Davis® AI - Predictive and Causal

Overview

This SDK allows you to interact with Davis® predictive and causal AI for customized AI/ML analysis.

Refer to the service documentation to get familiar with the key concepts.

@dynatrace-sdk/client-davis-analyzers

v1.8.0

npm install @dynatrace-sdk/client-davis-analyzers

analyzersClient

import { analyzersClient } from '@dynatrace-sdk/client-davis-analyzers';

cancelAnalyzerExecution

analyzersClient.cancelAnalyzerExecution(config): Promise<void | AnalyzerExecuteResult>

Stop a started analyzer execution.

Required scope: davis:analyzers:execute

Use the request token that was returned when starting an analyzer execution to cancel it.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.
config.requestToken*required	string	The request token is returned when starting a long-running analyzer execution. It can be used to do follow-up operations like polling and cancelling.

Returns

Return type	Status code	Description
AnalyzerExecuteResult	200	The current analyzer execution status and an optional partial result.
void	202	The cancel request was accepted and is being processed.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | The analyzer result with the request token has already been consumed or its time-to-live (TTL) has been reached. The result is not available anymore. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.cancelAnalyzerExecution({
  analyzerName: "...",
  requestToken: "RHluYXRyYWNlMjAyMw==",
});

executeAnalyzer

analyzersClient.executeAnalyzer(config): Promise<AnalyzerExecuteResult>

Asynchronously execute an analyzer with the given input.

Required scope: davis:analyzers:execute

The analyzer execution is started asynchronously. If the result is not available after a short time (in the order of 1-2 seconds), a request token is returned to poll for the result. Otherwise, the final result is directly available and no request token is returned.

Depending on the chosen analyzer and the analyzer input, additional scopes might be required, e.g. storage:buckets:read and storage:metrics:read to enable the analyzer to read time series data from Grail™.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.
config.body*required	AnalyzerInput

Returns

Return type	Status code	Description
AnalyzerExecuteResult	200	The final analyzer result and execution status.
AnalyzerExecuteResult	202	The current analyzer execution status and a request token and time-to-live (TTL) to continue polling the result with.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.executeAnalyzer({
  analyzerName: "...",
  body: {
    timeSeriesData: {
      expression: "timeseries avg(dt.host.cpu.usage)",
    },
    forecastHorizon: 10,
  },
});

getAnalyzer

analyzersClient.getAnalyzer(config): Promise<AnalyzerDefinitionDetails>

Get the analyzer definition for an analyzer.

Required scope: davis:analyzers:read

All available meta-information for the analyzer is returned.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.

Returns

Return type	Status code	Description
AnalyzerDefinitionDetails	200	The definition of the requested analyzer.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.getAnalyzer({
  analyzerName: "...",
});

getAnalyzerDocumentation

analyzersClient.getAnalyzerDocumentation(config): Promise<Binary>

Get the documentation for an analyzer.

Required scope: davis:analyzers:read

A documentation may provide further information and context for a given analyzer. Not all analyzers provide documentation.

The documentation is returned as Markdown.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.

Returns

Return type	Status code	Description
void	200	The documentation of the requested analyzer.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.getAnalyzerDocumentation(
  { analyzerName: "..." },
);

getJsonSchemaForInput

analyzersClient.getJsonSchemaForInput(config): Promise<Record<string | any>>

Get the JSON schema for an analyzer input.

Required scope: davis:analyzers:read

The JSON schema defines a standardized declaration of the input structure, providing well-defined input documentation that is both human- and machine-readable.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.

Returns

Return type	Status code	Description
void	200	The JSON input schema of the requested analyzer.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.getJsonSchemaForInput({
  analyzerName: "...",
});

getJsonSchemaForResult

analyzersClient.getJsonSchemaForResult(config): Promise<Record<string | any>>

Get the JSON schema for an analyzer result.

Required scope: davis:analyzers:read

The JSON schema defines a standardized declaration of the output structure, providing well-defined output documentation that is both human- and machine-readable.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.

Returns

Return type	Status code	Description
void	200	The JSON result schema of the requested analyzer.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.getJsonSchemaForResult({
  analyzerName: "...",
});

pollAnalyzerExecution

analyzersClient.pollAnalyzerExecution(config): Promise<AnalyzerExecuteResult>

Poll for the result of a started analyzer execution.

