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919 lines (767 loc) · 20.4 KB
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// File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.
import { APIResource } from '../core/resource';
import { APIPromise } from '../core/api-promise';
import { RequestOptions } from '../internal/request-options';
import { path } from '../internal/utils/path';
export class Tests extends APIResource {
/**
* Triggers one-off evaluation of a specific monitoring test for a custom timestamp
* range. This allows evaluating tests for historical data or custom time periods
* outside the regular evaluation window schedule. It also allows overwriting the
* existing test results.
*
* @example
* ```ts
* const response = await client.tests.evaluate(
* '182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e',
* { endTimestamp: 1700006400, startTimestamp: 1699920000 },
* );
* ```
*/
evaluate(
testID: string,
body: TestEvaluateParams,
options?: RequestOptions,
): APIPromise<TestEvaluateResponse> {
return this._client.post(path`/tests/${testID}/evaluate`, { body, ...options });
}
/**
* List the test results for a test.
*
* @example
* ```ts
* const response = await client.tests.listResults(
* '182bd5e5-6e1a-4fe4-a799-aa6d9a6ab26e',
* );
* ```
*/
listResults(
testID: string,
query: TestListResultsParams | null | undefined = {},
options?: RequestOptions,
): APIPromise<TestListResultsResponse> {
return this._client.get(path`/tests/${testID}/results`, { query, ...options });
}
}
export interface TestEvaluateResponse {
message: string;
/**
* Number of inference pipelines the test was queued for evaluation on
*/
pipelineCount: number;
/**
* The end timestamp you requested (in seconds)
*/
requestedEndTimestamp: number;
/**
* The start timestamp you requested (in seconds)
*/
requestedStartTimestamp: number;
/**
* Array of background task information for each pipeline evaluation
*/
tasks: Array<TestEvaluateResponse.Task>;
}
export namespace TestEvaluateResponse {
export interface Task {
/**
* ID of the inference pipeline this task is for
*/
pipelineId: string;
/**
* ID of the background task
*/
taskResultId: string;
/**
* URL to check the status of this background task
*/
taskResultUrl: string;
}
}
export interface TestListResultsResponse {
items: Array<TestListResultsResponse.Item>;
lastUnskippedResult?: TestListResultsResponse.LastUnskippedResult | null;
}
export namespace TestListResultsResponse {
export interface Item {
/**
* Project version (commit) id.
*/
id: string;
/**
* The creation date.
*/
dateCreated: string;
/**
* The data end date.
*/
dateDataEnds: string | null;
/**
* The data start date.
*/
dateDataStarts: string | null;
/**
* The last updated date.
*/
dateUpdated: string;
/**
* The inference pipeline id.
*/
inferencePipelineId: string | null;
/**
* The project version (commit) id.
*/
projectVersionId: string | null;
/**
* The status of the test.
*/
status: 'running' | 'passing' | 'failing' | 'skipped' | 'error';
/**
* The status message.
*/
statusMessage: string | null;
expectedValues?: Array<Item.ExpectedValue>;
goal?: Item.Goal;
/**
* The test id.
*/
goalId?: string | null;
/**
* The URL to the rows of the test result.
*/
rows?: string;
/**
* The body of the rows request.
*/
rowsBody?: Item.RowsBody | null;
}
export namespace Item {
export interface ExpectedValue {
/**
* the lower threshold for the expected value
*/
lowerThreshold?: number | null;
/**
* One of the `measurement` values in the test's thresholds
*/
measurement?: string;
/**
* The upper threshold for the expected value
*/
upperThreshold?: number | null;
}
export interface Goal {
/**
* The test id.
*/
id: string;
/**
* The number of comments on the test.
*/
commentCount: number;
/**
* The test creator id.
*/
creatorId: string | null;
/**
* The date the test was archived.
*/
dateArchived: string | null;
/**
* The creation date.
*/
dateCreated: string;
/**
* The last updated date.
*/
dateUpdated: string;
/**
* The test description.
*/
description: unknown | null;
/**
* The test name.
*/
name: string;
/**
* The test number.
*/
number: number;
/**
* The project version (commit) id where the test was created.
*/
originProjectVersionId: string | null;
/**
* The test subtype.
