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--- |
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title: Model |
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version: EN |
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--- |
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### read_model_repository |
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```python |
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vessl.read_model_repository( |
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repository_name: str, **kwargs |
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) |
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``` |
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Read model repository in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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**Example** |
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```python |
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vessl.read_model_repository( |
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repository_name="Transformer-ImageNet", |
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) |
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``` |
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---- |
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## list_model_repositories |
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```python |
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vessl.list_model_repositories( |
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**kwargs |
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) |
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``` |
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List model repositories in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Example** |
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```python |
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vessl.list_model_repositories() |
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``` |
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---- |
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## create_model_repository |
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```python |
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vessl.create_model_repository( |
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name: str, description: str = None, **kwargs |
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) |
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``` |
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Create model repository in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `name` (str) : Model repository name. |
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* `description` (str) : Model repository description. Defaults to None. |
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**Example** |
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```python |
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vessl.create_model_repository( |
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name="Transformer-ImageNet", |
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description="Transformer model trained on ImageNet", |
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) |
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``` |
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---- |
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## update_model_repository |
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```python |
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vessl.update_model_repository( |
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name: str, description: str, **kwargs |
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) |
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``` |
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Update model repository in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `name` (str) : Model repository name. |
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* `description` (str) : Model repository description to update. |
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**Example** |
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```python |
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vessl.update_model_repository( |
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name="Transformer-ImageNet", |
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description="Update description to this", |
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) |
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``` |
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---- |
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## delete_model_repository |
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```python |
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vessl.delete_model_repository( |
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name: str, **kwargs |
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) |
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``` |
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Delete model repository in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `name` (str) : Model repository name. |
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**Example** |
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```python |
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vessl.delete_model_repository( |
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name="Transformer-ImageNet", |
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) |
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``` |
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---- |
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## read_model |
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```python |
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vessl.read_model( |
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repository_name: str, model_number: int, **kwargs |
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) |
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``` |
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Read model in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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**Example** |
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```python |
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vessl.read_model( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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) |
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``` |
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---- |
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## list_models |
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```python |
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vessl.list_models( |
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repository_name: str, **kwargs |
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) |
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``` |
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List models in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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**Example** |
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```python |
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vessl.list_models( |
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repository_name="Transformer-ImageNet", |
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) |
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``` |
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---- |
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## create_model |
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```python |
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vessl.create_model( |
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repository_name: str, repository_description: str = None, experiment_id: int = None, |
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model_name: str = None, paths: List[str] = None, **kwargs |
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) |
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``` |
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Create model in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. If the |
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given model repository name does not exist, then create one with the given |
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repository_description. Otherwise, create a model in the existing model |
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repository. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `repository_description` (str) : Model repository description. Defaults to |
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None |
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* `experiment_id` (int) : Pass experiment ID if the model is sourced from the |
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experiment outputs. Defaults to None. |
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* `model_name` (str) : Model name is unique and optional. Defaults to None. |
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* `paths` (List[str]) : Paths for creating model. Paths could be sub paths of |
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experiment output files or local file paths. Defaults to root. |
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**Example** |
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```python |
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vessl.create_model( |
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repository_name="Transformer-ImageNet", |
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repository_description="Transformer model trained on ImageNet", |
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experiment_id=123456, |
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model_name="v0.0.1", |
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) |
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``` |
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---- |
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## update_model |
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```python |
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vessl.update_model( |
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repository_name: str, model_number: int, name: str, **kwargs |
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) |
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``` |
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Update model in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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* `name` (str) : Model name to update. |
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**Example** |
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```python |
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vessl.update_model( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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name="v0.0.2", |
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) |
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``` |
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---- |
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## delete_model |
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```python |
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vessl.delete_model( |
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repository_name: str, model_number: int, **kwargs |
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) |
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``` |
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Delete model in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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**Example** |
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```python |
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vessl.delete_model( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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) |
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``` |
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---- |
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## list_model_volume_files |
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```python |
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vessl.list_model_volume_files( |
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repository_name: str, model_number: int, need_download_url: bool = False, |
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path: str = '', recursive: bool = False, **kwargs |
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) |
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``` |
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List model files in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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* `need_download_url` (bool) : True if you need a download URL, False |
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otherwise. Defaults to False. |
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* `path` (str) : Directory path to list. Defaults to root. |
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* `recursive` (bool) : True if file is a directory, False otherwise. Defaults |
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to False. |
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**Example** |
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```python |
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vessl.list_model_volume_files( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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recursive=True, |
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) |
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``` |
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---- |
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## upload_model_volume_file |
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```python |
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vessl.upload_model_volume_file( |
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repository_name: str, model_number: int, source_path: str, dest_path: str, |
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**kwargs |
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) |
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``` |
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Upload file to the model in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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* `source_path` (str) : Local source path. |
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* `dest_path` (str) : Destination path within the model. |
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**Example** |
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```python |
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vessl.upload_model_volume_file( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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source_path="model_best.pth", |
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dest_path="model_best.pth", |
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) |
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``` |
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---- |
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## download_model_volume_file |
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```python |
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vessl.download_model_volume_file( |
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repository_name: str, model_number: int, source_path: str, dest_path: str, |
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**kwargs |
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) |
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``` |
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Download a model in the default organization. If you want to override the |
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default organization, then pass `organization_name` as `**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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* `source_path` (str) : Source path within the model |
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* `dest_path` (str) : Local destination path |
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**Example** |
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```python |
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vessl.download_model_volume_file( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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source_path="model_best.pth", |
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dest_path="models", |
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) |
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``` |
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---- |
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## delete_model_volume_file |
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```python |
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vessl.delete_model_volume_file( |
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repository_name: str, model_number: int, path: str, **kwargs |
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) |
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``` |
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Delete the model volume file in the default organization. If you want to |
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override the default organization, then pass `organization_name` as |
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`**kwargs`. |
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**Args** |
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* `repository_name` (str) : Model repository name. |
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* `model_number` (int) : Model number. |
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* `path` (str) : File path within the model |
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**Example** |
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```python |
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vessl.delete_model_volume_file( |
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repository_name="Transformer-ImageNet", |
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model_number=1, |
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source_path="models", |
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recursive=True, |
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) |
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``` |
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