Artifact Stores
zenml.artifact_stores
ZenML's artifact-store stores artifacts in a file system.
In ZenML, the inputs and outputs which go through any step is treated as an
artifact and as its name suggests, an ArtifactStore
is a place where these
artifacts get stored.
Out of the box, ZenML comes with the BaseArtifactStore
and
LocalArtifactStore
implementations. While the BaseArtifactStore
establishes
an interface for people who want to extend it to their needs, the
LocalArtifactStore
is a simple implementation for a local setup.
Moreover, additional artifact stores can be found in specific integrations
modules, such as the GCPArtifactStore
in the gcp
integration and the
AzureArtifactStore
in the azure
integration.
Attributes
__all__ = ['BaseArtifactStore', 'BaseArtifactStoreConfig', 'BaseArtifactStoreFlavor', 'LocalArtifactStore', 'LocalArtifactStoreConfig', 'LocalArtifactStoreFlavor']
module-attribute
Classes
BaseArtifactStore(*args: Any, **kwargs: Any)
Bases: StackComponent
Base class for all ZenML artifact stores.
Initiate the Pydantic object and register the corresponding filesystem.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
*args
|
Any
|
The positional arguments to pass to the Pydantic object. |
()
|
**kwargs
|
Any
|
The keyword arguments to pass to the Pydantic object. |
{}
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
430 431 432 433 434 435 436 437 438 439 440 441 442 |
|
Attributes
config: BaseArtifactStoreConfig
property
Returns the BaseArtifactStoreConfig
config.
Returns:
Type | Description |
---|---|
BaseArtifactStoreConfig
|
The configuration. |
custom_cache_key: Optional[bytes]
property
Custom cache key.
Any artifact store can override this property in case they need additional control over the caching behavior.
Returns:
Type | Description |
---|---|
Optional[bytes]
|
Custom cache key. |
path: str
property
The path to the artifact store.
Returns:
Type | Description |
---|---|
str
|
The path. |
Functions
copyfile(src: PathType, dst: PathType, overwrite: bool = False) -> None
abstractmethod
Copy a file from the source to the destination.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
src
|
PathType
|
The source path. |
required |
dst
|
PathType
|
The destination path. |
required |
overwrite
|
bool
|
Whether to overwrite the destination file if it exists. |
False
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
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|
exists(path: PathType) -> bool
abstractmethod
Checks if a path exists.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
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|
glob(pattern: PathType) -> List[PathType]
abstractmethod
Gets the paths that match a glob pattern.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
pattern
|
PathType
|
The glob pattern. |
required |
Returns:
Type | Description |
---|---|
List[PathType]
|
The list of paths that match the pattern. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
304 305 306 307 308 309 310 311 312 313 |
|
isdir(path: PathType) -> bool
abstractmethod
Returns whether the given path points to a directory.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
315 316 317 318 319 320 321 322 323 324 |
|
listdir(path: PathType) -> List[PathType]
abstractmethod
Returns a list of files under a given directory in the filesystem.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to list. |
required |
Returns:
Type | Description |
---|---|
List[PathType]
|
The list of files under the given path. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
326 327 328 329 330 331 332 333 334 335 |
|
makedirs(path: PathType) -> None
abstractmethod
Make a directory at the given path, recursively creating parents.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to create. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
337 338 339 340 341 342 343 |
|
mkdir(path: PathType) -> None
abstractmethod
Make a directory at the given path; parent directory must exist.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to create. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
345 346 347 348 349 350 351 |
|
open(path: PathType, mode: str = 'r') -> Any
abstractmethod
Open a file at the given path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path of the file to open. |
required |
mode
|
str
|
The mode to open the file. |
'r'
|
Returns:
Type | Description |
---|---|
Any
|
The file object. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
269 270 271 272 273 274 275 276 277 278 279 |
|
remove(path: PathType) -> None
abstractmethod
Remove the file at the given path. Dangerous operation.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to remove. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
353 354 355 356 357 358 359 |
|
rename(src: PathType, dst: PathType, overwrite: bool = False) -> None
abstractmethod
Rename source file to destination file.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
src
|
PathType
|
The source path. |
required |
dst
|
PathType
|
The destination path. |
required |
overwrite
|
bool
|
Whether to overwrite the destination file if it exists. |
False
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
361 362 363 364 365 366 367 368 369 370 371 |
|
rmtree(path: PathType) -> None
abstractmethod
Deletes dir recursively. Dangerous operation.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to delete. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
373 374 375 376 377 378 379 |
|
size(path: PathType) -> Optional[int]
abstractmethod
Get the size of a file in bytes.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to the file. |
required |
Returns:
Type | Description |
---|---|
Optional[int]
|
The size of the file in bytes or |
Optional[int]
|
does not implement the |
Source code in src/zenml/artifact_stores/base_artifact_store.py
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|
stat(path: PathType) -> Any
abstractmethod
Return the stat descriptor for a given file path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
Any
|
The stat descriptor. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
381 382 383 384 385 386 387 388 389 390 |
|
walk(top: PathType, topdown: bool = True, onerror: Optional[Callable[..., None]] = None) -> Iterable[Tuple[PathType, List[PathType], List[PathType]]]
abstractmethod
Return an iterator that walks the contents of the given directory.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
top
|
PathType
|
The path to walk. |
required |
topdown
|
bool
|
Whether to walk the top-down or bottom-up. |
True
|
onerror
|
Optional[Callable[..., None]]
|
The error handler. |
None
|
Returns:
Type | Description |
---|---|
Iterable[Tuple[PathType, List[PathType], List[PathType]]]
|
The iterator that walks the contents of the given directory. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
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|
BaseArtifactStoreConfig(warn_about_plain_text_secrets: bool = False, **kwargs: Any)
Bases: StackComponentConfig
Config class for BaseArtifactStore
.
