whylabs-client 0.4.0

WhyLabs API client

whylabs-client

WhyLabs API that enables end-to-end AI observability

This Python package is automatically generated by the OpenAPI Generator project:

• API version: 0.1
• Package version: 0.4.0
• Build package: org.openapitools.codegen.languages.PythonClientCodegen For more information, please visit https://whylabs.ai

Requirements.

Python >= 3.6

Installation & Usage

pip install

If the python package is hosted on a repository, you can install directly using:

pip install git+https://github.com/GIT_USER_ID/GIT_REPO_ID.git

(you may need to run pip with root permission: sudo pip install git+https://github.com/GIT_USER_ID/GIT_REPO_ID.git)

Then import the package:

import whylabs_client

Setuptools

Install via Setuptools.

python setup.py install --user

(or sudo python setup.py install to install the package for all users)

Then import the package:

import whylabs_client

Getting Started

Please follow the installation procedure and then run the following:

import time
import whylabs_client
from pprint import pprint
from whylabs_client.api import alerts_api
from whylabs_client.model.get_alerts_paths_response import GetAlertsPathsResponse
from whylabs_client.model.segment_tag import SegmentTag
# Defining the host is optional and defaults to http://localhost
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "http://localhost"
)

# The client must configure the authentication and authorization parameters
# in accordance with the API server security policy.
# Examples for each auth method are provided below, use the example that
# satisfies your auth use case.

# Configure API key authorization: ApiKeyAuth
configuration.api_key['ApiKeyAuth'] = 'YOUR_API_KEY'

# Uncomment below to setup prefix (e.g. Bearer) for API key, if needed
# configuration.api_key_prefix['ApiKeyAuth'] = 'Bearer'


# Enter a context with an instance of the API client
with whylabs_client.ApiClient(configuration) as api_client:
    # Create an instance of the API class
    api_instance = alerts_api.AlertsApi(api_client)
    org_id = "org-123" # str | Your company's unique organization ID
model_id = "model-123" # str | The unique model ID in your company. The model is created if it doesn't exist already.
start_timestamp = 1577836800000 # int | Start time exclusive
end_timestamp = 1893456000000 # int | 
segment_tags = [
        SegmentTag(
            key="key_example",
            value="value_example",
        ),
    ] # [SegmentTag], none_type | List of (key, value) pair tags for a segment. Must not contain duplicate values (optional)
version = "" # str, none_type | the version of the alert in case we have multiple schemas (optional)

    try:
        # Get the alerts for a given time period.
        api_response = api_instance.get_alerts_paths(org_id, model_id, start_timestamp, end_timestamp, segment_tags=segment_tags, version=version)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling AlertsApi->get_alerts_paths: %s\n" % e)

