From d63d6a6986e965c01ba7212c8ef5c8fe8fe75672 Mon Sep 17 00:00:00 2001 From: Melissa Alvarez Date: Mon, 15 Jun 2020 16:20:44 -0400 Subject: [PATCH 1/4] update clone tests --- .../analysis_fields_table.tsx | 2 +- .../pages/analytics_creation/page.tsx | 2 +- .../apps/ml/data_frame_analytics/cloning.ts | 37 +++++++++--- .../apps/ml/data_frame_analytics/index.ts | 2 +- .../ml/data_frame_analytics_creation.ts | 59 +++++++------------ .../services/ml/data_frame_analytics_table.ts | 2 +- 6 files changed, 54 insertions(+), 50 deletions(-) diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/analysis_fields_table.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/analysis_fields_table.tsx index 09aea596d81e9..c71e7e73b13d9 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/analysis_fields_table.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/analysis_fields_table.tsx @@ -181,7 +181,7 @@ export const MemoizedAnalysisFieldsTable: FC<{ )} {tableItems.length > 0 && ( - + = ({ jobId }) => { - +

{jobId === undefined && ( { - expect(await ml.dataFrameAnalyticsCreation.getHeaderText()).to.be( - `Clone job from ${testData.job.id}` + it('should open the wizard with a proper header', async () => { + expect(await ml.dataFrameAnalyticsCreation.getHeaderText()).to.match( + /Clone analytics job/ ); }); - it('should have correct init form values', async () => { - await ml.dataFrameAnalyticsCreation.assertInitialCloneJobForm( + it('should have correct init form values for config step', async () => { + await ml.dataFrameAnalyticsCreation.assertInitialCloneJobConfigStep( testData.job as DataFrameAnalyticsConfig ); }); - it('should have disabled Create button on open', async () => { - expect(await ml.dataFrameAnalyticsCreation.isCreateButtonDisabled()).to.be(true); + it('continues to the additional options step', async () => { + await ml.dataFrameAnalyticsCreation.continueToAdditionalOptionsStep(); }); - it('should enable Create button on a valid form input', async () => { + it('should have correct init form values for additional options step', async () => { + await ml.dataFrameAnalyticsCreation.assertInitialCloneJobAdditionalOptionsStep( + testData.job as DataFrameAnalyticsConfig + ); + }); + + it('continues to the details step', async () => { + await ml.dataFrameAnalyticsCreation.continueToDetailsStep(); + }); + + it('should have correct init form values for details step', async () => { + await ml.dataFrameAnalyticsCreation.assertInitialCloneJobDetailsStep( + testData.job as DataFrameAnalyticsConfig + ); await ml.dataFrameAnalyticsCreation.setJobId(cloneJobId); await ml.dataFrameAnalyticsCreation.setDestIndex(cloneDestIndex); + }); + + it('continues to the create step', async () => { + await ml.dataFrameAnalyticsCreation.continueToCreateStep(); + }); + + it('should have enabled Create button on a valid form input', async () => { expect(await ml.dataFrameAnalyticsCreation.isCreateButtonDisabled()).to.be(false); }); @@ -187,6 +207,7 @@ export default function ({ getService }: FtrProviderContext) { }); it('displays the created job in the analytics table', async () => { + await ml.dataFrameAnalyticsCreation.navigateToJobManagementPage(); await ml.dataFrameAnalyticsTable.refreshAnalyticsTable(); await ml.dataFrameAnalyticsTable.filterWithSearchString(cloneJobId); const rows = await ml.dataFrameAnalyticsTable.parseAnalyticsTable(); diff --git a/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts b/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts index cff59fa42abb0..0202c8431ce34 100644 --- a/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts +++ b/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts @@ -12,6 +12,6 @@ export default function ({ loadTestFile }: FtrProviderContext) { loadTestFile(require.resolve('./outlier_detection_creation')); loadTestFile(require.resolve('./regression_creation')); loadTestFile(require.resolve('./classification_creation')); - // loadTestFile(require.resolve('./cloning')); + loadTestFile(require.resolve('./cloning')); }); } diff --git a/x-pack/test/functional/services/ml/data_frame_analytics_creation.ts b/x-pack/test/functional/services/ml/data_frame_analytics_creation.ts index 081eb8775fa5b..f67ea583e25cd 100644 --- a/x-pack/test/functional/services/ml/data_frame_analytics_creation.ts +++ b/x-pack/test/functional/services/ml/data_frame_analytics_creation.ts @@ -124,37 +124,15 @@ export function MachineLearningDataFrameAnalyticsCreationProvider( await this.assertJobDescriptionValue(jobDescription); }, - async assertSourceIndexInputExists() { - await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput'); - }, - - async assertSourceIndexSelection(expectedSelection: string[]) { - const actualSelection = await comboBox.getComboBoxSelectedOptions( - 'mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput' - ); - expect(actualSelection).to.eql( - expectedSelection, - `Source index should be '${expectedSelection}' (got '${actualSelection}')` - ); - }, - - async assertExcludedFieldsSelection(expectedSelection: string[]) { - const actualSelection = await comboBox.getComboBoxSelectedOptions( - 'mlAnalyticsCreateJobFlyoutExcludesSelect > comboBoxInput' - ); - expect(actualSelection).to.eql( - expectedSelection, - `Excluded fields should be '${expectedSelection}' (got '${actualSelection}')` - ); - }, - - async selectSourceIndex(sourceIndex: string) { - await comboBox.set( - 'mlAnalyticsCreateJobFlyoutSourceIndexSelect > comboBoxInput', - sourceIndex - ); - await this.assertSourceIndexSelection([sourceIndex]); - }, + // async assertExcludedFieldsSelection(expectedSelection: string[]) { + // const actualSelection = await comboBox.getComboBoxSelectedOptions( + // 'mlAnalyticsCreateJobWizardExcludesSelect' + // ); + // expect(actualSelection).to.eql( + // expectedSelection, + // `Excluded fields should be '${expectedSelection}' (got '${actualSelection}')` + // ); + // }, async assertDestIndexInputExists() { await testSubjects.existOrFail('mlAnalyticsCreateJobFlyoutDestinationIndexInput'); @@ -384,24 +362,29 @@ export function MachineLearningDataFrameAnalyticsCreationProvider( }, async getHeaderText() { - return await testSubjects.getVisibleText('mlDataFrameAnalyticsFlyoutHeaderTitle'); + return await testSubjects.getVisibleText('mlDataFrameAnalyticsWizardHeaderTitle'); }, - async assertInitialCloneJobForm(job: DataFrameAnalyticsConfig) { + async assertInitialCloneJobConfigStep(job: DataFrameAnalyticsConfig) { const jobType = Object.keys(job.analysis)[0]; await this.assertJobTypeSelection(jobType); - await this.assertJobIdValue(''); // id should be empty - await this.assertJobDescriptionValue(String(job.description)); - await this.assertSourceIndexSelection(job.source.index as string[]); - await this.assertDestIndexValue(''); // destination index should be empty if (isClassificationAnalysis(job.analysis) || isRegressionAnalysis(job.analysis)) { await this.assertDependentVariableSelection([job.analysis[jobType].dependent_variable]); await this.assertTrainingPercentValue(String(job.analysis[jobType].training_percent)); } - await this.assertExcludedFieldsSelection(job.analyzed_fields.excludes); + // await this.assertExcludedFieldsSelection(job.analyzed_fields.excludes); + }, + + async assertInitialCloneJobAdditionalOptionsStep(job: DataFrameAnalyticsConfig) { await this.assertModelMemoryValue(job.model_memory_limit); }, + async assertInitialCloneJobDetailsStep(job: DataFrameAnalyticsConfig) { + await this.assertJobIdValue(''); // id should be empty + await this.assertJobDescriptionValue(String(job.description)); + await this.assertDestIndexValue(''); // destination index should be empty + }, + async assertCreationCalloutMessagesExist() { await testSubjects.existOrFail('analyticsWizardCreationCallout_0'); await testSubjects.existOrFail('analyticsWizardCreationCallout_1'); diff --git a/x-pack/test/functional/services/ml/data_frame_analytics_table.ts b/x-pack/test/functional/services/ml/data_frame_analytics_table.ts index 60507f5ab3331..f452c9cce7a1a 100644 --- a/x-pack/test/functional/services/ml/data_frame_analytics_table.ts +++ b/x-pack/test/functional/services/ml/data_frame_analytics_table.ts @@ -126,7 +126,7 @@ export function MachineLearningDataFrameAnalyticsTableProvider({ getService }: F public async cloneJob(analyticsId: string) { await this.openRowActions(analyticsId); await testSubjects.click(`mlAnalyticsJobCloneButton`); - await testSubjects.existOrFail('mlAnalyticsCreateJobFlyout'); + await testSubjects.existOrFail('mlAnalyticsCreationContainer'); } })(); } From 8cc3c3473d013a22e818f1e69603c62ccc9c247d Mon Sep 17 00:00:00 2001 From: Melissa Alvarez Date: Tue, 16 Jun 2020 19:11:44 -0400 Subject: [PATCH 2/4] validate advanced params with explain --- .../data_frame_analytics/common/analytics.ts | 7 + .../advanced_step/advanced_step_form.tsx | 73 ++++++++- .../advanced_step/hyper_parameters.tsx | 23 ++- .../outlier_hyper_parameters.tsx | 14 +- .../configuration_step_form.tsx | 140 ++++++++---------- .../components/shared/get_explain_data.ts | 48 ++++++ .../components/shared/index.ts | 1 + .../use_create_analytics_form/reducer.ts | 17 +-- .../hooks/use_create_analytics_form/state.ts | 19 +-- 9 files changed, 223 insertions(+), 119 deletions(-) create mode 100644 x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/common/analytics.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/common/analytics.ts index 16d888a9da27b..ac455120dca83 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/common/analytics.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/common/analytics.ts @@ -25,11 +25,18 @@ export enum ANALYSIS_CONFIG_TYPE { } export enum ANALYSIS_ADVANCED_FIELDS { + ETA = 'eta', + FEATURE_BAG_FRACTION = 'feature_bag_fraction', FEATURE_INFLUENCE_THRESHOLD = 'feature_influence_threshold', GAMMA = 'gamma', LAMBDA = 'lambda', MAX_TREES = 'max_trees', + METHOD = 'method', + N_NEIGHBORS = 'n_neighbors', + NUM_TOP_CLASSES = 'num_top_classes', NUM_TOP_FEATURE_IMPORTANCE_VALUES = 'num_top_feature_importance_values', + OUTLIER_FRACTION = 'outlier_fraction', + RANDOMIZE_SEED = 'randomize_seed', } export enum OUTLIER_ANALYSIS_METHOD { diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx index 8b137ac72361c..d550c516229d6 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx @@ -4,7 +4,7 @@ * you may not use this file except in compliance