids, **attrs) + # Add the object to diffsync adapter + self.add(obj=obj) + created = True + + return obj, created + + def update_or_instantiate( + self, *, model: Type["DiffSyncModel"], ids: Dict, attrs: Dict + ) -> Tuple["DiffSyncModel", bool]: + """Attempt to update an existing object with provided ids/attrs or instantiate it with provided identifiers and attrs. + + Args: + model (DiffSyncModel): The DiffSyncModel to get or create. + ids (Dict): Identifiers for the DiffSyncModel to get or create with. + attrs (Dict): Attributes when creating/updating an object if it doesn't exist. Pass in empty dict, if no specific attrs. + + Returns: + Tuple[DiffSyncModel, bool]: Provides the existing or new object and whether it was created or not. + """ + created = False + try: + obj = self.get(model=model, identifier=ids) + except ObjectNotFound: + obj = model(**ids, **attrs) + # Add the object to diffsync adapter + self.add(obj=obj) + created = True + + # Update existing obj with attrs + for attr, value in attrs.items(): + if getattr(obj, attr) != value: + setattr(obj, attr, value) + + return obj, created + + def _get_object_class_and_model( + self, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]] + ) -> Tuple[Union["DiffSyncModel", Type["DiffSyncModel"], None], str]: + """Get object class and model name for a model.""" + if isinstance(model, str): + modelname = model + if not hasattr(self, model): + return None, modelname + object_class = getattr(self, model) + else: + object_class = model + modelname = model.get_type() + + return object_class, modelname + + @staticmethod + def _get_uid( + model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]], + object_class: Union["DiffSyncModel", Type["DiffSyncModel"], None], + identifier: Union[Text, Mapping], + ) -> str: + """Get the related uid for a model and an identifier.""" + if isinstance(identifier, str): + uid = identifier + elif object_class: + uid = object_class.create_unique_id(**identifier) + else: + raise ValueError( + f"Invalid args: ({model}, {identifier}): " + f"either {model} should be a class/instance or {identifier} should be a str" + ) + return uid diff --git a/diffsync/store/local.py b/diffsync/store/local.py new file mode 100644 index 00000000..eaf6fe5a --- /dev/null +++ b/diffsync/store/local.py @@ -0,0 +1,146 @@ +"""LocalStore module.""" + +from collections import defaultdict +from typing import List, Mapping, Text, Type, Union, TYPE_CHECKING, Dict, Set + +from diffsync.exceptions import ObjectNotFound, ObjectAlreadyExists +from diffsync.store import BaseStore + + +if TYPE_CHECKING: + from diffsync import DiffSyncModel + + +class LocalStore(BaseStore): + """LocalStore class.""" + + def __init__(self, *args, **kwargs) -> None: + """Init method for LocalStore.""" + super().__init__(*args, **kwargs) + + self._data: Dict = defaultdict(dict) + + def get_all_model_names(self) -> Set[str]: + """Get all the model names stored. + + Return: + Set[str]: Set of all the model names. + """ + return set(self._data.keys()) + + def get( + self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]], identifier: Union[Text, Mapping] + ) -> "DiffSyncModel": + """Get one object from the data store based on its unique id. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the object to retrieve + identifier: Unique ID of the object to retrieve, or dict of unique identifier keys/values + + Raises: + ValueError: if obj is a str and identifier is a dict (can't convert dict into a uid str without a model class) + ObjectNotFound: if the requested object is not present + """ + object_class, modelname = self._get_object_class_and_model(model) + + uid = self._get_uid(model, object_class, identifier) + + if uid not in self._data[modelname]: + raise ObjectNotFound(f"{modelname} {uid} not present in {str(self)}") + return self._data[modelname][uid] + + def get_all(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]]) -> List["DiffSyncModel"]: + """Get all objects of a given type. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Returns: + List[DiffSyncModel]: List of Object + """ + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + + return list(self._data[modelname].values()) + + def get_by_uids( + self, *, uids: List[Text], model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]] + ) -> List["DiffSyncModel"]: + """Get multiple objects from the store by their unique IDs/Keys and type. + + Args: + uids: List of unique id / key identifying object in the database. + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Raises: + ObjectNotFound: if any of the requested UIDs are not found in the store + """ + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + + results = [] + for uid in uids: + if uid not in self._data[modelname]: + raise ObjectNotFound(f"{modelname} {uid} not present in {str(self)}") + results.append(self._data[modelname][uid]) + return results + + def add(self, *, obj: "DiffSyncModel"): + """Add a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to store + + Raises: + ObjectAlreadyExists: if a different object with the same uid is already present. + """ + modelname = obj.get_type() + uid = obj.get_unique_id() + + existing_obj = self._data[modelname].get(uid) + if existing_obj: + if existing_obj is not obj: + raise ObjectAlreadyExists(f"Object {uid} already present", obj) + # Return so we don't have to change anything on the existing object and underlying data + return + + if not obj.diffsync: + obj.diffsync = self.diffsync + + self._data[modelname][uid] = obj + + def update(self, *, obj: "DiffSyncModel"): + """Update a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to update + """ + modelname = obj.get_type() + uid = obj.get_unique_id() + + existing_obj = self._data[modelname].get(uid) + if existing_obj is obj: + return + + self._data[modelname][uid] = obj + + def remove_item(self, modelname: str, uid: str): + """Remove one item from store.""" + if uid not in self._data[modelname]: + raise ObjectNotFound(f"{modelname} {uid} not present in {str(self)}") + del self._data[modelname][uid] + + def count(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"], None] = None) -> int: + """Returns the number of elements of a specific model, or all elements in the store if unspecified.""" + if not model: + return sum(len(entries) for entries in self._data.values()) + + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + return len(self._data[modelname]) diff --git a/diffsync/store/redis.py b/diffsync/store/redis.py new file mode 100644 index 00000000..83ca68cb --- /dev/null +++ b/diffsync/store/redis.py @@ -0,0 +1,208 @@ +"""RedisStore module.""" +import copy +import uuid +from pickle import loads, dumps # nosec +from typing import List, Mapping, Text, Type, Union, TYPE_CHECKING, Set + +try: + from redis import Redis + from redis.exceptions import ConnectionError as RedisConnectionError +except ImportError as ierr: + print("Redis is not installed. Have you installed diffsync with redis extra? `pip install diffsync[redis]`") + raise ierr + +from diffsync.exceptions import ObjectNotFound, ObjectStoreException, ObjectAlreadyExists +from diffsync.store import BaseStore + +if TYPE_CHECKING: + from diffsync import DiffSyncModel + +REDIS_DIFFSYNC_ROOT_LABEL = "diffsync" + + +class RedisStore(BaseStore): + """RedisStore class.""" + + def __init__(self, *args, store_id=None, host=None, port=6379, url=None, db=0, **kwargs): + """Init method for RedisStore.""" + super().__init__(*args, **kwargs) + + if url and host and port: + raise ValueError("'url' and 'host' arguments can't be specified together.") + + try: + if url: + self._store = Redis.from_url(url, db=db) + else: + self._store = Redis(host=host, port=port, db=db) + + if not self._store.ping(): + raise RedisConnectionError + except RedisConnectionError: + raise ObjectStoreException("Redis store is unavailable.") from RedisConnectionError + + self._store_id = store_id if store_id else str(uuid.uuid4()) + + self._store_label = f"{REDIS_DIFFSYNC_ROOT_LABEL}:{self._store_id}" + + def __str__(self): + """Render store name.""" + return f"{self.name} ({self._store_id})" + + def _get_object_from_redis_key(self, key): + """Get the object from Redis key.""" + try: + obj_result = loads(self._store.get(key)) # nosec + obj_result.diffsync = self.diffsync + return obj_result + except TypeError as exc: + raise ObjectNotFound(f"{key} not present in Cache") from exc + + def get_all_model_names(self) -> Set[str]: + """Get all the model names stored. + + Return: + Set[str]: Set of all the model names. + """ + # TODO: optimize it + all_model_names = set() + for item in self._store.scan_iter(f"{self._store_label}:*"): + # Model Name is the third item in the Redis key + # b'diffsync:123:device:device1' -> Model name b'device' + model_name = item.split(b":")[2].decode() + all_model_names.add(model_name) + + return all_model_names + + def _get_key_for_object(self, modelname, uid): + return f"{self._store_label}:{modelname}:{uid}" + + def get( + self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]], identifier: Union[Text, Mapping] + ) -> "DiffSyncModel": + """Get one object from the data store based on its unique id. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the object to retrieve + identifier: Unique ID of the object to retrieve, or dict of unique identifier keys/values + + Raises: + ValueError: if obj is a str and identifier is a dict (can't convert dict into a uid str without a model class) + ObjectNotFound: if the requested object is not present + """ + object_class, modelname = self._get_object_class_and_model(model) + + uid = self._get_uid(model, object_class, identifier) + + return self._get_object_from_redis_key(self._get_key_for_object(modelname, uid)) + + def get_all(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]]) -> List["DiffSyncModel"]: + """Get all objects of a given type. + + Args: + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Returns: + List[DiffSyncModel]: List of Object + """ + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + + results = [] + for key in self._store.scan_iter(f"{self._store_label}:{modelname}:*"): + results.append(self._get_object_from_redis_key(key)) + + return results + + def get_by_uids( + self, *, uids: List[Text], model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"]] + ) -> List["DiffSyncModel"]: + """Get multiple objects from the store by their unique IDs/Keys and type. + + Args: + uids: List of unique id / key identifying object in the database. + model: DiffSyncModel class or instance, or modelname string, that defines the type of the objects to retrieve + + Raises: + ObjectNotFound: if any of the requested UIDs are not found in the store + """ + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + + results = [] + for uid in uids: + results.append(self._get_object_from_redis_key(self._get_key_for_object(modelname, uid))) + + return results + + def add(self, *, obj: "DiffSyncModel"): + """Add a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to store + + Raises: + ObjectAlreadyExists: if a different object with the same uid is already present. + """ + modelname = obj.get_type() + uid = obj.get_unique_id() + + # Get existing Object + object_key = self._get_key_for_object(modelname, uid) + + existing_obj_binary = self._store.get(object_key) + if existing_obj_binary: + existing_obj = loads(existing_obj_binary) + existing_obj_dict = existing_obj.dict() + + if existing_obj_dict != obj.dict(): + raise ObjectAlreadyExists(f"Object {uid} already present", obj) + + # Return so we don't have to change anything on the existing object and underlying data + return + + # Remove the diffsync object before sending to Redis + obj_copy = copy.copy(obj) + obj_copy.diffsync = None + + self._store.set(object_key, dumps(obj_copy)) + + def update(self, *, obj: "DiffSyncModel"): + """Update a DiffSyncModel object to the store. + + Args: + obj (DiffSyncModel): Object to update + """ + modelname = obj.get_type() + uid = obj.get_unique_id() + + object_key = self._get_key_for_object(modelname, uid) + obj_copy = copy.copy(obj) + obj_copy.diffsync = None + + self._store.set(object_key, dumps(obj_copy)) + + def remove_item(self, modelname: str, uid: str): + """Remove one item from store.""" + object_key = self._get_key_for_object(modelname, uid) + + if not self._store.exists(object_key): + raise ObjectNotFound(f"{modelname} {uid} not present in Cache") + + self._store.delete(object_key) + + def count(self, *, model: Union[Text, "DiffSyncModel", Type["DiffSyncModel"], None] = None) -> int: + """Returns the number of elements of a specific model, or all elements in the store if unspecified.""" + search_pattern = f"{self._store_label}:*" + if model is not None: + if isinstance(model, str): + modelname = model + else: + modelname = model.get_type() + search_pattern = f"{self._store_label}:{modelname.lower()}:*" + + return len(list(self._store.scan_iter(search_pattern))) diff --git a/docs/source/core_engine/03-store.md b/docs/source/core_engine/03-store.md new file mode 100644 index 00000000..7a4a7bd1 --- /dev/null +++ b/docs/source/core_engine/03-store.md @@ -0,0 +1,49 @@ +# Store backends + +By default, `Diffsync` supports a local memory storage. All the loaded models from the adapters will be stored in memory, and become available for the diff calculation and sync process. This default behavior works well when executing all the steps in the same process, having access to the same memory space. However, if you want to scale out the execution of the tasks, running it in different processes or in totally different workers, a more distributed memory support is necessary. + +The `store` is a class attribute in the `DiffSync` class, but all the store operations in that class are abstracted in the following methods: `get_all_model_names`, `get`, `get_by_uids`, `add`, `update`, `remove`, `get_or_instantiate`, `update_or_instantiate` and `count`. + +## Use the `LocalStore` Backend + +When you initialize the `Diffsync` Adapter class, there is an optional keyed-argument, `internal_storage_engine`, defaulting to the `LocalStore` class. + +```python +>>> from diffsync import DiffSync +>>> adapter = DiffSync() +>>> type(adapter.store) + +``` + +## Use the `RedisStore` Backend + +To get it, you have to install diffsync package with the "redis" extra option: `pip install diffsync[redis]` + +The `RedisStore` backend, as the name suggests, connects to an external Redis service, to store data loaded by the `DiffSync` tasks. The biggest change is that it requires to initialize the Redis store class, before using it in the `DiffSync` adapter class. + +```python +>>> from diffsync import DiffSync +>>> from diffsync.store.redis import RedisStore +>>> store = RedisStore(host="redis host") +>>> adapter = DiffSync(internal_storage_engine=store) +>>> type(adapter.store) + +``` + +Notice that the `RedisStore` will validate, when initialized, that there is a reachability to the Redis host, and if not, will raise an exception: + +```python +>>> from diffsync.store.redis import RedisStore +>>> store = RedisStore(host="redis host") +redis.exceptions.ConnectionError + +The above exception was the direct cause of the following exception: + +Traceback (most recent call last): + File "", line 1, in + File "/Users/chadell/github.ntc/diffsync/diffsync/store/redis.py", line 34, in __init__ + raise ObjectStoreException("Redis store is unavailable.") from RedisConnectionError +diffsync.exceptions.ObjectStoreException: Redis store is unavailable. +``` + +Using `RedisStore`, every adapter uses a specific Redis label, generated automatically, if not provided via the `store_id` keyed-argument. This `store_id` can be used to point an adapter to the specific memory state needed for diffsync operations. diff --git a/docs/source/core_engine/index.rst b/docs/source/core_engine/index.rst index e51744d5..3b356c5a 100644 --- a/docs/source/core_engine/index.rst +++ b/docs/source/core_engine/index.rst @@ -8,4 +8,4 @@ The core engine of DiffSync is meant to be transparent for most users but in som .. mdinclude:: 01-flags.md .. mdinclude:: 02-customize-diff-class.md - +.. mdinclude:: 03-store.md diff --git a/docs/source/getting_started/01-getting-started.md b/docs/source/getting_started/01-getting-started.md index 14d60865..61fca515 100644 --- a/docs/source/getting_started/01-getting-started.md +++ b/docs/source/getting_started/01-getting-started.md @@ -1,5 +1,3 @@ - - To be able to properly compare different datasets, DiffSync relies on a shared data model that both systems must use. Specifically, each system or dataset must provide a `DiffSync` "adapter" subclass, which in turn represents its dataset as instances of one or more `DiffSyncModel` data model classes. @@ -9,6 +7,7 @@ When comparing two systems, DiffSync detects the intersection between the two sy `DiffSyncModel` is based on [Pydantic](https://pydantic-docs.helpmanual.io/) and is using Python typing to define the format of each attribute. Each `DiffSyncModel` subclass supports the following class-level attributes: + - `_modelname` - Defines the type of the model; used to identify common models between different systems (Mandatory) - `_identifiers` - List of instance field names used as primary keys for this object (Mandatory) - `_shortname` - List of instance field names to use for a shorter name (Optional) @@ -74,6 +73,7 @@ class BackendA(DiffSync): device = self.device(name="rtr-nyc", role="router", site_name="nyc") self.add(device) site.add_child(device) + site.update() ``` # Update remote system on sync diff --git a/poetry.lock b/poetry.lock index 2c0a341b..96b8748f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -8,7 +8,7 @@ python-versions = "*" [[package]] name = "astroid" -version = "2.9.3" +version = "2.11.5" description = "An abstract syntax tree for Python with inference support." category = "dev" optional = false @@ -18,7 +18,18 @@ python-versions = ">=3.6.2" lazy-object-proxy = ">=1.4.0" typed-ast = {version = ">=1.4.0,<2.0", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""} typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""} -wrapt = ">=1.11,<1.14" +wrapt = ">=1.11,<2" + +[[package]] +name = "async-timeout" +version = "4.0.2" +description = "Timeout context manager for asyncio programs" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""} [[package]] name = "atomicwrites" @@ -44,11 +55,11 @@ tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (> [[package]] name = "babel" -version = "2.9.1" +version = "2.10.1" description = "Internationalization utilities" category = "dev" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +python-versions = ">=3.6" [package.dependencies] pytz = ">=2015.7" @@ -69,7 +80,7 @@ stevedore = ">=1.20.0" [[package]] name = "black" -version = "22.1.0" +version = "22.3.0" description = "The uncompromising code formatter." category = "dev" optional = false @@ -81,7 +92,7 @@ dataclasses = {version = ">=0.6", markers = "python_version < \"3.7\""} mypy-extensions = ">=0.4.3" pathspec = ">=0.9.0" platformdirs = ">=2" -tomli = ">=1.1.0" +tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""} typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""} @@ -152,6 +163,31 @@ category = "main" optional = false python-versions = ">=3.6, <3.7" +[[package]] +name = "deprecated" +version = "1.2.13" +description = "Python @deprecated decorator to deprecate old python classes, functions or methods." +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[package.dependencies] +wrapt = ">=1.10,<2" + +[package.extras] +dev = ["tox", "bump2version (<1)", "sphinx (<2)", "importlib-metadata (<3)", "importlib-resources (<4)", "configparser (<5)", "sphinxcontrib-websupport (<2)", "zipp (<2)", "PyTest (<5)", "PyTest-Cov (<2.6)", "pytest", "pytest-cov"] + +[[package]] +name = "dill" +version = "0.3.4" +description = "serialize all of python" +category = "dev" +optional = false +python-versions = ">=2.7, !=3.0.*" + +[package.extras] +graph = ["objgraph (>=1.7.2)"] + [[package]] name = "docutils" version = "0.17.1" @@ -217,7 +253,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" name = "importlib-metadata" version = "4.8.3" description = "Read metadata from Python packages" -category = "dev" +category = "main" optional = false python-versions = ">=3.6" @@ -240,7 +276,7 @@ python-versions = "*" [[package]] name = "invoke" -version = "1.6.0" +version = "1.7.1" description = "Pythonic task execution" category = "dev" optional = false @@ -320,7 +356,7 @@ python-versions = "*" [[package]] name = "mypy" -version = "0.931" +version = "0.950" description = "Optional static typing for Python" category = "dev" optional = false @@ -328,13 +364,14 @@ python-versions = ">=3.6" [package.dependencies] mypy-extensions = ">=0.4.3" -tomli = ">=1.1.0" +tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} typed-ast = {version = ">=1.4.0,<2", markers = "python_version < \"3.8\""} typing-extensions = ">=3.10" [package.extras] dmypy = ["psutil (>=4.0)"] python2 = ["typed-ast (>=1.4.0,<2)"] +reports = ["lxml"] [[package]] name = "mypy-extensions" @@ -365,7 +402,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7" [[package]] name = "pbr" -version = "5.8.1" +version = "5.9.0" description = "Python Build Reasonableness" category = "dev" optional = false @@ -398,6 +435,17 @@ importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""} dev = ["pre-commit", "tox"] testing = ["pytest", "pytest-benchmark"] +[[package]] +name = "psutil" +version = "5.9.0" +description = "Cross-platform lib for process and system monitoring in Python." +category = "dev" +optional = false +python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[package.extras] +test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"] + [[package]] name = "py" version = "1.11.0" @@ -454,29 +502,33 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "pygments" -version = "2.11.2" +version = "2.12.0" description = "Pygments is a syntax highlighting package written in Python." category = "dev" optional = false -python-versions = ">=3.5" +python-versions = ">=3.6" [[package]] name = "pylint" -version = "2.12.2" +version = "2.13.9" description = "python code static checker" category = "dev" optional = false python-versions = ">=3.6.2" [package.dependencies] -astroid = ">=2.9.0,<2.10" +astroid = ">=2.11.5,<=2.12.0-dev0" colorama = {version = "*", markers = "sys_platform == \"win32\""} +dill = ">=0.2" isort = ">=4.2.5,<6" -mccabe = ">=0.6,<0.7" +mccabe = ">=0.6,<0.8" platformdirs = ">=2.2.0" -toml = ">=0.9.2" +tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""} +[package.extras] +testutil = ["gitpython (>3)"] + [[package]] name = "pyparsing" version = "3.0.7" @@ -525,6 +577,22 @@ pytest = ">=4.6" [package.extras] testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"] +[[package]] +name = "pytest-redislite" +version = "0.1.0" +description = "Pytest plugin for testing code using Redis" +category = "dev" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +pytest = "*" +redislite = "*" + +[package.extras] +build = ["bump2version"] +tests = ["redis", "types-redis", "pytest-mypy"] + [[package]] name = "pytest-structlog" version = "0.5" @@ -539,7 +607,7 @@ structlog = "*" [[package]] name = "pytz" -version = "2021.3" +version = "2022.1" description = "World timezone definitions, modern and historical" category = "dev" optional = false @@ -553,6 +621,37 @@ category = "dev" optional = false python-versions = ">=3.6" +[[package]] +name = "redis" +version = "4.3.1" +description = "Python client for Redis database and key-value store" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +async-timeout = ">=4.0.2" +deprecated = ">=1.2.3" +importlib-metadata = {version = ">=1.0", markers = "python_version < \"3.8\""} +packaging = ">=20.4" +typing-extensions = {version = "*", markers = "python_version < \"3.8\""} + +[package.extras] +hiredis = ["hiredis (>=1.0.0)"] +ocsp = ["cryptography (>=36.0.1)", "pyopenssl (==20.0.1)", "requests (>=2.26.0)"] + +[[package]] +name = "redislite" +version = "6.0.674960" +description = "Redis built into a python package" +category = "dev" +optional = false +python-versions = ">=3.6.0" + +[package.dependencies] +psutil = "*" +redis = "*" + [[package]] name = "requests" version = "2.27.1" @@ -589,7 +688,7 @@ python-versions = "*" [[package]] name = "sphinx" -version = "4.4.0" +version = "4.5.0" description = "Python documentation generator" category = "dev" optional = false @@ -751,15 +850,23 @@ python-versions = ">=3.6" [[package]] name = "typed-ast" -version = "1.5.2" +version = "1.5.3" description = "a fork of Python 2 and 3 ast modules with type comment support" category = "dev" optional = false python-versions = ">=3.6" +[[package]] +name = "types-redis" +version = "4.2.3" +description = "Typing stubs for redis" +category = "dev" +optional = false +python-versions = "*" + [[package]] name = "types-toml" -version = "0.10.4" +version = "0.10.7" description = "Typing stubs for toml" category = "dev" optional = false @@ -775,22 +882,22 @@ python-versions = ">=3.6" [[package]] name = "urllib3" -version = "1.26.8" +version = "1.26.9" description = "HTTP library with thread-safe connection pooling, file post, and more." category = "dev" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4" [package.extras] -brotli = ["brotlipy (>=0.6.0)"] +brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"] secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"] socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"] [[package]] name = "wrapt" -version = "1.13.3" +version = "1.14.1" description = "Module for decorators, wrappers and monkey patching." -category = "dev" +category = "main" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7" @@ -810,7 +917,7 @@ pyyaml = "*" name = "zipp" version = "3.6.0" description = "Backport of pathlib-compatible object wrapper for zip files" -category = "dev" +category = "main" optional = false python-versions = ">=3.6" @@ -818,10 +925,13 @@ python-versions = ">=3.6" docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"] testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", 