*/
subtype:
| 'anomalousColumnCount'
| 'characterLength'
| 'classImbalanceRatio'
| 'expectColumnAToBeInColumnB'
| 'columnAverage'
| 'columnDrift'
| 'columnStatistic'
| 'columnValuesMatch'
| 'conflictingLabelRowCount'
| 'containsPii'
| 'containsValidUrl'
| 'correlatedFeatureCount'
| 'customMetricThreshold'
| 'duplicateRowCount'
| 'emptyFeature'
| 'emptyFeatureCount'
| 'driftedFeatureCount'
| 'featureMissingValues'
| 'featureValueValidation'
| 'greatExpectations'
| 'groupByColumnStatsCheck'
| 'illFormedRowCount'
| 'isCode'
| 'isJson'
| 'llmRubricThresholdV2'
| 'labelDrift'
| 'metricThreshold'
| 'newCategoryCount'
| 'newLabelCount'
| 'nullRowCount'
| 'rowCount'
| 'ppScoreValueValidation'
| 'quasiConstantFeature'
| 'quasiConstantFeatureCount'
| 'sqlQuery'
| 'dtypeValidation'
| 'sentenceLength'
| 'sizeRatio'
| 'specialCharactersRatio'
| 'stringValidation'
| 'trainValLeakageRowCount';
/**
* Whether the test is suggested or user-created.
*/
suggested: boolean;
thresholds: Array<Goal.Threshold>;
/**
* The test type.
*/
type: 'integrity' | 'consistency' | 'performance';
/**
* Whether the test is archived.
*/
archived?: boolean;
/**
* The delay window in seconds. Only applies to tests that use production data.
*/
delayWindow?: number | null;
/**
* The evaluation window in seconds. Only applies to tests that use production
* data.
*/
evaluationWindow?: number | null;
/**
* Whether the test uses an ML model.
*/
usesMlModel?: boolean;
/**
* Whether the test uses production data (monitoring mode only).
*/
usesProductionData?: boolean;
/**
* Whether the test uses a reference dataset (monitoring mode only).
*/
usesReferenceDataset?: boolean;
/**
* Whether the test uses a training dataset.
*/
usesTrainingDataset?: boolean;
/**
* Whether the test uses a validation dataset.
*/
usesValidationDataset?: boolean;
}
export namespace Goal {
export interface Threshold {
/**
* The insight name to be evaluated.
*/
insightName?:
| 'characterLength'
| 'classImbalance'
| 'expectColumnAToBeInColumnB'
| 'columnAverage'
| 'columnDrift'
| 'columnValuesMatch'
| 'confidenceDistribution'
| 'conflictingLabelRowCount'
| 'containsPii'
| 'containsValidUrl'
| 'correlatedFeatures'
| 'customMetric'
| 'duplicateRowCount'
| 'emptyFeatures'
| 'featureDrift'
| 'featureProfile'
| 'greatExpectations'
| 'groupByColumnStatsCheck'
| 'illFormedRowCount'
| 'isCode'
| 'isJson'
| 'llmRubricV2'
| 'labelDrift'
| 'metrics'
| 'newCategories'
| 'newLabels'
| 'nullRowCount'
| 'ppScore'
| 'quasiConstantFeatures'
| 'sentenceLength'
| 'sizeRatio'
| 'specialCharacters'
| 'stringValidation'
| 'trainValLeakageRowCount';
/**
* The insight parameters. Required only for some test subtypes. For example, for
* tests that require a column name, the insight parameters will be [{'name':
* 'column_name', 'value': 'Age'}]
*/
insightParameters?: Array<Threshold.InsightParameter> | null;
/**
* The measurement to be evaluated.
*/
measurement?: string;
/**
* The operator to be used for the evaluation.
*/
operator?: 'is' | '>' | '>=' | '<' | '<=' | '!=';
/**
* Whether to use automatic anomaly detection or manual thresholds
*/
thresholdMode?: 'automatic' | 'manual';
/**
* The value to be compared.
*/
value?: number | boolean | string | Array<string>;
}
export namespace Threshold {
export interface InsightParameter {
/**
* The name of the insight filter.
*/
name: string;
value: unknown;
}
}
}
/**
* The body of the rows request.
*/
export interface RowsBody {
columnFilters?: Array<
RowsBody.SetColumnFilter | RowsBody.NumericColumnFilter | RowsBody.StringColumnFilter
> | null;
excludeRowIdList?: Array<number> | null;
notSearchQueryAnd?: Array<string> | null;
notSearchQueryOr?: Array<string> | null;
rowIdList?: Array<number> | null;
searchQueryAnd?: Array<string> | null;
searchQueryOr?: Array<string> | null;
}
export namespace RowsBody {
export interface SetColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: 'contains_none' | 'contains_any' | 'contains_all' | 'one_of' | 'none_of';
value: Array<string | number>;
}
export interface NumericColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: '>' | '>=' | 'is' | '<' | '<=' | '!=';
value: number | null;
}
export interface StringColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: 'is' | '!=';
value: string | boolean;
}
}
}
export interface LastUnskippedResult {
/**
* Project version (commit) id.
