whylabs_client.MonitorDiagnosticsApi

All URIs are relative to https://api.whylabsapp.com

Method	HTTP request	Description
detect_noisy_analyzers	POST /v0/organizations/{org_id}/diagnostics/monitor/analyzers	Endpoint to detect noisy or failing analyzers
detect_noisy_columns	POST /v0/organizations/{org_id}/diagnostics/monitor/analyzer/segment/columns	Endpoint to detect the noisiest columns for a specific analyzer and segment
detect_noisy_segments	POST /v0/organizations/{org_id}/diagnostics/monitor/analyzer/segments	Endpoint to detect the noisiest segments for a specific analyzer
diagnose_analyzer_sync	POST /v0/organizations/{org_id}/diagnostics/monitor/diagnose/analyzer/sync	Endpoint to diagnose a specific analyzer
recommend_diagnostic_interval	POST /v0/organizations/{org_id}/diagnostics/monitor/interval	Endpoint to recommend a diagnostic interval

detect_noisy_analyzers

AnalyzersDiagnosticResponse detect_noisy_analyzers(org_id, analyzers_diagnostic_request)

Endpoint to detect noisy or failing analyzers

Returns a list of analyzers sorted so the noisiest (most anomalies per column) is first. Also includes a similar list for analyzer failures.

Example

Api Key Authentication (ApiKeyAuth):

import time
import whylabs_client
from whylabs_client.api import monitor_diagnostics_api
from whylabs_client.model.analyzers_diagnostic_request import AnalyzersDiagnosticRequest
from whylabs_client.model.analyzers_diagnostic_response import AnalyzersDiagnosticResponse
from pprint import pprint
# Defining the host is optional and defaults to https://api.whylabsapp.com
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "https://api.whylabsapp.com"
)

# 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 = monitor_diagnostics_api.MonitorDiagnosticsApi(api_client)
    org_id = "org-123" # str | 
    analyzers_diagnostic_request = AnalyzersDiagnosticRequest(
        interval="2024-01-01T00:00:00Z/2024-01-12T00:00:00Z",
        dataset_id="dataset_id_example",
    ) # AnalyzersDiagnosticRequest | 

    # example passing only required values which don't have defaults set
    try:
        # Endpoint to detect noisy or failing analyzers
        api_response = api_instance.detect_noisy_analyzers(org_id, analyzers_diagnostic_request)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling MonitorDiagnosticsApi->detect_noisy_analyzers: %s\n" % e)

Parameters

Name	Type	Description	Notes
org_id	str
analyzers_diagnostic_request	AnalyzersDiagnosticRequest

Return type

AnalyzersDiagnosticResponse

Authorization

ApiKeyAuth

HTTP request headers

Content-Type: application/json
Accept: application/json

HTTP response details

Status code	Description	Response headers
200	DetectNoisyAnalyzers 200 response	-

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detect_noisy_columns

AnalyzerSegmentColumnsDiagnosticResponse detect_noisy_columns(org_id, analyzer_segment_columns_diagnostic_request)

Endpoint to detect the noisiest columns for a specific analyzer and segment

Returns a list of column names sorted so the noisiest (most anomalies) is first. Also includes a similar list for columns with analyzer failures.

Example

Api Key Authentication (ApiKeyAuth):

import time
import whylabs_client
from whylabs_client.api import monitor_diagnostics_api
from whylabs_client.model.analyzer_segment_columns_diagnostic_response import AnalyzerSegmentColumnsDiagnosticResponse
from whylabs_client.model.analyzer_segment_columns_diagnostic_request import AnalyzerSegmentColumnsDiagnosticRequest
from pprint import pprint
# Defining the host is optional and defaults to https://api.whylabsapp.com
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "https://api.whylabsapp.com"
)

# 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 = monitor_diagnostics_api.MonitorDiagnosticsApi(api_client)
    org_id = "org-123" # str | 
    analyzer_segment_columns_diagnostic_request = AnalyzerSegmentColumnsDiagnosticRequest(
        interval="2024-01-01T00:00:00Z/2024-01-12T00:00:00Z",
        dataset_id="dataset_id_example",
        analyzer_id="analyzer_id_example",
        segment=Segment(
            tags=[
                SegmentTag(
                    key="key_example",
                    value="value_example",
                ),
            ],
        ),
    ) # AnalyzerSegmentColumnsDiagnosticRequest | 

    # example passing only required values which don't have defaults set
    try:
        # Endpoint to detect the noisiest columns for a specific analyzer and segment
        api_response = api_instance.detect_noisy_columns(org_id, analyzer_segment_columns_diagnostic_request)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling MonitorDiagnosticsApi->detect_noisy_columns: %s\n" % e)

Parameters

Name	Type	Description	Notes
org_id	str
analyzer_segment_columns_diagnostic_request	AnalyzerSegmentColumnsDiagnosticRequest

Return type

AnalyzerSegmentColumnsDiagnosticResponse

Authorization

ApiKeyAuth

HTTP request headers

Content-Type: application/json
Accept: application/json

HTTP response details

Status code	Description	Response headers
200	DetectNoisyColumns 200 response	-

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detect_noisy_segments

AnalyzerSegmentsDiagnosticResponse detect_noisy_segments(org_id, analyzer_segments_diagnostic_request)

Endpoint to detect the noisiest segments for a specific analyzer

Returns a list of segments sorted so the noisiest (most anomalies per column) is first. Also includes a similar list for segments with analyzer failures.

