oracle.oci.oci_data_science_model_actions – Perform actions on a Model resource in Oracle Cloud Infrastructure¶
Note
This plugin is part of the oracle.oci collection (version 5.1.0).
You might already have this collection installed if you are using the ansible
package.
It is not included in ansible-core
.
To check whether it is installed, run ansible-galaxy collection list
.
To install it, use: ansible-galaxy collection install oracle.oci
.
To use it in a playbook, specify: oracle.oci.oci_data_science_model_actions
.
New in version 2.9.0: of oracle.oci
Synopsis¶
Perform actions on a Model resource in Oracle Cloud Infrastructure
For action=activate, activates the model.
For action=change_compartment, moves a model resource into a different compartment.
For action=deactivate, deactivates the model.
For action=export_model_artifact, export model artifact from source to the service bucket
For action=import_model_artifact, import model artifact from service bucket
Requirements¶
The below requirements are needed on the host that executes this module.
python >= 3.6
Python SDK for Oracle Cloud Infrastructure https://oracle-cloud-infrastructure-python-sdk.readthedocs.io
Parameters¶
Parameter | Choices/Defaults | Comments | |
---|---|---|---|
action
string
/ required
|
|
The action to perform on the Model.
|
|
api_user
string
|
The OCID of the user, on whose behalf, OCI APIs are invoked. If not set, then the value of the OCI_USER_ID environment variable, if any, is used. This option is required if the user is not specified through a configuration file (See
config_file_location ). To get the user's OCID, please refer https://docs.us-phoenix-1.oraclecloud.com/Content/API/Concepts/apisigningkey.htm. |
||
api_user_fingerprint
string
|
Fingerprint for the key pair being used. If not set, then the value of the OCI_USER_FINGERPRINT environment variable, if any, is used. This option is required if the key fingerprint is not specified through a configuration file (See
config_file_location ). To get the key pair's fingerprint value please refer https://docs.us-phoenix-1.oraclecloud.com/Content/API/Concepts/apisigningkey.htm. |
||
api_user_key_file
string
|
Full path and filename of the private key (in PEM format). If not set, then the value of the OCI_USER_KEY_FILE variable, if any, is used. This option is required if the private key is not specified through a configuration file (See
config_file_location ). If the key is encrypted with a pass-phrase, the api_user_key_pass_phrase option must also be provided. |
||
api_user_key_pass_phrase
string
|
Passphrase used by the key referenced in
api_user_key_file , if it is encrypted. If not set, then the value of the OCI_USER_KEY_PASS_PHRASE variable, if any, is used. This option is required if the key passphrase is not specified through a configuration file (See config_file_location ). |
||
artifact_export_details
dictionary
|
Required for action=export_model_artifact.
|
||
artifact_source_type
string
/ required
|
|
Source type where actually artifact is being stored
|
|
namespace
string
|
The Object Storage namespace used for the request.
|
||
source_bucket
string
|
The name of the bucket. Avoid entering confidential information.
|
||
source_object_name
string
|
The name of the object resulting from the copy operation.
|
||
source_region
string
|
Region in which OSS bucket is present
|
||
artifact_import_details
dictionary
|
Required for action=import_model_artifact.
|
||
artifact_source_type
string
/ required
|
|
Source type where actually artifact is being stored
|
|
destination_bucket
string
|
The name of the bucket. Avoid entering confidential information.
|
||
destination_object_name
string
|
The name of the object resulting from the copy operation.
|
||
destination_region
string
|
Region in which OSS bucket is present
|
||
namespace
string
|
The Object Storage namespace used for the request.
|
||
auth_purpose
string
|
|
The auth purpose which can be used in conjunction with 'auth_type=instance_principal'. The default auth_purpose for instance_principal is None.
|
|
auth_type
string
|
|
The type of authentication to use for making API requests. By default
auth_type="api_key" based authentication is performed and the API key (see api_user_key_file) in your config file will be used. If this 'auth_type' module option is not specified, the value of the OCI_ANSIBLE_AUTH_TYPE, if any, is used. Use auth_type="instance_principal" to use instance principal based authentication when running ansible playbooks within an OCI compute instance. |
|
cert_bundle
string
|
The full path to a CA certificate bundle to be used for SSL verification. This will override the default CA certificate bundle. If not set, then the value of the OCI_ANSIBLE_CERT_BUNDLE variable, if any, is used.
|
||
compartment_id
string
|
The OCID of the compartment where the resource should be moved.