*/
id: string;
/**
* The creation date.
*/
dateCreated: string;
/**
* The data end date.
*/
dateDataEnds: string | null;
/**
* The data start date.
*/
dateDataStarts: string | null;
/**
* The last updated date.
*/
dateUpdated: string;
/**
* The inference pipeline id.
*/
inferencePipelineId: string | null;
/**
* The project version (commit) id.
*/
projectVersionId: string | null;
/**
* The status of the test.
*/
status: 'running' | 'passing' | 'failing' | 'skipped' | 'error';
/**
* The status message.
*/
statusMessage: string | null;
expectedValues?: Array<LastUnskippedResult.ExpectedValue>;
goal?: LastUnskippedResult.Goal;
/**
* The test id.
*/
goalId?: string | null;
/**
* The URL to the rows of the test result.
*/
rows?: string;
/**
* The body of the rows request.
*/
rowsBody?: LastUnskippedResult.RowsBody | null;
}
export namespace LastUnskippedResult {
export interface ExpectedValue {
/**
* the lower threshold for the expected value
*/
lowerThreshold?: number | null;
/**
* One of the `measurement` values in the test's thresholds
*/
measurement?: string;
/**
* The upper threshold for the expected value
*/
upperThreshold?: number | null;
}
export interface Goal {
/**
* The test id.
*/
id: string;
/**
* The number of comments on the test.
*/
commentCount: number;
/**
* The test creator id.
*/
creatorId: string | null;
/**
* The date the test was archived.
*/
dateArchived: string | null;
/**
* The creation date.
*/
dateCreated: string;
/**
* The last updated date.
*/
dateUpdated: string;
/**
* The test description.
*/
description: unknown | null;
/**
* The test name.
*/
name: string;
/**
* The test number.
*/
number: number;
/**
* The project version (commit) id where the test was created.
*/
originProjectVersionId: string | null;
/**
* The test subtype.
*/
subtype:
| 'anomalousColumnCount'
| 'characterLength'
| 'classImbalanceRatio'
| 'expectColumnAToBeInColumnB'
| 'columnAverage'
| 'columnDrift'
| 'columnStatistic'
| 'columnValuesMatch'
| 'conflictingLabelRowCount'
| 'containsPii'
| 'containsValidUrl'
| 'correlatedFeatureCount'
| 'customMetricThreshold'
| 'duplicateRowCount'
| 'emptyFeature'
| 'emptyFeatureCount'
| 'driftedFeatureCount'
| 'featureMissingValues'
| 'featureValueValidation'
| 'greatExpectations'
| 'groupByColumnStatsCheck'
| 'illFormedRowCount'
| 'isCode'
| 'isJson'
| 'llmRubricThresholdV2'
| 'labelDrift'
| 'metricThreshold'
| 'newCategoryCount'
| 'newLabelCount'
| 'nullRowCount'
| 'rowCount'
| 'ppScoreValueValidation'
| 'quasiConstantFeature'
| 'quasiConstantFeatureCount'
| 'sqlQuery'
| 'dtypeValidation'
| 'sentenceLength'
| 'sizeRatio'
| 'specialCharactersRatio'
| 'stringValidation'
| 'trainValLeakageRowCount';
/**
* Whether the test is suggested or user-created.
*/
suggested: boolean;
thresholds: Array<Goal.Threshold>;
/**
* The test type.
*/
type: 'integrity' | 'consistency' | 'performance';
/**
* Whether the test is archived.
*/
archived?: boolean;
/**
* The delay window in seconds. Only applies to tests that use production data.
*/
delayWindow?: number | null;
/**
* The evaluation window in seconds. Only applies to tests that use production
* data.
*/
evaluationWindow?: number | null;
/**
* Whether the test uses an ML model.
*/
usesMlModel?: boolean;
/**
* Whether the test uses production data (monitoring mode only).
*/
usesProductionData?: boolean;
/**
* Whether the test uses a reference dataset (monitoring mode only).
*/
usesReferenceDataset?: boolean;
/**
* Whether the test uses a training dataset.