Source code in src/zenml/stack/stack_component.py
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|
BaseArtifactStoreFlavor
Bases: Flavor
Base class for artifact store flavors.
Attributes
config_class: Type[StackComponentConfig]
property
Config class for this flavor.
Returns:
Type | Description |
---|---|
Type[StackComponentConfig]
|
The config class. |
implementation_class: Type[BaseArtifactStore]
abstractmethod
property
type: StackComponentType
property
LocalArtifactStore(*args: Any, **kwargs: Any)
Bases: LocalFilesystem
, BaseArtifactStore
Artifact Store for local artifacts.
All methods are inherited from the default LocalFilesystem
.
Source code in src/zenml/artifact_stores/base_artifact_store.py
430 431 432 433 434 435 436 437 438 439 440 441 442 |
|
Attributes
custom_cache_key: Optional[bytes]
property
Custom cache key.
The client ID is returned here to invalidate caching when using the same local artifact store on multiple client machines.
Returns:
Type | Description |
---|---|
Optional[bytes]
|
Custom cache key. |
local_path: Optional[str]
property
Returns the local path of the artifact store.
Returns:
Type | Description |
---|---|
Optional[str]
|
The local path of the artifact store. |
path: str
property
Returns the path to the local artifact store.
If the user has not defined a path in the config, this will create a sub-folder in the global config directory.
Returns:
Type | Description |
---|---|
str
|
The path to the local artifact store. |
Functions
get_default_local_path(id_: UUID) -> str
staticmethod
Returns the default local path for a local artifact store.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
id_
|
UUID
|
The id of the local artifact store. |
required |
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The default local path. |
Source code in src/zenml/artifact_stores/local_artifact_store.py
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|
LocalArtifactStoreConfig(warn_about_plain_text_secrets: bool = False, **kwargs: Any)
Bases: BaseArtifactStoreConfig
Config class for the local artifact store.
Attributes:
Name | Type | Description |
---|---|---|
path |
str
|
The path to the local artifact store. |
Source code in src/zenml/stack/stack_component.py
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|
Attributes
is_local: bool
property
Checks if this stack component is running locally.
Returns:
Type | Description |
---|---|
bool
|
True if this config is for a local component, False otherwise. |
Functions
ensure_path_local(path: str) -> str
classmethod
Pydantic validator which ensures that the given path is a local path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
str
|
The path to validate. |
required |
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The validated (local) path. |
Raises:
Type | Description |
---|---|
ArtifactStoreInterfaceError
|
If the given path is not a local path. |
Source code in src/zenml/artifact_stores/local_artifact_store.py
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|
LocalArtifactStoreFlavor
Bases: BaseArtifactStoreFlavor
Class for the LocalArtifactStoreFlavor
.
Attributes
config_class: Type[LocalArtifactStoreConfig]
property
Config class for this flavor.
Returns:
Type | Description |
---|---|
Type[LocalArtifactStoreConfig]
|
The config class. |
docs_url: Optional[str]
property
A url to point at docs explaining this flavor.
Returns:
Type | Description |
---|---|
Optional[str]
|
A flavor docs url. |
implementation_class: Type[LocalArtifactStore]
property
logo_url: str
property
A url to represent the flavor in the dashboard.
Returns:
Type | Description |
---|---|
str
|
The flavor logo. |
name: str
property
Returns the name of the artifact store flavor.
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The name of the artifact store flavor. |
sdk_docs_url: Optional[str]
property
A url to point at docs explaining this flavor.