with the Elastic License. */ -import React, { FC, Fragment, useMemo } from 'react'; +import React, { FC, Fragment, useMemo, useEffect, useState } from 'react'; import { EuiAccordion, EuiFieldNumber, @@ -23,9 +23,11 @@ import { getModelMemoryLimitErrors } from '../../../analytics_management/hooks/u import { ANALYSIS_CONFIG_TYPE, NUM_TOP_FEATURE_IMPORTANCE_VALUES_MIN, + ANALYSIS_ADVANCED_FIELDS, } from '../../../../common/analytics'; import { DEFAULT_MODEL_MEMORY_LIMIT } from '../../../analytics_management/hooks/use_create_analytics_form/state'; import { ANALYTICS_STEPS } from '../../page'; +import { getExplainData } from '../shared'; import { ContinueButton } from '../continue_button'; import { OutlierHyperParameters } from './outlier_hyper_parameters'; @@ -38,18 +40,33 @@ export const AdvancedStepForm: FC = ({ state, setCurrentStep, }) => { + const [advancedParamErrors, setAdvancedParamErrors] = useState< + { + [key in ANALYSIS_ADVANCED_FIELDS]?: string; + } + >({}); + const { setFormState } = actions; const { form, isJobCreated } = state; const { computeFeatureInfluence, + eta, + featureBagFraction, featureInfluenceThreshold, + gamma, jobType, + lambda, + maxTrees, + method, modelMemoryLimit, modelMemoryLimitValidationResult, + nNeighbors, numTopClasses, numTopFeatureImportanceValues, numTopFeatureImportanceValuesValid, + outlierFraction, predictionFieldName, + randomizeSeed, } = form; const mmlErrors = useMemo(() => getModelMemoryLimitErrors(modelMemoryLimitValidationResult), [ @@ -61,6 +78,40 @@ export const AdvancedStepForm: FC = ({ const mmlInvalid = modelMemoryLimitValidationResult !== null; + const isStepInvalid = mmlInvalid || Object.keys(advancedParamErrors).length > 0; + + useEffect(() => { + (async function () { + const { success, errorMessage } = await getExplainData(form); + const paramErrors: { + [key in ANALYSIS_ADVANCED_FIELDS]?: string; + } = {}; + + if (!success) { + // Check which field is invalid + Object.values(ANALYSIS_ADVANCED_FIELDS).forEach((param) => { + if (errorMessage.includes(`[${param}]`)) { + paramErrors[param] = errorMessage; + } + }); + } + setAdvancedParamErrors(paramErrors); + })(); + }, [ + eta, + featureBagFraction, + featureInfluenceThreshold, + gamma, + lambda, + maxTrees, + method, + nNeighbors, + numTopClasses, + numTopFeatureImportanceValues, + outlierFraction, + randomizeSeed, + ]); + const outlierDetectionAdvancedConfig = ( @@ -126,6 +177,10 @@ export const AdvancedStepForm: FC = ({ 'The minimum outlier score that a document needs to have in order to calculate its feature influence score. Value range: 0-1. Defaults to 0.1.', } )} + isInvalid={ + advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.FEATURE_INFLUENCE_THRESHOLD] !== undefined + } + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.FEATURE_INFLUENCE_THRESHOLD]} > @@ -315,14 +370,24 @@ export const AdvancedStepForm: FC = ({ > {jobType === ANALYSIS_CONFIG_TYPE.OUTLIER_DETECTION && ( - + + )} + {isRegOrClassJob && ( + )} - {isRegOrClassJob && } { setCurrentStep(ANALYTICS_STEPS.DETAILS); }} diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx index 144a062106003..44961288795cd 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx @@ -9,10 +9,15 @@ import { EuiFieldNumber, EuiFlexItem, EuiFormRow } from '@elastic/eui'; import { i18n } from '@kbn/i18n'; import { CreateAnalyticsFormProps } from '../../../analytics_management/hooks/use_create_analytics_form'; import { getNumberValue } from './advanced_step_form'; +import { ANALYSIS_ADVANCED_FIELDS } from '../../../../common/analytics'; const MAX_TREES_LIMIT = 2000; -export const HyperParameters: FC = ({ actions, state }) => { +interface Props extends CreateAnalyticsFormProps { + advancedParamErrors: any; +} + +export const HyperParameters: FC = ({ actions, state, advancedParamErrors }) => { const { setFormState } = actions; const { eta, featureBagFraction, gamma, lambda, maxTrees, randomizeSeed } = state.form; @@ -28,6 +33,8 @@ export const HyperParameters: FC = ({ actions, state } defaultMessage: 'Regularization parameter to prevent overfitting on the training data set. Must be a non negative value.', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.LAMBDA] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.LAMBDA]} > = ({ actions, state } helpText={i18n.translate('xpack.ml.dataframe.analytics.create.maxTreesText', { defaultMessage: 'The maximum number of trees the forest is allowed to contain.', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.MAX_TREES] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.MAX_TREES]} > = ({ actions, state } defaultMessage: 'Multiplies a linear penalty associated with the size of individual trees in the forest. Must be non-negative value.', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.GAMMA] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.GAMMA]} > = ({ actions, state } helpText={i18n.translate('xpack.ml.dataframe.analytics.create.etaText', { defaultMessage: 'The shrinkage applied to the weights. Must be between 0.001 and 1.', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.ETA] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.ETA]} > = ({ actions, state } defaultMessage: 'The fraction of features used when selecting a random bag for each candidate split.', })} + isInvalid={ + advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.FEATURE_BAG_FRACTION] !