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Develop a Custom Secrets Manager

How to develop a custom secrets manager

Base Abstraction

The secret manager acts as the one-stop shop for all the secrets to which your pipeline or stack components might need access. The BaseSecretsManager is implemented as follows:
from abc import ABC, abstractmethod
from typing import ClassVar, List, Optional, Type
from zenml.enums import StackComponentType
from zenml.secret.base_secret import BaseSecretSchema
from zenml.stack import StackComponent, StackComponentConfig, Flavor
class BaseSecretsManagerConfig(StackComponentConfig):
"""Base configuration for secrets managers."""
SUPPORTS_SCOPING: ClassVar[bool] = False
scope: SecretsManagerScope = SecretsManagerScope.COMPONENT
namespace: Optional[str] = None
...
class BaseSecretsManager(StackComponent, ABC):
"""Base class for all ZenML secrets managers."""
@abstractmethod
def register_secret(self, secret: BaseSecretSchema) -> None:
"""Registers a new secret."""
@abstractmethod
def get_secret(self, secret_name: str) -> BaseSecretSchema:
"""Gets the value of a secret."""
@abstractmethod
def get_all_secret_keys(self) -> List[str]:
"""Get all secret keys."""
@abstractmethod
def update_secret(self, secret: BaseSecretSchema) -> None:
"""Update an existing secret."""
@abstractmethod
def delete_secret(self, secret_name: str) -> None:
"""Delete an existing secret."""
@abstractmethod
def delete_all_secrets(self) -> None:
"""Delete all existing secrets."""
class BaseSecretsManagerFlavor(Flavor):
"""Class for the `BaseSecretsManagerFlavor`."""
@property
@abstractmethod
def name(self) -> str:
"""Returns the name of the flavor."""
@property
def type(self) -> StackComponentType:
"""Returns the flavor type."""
return StackComponentType.SECRETS_MANAGER
@property
def config_class(self) -> Type[BaseSecretsManagerConfig]:
"""Returns the config class."""
return BaseSecretsManagerConfig
@property
@abstractmethod
def implementation_class(self) -> Type["BaseSecretsManager"]:
"""Implementation class for this flavor. """
This is a slimmed-down version of the base implementation which aims to highlight the abstraction layer. In order to see the full implementation and get the complete docstrings, please check the API docs.

Build your own custom secrets manager

If you want to create your own custom flavor for a secrets manager, you can follow the following steps:
  1. 1.
    Create a class which inherits from the BaseSecretsManager class and implement the abstractmethods: register_secret, get_secret, get_all_secret_keys, update_secret, delete_secret, delete_all_secrets.
  2. 2.
    If you need to provide any configuration, create a class which inherits from the BaseSecretsManagerConfig class add your configuration parameters.
  3. 3.
    Bring both of the implementation and the configuration together by inheriting from the BaseSecretsManagerFlavor class. Make sure that you give a name to the flavor through its abstract property.
Once you are done with the implementation, you can register it through the CLI as:
zenml secrets-manager flavor register <THE-SOURCE-PATH-OF-YOUR-SECRETS-MANAGER-FLAVOR>
It is important to draw attention to when and how these base abstractions are coming into play in a ZenML workflow.
  • The CustomSecretsManagerFlavor class is imported and utilized upon the creation of the custom flavor through the CLI.
  • The CustomSecretsManagerConfig class is imported when someone tries to register/update a stack component with this custom flavor. Especially, during the registration process of the stack component, the config will be used to validate the values given by the user. As Config object are inherently pydantic objects, you can also add your own custom validators here.
  • The CustomSecretsManager only comes into play when the component is ultimately in use.
The design behind this interaction lets us separate the configuration of the flavor from its implementation. This way we can register flavors and components even when the major dependencies behind their implementation are not installed in our local setting (assuming the CustomSecretsManagerFlavor and the CustomSecretsManagerConfig are implemented in a different module/path than the actual CustomSecretsManager).

Some additional implementation details

Different providers in the space of secrets manager have different definitions of what constitutes a secret. While some providers consider a single key-value pair a secret: ('secret_name': 'secret_value'), other providers have a slightly different definition. For them, a secret is a collection of key-value pairs: {'some_username': 'user_name_1', 'some_pwd': '1234'}.
ZenML falls into the second category. The implementation of the different methods should reflect this convention. In case the specific implementation interfaces with a secrets manager that uses the other definition of a secret, working with tags can be helpful. See the GCPSecretsManager for inspiration.

SecretSchemas

One way that ZenML expands on the notion of secrets as dictionaries is the secret schema. A secret schema allows the user to create and use a specific template. A schema could, for example, require the combination of a username, password and token. All schemas must sub-class from the BaseSecretSchema.
  1. 1.
    All Secret Schemas will need to have a defined TYPE.
  2. 2.
    The required and optional keys of the secret need to be defined as class variables.
class BaseSecretSchema(BaseModel, ABC):
name: str
TYPE: ClassVar[str]
@property
def content(self) -> Dict[str, Any]:
...
One such schema could look like this.
from typing import ClassVar, Optional
from zenml.secret import register_secret_schema_class
from zenml.secret.base_secret import BaseSecretSchema
EXAMPLE_SECRET_SCHEMA_TYPE = "example"
@register_secret_schema_class
class ExampleSecretSchema(BaseSecretSchema):
TYPE: ClassVar[str] = EXAMPLE_SECRET_SCHEMA_TYPE
username: str
password: str
token: Optional[str]