Required scope: davis:analyzers:execute

Use the request token returned when starting an analyzer execution to poll for a result.

The executionStatus of the result indicates if the analyzer execution is already completed. While the status is RUNNING, wait and poll for the result again in subsequent calls.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.
config.requestToken*required	string	The request token is returned when starting a long-running analyzer execution. It can be used to do follow-up operations like polling and cancelling.

Returns

Return type	Status code	Description
AnalyzerExecuteResult	200	The current analyzer execution status and an optional partial result.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Invalid or malformed request. | Insufficient permissions. | No analyzer available with the requested name. | The analyzer result with the request token has already been consumed or its time-to-live (TTL) has been reached. The result is not available anymore. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.pollAnalyzerExecution({
  analyzerName: "...",
  requestToken: "RHluYXRyYWNlMjAyMw==",
});

queryAnalyzers

analyzersClient.queryAnalyzers(config): Promise<AnalyzerQueryResult>

Query all available analyzer definitions.

Required scope: davis:analyzers:read

The analyzer definition contains meta-information about an analyzer, including its input and output structure:

• The input definition specifies which fields the analyzer accepts, some of which may be required.
• The output definition specifies how the returned analyzer result is structured.

Parameters

Name	Type	Description
config.addFields	string	Specify which meta-information to fetch in addition to the default fields name, displayName and description. Valid values are: analyzerCall baseAnalyzer category input labels output type Any other field will result in a HTTP 400 response.
config.filter	string	Use the filter parameter to only fetch a subset of analyzer definitions. When using the operators =and !=, filtering is case sensitive. The following operators are supported: = != contains starts-with ends-with and or Parenthesis and the not operator are currently not supported. The following fields are valid filtering parameters: baseAnalyzer description displayName labels name type Any other field will result in a HTTP 400 response.
config.pageKey	string	The cursor for the page of results. Find it in the nextPageKey field of the previous response. If the page-key parameter is used, no other query parameters must be provided. If not provided, the first page is always returned.
config.pageSize	number	The amount of returned analyzer definitions in a single response payload. By default, 50 is used. The maximum is 200.

Returns

Return type	Status code	Description
AnalyzerQueryResult	200	All available analyzer definitions.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	Insufficient permissions. | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data = await analyzersClient.queryAnalyzers();

validateAnalyzerExecution

analyzersClient.validateAnalyzerExecution(config): Promise<AnalyzerValidationResult>

Validate the provided input for an analyzer execution.

Required scope: davis:analyzers:execute

Provide the same input that is planned to be used for an analyzer execution to have it validated without executing the analyzer.

Parameters

Name	Type	Description
config.analyzerName*required	string	The name of the analyzer.
config.body*required	AnalyzerInput

Returns

Return type	Status code	Description
AnalyzerValidationResult	200	The validation result for the requested analyzer execution.

Throws

Error Type	Error Message
AnalyzerErrorEnvelopeError	No analyzer available with the requested name. | Insufficient permissions. | Not found | Client error. | Internal server error.

Code example

import { analyzersClient } from "@dynatrace-sdk/client-davis-analyzers";

const data =
  await analyzersClient.validateAnalyzerExecution({
    analyzerName: "...",
    body: {},
  });

Types

AnalyzerCategory

The category of an analyzer used to logically group different analyzers.

Name	Type
displayName*required	string

AnalyzerData

The map of actual data matching the input and output definition of the analyzer.

type: Record<string, any>

AnalyzerDefinition

The definition of the analyzer. It describes which input and output data the analyzer accepts and produces when being executed.

Name	Type	Description
baseAnalyzer	string	The analyzer name that the current analyzer is based on. All input and output parameters are inherited. Additional parameters may be present in the current analyzer.
category	AnalyzerCategory	The category of an analyzer used to logically group different analyzers.
description	string	Detailed description of the analyzers' functionality. Get the documentation of the analyzer for more information.
displayName*required	string
input	Array<ParameterDefinition>
labels	Array<string>	A list of string-based labels to group and mark different analyzers.
name*required	string	The uniquely identifying name of the analyzer.
output	Array<ParameterDefinition>
type	"IMPLEMENTED" | "INTERFACE"	The type of the analyzer. IMPLEMENTED: Analyzers which have an implementation and can be executed. INTERFACE: Just an interface to be implemented or extended by other analyzer definitions.