== undefined + } + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.FEATURE_BAG_FRACTION]} > = ({ actions, state } = ({ actions, state }) => { +interface Props extends CreateAnalyticsFormProps { + advancedParamErrors: any; +} + +export const OutlierHyperParameters: FC = ({ actions, state, advancedParamErrors }) => { const { setFormState } = actions; const { method, nNeighbors, outlierFraction, standardizationEnabled } = state.form; @@ -27,6 +31,8 @@ export const OutlierHyperParameters: FC = ({ actions, defaultMessage: 'Sets the method that outlier detection uses. If not set, uses an ensemble of different methods and normalises and combines their individual outlier scores to obtain the overall outlier score. We recommend to use the ensemble method', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.METHOD] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.METHOD]} > ({ @@ -51,6 +57,8 @@ export const OutlierHyperParameters: FC = ({ actions, defaultMessage: 'The value for how many nearest neighbors each method of outlier detection will use to calculate its outlier score. When not set, different values will be used for different ensemble members. Must be a positive integer', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.N_NEIGHBORS] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.N_NEIGHBORS]} > = ({ actions, defaultMessage: 'Sets the proportion of the data set that is assumed to be outlying prior to outlier detection.', })} + isInvalid={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.OUTLIER_FRACTION] !== undefined} + error={advancedParamErrors[ANALYSIS_ADVANCED_FIELDS.OUTLIER_FRACTION]} > = ({ const { currentSavedSearch, currentIndexPattern } = mlContext; const { savedSearchQuery, savedSearchQueryStr } = useSavedSearch(); + const [loadingFieldOptions, setLoadingFieldOptions] = useState(false); + const [fieldOptionsFetchFail, setFieldOptionsFetchFail] = useState(false); + const [loadingDepVarOptions, setLoadingDepVarOptions] = useState(false); + const [dependentVariableFetchFail, setDependentVariableFetchFail] = useState(false); + const [dependentVariableOptions, setDependentVariableOptions] = useState< + EuiComboBoxOptionOption[] + >([]); + const [excludesTableItems, setExcludesTableItems] = useState([]); + const [maxDistinctValuesError, setMaxDistinctValuesError] = useState( + undefined + ); + const { setEstimatedModelMemoryLimit, setFormState } = actions; const { estimatedModelMemoryLimit, form, isJobCreated, requestMessages } = state; const firstUpdate = useRef(true); const { dependentVariable, - dependentVariableFetchFail, - dependentVariableOptions, excludes, - excludesTableItems, - fieldOptionsFetchFail, jobConfigQuery, jobConfigQueryString, jobType, - loadingDepVarOptions, - loadingFieldOptions, - maxDistinctValuesError, modelMemoryLimit, previousJobType, requiredFieldsError, @@ -109,30 +120,20 @@ export const ConfigurationStepForm: FC = ({ requiredFieldsError !== undefined; const loadDepVarOptions = async (formState: State['form']) => { - setFormState({ - loadingDepVarOptions: true, - maxDistinctValuesError: undefined, - }); + setLoadingDepVarOptions(true); + setMaxDistinctValuesError(undefined); + try { if (currentIndexPattern !== undefined) { - const formStateUpdate: { - loadingDepVarOptions: boolean; - dependentVariableFetchFail: boolean; - dependentVariableOptions: State['form']['dependentVariableOptions']; - dependentVariable?: State['form']['dependentVariable']; - } = { - loadingDepVarOptions: false, - dependentVariableFetchFail: false, - dependentVariableOptions: [] as State['form']['dependentVariableOptions'], - }; - + const depVarOptions = []; + let depVarUpdate = dependentVariable; // Get fields and filter for supported types for job type const { fields } = newJobCapsService; let resetDependentVariable = true; for (const field of fields) { if (shouldAddAsDepVarOption(field, jobType)) { - formStateUpdate.dependentVariableOptions.push({ + depVarOptions.push({ label: field.id, }); @@ -143,13 +144,16 @@ export const ConfigurationStepForm: FC = ({ } if (resetDependentVariable) { - formStateUpdate.dependentVariable = ''; + depVarUpdate = ''; } - - setFormState(formStateUpdate); + setDependentVariableOptions(depVarOptions); + setLoadingDepVarOptions(false); + setDependentVariableFetchFail(false); + setFormState({ dependentVariable: depVarUpdate }); } } catch (e) { - setFormState({ loadingDepVarOptions: false, dependentVariableFetchFail: true }); + setLoadingDepVarOptions(false); + setDependentVariableFetchFail(true); } }; @@ -165,72 +169,48 @@ export const ConfigurationStepForm: FC = ({ // Reset if jobType changes (jobType requires dependent_variable to be set - // which won't be the case if switching from outlier detection) if (jobTypeChanged) { - setFormState({ - loadingFieldOptions: true, - }); + setLoadingFieldOptions(true); } - try { - const jobConfig = getJobConfigFromFormState(form); - delete jobConfig.dest; - delete jobConfig.model_memory_limit; - const