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x-pack/test/api_integration/apis/ml/data_frame_analytics/explain.ts
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/* | ||
* Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one | ||
* or more contributor license agreements. Licensed under the Elastic License | ||
* 2.0; you may not use this file except in compliance with the Elastic License | ||
* 2.0. | ||
*/ | ||
import expect from '@kbn/expect'; | ||
import { FtrProviderContext } from '../../../ftr_provider_context'; | ||
import { USER } from '../../../../functional/services/ml/security_common'; | ||
import { DataFrameAnalyticsConfig } from '../../../../../plugins/ml/public/application/data_frame_analytics/common'; | ||
import { DeepPartial } from '../../../../../plugins/ml/common/types/common'; | ||
import { COMMON_REQUEST_HEADERS } from '../../../../functional/services/ml/common_api'; | ||
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export default ({ getService }: FtrProviderContext) => { | ||
const esArchiver = getService('esArchiver'); | ||
const supertest = getService('supertestWithoutAuth'); | ||
const ml = getService('ml'); | ||
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const jobAnalysis: any = { | ||
classification: { | ||
source: { | ||
index: ['ft_bank_marketing'], | ||
query: { | ||
match_all: {}, | ||
}, | ||
}, | ||
analysis: { | ||
classification: { | ||
dependent_variable: 'y', | ||
training_percent: 20, | ||
}, | ||
}, | ||
}, | ||
regression: { | ||
source: { | ||
index: ['ft_egs_regression'], | ||
query: { | ||
match_all: {}, | ||
}, | ||
}, | ||
analysis: { | ||
regression: { | ||
dependent_variable: 'stab', | ||
training_percent: 20, | ||
}, | ||
}, | ||
}, | ||
outlier_detection: { | ||
source: { | ||
index: ['ft_ihp_outlier'], | ||
query: { | ||
match_all: {}, | ||
}, | ||
}, | ||
analysis: { | ||
outlier_detection: {}, | ||
}, | ||
}, | ||
}; | ||
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interface TestConfig { | ||
jobType: string; | ||
config: DeepPartial<DataFrameAnalyticsConfig>; | ||
} | ||
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const testJobConfigs: TestConfig[] = ['regression', 'classification', 'outlier_detection'].map( | ||
(jobType) => { | ||
return { | ||
jobType, | ||
config: { | ||
description: `Testing explain for ${jobType} job`, | ||
...jobAnalysis[jobType], | ||
}, | ||
}; | ||
} | ||
); | ||
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describe('POST data_frame/analytics/_explain', () => { | ||
before(async () => { | ||
await esArchiver.loadIfNeeded('ml/bm_classification'); | ||
await esArchiver.loadIfNeeded('ml/egs_regression'); | ||
await esArchiver.loadIfNeeded('ml/ihp_outlier'); | ||
await ml.testResources.setKibanaTimeZoneToUTC(); | ||
}); | ||
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after(async () => { | ||
await ml.api.cleanMlIndices(); | ||
}); | ||
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testJobConfigs.forEach((testConfig) => { | ||
describe(`ExplainDataFrameAnalytics ${testConfig.jobType}`, async () => { | ||
it(`should explain ${testConfig.jobType} analytics job`, async () => { | ||
const { body } = await supertest | ||
.post(`/api/ml/data_frame/analytics/_explain`) | ||
.auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) | ||
.set(COMMON_REQUEST_HEADERS) | ||
.send(testConfig.config) | ||
.expect(200); | ||
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expect(body).to.have.property('field_selection'); | ||
// eslint-disable-next-line | ||
const { memory_estimation, field_selection } = body; | ||
const fieldObject = field_selection[0]; | ||
expect(memory_estimation).to.have.property('expected_memory_with_disk'); | ||
expect(memory_estimation).to.have.property('expected_memory_without_disk'); | ||
expect(fieldObject).to.have.property('is_included'); | ||
expect(fieldObject).to.have.property('is_required'); | ||
expect(fieldObject).to.have.property('name'); | ||
expect(fieldObject).to.have.property('feature_type'); | ||
expect(fieldObject).to.have.property('mapping_types'); | ||
}); | ||
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it(`should not allow user with only view permission to use explain endpoint for ${testConfig.jobType} job `, async () => { | ||
const { body } = await supertest | ||
.post(`/api/ml/data_frame/analytics/_explain`) | ||
.auth(USER.ML_VIEWER, ml.securityCommon.getPasswordForUser(USER.ML_VIEWER)) | ||
.set(COMMON_REQUEST_HEADERS) | ||
.send(testConfig.config) | ||
.expect(403); | ||
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expect(body.error).to.eql('Forbidden'); | ||
expect(body.message).to.eql('Forbidden'); | ||
}); | ||
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it(`should not allow unauthorized user to use explain endpoint for ${testConfig.jobType} job`, async () => { | ||
const { body } = await supertest | ||
.post(`/api/ml/data_frame/analytics/_explain`) | ||
.auth(USER.ML_UNAUTHORIZED, ml.securityCommon.getPasswordForUser(USER.ML_UNAUTHORIZED)) | ||
.set(COMMON_REQUEST_HEADERS) | ||
.send(testConfig.config) | ||
.expect(403); | ||
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expect(body.error).to.eql('Forbidden'); | ||
expect(body.message).to.eql('Forbidden'); | ||
}); | ||
}); | ||
}); | ||
}); | ||
}; |
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