*/
usesTrainingDataset?: boolean;
/**
* Whether the test uses a validation dataset.
*/
usesValidationDataset?: boolean;
}
export namespace Goal {
export interface Threshold {
/**
* The insight name to be evaluated.
*/
insightName?:
| 'characterLength'
| 'classImbalance'
| 'expectColumnAToBeInColumnB'
| 'columnAverage'
| 'columnDrift'
| 'columnValuesMatch'
| 'confidenceDistribution'
| 'conflictingLabelRowCount'
| 'containsPii'
| 'containsValidUrl'
| 'correlatedFeatures'
| 'customMetric'
| 'duplicateRowCount'
| 'emptyFeatures'
| 'featureDrift'
| 'featureProfile'
| 'greatExpectations'
| 'groupByColumnStatsCheck'
| 'illFormedRowCount'
| 'isCode'
| 'isJson'
| 'llmRubricV2'
| 'labelDrift'
| 'metrics'
| 'newCategories'
| 'newLabels'
| 'nullRowCount'
| 'ppScore'
| 'quasiConstantFeatures'
| 'sentenceLength'
| 'sizeRatio'
| 'specialCharacters'
| 'stringValidation'
| 'trainValLeakageRowCount';
/**
* The insight parameters. Required only for some test subtypes. For example, for
* tests that require a column name, the insight parameters will be [{'name':
* 'column_name', 'value': 'Age'}]
*/
insightParameters?: Array<Threshold.InsightParameter> | null;
/**
* The measurement to be evaluated.
*/
measurement?: string;
/**
* The operator to be used for the evaluation.
*/
operator?: 'is' | '>' | '>=' | '<' | '<=' | '!=';
/**
* Whether to use automatic anomaly detection or manual thresholds
*/
thresholdMode?: 'automatic' | 'manual';
/**
* The value to be compared.
*/
value?: number | boolean | string | Array<string>;
}
export namespace Threshold {
export interface InsightParameter {
/**
* The name of the insight filter.
*/
name: string;
value: unknown;
}
}
}
/**
* The body of the rows request.
*/
export interface RowsBody {
columnFilters?: Array<
RowsBody.SetColumnFilter | RowsBody.NumericColumnFilter | RowsBody.StringColumnFilter
> | null;
excludeRowIdList?: Array<number> | null;
notSearchQueryAnd?: Array<string> | null;
notSearchQueryOr?: Array<string> | null;
rowIdList?: Array<number> | null;
searchQueryAnd?: Array<string> | null;
searchQueryOr?: Array<string> | null;
}
export namespace RowsBody {
export interface SetColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: 'contains_none' | 'contains_any' | 'contains_all' | 'one_of' | 'none_of';
value: Array<string | number>;
}
export interface NumericColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: '>' | '>=' | 'is' | '<' | '<=' | '!=';
value: number | null;
}
export interface StringColumnFilter {
/**
* The name of the column.
*/
measurement: string;
operator: 'is' | '!=';
value: string | boolean;
}
}
}
}
export interface TestEvaluateParams {
/**
* End timestamp in seconds (Unix epoch)
*/
endTimestamp: number;
/**
* Start timestamp in seconds (Unix epoch)
*/
startTimestamp: number;
/**
* ID of the inference pipeline to evaluate. If not provided, all inference
* pipelines the test applies to will be evaluated.
*/
inferencePipelineId?: string;
/**
* Whether to overwrite existing test results
*/
overwriteResults?: boolean;
}
export interface TestListResultsParams {
/**
* Filter for results that use data starting before the end timestamp.
*/
endTimestamp?: number;
/**
* Include the insights linked to each test result
*/
includeInsights?: boolean;
/**
* Retrive test results for a specific inference pipeline.
*/
inferencePipelineId?: string | null;
/**
* The page to return in a paginated query.
*/
page?: number;
/**
* Maximum number of items to return per page.
*/
perPage?: number;
/**
* Retrive test results for a specific project version.
*/
projectVersionId?: string | null;
/**
* Filter for results that use data ending after the start timestamp.
*/
startTimestamp?: number;
/**
* Filter by status(es).
*/
status?: Array<string>;
}
export declare namespace Tests {
export {
type TestEvaluateResponse as TestEvaluateResponse,
type TestListResultsResponse as TestListResultsResponse,
type TestEvaluateParams as TestEvaluateParams,
type TestListResultsParams as TestListResultsParams,
};
}