AnalyzerDefinitionDetails

The definition of the analyzer. It describes which input and output data the analyzer accepts and produces when being executed.

Name	Type	Description
baseAnalyzer	string	The analyzer name that the current analyzer is based on. All input and output parameters are inherited. Additional parameters may be present in the current analyzer.
category	AnalyzerCategory	The category of an analyzer used to logically group different analyzers.
description	string	Detailed description of the analyzers' functionality. Get the documentation of the analyzer for more information.
displayName*required	string
input	Array<ParameterDefinition>
labels	Array<string>	A list of string-based labels to group and mark different analyzers.
name*required	string	The uniquely identifying name of the analyzer.
output	Array<ParameterDefinition>
type	"IMPLEMENTED" | "INTERFACE"	The type of the analyzer. IMPLEMENTED: Analyzers which have an implementation and can be executed. INTERFACE: Just an interface to be implemented or extended by other analyzer definitions.

AnalyzerDimensionalData

A list of resolved dimensional data.

Name	Type	Description
query*required	DimensionQuery	A query for dimensional data such as timeseries, entities, or logs.
type*required	"timeseriesArray" | "entityId"	The type of the dimensional query.
value*required	AnalyzerDimensionalDataValue	The resolved value of the dimensional query.

AnalyzerError

The error that is returned for unsuccessful responses.

Name	Type	Description
code*required	number	The HTTP status code of the error.
details	AnalyzerErrorDetails
message*required	string

AnalyzerErrorDetails

Name	Type
constraintViolations	Array<ConstraintViolation>

AnalyzerErrorEnvelope

Name	Type	Description
error	AnalyzerError	The error that is returned for unsuccessful responses.

AnalyzerExecuteResult

Result of the analyzer execution.

Name	Type	Description
requestToken	string	The request token is returned when starting a long-running analyzer execution. It can be used to do follow-up operations like polling and cancelling.
result*required	AnalyzerResult
ttlInSeconds	number	Time-to-live until the result is not available anymore.

AnalyzerExecutionLog

Name	Type	Description
level*required	"TRACING" | "INFO" | "WARNING" | "SEVERE"	Determines the severity of the log.
message*required	string
path	string	A path pointing to the source of the error in the input. The format of the path follows the JSON path specification.

AnalyzerGeneralParameters

Parameters that are present in all analyzer input parameter definitions.

Name	Type	Description
logVerbosity	"TRACING" | "INFO" | "WARNING" | "SEVERE"	Determines the severity of the log.
resolveDimensionalQueryData	boolean	default: false
timeframe	Timeframe

AnalyzerInput

The input is specific to an analyzer. Get the definition of the analyzer to retrieve the required input structure.

Name	Type	Description
generalParameters	AnalyzerGeneralParameters	Parameters that are present in all analyzer input parameter definitions.

AnalyzerOutput

The output is specific to an analyzer. Get the definition of the analyzer to retrieve the required output structure.

Name	Type	Description
system	AnalyzerOutputSystemParameters	Parameters that are present in all analyzer output parameter definitions.

AnalyzerOutputLog

Name	Type
level*required	"TRACING" | "INFO" | "WARNING"
message*required	string

AnalyzerOutputSystemParameters

Parameters that are present in all analyzer output parameter definitions.

Name	Type
logs	Array<AnalyzerOutputLog>

AnalyzerQueryResult

The list of available analyzers.

Name	Type	Description
analyzers*required	Array<AnalyzerDefinition>
nextPageKey	string	The key that should be used to do follow-up requests, fetching the remaining analyzers. If the last page is reached or all analyzers are already listed, this field is omitted.
totalCount*required	number	The total amount of analyzers available opposed to the current page size.