Returns:
Type | Description |
---|---|
Optional[str]
|
A flavor docs url. |
Modules
base_artifact_store
The base interface to extend the ZenML artifact store.
Classes
BaseArtifactStore(*args: Any, **kwargs: Any)
Bases: StackComponent
Base class for all ZenML artifact stores.
Initiate the Pydantic object and register the corresponding filesystem.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
*args
|
Any
|
The positional arguments to pass to the Pydantic object. |
()
|
**kwargs
|
Any
|
The keyword arguments to pass to the Pydantic object. |
{}
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
430 431 432 433 434 435 436 437 438 439 440 441 442 |
|
config: BaseArtifactStoreConfig
property
Returns the BaseArtifactStoreConfig
config.
Returns:
Type | Description |
---|---|
BaseArtifactStoreConfig
|
The configuration. |
custom_cache_key: Optional[bytes]
property
Custom cache key.
Any artifact store can override this property in case they need additional control over the caching behavior.
Returns:
Type | Description |
---|---|
Optional[bytes]
|
Custom cache key. |
path: str
property
The path to the artifact store.
Returns:
Type | Description |
---|---|
str
|
The path. |
copyfile(src: PathType, dst: PathType, overwrite: bool = False) -> None
abstractmethod
Copy a file from the source to the destination.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
src
|
PathType
|
The source path. |
required |
dst
|
PathType
|
The destination path. |
required |
overwrite
|
bool
|
Whether to overwrite the destination file if it exists. |
False
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
281 282 283 284 285 286 287 288 289 290 291 |
|
exists(path: PathType) -> bool
abstractmethod
Checks if a path exists.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
293 294 295 296 297 298 299 300 301 302 |
|
glob(pattern: PathType) -> List[PathType]
abstractmethod
Gets the paths that match a glob pattern.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
pattern
|
PathType
|
The glob pattern. |
required |
Returns:
Type | Description |
---|---|
List[PathType]
|
The list of paths that match the pattern. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
304 305 306 307 308 309 310 311 312 313 |
|
isdir(path: PathType) -> bool
abstractmethod
Returns whether the given path points to a directory.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
bool
|
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
315 316 317 318 319 320 321 322 323 324 |
|
listdir(path: PathType) -> List[PathType]
abstractmethod
Returns a list of files under a given directory in the filesystem.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to list. |
required |
Returns:
Type | Description |
---|---|
List[PathType]
|
The list of files under the given path. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
326 327 328 329 330 331 332 333 334 335 |
|
makedirs(path: PathType) -> None
abstractmethod
Make a directory at the given path, recursively creating parents.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to create. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
337 338 339 340 341 342 343 |
|
mkdir(path: PathType) -> None
abstractmethod
Make a directory at the given path; parent directory must exist.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to create. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
345 346 347 348 349 350 351 |
|
open(path: PathType, mode: str = 'r') -> Any
abstractmethod
Open a file at the given path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path of the file to open. |
required |
mode
|
str
|
The mode to open the file. |
'r'
|
Returns:
Type | Description |
---|---|
Any
|
The file object. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
269 270 271 272 273 274 275 276 277 278 279 |
|
remove(path: PathType) -> None
abstractmethod
Remove the file at the given path. Dangerous operation.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to remove. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
353 354 355 356 357 358 359 |
|
rename(src: PathType, dst: PathType, overwrite: bool = False) -> None
abstractmethod
Rename source file to destination file.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
src
|
PathType
|
The source path. |
required |
dst
|
PathType
|
The destination path. |
required |
overwrite
|
bool
|
Whether to overwrite the destination file if it exists. |
False
|
Source code in src/zenml/artifact_stores/base_artifact_store.py
361 362 363 364 365 366 367 368 369 370 371 |
|
rmtree(path: PathType) -> None
abstractmethod
Deletes dir recursively. Dangerous operation.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to delete. |
required |
Source code in src/zenml/artifact_stores/base_artifact_store.py
373 374 375 376 377 378 379 |
|
size(path: PathType) -> Optional[int]
abstractmethod
Get the size of a file in bytes.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to the file. |
required |
Returns:
Type | Description |
---|---|
Optional[int]
|
The size of the file in bytes or |
Optional[int]
|
does not implement the |
Source code in src/zenml/artifact_stores/base_artifact_store.py
392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 |
|
stat(path: PathType) -> Any
abstractmethod
Return the stat descriptor for a given file path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
PathType
|
The path to check. |
required |
Returns:
Type | Description |
---|---|
Any
|
The stat descriptor. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
381 382 383 384 385 386 387 388 389 390 |
|
walk(top: PathType, topdown: bool = True, onerror: Optional[Callable[..., None]] = None) -> Iterable[Tuple[PathType, List[PathType], List[PathType]]]
abstractmethod
Return an iterator that walks the contents of the given directory.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
top
|
PathType
|
The path to walk. |
required |
topdown
|
bool
|
Whether to walk the top-down or bottom-up. |
True
|
onerror
|
Optional[Callable[..., None]]
|
The error handler. |
None
|
Returns:
Type | Description |
---|---|
Iterable[Tuple[PathType, List[PathType], List[PathType]]]
|
The iterator that walks the contents of the given directory. |
Source code in src/zenml/artifact_stores/base_artifact_store.py
411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 |
|
BaseArtifactStoreConfig(warn_about_plain_text_secrets: bool = False, **kwargs: Any)
Bases: StackComponentConfig
Config class for BaseArtifactStore
.