Documentation for API Endpoints

All URIs are relative to http://localhost

Class	Method	HTTP request	Description
AlertsApi	get_alerts_paths	GET /v0/organizations/{org_id}/alerts/models/{model_id}/paths	Get the alerts for a given time period.
ApiKeyApi	create_api_key	POST /v0/organizations/{org_id}/api-key	Generate an API key for a user.
ApiKeyApi	get_api_key	GET /v0/organizations/{org_id}/api-key/{key_id}	Get an api key by its id
ApiKeyApi	list_api_keys	GET /v0/organizations/{org_id}/api-key	List API key metadata for a given organization and user
ApiKeyApi	revoke_api_key	DELETE /v0/organizations/{org_id}/api-key	Revoke the given API Key, removing its ability to access WhyLabs systems
EventsApi	get_events_data	GET /v0/organizations/{org_id}/events/models/{model_id}/data	Get the event data as multi-line JSON for a given time period.
FeatureWeightsApi	get_column_weights	GET /v0/organizations/{org_id}/dataset/{dataset_id}/weights	Get column weights for the specified dataset
FeatureWeightsApi	put_column_weights	PUT /v0/organizations/{org_id}/dataset/{dataset_id}/weights	Put column weights for the specified dataset
LogApi	log	POST /v0/organizations/{org_id}/log	Log a dataset profile entry to the backend
LogApi	log_async	POST /v0/organizations/{org_id}/log/async/{dataset_id}	Like /log, except this api doesn't take the actual profile content. It returns an upload link that can be used to upload the profile to.
LogApi	log_reference	POST /v0/organizations/{org_id}/log/reference/{model_id}	Returns a presigned URL for uploading the reference profile to.
ModelsApi	create_model	POST /v0/organizations/{org_id}/models	Create a model with a given name and a time period
ModelsApi	deactivate_model	DELETE /v0/organizations/{org_id}/models/{model_id}	Mark a model as inactive
ModelsApi	delete_analyzer	DELETE /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/analyzer/{analyzer_id}	Delete the analyzer config for a given dataset.
ModelsApi	delete_entity_schema_column	DELETE /v0/organizations/{org_id}/models/{dataset_id}/schema/column/{column_id}	Delete the entity schema of a single column for a given dataset.
ModelsApi	delete_monitor	DELETE /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/monitor/{monitor_id}	Delete the monitor for a given dataset.
ModelsApi	get_analyzer	GET /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/analyzer/{analyzer_id}	Get the analyzer config for a given dataset.
ModelsApi	get_entity_schema	GET /v0/organizations/{org_id}/models/{dataset_id}/schema	Get the entity schema config for a given dataset.
ModelsApi	get_entity_schema_column	GET /v0/organizations/{org_id}/models/{dataset_id}/schema/column/{column_id}	Get the entity schema of a single column for a given dataset.
ModelsApi	get_model	GET /v0/organizations/{org_id}/models/{model_id}	Get a model metadata
ModelsApi	get_monitor	GET /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/monitor/{monitor_id}	Get the monitor config for a given dataset.
ModelsApi	get_monitor_config_v2	GET /v0/organizations/{org_id}/models/{model_id}/monitor-config/v2	Get the monitor config for a given model or segment. The return of this api will include default values that we apply over any config that omits portions of the monitor config schema.
ModelsApi	get_monitor_config_v3	GET /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/v3	Get the monitor config document for a given dataset.
ModelsApi	get_monitor_config_v3_version	GET /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/v3/versions/{version_id}	Get the monitor config document version for a given dataset.
ModelsApi	list_models	GET /v0/organizations/{org_id}/models	Get a list of all of the model ids for an organization.
ModelsApi	list_monitor_config_v3_versions	GET /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/v3/versions	List the monitor config document versions for a given dataset.
ModelsApi	list_segments	GET /v0/organizations/{org_id}/models/{model_id}/segments	Get a model metadata
ModelsApi	put_analyzer	PUT /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/analyzer/{analyzer_id}	Save the analyzer config for a given dataset.
ModelsApi	put_entity_schema	PUT /v0/organizations/{org_id}/models/{dataset_id}/schema	Save the entity schema config for a given dataset.
ModelsApi	put_entity_schema_column	PUT /v0/organizations/{org_id}/models/{dataset_id}/schema/column/{column_id}	Save the entity schema of a single column for a given dataset.
ModelsApi	put_monitor	PUT /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/monitor/{monitor_id}	Save the monitor for a given dataset.
ModelsApi	put_monitor_config_v2	PUT /v0/organizations/{org_id}/models/{model_id}/monitor-config/v2	Save the monitor config for a given model or segment
ModelsApi	put_monitor_config_v3	PUT /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/v3	Save the monitor config document for a given dataset.
ModelsApi	put_request_monitor_run_config	PUT /v0/organizations/{org_id}/models/{dataset_id}/request-monitor-run	Put the RequestMonitorRun config into S3.
ModelsApi	put_segments	PUT /v0/organizations/{org_id}/models/{model_id}/segments	Add a segment to the dataset
ModelsApi	update_model	PUT /v0/organizations/{org_id}/models/{model_id}	Update a model's metadata
ModelsApi	validate_monitor_config_v3	PUT /v0/organizations/{org_id}/models/{dataset_id}/monitor-config/v3/validate	Validate the monitor config document for a given dataset.
NotificationSettingsApi	delete_notification_action	DELETE /v0/notification-settings/{org_id}/actions/{action_id}	Delete notification action
NotificationSettingsApi	get_email_notification_action_payload	GET /v0/notification-settings/actions/email/payload	Get dummy notification action payload
NotificationSettingsApi	get_notification_action	GET /v0/notification-settings/{org_id}/actions/{action_id}	Get notification action for id
NotificationSettingsApi	get_notification_settings	GET /v0/notification-settings/{org_id}	Get notification settings for an org
NotificationSettingsApi	get_pager_duty_notification_action_payload	GET /v0/notification-settings/actions/pagerduty/payload	Get dummy notification action payload
NotificationSettingsApi	get_slack_notification_action_payload	GET /v0/notification-settings/actions/slack/payload	Get dummy notification action payload
NotificationSettingsApi	list_notification_actions	GET /v0/notification-settings/{org_id}/actions	List notification actions for an org
NotificationSettingsApi	put_notification_action	PUT /v0/notification-settings/{org_id}/actions/{type}/{action_id}	Add new notification action
NotificationSettingsApi	update_notification_action	PATCH /v0/notification-settings/{org_id}/actions/{type}/{action_id}	Update notification action
NotificationSettingsApi	update_notification_settings	POST /v0/notification-settings/{org_id}	Update notification settings for an org
SessionsApi	close_session	POST /v0/sessions/{session_token}/close	naddeo Close a session, triggering its display in whylabs and making it no longer accept any additional data.
SessionsApi	create_dataset_profile_upload	POST /v0/sessions/{session_token}/upload	Create an upload for a given session.
SessionsApi	create_session	POST /v0/sessions	Create a new session that can be used to upload dataset profiles from whylogs for display in whylabs.
SessionsApi	get_session	GET /v0/sessions/{session_token}	Get information about a session.

