CRUD
delete_model(identifier, project=None, entity_id=None, delete_all_versions=False, **kwargs)
Delete object from backend.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
identifier |
str
|
Entity key (store://...) or entity name. |
required |
project |
str
|
Project name. |
None
|
entity_id |
str
|
Entity ID. |
None
|
delete_all_versions |
bool
|
Delete all versions of the named entity. If True, use entity name instead of entity key as identifier. |
False
|
**kwargs |
dict
|
Parameters to pass to the API call. |
{}
|
Returns:
Type | Description |
---|---|
dict
|
Response from backend. |
Examples:
If delete_all_versions is False:
>>> obj = delete_model("store://my-model-key")
Otherwise:
>>> obj = delete_model("my-model-name",
>>> project="my-project",
>>> delete_all_versions=True)
Source code in digitalhub_ml/entities/model/crud.py
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get_model(identifier, project=None, entity_id=None, **kwargs)
Get object from backend.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
identifier |
str
|
Entity key (store://...) or entity name. |
required |
project |
str
|
Project name. |
None
|
entity_id |
str
|
Entity ID. |
None
|
**kwargs |
dict
|
Parameters to pass to the API call. |
{}
|
Returns:
Type | Description |
---|---|
Model
|
Object instance. |
Examples:
Using entity key:
>>> obj = get_model("store://my-model-key")
Using entity name:
>>> obj = get_model("my-model-name"
>>> project="my-project",
>>> entity_id="my-model-id")
Source code in digitalhub_ml/entities/model/crud.py
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get_model_versions(identifier, project=None, **kwargs)
Get object versions from backend.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
identifier |
str
|
Entity key (store://...) or entity name. |
required |
project |
str
|
Project name. |
None
|
**kwargs |
dict
|
Parameters to pass to the API call. |
{}
|
Returns:
Type | Description |
---|---|
list[Model]
|
List of object instances. |
Examples:
Using entity key:
>>> objs = get_model_versions("store://my-model-key")
Using entity name:
>>> objs = get_model_versions("my-model-name",
>>> project="my-project")
Source code in digitalhub_ml/entities/model/crud.py
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import_model(file)
Import object from a YAML file.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
file |
str
|
Path to YAML file. |
required |
Returns:
Type | Description |
---|---|
Model
|
Object instance. |
Examples:
>>> obj = import_model("my-model.yaml")
Source code in digitalhub_ml/entities/model/crud.py
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list_models(project, **kwargs)
List all latest version objects from backend.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
project |
str
|
Project name. |
required |
**kwargs |
dict
|
Parameters to pass to the API call. |
{}
|
Returns:
Type | Description |
---|---|
list[Model]
|
List of object instances. |
Examples:
>>> objs = list_models(project="my-project")
Source code in digitalhub_ml/entities/model/crud.py
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log_model(project, name, kind, source, path=None, **kwargs)
Create and upload an object.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
project |
str
|
Project name. |
required |
name |
str
|
Object name. |
required |
kind |
str
|
Kind the object. |
required |
source |
str
|
Model location on local path. |
required |
path |
str
|
Destination path of the model. If not provided, it's generated. |
None
|
**kwargs |
dict
|
New model spec parameters. |
{}
|
Returns:
Type | Description |
---|---|
Model
|
Object instance. |
Examples:
>>> obj = log_model(project="my-project",
>>> name="my-model",
>>> kind="model",
>>> source="./local-path")
Source code in digitalhub_ml/entities/model/crud.py
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new_model(project, name, kind, uuid=None, description=None, labels=None, embedded=True, path=None, **kwargs)
Create a new object.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
project |
str
|
Project name. |
required |
name |
str
|
Object name. |
required |
kind |
str
|
Kind the object. |
required |
uuid |
str
|
ID of the object (UUID4, e.g. 40f25c4b-d26b-4221-b048-9527aff291e2). |
None
|
description |
str
|
Description of the object (human readable). |
None
|
labels |
list[str]
|
List of labels. |
None
|
embedded |
bool
|
Flag to determine if object spec must be embedded in project spec. |
True
|
path |
str
|
Object path on local file system or remote storage. It is also the destination path of upload() method. |
None
|
**kwargs |
dict
|
Spec keyword arguments. |
{}
|
Returns:
Type | Description |
---|---|
Model
|
Object instance. |
Examples:
>>> obj = new_model(project="my-project",
>>> name="my-model",
>>> kind="model",
>>> path="s3://my-bucket/my-key")
Source code in digitalhub_ml/entities/model/crud.py
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update_model(entity)
Update object. Note that object spec are immutable.
Parameters:
Name | Type | Description | Default |
---|---|---|---|
entity |
Model
|
Object to update. |
required |
Returns:
Type | Description |
---|---|
Model
|
Entity updated. |
Examples:
>>> obj = get_model("store://my-model-key")
Source code in digitalhub_ml/entities/model/crud.py
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