ModelProvenance

class oci.data_science.models.ModelProvenance(**kwargs)

Bases: object

Model provenance gives data scientists information about the origin of their model. This information allows data scientists to reproduce the development environment in which the model was trained.

Methods

__init__(**kwargs) Initializes a new ModelProvenance object with values from keyword arguments.

Attributes

git_branch Gets the git_branch of this ModelProvenance.
git_commit Gets the git_commit of this ModelProvenance.
repository_url Gets the repository_url of this ModelProvenance.
script_dir Gets the script_dir of this ModelProvenance.
training_script Gets the training_script of this ModelProvenance.
__init__(**kwargs)

Initializes a new ModelProvenance object with values from keyword arguments. The following keyword arguments are supported (corresponding to the getters/setters of this class):

Parameters:
  • repository_url (str) – The value to assign to the repository_url property of this ModelProvenance.
  • git_branch (str) – The value to assign to the git_branch property of this ModelProvenance.
  • git_commit (str) – The value to assign to the git_commit property of this ModelProvenance.
  • script_dir (str) – The value to assign to the script_dir property of this ModelProvenance.
  • training_script (str) – The value to assign to the training_script property of this ModelProvenance.
git_branch

Gets the git_branch of this ModelProvenance. For model reproducibility purposes. Branch of the git repository associated with model training.

Returns:The git_branch of this ModelProvenance.
Return type:str
git_commit

Gets the git_commit of this ModelProvenance. For model reproducibility purposes. Commit ID of the git repository associated with model training.

Returns:The git_commit of this ModelProvenance.
Return type:str
repository_url

Gets the repository_url of this ModelProvenance. For model reproducibility purposes. URL of the git repository associated with model training.

Returns:The repository_url of this ModelProvenance.
Return type:str
script_dir

Gets the script_dir of this ModelProvenance. For model reproducibility purposes. Path to model artifacts.

Returns:The script_dir of this ModelProvenance.
Return type:str
training_script

Gets the training_script of this ModelProvenance. For model reproducibility purposes. Path to the python script or notebook in which the model was trained.”

Returns:The training_script of this ModelProvenance.
Return type:str