Example

Api Key Authentication (ApiKeyAuth):

import time
import whylabs_client
from whylabs_client.api import monitor_diagnostics_api
from whylabs_client.model.analyzer_segments_diagnostic_request import AnalyzerSegmentsDiagnosticRequest
from whylabs_client.model.analyzer_segments_diagnostic_response import AnalyzerSegmentsDiagnosticResponse
from pprint import pprint
# Defining the host is optional and defaults to https://api.whylabsapp.com
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "https://api.whylabsapp.com"
)

# 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 = monitor_diagnostics_api.MonitorDiagnosticsApi(api_client)
    org_id = "org-123" # str | 
    analyzer_segments_diagnostic_request = AnalyzerSegmentsDiagnosticRequest(
        interval="2024-01-01T00:00:00Z/2024-01-12T00:00:00Z",
        dataset_id="dataset_id_example",
        analyzer_id="analyzer_id_example",
    ) # AnalyzerSegmentsDiagnosticRequest | 

    # example passing only required values which don't have defaults set
    try:
        # Endpoint to detect the noisiest segments for a specific analyzer
        api_response = api_instance.detect_noisy_segments(org_id, analyzer_segments_diagnostic_request)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling MonitorDiagnosticsApi->detect_noisy_segments: %s\n" % e)

Parameters

Name	Type	Description	Notes
org_id	str
analyzer_segments_diagnostic_request	AnalyzerSegmentsDiagnosticRequest

Return type

AnalyzerSegmentsDiagnosticResponse

Authorization

ApiKeyAuth

HTTP request headers

Content-Type: application/json
Accept: application/json

HTTP response details

Status code	Description	Response headers
200	DetectNoisySegments 200 response	-

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diagnose_analyzer_sync

DiagnosisReport diagnose_analyzer_sync(org_id, diagnosis_request)

Endpoint to diagnose a specific analyzer

Returns a diagnosis report for a specific analyzer, segment, and interval. Only suitable for small datasets.

Example

Api Key Authentication (ApiKeyAuth):

import time
import whylabs_client
from whylabs_client.api import monitor_diagnostics_api
from whylabs_client.model.diagnosis_request import DiagnosisRequest
from whylabs_client.model.diagnosis_report import DiagnosisReport
from pprint import pprint
# Defining the host is optional and defaults to https://api.whylabsapp.com
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "https://api.whylabsapp.com"
)

# 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 = monitor_diagnostics_api.MonitorDiagnosticsApi(api_client)
    org_id = "org-123" # str | 
    diagnosis_request = DiagnosisRequest(
        dataset_id="dataset_id_example",
        analyzer_id="analyzer_id_example",
        segment=Segment(
            tags=[
                SegmentTag(
                    key="key_example",
                    value="value_example",
                ),
            ],
        ),
        interval="interval_example",
        columns=[
            "columns_example",
        ],
    ) # DiagnosisRequest | 

    # example passing only required values which don't have defaults set
    try:
        # Endpoint to diagnose a specific analyzer
        api_response = api_instance.diagnose_analyzer_sync(org_id, diagnosis_request)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling MonitorDiagnosticsApi->diagnose_analyzer_sync: %s\n" % e)

Parameters

Name	Type	Description	Notes
org_id	str
diagnosis_request	DiagnosisRequest

Return type

DiagnosisReport

Authorization

ApiKeyAuth

HTTP request headers

Content-Type: application/json
Accept: application/json

HTTP response details

Status code	Description	Response headers
200	DiagnoseAnalyzerSync 200 response	-

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recommend_diagnostic_interval

DiagnosticIntervalResponse recommend_diagnostic_interval(org_id, diagnostic_interval_request)

Endpoint to recommend a diagnostic interval

Returns an interval containing the last 30 batches of data

Example

Api Key Authentication (ApiKeyAuth):

import time
import whylabs_client
from whylabs_client.api import monitor_diagnostics_api
from whylabs_client.model.diagnostic_interval_request import DiagnosticIntervalRequest
from whylabs_client.model.diagnostic_interval_response import DiagnosticIntervalResponse
from pprint import pprint
# Defining the host is optional and defaults to https://api.whylabsapp.com
# See configuration.py for a list of all supported configuration parameters.
configuration = whylabs_client.Configuration(
    host = "https://api.whylabsapp.com"
)

# 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 = monitor_diagnostics_api.MonitorDiagnosticsApi(api_client)
    org_id = "org-123" # str | 
    diagnostic_interval_request = DiagnosticIntervalRequest(
        dataset_id="dataset_id_example",
        batches=1,
    ) # DiagnosticIntervalRequest | 

    # example passing only required values which don't have defaults set
    try:
        # Endpoint to recommend a diagnostic interval
        api_response = api_instance.recommend_diagnostic_interval(org_id, diagnostic_interval_request)
        pprint(api_response)
    except whylabs_client.ApiException as e:
        print("Exception when calling MonitorDiagnosticsApi->recommend_diagnostic_interval: %s\n" % e)

Parameters

Name	Type	Description	Notes
org_id	str
diagnostic_interval_request	DiagnosticIntervalRequest

Return type

DiagnosticIntervalResponse

Authorization

ApiKeyAuth

HTTP request headers

Content-Type: application/json
Accept: application/json

HTTP response details

Status code	Description	Response headers
200	RecommendDiagnosticInterval 200 response	-

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Files

MonitorDiagnosticsApi.md

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MonitorDiagnosticsApi.md

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whylabs_client.MonitorDiagnosticsApi

detect_noisy_analyzers

Example

Parameters

Return type

Authorization

HTTP request headers

HTTP response details

detect_noisy_columns

Example

Parameters

Return type

Authorization

HTTP request headers

HTTP response details

detect_noisy_segments

Example

Parameters

Return type

Authorization

HTTP request headers

HTTP response details

diagnose_analyzer_sync

Example

Parameters

Return type

Authorization

HTTP request headers

HTTP response details

recommend_diagnostic_interval

Example

Parameters

Return type

Authorization

HTTP request headers

HTTP response details