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FIXME, XXX, """ - + [tool.pylint.similarities] # There's a lot of duplicate code in the examples/backend_*.py files - don't complain about it for now min-similarity-lines = 20 @@ -96,5 +102,5 @@ testpaths = [ ] [build-system] -requires = ["poetry>=0.12"] -build-backend = "poetry.masonry.api" +requires = ["poetry_core>=1.0.8"] +build-backend = "poetry.core.masonry.api" diff --git a/tests/unit/test_diffsync.py b/tests/unit/test_diffsync.py index a402739a..9e8ccb33 100644 --- a/tests/unit/test_diffsync.py +++ b/tests/unit/test_diffsync.py @@ -33,7 +33,7 @@ def test_diffsync_default_name_type(generic_diffsync): def test_diffsync_generic_load_is_noop(generic_diffsync): generic_diffsync.load() - assert len(generic_diffsync._data) == 0 # pylint: disable=protected-access + assert generic_diffsync.count() == 0 def test_diffsync_dict_with_no_data(generic_diffsync): @@ -90,13 +90,14 @@ def test_diffsync_add_no_raises_existing_same_object(generic_diffsync): # First attempt at adding object generic_diffsync.add(person) - assert modelname in generic_diffsync._data # pylint: disable=protected-access - assert uid in generic_diffsync._data[modelname] # pylint: disable=protected-access - assert person == generic_diffsync._data[modelname][uid] # pylint: disable=protected-access + assert modelname in generic_diffsync.get_all_model_names() + assert any(uid == obj.get_unique_id() for obj in generic_diffsync.get_all(modelname)) + + assert person == generic_diffsync.get(modelname, uid) # Attempt to add again and make sure it doesn't raise an exception generic_diffsync.add(person) - assert person is generic_diffsync._data[modelname][uid] # pylint: disable=protected-access + assert person is generic_diffsync.get(modelname, uid) assert person is generic_diffsync.get(PersonA, "Mikhail Yohman") @@ -737,7 +738,14 @@ def test_diffsync_remove_missing_child(log, backend_a): backend_a.remove(rdu_spine1_eth0) # Should log an error but continue removing other child objects backend_a.remove(rdu_spine1, remove_children=True) - assert log.has("Unable to remove child rdu-spine1__eth0 of device rdu-spine1 - not found!", diffsync=backend_a) + assert log.has( + "Unable to remove child element as it was not found!", + store=backend_a.store, + parent_id=str(rdu_spine1), + parent_type=rdu_spine1.get_type(), + child_id=str(rdu_spine1_eth0), + child_type=rdu_spine1_eth0.get_type(), + ) with pytest.raises(ObjectNotFound): backend_a.get(Interface, "rdu-spine1__eth1") diff --git a/tests/unit/test_redisstore.py b/tests/unit/test_redisstore.py new file mode 100644 index 00000000..7b1f1cb3 --- /dev/null +++ b/tests/unit/test_redisstore.py @@ -0,0 +1,62 @@ +"""Testing of RedisStore.""" +import pytest +from diffsync.store.redis import RedisStore +from diffsync.exceptions import ObjectStoreException + + +def test_redisstore_init(redis_url): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + assert str(store) == "mystore (123)" + + +def test_redisstore_init_wrong(): + with pytest.raises(ObjectStoreException): + RedisStore(name="mystore", store_id="123", url="redis://wrong") + + +def test_redisstore_add_obj(redis_url, make_site): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + assert store.count() == 1 + + +def test_redisstore_add_obj_twice(redis_url, make_site): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + store.add(obj=site) + assert store.count() == 1 + + +def test_redisstore_get_all_obj(redis_url, make_site): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + assert store.get_all(model=site.__class__)[0] == site + + +def test_redisstore_get_obj(redis_url, make_site): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + assert store.get(model=site.__class__, identifier=site.name) == site + + +def test_redisstore_remove_obj(redis_url, make_site): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + assert store.count(model=site.__class__) == store.count() == 1 + store.remove(obj=site) + assert store.count(model=site.__class__) == store.count() == 0 + + +def test_redisstore_get_all_model_names(redis_url, make_site, make_device): + store = RedisStore(name="mystore", store_id="123", url=redis_url) + site = make_site() + store.add(obj=site) + device = make_device() + store.add(obj=device) + assert site.get_type() in store.get_all_model_names() + assert device.get_type() in store.get_all_model_names()