Documentation For Models

• AWSMarketplaceMetadata
• ActionType
• AddMembershipRequest
• AlertsPath
• AsyncLogResponse
• CloseSessionResponse
• CreateSessionResponse
• CreateSessionUploadResponse
• CreateUserRequest
• DTOAutoScaleDTO
• DTOAwsAttributesDTO
• DTOAwsAvailabilityDTO
• DTOClusterLogConfDTO
• DTOCronScheduleDTO
• DTODbfsStorageInfoDTO
• DTOEbsVolumeTypeDTO
• DTOJobDTO
• DTOJobEmailNotificationsDTO
• DTOJobSettingsDTO
• DTONewClusterDTO
• DTONotebookTaskDTO
• DTOS3StorageInfoDTO
• DTOSparkJarTaskDTO
• DTOSparkPythonTaskDTO
• DTOSparkSubmitTaskDTO
• DatabricksConnection
• DatasetRequestMonitorConfig
• DatatypeMonitorRequestConfig
• DistributionMonitorRequestConfig
• EmailNotificationAction
• EventsPath
• FeatureFlags
• GetAlertsPathsResponse
• GetConnectionRequest
• GetConnectionResponse
• GetDefaultMembershipResponse
• GetEventsPathResponse
• GetMarketplaceMetadataResponse
• GetMembershipsResponse
• GetMonitorConfigV2Response
• GetNotificationSettingsResponse
• GetSessionResponse
• InlineObject
• ListJobsRequest
• ListJobsResponse
• ListModelsResponse
• ListSegmentsResponse
• ListUserApiKeys
• LogAsyncRequest
• LogReferenceRequest
• LogReferenceResponse
• LogResponse
• MarketplaceDimensions
• Membership
• MembershipMetadata
• MissingRecentDataRequestConfig
• MissingRecentProfilesRequestConfig
• MissingValuesMonitorRequestConfig
• ModelMetadata
• ModelType
• MonitorConfig
• MonitorRequestReference
• MonitorRequestReferenceType
• NotificationAction
• NotificationSettings
• NotificationSettingsDay
• NotificationSqsMessageCadence
• OrganizationMetadata
• OrganizationSummary
• PagerDutyNotificationAction
• ProvidedConfig
• ProvisionDatabricksConnectionRequest
• ProvisionDatabricksConnectionResponse
• ProvisionNewAWSMarketplaceUserResponse
• ProvisionNewMarketplaceUserRequest
• ProvisionNewUserRequest
• ProvisionNewUserResponse
• ReferenceProfileItemResponse
• RefreshAccessTokenRequest
• RefreshConnectionByOrgIdResponse
• RefreshConnectionRequest
• RegisterDatabricksConnectionRequest
• RegisterDatabricksConnectionResponse
• RemoveMembershipRequest
• RequestFeatureMonitorConfig
• RequestMonitorConfig
• Role
• RunJobRequest
• RunJobResponse
• SeasonalARIMARequestConfig
• Segment
• SegmentMetadata
• SegmentSummary
• SegmentTag
• SessionMetadata
• SetDefaultMembershipRequest
• SlackNotificationAction
• SubscriptionTier
• TimePeriod
• UberNotificationSchedule
• UniqueValuesMonitorRequestConfig
• UpdateConnectionChanges
• UpdateConnectionRequest
• User
• UserApiKey
• UserApiKeyResponse
• WhyLogsMetric

Documentation For Authorization

ApiKeyAuth

• Type: API key
• API key parameter name: X-API-Key
• Location: HTTP header

Author

[e-mail]

Notes for Large OpenAPI documents

If the OpenAPI document is large, imports in whylabs_client.apis and whylabs_client.models may fail with a RecursionError indicating the maximum recursion limit has been exceeded. In that case, there are a couple of solutions:

Solution 1: Use specific imports for apis and models like:

• from whylabs_client.api.default_api import DefaultApi
• from whylabs_client.model.pet import Pet

Solution 2: Before importing the package, adjust the maximum recursion limit as shown below:

import sys
sys.setrecursionlimit(1500)
import whylabs_client
from whylabs_client.apis import *
from whylabs_client.models import *