resp: DfAnalyticsExplainResponse = await ml.dataFrameAnalytics.explainDataFrameAnalytics( - jobConfig - ); - const expectedMemoryWithoutDisk = resp.memory_estimation?.expected_memory_without_disk; + const { success, expectedMemory, fieldSelection, errorMessage } = await getExplainData(form); + if (success) { if (shouldUpdateEstimatedMml) { - setEstimatedModelMemoryLimit(expectedMemoryWithoutDisk); + setEstimatedModelMemoryLimit(expectedMemory); } - const fieldSelection: FieldSelectionItem[] | undefined = resp.field_selection; - - let hasRequiredFields = false; - if (fieldSelection) { - for (let i = 0; i < fieldSelection.length; i++) { - const field = fieldSelection[i]; - if (field.is_included === true && field.is_required === false) { - hasRequiredFields = true; - break; - } - } - } + const hasRequiredFields = fieldSelection.some( + (field) => field.is_included === true && field.is_required === false + ); - // If job type has changed load analysis field options again if (jobTypeChanged) { + setLoadingFieldOptions(false); + setFieldOptionsFetchFail(false); + setMaxDistinctValuesError(undefined); + setExcludesTableItems(fieldSelection ? fieldSelection : []); setFormState({ - ...(shouldUpdateModelMemoryLimit ? { modelMemoryLimit: expectedMemoryWithoutDisk } : {}), - excludesTableItems: fieldSelection ? fieldSelection : [], - loadingFieldOptions: false, - fieldOptionsFetchFail: false, - maxDistinctValuesError: undefined, + ...(shouldUpdateModelMemoryLimit ? { modelMemoryLimit: expectedMemory } : {}), requiredFieldsError: !hasRequiredFields ? requiredFieldsErrorText : undefined, }); } else { setFormState({ - ...(shouldUpdateModelMemoryLimit ? { modelMemoryLimit: expectedMemoryWithoutDisk } : {}), + ...(shouldUpdateModelMemoryLimit ? { modelMemoryLimit: expectedMemory } : {}), requiredFieldsError: !hasRequiredFields ? requiredFieldsErrorText : undefined, }); } - } catch (e) { + } else { let maxDistinctValuesErrorMessage; - if ( jobType === ANALYSIS_CONFIG_TYPE.CLASSIFICATION && - e.body && - e.body.message !== undefined && - e.body.message.includes('status_exception') && - (e.body.message.includes('must have at most') || - e.body.message.includes('must have at least')) + errorMessage.includes('status_exception') && + (errorMessage.includes('must have at most') || errorMessage.includes('must have at least')) ) { - maxDistinctValuesErrorMessage = e.body.message; + maxDistinctValuesErrorMessage = errorMessage; } if ( - e.body && - e.body.message !== undefined && - e.body.message.includes('status_exception') && - e.body.message.includes('Unable to estimate memory usage as no documents') + errorMessage.includes('status_exception') && + errorMessage.includes('Unable to estimate memory usage as no documents') ) { toastNotifications.addWarning( i18n.translate('xpack.ml.dataframe.analytics.create.allDocsMissingFieldsErrorMessage', { @@ -241,15 +221,17 @@ export const ConfigurationStepForm: FC = ({ }) ); } + const fallbackModelMemoryLimit = jobType !== undefined ? DEFAULT_MODEL_MEMORY_LIMIT[jobType] : DEFAULT_MODEL_MEMORY_LIMIT.outlier_detection; + setEstimatedModelMemoryLimit(fallbackModelMemoryLimit); + setLoadingFieldOptions(false); + setFieldOptionsFetchFail(true); + setMaxDistinctValuesError(maxDistinctValuesErrorMessage); setFormState({ - fieldOptionsFetchFail: true, - maxDistinctValuesError: maxDistinctValuesErrorMessage, - loadingFieldOptions: false, ...(shouldUpdateModelMemoryLimit ? { modelMemoryLimit: fallbackModelMemoryLimit } : {}), }); } diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts new file mode 100644 index 0000000000000..731f1a4447e37 --- /dev/null +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts @@ -0,0 +1,48 @@ +/* + * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one + * or more contributor license agreements. Licensed under the Elastic License; + * you may not use this file except in compliance with the Elastic License. + */ + +import { ml } from '../../../../../services/ml_api_service'; +import { extractErrorMessage } from '../../../../../../../common/util/errors'; +import { DfAnalyticsExplainResponse, FieldSelectionItem } from '../../../../common/analytics'; +import { + getJobConfigFromFormState, + State, +} from '../../../analytics_management/hooks/use_create_analytics_form/state'; + +export interface GetExplainDataReturnType { + success: boolean; + expectedMemory: string; + fieldSelection: FieldSelectionItem[]; + errorMessage: string; +} + +export const getExplainData = async (formState: State['form']) => { + const jobConfig = getJobConfigFromFormState(formState); + let errorMessage = ''; + let success = true; + let expectedMemory = ''; + let fieldSelection: FieldSelectionItem[] = []; + + try { + delete jobConfig.dest; + delete jobConfig.model_memory_limit; + const resp: DfAnalyticsExplainResponse = await ml.dataFrameAnalytics.explainDataFrameAnalytics( + jobConfig + ); + expectedMemory = resp.memory_estimation?.expected_memory_without_disk; + fieldSelection = resp.field_selection || []; + } catch (error) { + success = false; + errorMessage = extractErrorMessage(error); + } + + return { + success, + expectedMemory, + fieldSelection, + errorMessage, + }; +}; diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts index ed3f9ef2e9384..fa61fecd73627 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts @@ -5,3 +5,4 @@ */ export { Messages } from './messages'; +export { getExplainData } from './get_explain_data'; diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/reducer.