Required for action=change_compartment.
|
||
config_file_location
string
|
Path to configuration file. If not set then the value of the OCI_CONFIG_FILE environment variable, if any, is used. Otherwise, defaults to ~/.oci/config.
|
||
config_profile_name
string
|
The profile to load from the config file referenced by
config_file_location . If not set, then the value of the OCI_CONFIG_PROFILE environment variable, if any, is used. Otherwise, defaults to the "DEFAULT" profile in config_file_location . |
||
model_id
string
/ required
|
The OCID of the model.
aliases: id |
||
realm_specific_endpoint_template_enabled
boolean
|
|
Enable/Disable realm specific endpoint template for service client. By Default, realm specific endpoint template is disabled. If not set, then the value of the OCI_REALM_SPECIFIC_SERVICE_ENDPOINT_TEMPLATE_ENABLED variable, if any, is used.
|
|
region
string
|
The Oracle Cloud Infrastructure region to use for all OCI API requests. If not set, then the value of the OCI_REGION variable, if any, is used. This option is required if the region is not specified through a configuration file (See
config_file_location ). Please refer to https://docs.us-phoenix-1.oraclecloud.com/Content/General/Concepts/regions.htm for more information on OCI regions. |
||
tenancy
string
|
OCID of your tenancy. If not set, then the value of the OCI_TENANCY variable, if any, is used. This option is required if the tenancy OCID is not specified through a configuration file (See
config_file_location ). To get the tenancy OCID, please refer https://docs.us-phoenix-1.oraclecloud.com/Content/API/Concepts/apisigningkey.htm |
||
wait
boolean
|
|
Whether to wait for create or delete operation to complete.
|
|
wait_timeout
integer
|
Time, in seconds, to wait when wait=yes. Defaults to 1200 for most of the services but some services might have a longer wait timeout.
|
Notes¶
Note
For OCI python sdk configuration, please refer to https://oracle-cloud-infrastructure-python-sdk.readthedocs.io/en/latest/configuration.html
Examples¶
- name: Perform action activate on model
oci_data_science_model_actions:
# required
model_id: "ocid1.model.oc1..xxxxxxEXAMPLExxxxxx"
action: activate
- name: Perform action change_compartment on model
oci_data_science_model_actions:
# required
compartment_id: "ocid1.compartment.oc1..xxxxxxEXAMPLExxxxxx"
model_id: "ocid1.model.oc1..xxxxxxEXAMPLExxxxxx"
action: change_compartment
- name: Perform action deactivate on model
oci_data_science_model_actions:
# required
model_id: "ocid1.model.oc1..xxxxxxEXAMPLExxxxxx"
action: deactivate
- name: Perform action export_model_artifact on model
oci_data_science_model_actions:
# required
artifact_export_details:
# required
artifact_source_type: ORACLE_OBJECT_STORAGE
# optional
namespace: namespace_example
source_bucket: source_bucket_example
source_object_name: source_object_name_example
source_region: us-phoenix-1
model_id: "ocid1.model.oc1..xxxxxxEXAMPLExxxxxx"
action: export_model_artifact
- name: Perform action import_model_artifact on model
oci_data_science_model_actions:
# required
model_id: "ocid1.model.oc1..xxxxxxEXAMPLExxxxxx"
artifact_import_details:
# required
artifact_source_type: ORACLE_OBJECT_STORAGE
# optional
namespace: namespace_example
destination_bucket: destination_bucket_example
destination_object_name: destination_object_name_example
destination_region: us-phoenix-1
action: import_model_artifact
Return Values¶
Common return values are documented here, the following are the fields unique to this module:
Key | Returned | Description | ||
---|---|---|---|---|
model
complex
|
on success |
Details of the Model resource acted upon by the current operation
Sample:
{'compartment_id': 'ocid1.compartment.oc1..xxxxxxEXAMPLExxxxxx', 'created_by': 'created_by_example', 'custom_metadata_list': [{'category': 'category_example', 'description': 'description_example', 'key': 'key_example', 'value': 'value_example'}], 'defined_metadata_list': [{'category': 'category_example', 'description': 'description_example', 'key': 'key_example', 'value': 'value_example'}], 'defined_tags': {'Operations': {'CostCenter': 'US'}}, 'description': 'description_example', 'display_name': 'display_name_example', 'freeform_tags': {'Department': 'Finance'}, 'id': 'ocid1.resource.oc1..xxxxxxEXAMPLExxxxxx', 'input_schema': 'input_schema_example', 'lifecycle_state': 'ACTIVE', 'model_version_set_id': 'ocid1.modelversionset.oc1..xxxxxxEXAMPLExxxxxx', 'model_version_set_name': 'model_version_set_name_example', 'output_schema': 'output_schema_example', 'project_id': 'ocid1.project.oc1..xxxxxxEXAMPLExxxxxx', 'time_created': '2013-10-20T19:20:30+01:00', 'version_id': 56, 'version_label': 'version_label_example'}
|
||
compartment_id
string
|
on success |
The OCID of the model's compartment.
Sample:
ocid1.compartment.oc1..xxxxxxEXAMPLExxxxxx
|
||
created_by
string
|
on success |
The OCID of the user who created the model.