AnalyzerResult

Name	Type	Description
data	Array<AnalyzerDimensionalData>
executionStatus*required	"RUNNING" | "ABORTED" | "COMPLETED"
input*required	AnalyzerInput	The input is specific to an analyzer. Get the definition of the analyzer to retrieve the required input structure.
logs	Array<AnalyzerExecutionLog>
output*required	Array<AnalyzerOutput>
resultId*required	string	The uniquely identifying ID of the result. Used for logging.
resultStatus*required	"SUCCESSFUL" | "SUCCESSFUL_WITH_WARNINGS" | "FAILED"

AnalyzerValidationResult

The result of the dry-execution of the analyzer.

Name	Type	Description
details	AnalyzerErrorDetails
valid*required	boolean	Whether the analyzer can be successfully executed with the given input data.

ConstraintViolation

A constraint violation indicating why an error has occurred.

Name	Type	Description
level*required	"TRACING" | "INFO" | "WARNING" | "SEVERE"	Determines the severity of the log.
message*required	string
path	string	A path pointing to the source of the error in the input. The format of the path follows the JSON path specification.

EnumerationElement

An object that has a fixed set of possible values differentiated by the key property.

Name	Type
description*required	string
displayName*required	string
key*required	string

ParameterDefinition

The definition for a single parameter, describing its name and other meta information.

Name	Type	Description
advanced	boolean	If true, this parameter is considered to be for advanced usage.
array*required	boolean	Whether this parameter can have an array of values. Passing a single, non-array value is also allowed.
defaultValue	any	The default value used when the parameter is omitted.
description	string
displayName*required	string
enumerationValues	Array<EnumerationElement>
extendedType	string	Provides extended type information for this parameter. This allows additional semantics that can be utilized by analyzer consumers.
fields	Array<ParameterDefinition>	Given the parameter is of type structure this property contains the sub-definition of the parameter.
maxSize	number	The maximum number of elements if the parameter is an array.
name*required	string
optional*required	boolean	Whether this parameter can be omitted when executing the analyzer.
type*required	"string" | "number" | "boolean" | "analyzerStructure" | "dimensionQuery" | "enumeration" | "integer" | "timeframe" | "timeseriesArray" | "timeseriesQuery" | "timestamp"	The type of the parameter, indicating the format of the value to be provided.
valueConstraints	ParameterDefinitionValueConstraints	Defines value constraints for string or number parameters. Not applicable to other parameter types.

Timeframe

Name	Type	Description
endTime	string	Specify the end time in either absolute or relative format. For absolute format, use the ISO 8601 format (yyyy-MM-ddTHH:mm:ssZ). For relative format, use 'now' for the current time or apply an offset with the available units: 's' for seconds, 'm' for minutes, 'h' for hours, and 'd' for days. For example, use 'now-2h' or '-2h' for a relative offset of 2 hours. If not specified, defaults to now.
startTime*required	string	Specify the start time in either absolute or relative format. For absolute format, use the ISO 8601 format (yyyy-MM-ddTHH:mm:ssZ). For relative format, use 'now' for the current time or apply an offset with the available units: 's' for seconds, 'm' for minutes, 'h' for hours, and 'd' for days. For example, use 'now-2h' or '-2h' for a relative offset of 2 hours.

Enums

AnalyzerDefinitionType

The type of the analyzer.

• IMPLEMENTED: Analyzers which have an implementation and can be executed.
• INTERFACE: Just an interface to be implemented or extended by other analyzer definitions.

Enum keys

Implemented | Interface

AnalyzerDimensionalDataType

The type of the dimensional query.

Enum keys

EntityId | TimeseriesArray

AnalyzerExecutionLogLevel

Determines the severity of the log.

Enum keys

Info | Severe | Tracing | Warning

AnalyzerOutputLogLevel

Enum keys

Info | Tracing | Warning

AnalyzerResultExecutionStatus

Enum keys

Aborted | Completed | Running

AnalyzerResultResultStatus

Enum keys

Failed | Successful | SuccessfulWithWarnings

ParameterDefinitionType

The type of the parameter, indicating the format of the value to be provided.

Enum keys

AnalyzerStructure | Boolean | DimensionQuery | Enumeration | Integer | Number | String | Timeframe | TimeseriesArray | TimeseriesQuery | Timestamp