Source code in src/zenml/stack/stack_component.py
61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 |
|
BaseArtifactStoreFlavor
Bases: Flavor
Base class for artifact store flavors.
config_class: Type[StackComponentConfig]
property
Config class for this flavor.
Returns:
Type | Description |
---|---|
Type[StackComponentConfig]
|
The config class. |
implementation_class: Type[BaseArtifactStore]
abstractmethod
property
type: StackComponentType
property
Functions
Modules
local_artifact_store
The local artifact store is a local implementation of the artifact store.
In ZenML, the inputs and outputs which go through any step is treated as an
artifact and as its name suggests, an ArtifactStore
is a place where these
artifacts get stored.
Classes
LocalArtifactStore(*args: Any, **kwargs: Any)
Bases: LocalFilesystem
, BaseArtifactStore
Artifact Store for local artifacts.
All methods are inherited from the default LocalFilesystem
.
Source code in src/zenml/artifact_stores/base_artifact_store.py
430 431 432 433 434 435 436 437 438 439 440 441 442 |
|
custom_cache_key: Optional[bytes]
property
Custom cache key.
The client ID is returned here to invalidate caching when using the same local artifact store on multiple client machines.
Returns:
Type | Description |
---|---|
Optional[bytes]
|
Custom cache key. |
local_path: Optional[str]
property
Returns the local path of the artifact store.
Returns:
Type | Description |
---|---|
Optional[str]
|
The local path of the artifact store. |
path: str
property
Returns the path to the local artifact store.
If the user has not defined a path in the config, this will create a sub-folder in the global config directory.
Returns:
Type | Description |
---|---|
str
|
The path to the local artifact store. |
get_default_local_path(id_: UUID) -> str
staticmethod
Returns the default local path for a local artifact store.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
id_
|
UUID
|
The id of the local artifact store. |
required |
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The default local path. |
Source code in src/zenml/artifact_stores/local_artifact_store.py
93 94 95 96 97 98 99 100 101 102 103 104 105 106 |
|
LocalArtifactStoreConfig(warn_about_plain_text_secrets: bool = False, **kwargs: Any)
Bases: BaseArtifactStoreConfig
Config class for the local artifact store.
Attributes:
Name | Type | Description |
---|---|---|
path |
str
|
The path to the local artifact store. |
Source code in src/zenml/stack/stack_component.py
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|
is_local: bool
property
Checks if this stack component is running locally.
Returns:
Type | Description |
---|---|
bool
|
True if this config is for a local component, False otherwise. |
ensure_path_local(path: str) -> str
classmethod
Pydantic validator which ensures that the given path is a local path.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
path
|
str
|
The path to validate. |
required |
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The validated (local) path. |
Raises:
Type | Description |
---|---|
ArtifactStoreInterfaceError
|
If the given path is not a local path. |
Source code in src/zenml/artifact_stores/local_artifact_store.py
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|
LocalArtifactStoreFlavor
Bases: BaseArtifactStoreFlavor
Class for the LocalArtifactStoreFlavor
.
config_class: Type[LocalArtifactStoreConfig]
property
Config class for this flavor.
Returns:
Type | Description |
---|---|
Type[LocalArtifactStoreConfig]
|
The config class. |
docs_url: Optional[str]
property
A url to point at docs explaining this flavor.
Returns:
Type | Description |
---|---|
Optional[str]
|
A flavor docs url. |
implementation_class: Type[LocalArtifactStore]
property
logo_url: str
property
A url to represent the flavor in the dashboard.
Returns:
Type | Description |
---|---|
str
|
The flavor logo. |
name: str
property
Returns the name of the artifact store flavor.
Returns:
Name | Type | Description |
---|---|---|
str |
str
|
The name of the artifact store flavor. |
sdk_docs_url: Optional[str]
property
A url to point at docs explaining this flavor.
Returns:
Type | Description |
---|---|
Optional[str]
|
A flavor docs url. |