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/reducer.ts index 1353a35d8ecc6..8bace7b4f5952 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/reducer.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/reducer.ts @@ -116,16 +116,7 @@ export const validateNumTopFeatureImportanceValues = ( }; export const validateAdvancedEditor = (state: State): State => { - const { - jobIdEmpty, - jobIdValid, - jobIdExists, - jobType, - createIndexPattern, - excludes, - maxDistinctValuesError, - requiredFieldsError, - } = state.form; + const { jobIdEmpty, jobIdValid, jobIdExists, jobType, createIndexPattern, excludes } = state.form; const { jobConfig } = state; state.advancedEditorMessages = []; @@ -330,8 +321,6 @@ export const validateAdvancedEditor = (state: State): State => { state.form.destinationIndexPatternTitleExists = destinationIndexPatternTitleExists; state.isValid = - maxDistinctValuesError === undefined && - requiredFieldsError === undefined && excludesValid && trainingPercentValid && state.form.modelMemoryLimitUnitValid && @@ -396,10 +385,8 @@ const validateForm = (state: State): State => { destinationIndexPatternTitleExists, createIndexPattern, dependentVariable, - maxDistinctValuesError, modelMemoryLimit, numTopFeatureImportanceValuesValid, - requiredFieldsError, } = state.form; const { estimatedModelMemoryLimit } = state; @@ -414,8 +401,6 @@ const validateForm = (state: State): State => { state.form.modelMemoryLimitValidationResult = mmlValidationResult; state.isValid = - maxDistinctValuesError === undefined && - requiredFieldsError === undefined && !jobTypeEmpty && !mmlValidationResult && !jobIdEmpty && diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/state.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/state.ts index 8a07704e39910..241866b56c5c8 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/state.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_management/hooks/use_create_analytics_form/state.ts @@ -4,14 +4,12 @@ * you may not use this file except in compliance with the Elastic License. */ -import { EuiComboBoxOptionOption } from '@elastic/eui'; import { DeepPartial, DeepReadonly } from '../../../../../../../common/types/common'; import { checkPermission } from '../../../../../capabilities/check_capabilities'; import { mlNodesAvailable } from '../../../../../ml_nodes_check'; import { newJobCapsService } from '../../../../../services/new_job_capabilities_service'; import { - FieldSelectionItem, isClassificationAnalysis, isRegressionAnalysis, DataFrameAnalyticsId, @@ -52,8 +50,6 @@ export interface State { computeFeatureInfluence: string; createIndexPattern: boolean; dependentVariable: DependentVariable; - dependentVariableFetchFail: boolean; - dependentVariableOptions: EuiComboBoxOptionOption[]; description: string; destinationIndex: EsIndexName; destinationIndexNameExists: boolean; @@ -62,11 +58,8 @@ export interface State { destinationIndexPatternTitleExists: boolean; eta: undefined | number; excludes: string[]; - excludesTableItems: FieldSelectionItem[]; - excludesOptions: EuiComboBoxOptionOption[]; featureBagFraction: undefined | number; featureInfluenceThreshold: undefined | number; - fieldOptionsFetchFail: boolean; gamma: undefined | number; jobId: DataFrameAnalyticsId; jobIdExists: boolean; @@ -77,9 +70,7 @@ export interface State { jobConfigQuery: any; jobConfigQueryString: string | undefined; lambda: number | undefined; - loadingDepVarOptions: boolean; loadingFieldOptions: boolean; - maxDistinctValuesError: string | undefined; maxTrees: undefined | number; method: undefined | string; modelMemoryLimit: string | undefined; @@ -124,8 +115,6 @@ export const getInitialState = (): State => ({ computeFeatureInfluence: 'true', createIndexPattern: true, dependentVariable: '', - dependentVariableFetchFail: false, - dependentVariableOptions: [], description: '', destinationIndex: '', destinationIndexNameExists: false, @@ -136,10 +125,7 @@ export const getInitialState = (): State => ({ excludes: [], featureBagFraction: undefined, featureInfluenceThreshold: undefined, - fieldOptionsFetchFail: false, gamma: undefined, - excludesTableItems: [], - excludesOptions: [], jobId: '', jobIdExists: false, jobIdEmpty: true, @@ -149,9 +135,7 @@ export const getInitialState = (): State => ({ jobConfigQuery: { match_all: {} }, jobConfigQueryString: undefined, lambda: undefined, - loadingDepVarOptions: false, loadingFieldOptions: false, - maxDistinctValuesError: undefined, maxTrees: undefined, method: undefined, modelMemoryLimit: undefined, @@ -311,6 +295,9 @@ export const getJobConfigFromFormState = ( n_neighbors: formState.nNeighbors, }, formState.outlierFraction && { outlier_fraction: formState.outlierFraction }, + formState.featureInfluenceThreshold && { + feature_influence_threshold: formState.featureInfluenceThreshold, + }, formState.standardizationEnabled && { standardization_enabled: formState.standardizationEnabled, } From 48dd0b80b8620a5a1bd71e0ad9bb10311c633ce5 Mon Sep 17 00:00:00 2001 From: Melissa Alvarez Date: Wed, 24 Jun 2020 10:45:42 -0400 Subject: [PATCH 3/4] disable button while fetching validation data --- .../advanced_step/advanced_step_form.tsx | 26 +++++++++++-------- .../advanced_step/hyper_parameters.tsx | 4 +-- .../outlier_hyper_parameters.tsx | 4 +-- .../configuration_step_form.tsx | 4 +-- ..._explain_data.ts => fetch_explain_data.ts} | 4 +-- .../components/shared/index.ts | 2 +- .../apps/ml/data_frame_analytics/cloning.ts | 10 +++---- 7 files changed, 29 insertions(+), 25 deletions(-) rename x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/{get_explain_data.ts => fetch_explain_data.ts} (92%) diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx index d550c516229d6..bc9bb0cce5ae8 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/advanced_step_form.tsx @@ -27,7 +27,7 @@ import { } from '../../../../common/analytics'; import { DEFAULT_MODEL_MEMORY_LIMIT } from '../../../analytics_management/hooks/use_create_analytics_form/state'; import { ANALYTICS_STEPS } from '../../page'; -import { getExplainData } from '../shared'; +import { fetchExplainData } from '../shared'; import { ContinueButton } from '../continue_button'; import { OutlierHyperParameters } from './outlier_hyper_parameters'; @@ -35,16 +35,17 @@ export function getNumberValue(value?: number) { return value === undefined ? '' : +value; } +export type AdvancedParamErrors = { + [key in ANALYSIS_ADVANCED_FIELDS]?: string; +}; + export const AdvancedStepForm: FC = ({ actions, state, setCurrentStep, }) => { - const [advancedParamErrors, setAdvancedParamErrors] = useState< - { - [key in ANALYSIS_ADVANCED_FIELDS]?: string; - } - >({}); + const [advancedParamErrors, setAdvancedParamErrors] = useState({}); + const [fetchingAdvancedParamErrors, setFetchingAdvancedParamErrors] = useState(false); const { setFormState } = actions; const { form, isJobCreated } = state; @@ -78,14 +79,16 @@ export const AdvancedStepForm: FC = ({ const mmlInvalid = modelMemoryLimitValidationResult !== null; - const isStepInvalid = mmlInvalid || Object.keys(advancedParamErrors).length > 0; + const isStepInvalid = + mmlInvalid || + Object.keys(advancedParamErrors).length > 0 || + fetchingAdvancedParamErrors === true; useEffect(() => { + setFetchingAdvancedParamErrors(true); (async function () { - const { success, errorMessage } = await getExplainData(form); - const paramErrors: { - [key in ANALYSIS_ADVANCED_FIELDS]?: string; - } = {}; + const { success, errorMessage } = await fetchExplainData(form); + const paramErrors: AdvancedParamErrors = {}; if (!success) { // Check which field is invalid @@ -95,6 +98,7 @@ export const AdvancedStepForm: FC = ({ } }); } + setFetchingAdvancedParamErrors(false); setAdvancedParamErrors(paramErrors); })(); }, [ diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx index 44961288795cd..620e81e30a0c4 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/hyper_parameters.tsx @@ -8,13 +8,13 @@ import React, { FC, Fragment } from 'react'; import { EuiFieldNumber, EuiFlexItem, EuiFormRow } from '@elastic/eui'; import { i18n } from '@kbn/i18n'; import { CreateAnalyticsFormProps } from '../../../analytics_management/hooks/use_create_analytics_form'; -import { getNumberValue } from './advanced_step_form'; +import { AdvancedParamErrors, getNumberValue } from './advanced_step_form'; import { ANALYSIS_ADVANCED_FIELDS } from '../../../../common/analytics'; const MAX_TREES_LIMIT = 2000; interface Props extends CreateAnalyticsFormProps { - advancedParamErrors: any; + advancedParamErrors: AdvancedParamErrors; } export const HyperParameters: FC = ({ actions, state, advancedParamErrors }) => { diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/outlier_hyper_parameters.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/outlier_hyper_parameters.tsx index f45696a0c5497..bbb4539bf9b3c 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/outlier_hyper_parameters.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/advanced_step/outlier_hyper_parameters.tsx @@ -9,10 +9,10 @@ import { EuiFieldNumber, EuiFlexItem, EuiFormRow, EuiSelect } from '@elastic/eui import { i18n } from '@kbn/i18n'; import { OUTLIER_ANALYSIS_METHOD, ANALYSIS_ADVANCED_FIELDS } from '../../../../common/analytics'; import { CreateAnalyticsFormProps } from '../../../analytics_management/hooks/use_create_analytics_form'; -import { getNumberValue } from './advanced_step_form'; +import { AdvancedParamErrors, getNumberValue } from './advanced_step_form'; interface Props extends CreateAnalyticsFormProps { - advancedParamErrors: any; + advancedParamErrors: AdvancedParamErrors; } export const OutlierHyperParameters: FC = ({ actions, state, advancedParamErrors }) => { diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/configuration_step_form.tsx b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/configuration_step_form.tsx index d29ba137c96d4..76378dc372f15 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/configuration_step_form.tsx +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/configuration_step/configuration_step_form.tsx @@ -41,7 +41,7 @@ import { JobType } from './job_type'; import { SupportedFieldsMessage } from './supported_fields_message'; import { MemoizedAnalysisFieldsTable } from './analysis_fields_table'; import { DataGrid } from '../../../../../components/data_grid'; -import { getExplainData } from '../shared'; +import { fetchExplainData } from '../shared'; import { useIndexData } from '../../hooks'; import { ExplorationQueryBar } from '../../../analytics_exploration/components/exploration_query_bar'; import { useSavedSearch } from './use_saved_search'; @@ -172,7 +172,7 @@ export const ConfigurationStepForm: FC = ({ setLoadingFieldOptions(true); } - const { success, expectedMemory, fieldSelection, errorMessage } = await getExplainData(form); + const { success, expectedMemory, fieldSelection, errorMessage } = await fetchExplainData(form); if (success) { if (shouldUpdateEstimatedMml) { diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/fetch_explain_data.ts similarity index 92% rename from x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts rename to x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/fetch_explain_data.ts index 731f1a4447e37..655a5e6a59304 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/get_explain_data.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/fetch_explain_data.ts @@ -12,14 +12,14 @@ import { State, } from '../../../analytics_management/hooks/use_create_analytics_form/state'; -export interface GetExplainDataReturnType { +export interface FetchExplainDataReturnType { success: boolean; expectedMemory: string; fieldSelection: FieldSelectionItem[]; errorMessage: string; } -export const getExplainData = async (formState: State['form']) => { +export const fetchExplainData = async (formState: State['form']) => { const jobConfig = getJobConfigFromFormState(formState); let errorMessage = ''; let success = true; diff --git a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts index fa61fecd73627..45545cf98e0d6 100644 --- a/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts +++ b/x-pack/plugins/ml/public/application/data_frame_analytics/pages/analytics_creation/components/shared/index.ts @@ -5,4 +5,4 @@ */ export { Messages } from './messages'; -export { getExplainData } from './get_explain_data'; +export { fetchExplainData } from './fetch_explain_data'; diff --git a/x-pack/test/functional/apps/ml/data_frame_analytics/cloning.ts b/x-pack/test/functional/apps/ml/data_frame_analytics/cloning.ts index f0f0030d3e82d..525e25d0158bf 100644 --- a/x-pack/test/functional/apps/ml/data_frame_analytics/cloning.ts +++ b/x-pack/test/functional/apps/ml/data_frame_analytics/cloning.ts @@ -168,7 +168,7 @@ export default function ({ getService }: FtrProviderContext) { ); }); - it('continues to the additional options step', async () => { + it('should continue to the additional options step', async () => { await ml.dataFrameAnalyticsCreation.continueToAdditionalOptionsStep(); }); @@ -178,7 +178,7 @@ export default function ({ getService }: FtrProviderContext) { ); }); - it('continues to the details step', async () => { + it('should continue to the details step', async () => { await ml.dataFrameAnalyticsCreation.continueToDetailsStep(); }); @@ -190,7 +190,7 @@ export default function ({ getService }: FtrProviderContext) { await ml.dataFrameAnalyticsCreation.setDestIndex(cloneDestIndex); }); - it('continues to the create step', async () => { + it('should continue to the create step', async () => { await ml.dataFrameAnalyticsCreation.continueToCreateStep(); }); @@ -202,11 +202,11 @@ export default function ({ getService }: FtrProviderContext) { await ml.dataFrameAnalyticsCreation.createAnalyticsJob(cloneJobId); }); - it('finishes analytics processing', async () => { + it('should finish analytics processing', async () => { await ml.dataFrameAnalytics.waitForAnalyticsCompletion(cloneJobId); }); - it('displays the created job in the analytics table', async () => { + it('should display the created job in the analytics table', async () => { await ml.dataFrameAnalyticsCreation.navigateToJobManagementPage(); await ml.dataFrameAnalyticsTable.refreshAnalyticsTable(); await ml.dataFrameAnalyticsTable.filterWithSearchString(cloneJobId); From e16442bf4cd3cadafe2dcaabf88c445d1b672045 Mon Sep 17 00:00:00 2001 From: Melissa Alvarez Date: Wed, 24 Jun 2020 19:16:28 -0400 Subject: [PATCH 4/4] comment out clone tests for now --- x-pack/test/functional/apps/ml/data_frame_analytics/index.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts b/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts index 0202c8431ce34..cff59fa42abb0 100644 --- a/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts +++ b/x-pack/test/functional/apps/ml/data_frame_analytics/index.ts @@ -12,6 +12,6 @@ export default function ({ loadTestFile }: FtrProviderContext) { loadTestFile(require.resolve('./outlier_detection_creation')); loadTestFile(require.resolve('./regression_creation')); loadTestFile(require.resolve('./classification_creation')); - loadTestFile(require.resolve('./cloning')); + // loadTestFile(require.resolve('./cloning')); }); }