Sample:
created_by_example
|
||
custom_metadata_list
complex
|
on success |
An array of custom metadata details for the model.
|
||
category
string
|
on success |
Category of model metadata which should be null for defined metadata.For custom metadata is should be one of the following values "Performance,Training Profile,Training and Validation Datasets,Training Environment,other".
Sample:
category_example
|
||
description
string
|
on success |
Description of model metadata
Sample:
description_example
|
||
key
string
|
on success |
Key of the model Metadata. The key can either be user defined or OCI defined. List of OCI defined keys: * useCaseType * libraryName * libraryVersion * estimatorClass * hyperParameters * testartifactresults
Sample:
key_example
|
||
value
string
|
on success |
Allowed values for useCaseType: binary_classification, regression, multinomial_classification, clustering, recommender, dimensionality_reduction/representation, time_series_forecasting, anomaly_detection, topic_modeling, ner, sentiment_analysis, image_classification, object_localization, other
Allowed values for libraryName: scikit-learn, xgboost, tensorflow, pytorch, mxnet, keras, lightGBM, pymc3, pyOD, spacy, prophet, sktime, statsmodels, cuml, oracle_automl, h2o, transformers, nltk, emcee, pystan, bert, gensim, flair, word2vec, ensemble, other
Sample:
value_example
|
||
defined_metadata_list
complex
|
on success |
An array of defined metadata details for the model.
|
||
category
string
|
on success |
Category of model metadata which should be null for defined metadata.For custom metadata is should be one of the following values "Performance,Training Profile,Training and Validation Datasets,Training Environment,other".
Sample:
category_example
|
||
description
string
|
on success |
Description of model metadata
Sample:
description_example
|
||
key
string
|
on success |
Key of the model Metadata. The key can either be user defined or OCI defined. List of OCI defined keys: * useCaseType * libraryName * libraryVersion * estimatorClass * hyperParameters * testartifactresults
Sample:
key_example
|
||
value
string
|
on success |
Allowed values for useCaseType: binary_classification, regression, multinomial_classification, clustering, recommender, dimensionality_reduction/representation, time_series_forecasting, anomaly_detection, topic_modeling, ner, sentiment_analysis, image_classification, object_localization, other
Allowed values for libraryName: scikit-learn, xgboost, tensorflow, pytorch, mxnet, keras, lightGBM, pymc3, pyOD, spacy, prophet, sktime, statsmodels, cuml, oracle_automl, h2o, transformers, nltk, emcee, pystan, bert, gensim, flair, word2vec, ensemble, other
Sample:
value_example
|
||
defined_tags
dictionary
|
on success |
Defined tags for this resource. Each key is predefined and scoped to a namespace. See Resource Tags. Example: `{"Operations": {"CostCenter": "42"}}`
Sample:
{'Operations': {'CostCenter': 'US'}}
|
||
description
string
|
on success |
A short description of the model.
Sample:
description_example
|
||
display_name
string
|
on success |
A user-friendly display name for the resource. It does not have to be unique and can be modified. Avoid entering confidential information.
Sample:
display_name_example
|
||
freeform_tags
dictionary
|
on success |
Free-form tags for this resource. Each tag is a simple key-value pair with no predefined name, type, or namespace. See Resource Tags. Example: `{"Department": "Finance"}`
Sample:
{'Department': 'Finance'}
|
||
id
string
|
on success |
The OCID of the model.
Sample:
ocid1.resource.oc1..xxxxxxEXAMPLExxxxxx
|
||
input_schema
string
|
on success |
Input schema file content in String format
Sample:
input_schema_example
|
||
lifecycle_state
string
|
on success |
The state of the model.
Sample:
ACTIVE
|
||
model_version_set_id
string
|
on success |
The OCID of the model version set that the model is associated to.
Sample:
ocid1.modelversionset.oc1..xxxxxxEXAMPLExxxxxx
|
||
model_version_set_name
string
|
on success |
The name of the model version set that the model is associated to.
Sample:
model_version_set_name_example
|
||
output_schema
string
|
on success |
Output schema file content in String format
Sample:
output_schema_example
|
||
project_id
string
|
on success |
The OCID of the project associated with the model.
Sample:
ocid1.project.oc1..xxxxxxEXAMPLExxxxxx
|
||
time_created
string
|
on success |
The date and time the resource was created in the timestamp format defined by RFC3339. Example: 2019-08-25T21:10:29.41Z
Sample:
2013-10-20T19:20:30+01:00
|
||
version_id
integer
|
on success |
Unique identifier assigned to each version of the model.
Sample:
56
|
||
version_label
string
|
on success |
The version label can add an additional description of the lifecycle state of the model or the application using and training the model.
Sample:
version_label_example
|
Authors¶
Oracle (@oracle)