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| 1 | +/* |
| 2 | + * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one |
| 3 | + * or more contributor license agreements. Licensed under the Elastic License; |
| 4 | + * you may not use this file except in compliance with the Elastic License. |
| 5 | + */ |
| 6 | + |
| 7 | +import expect from '@kbn/expect'; |
| 8 | +import { FtrProviderContext } from '../../../ftr_provider_context'; |
| 9 | +import { USER } from '../../../../functional/services/ml/security_common'; |
| 10 | +import { DataFrameAnalyticsConfig } from '../../../../../plugins/ml/public/application/data_frame_analytics/common'; |
| 11 | +import { DeepPartial } from '../../../../../plugins/ml/common/types/common'; |
| 12 | +import { COMMON_REQUEST_HEADERS } from '../../../../functional/services/ml/common'; |
| 13 | + |
| 14 | +export default ({ getService }: FtrProviderContext) => { |
| 15 | + const esArchiver = getService('esArchiver'); |
| 16 | + const supertest = getService('supertestWithoutAuth'); |
| 17 | + const ml = getService('ml'); |
| 18 | + |
| 19 | + const jobId = `bm_${Date.now()}`; |
| 20 | + const generateDestinationIndex = (analyticsId: string) => `user-${analyticsId}`; |
| 21 | + const commonJobConfig = { |
| 22 | + source: { |
| 23 | + index: ['ft_bank_marketing'], |
| 24 | + query: { |
| 25 | + match_all: {}, |
| 26 | + }, |
| 27 | + }, |
| 28 | + analysis: { |
| 29 | + classification: { |
| 30 | + dependent_variable: 'y', |
| 31 | + training_percent: 20, |
| 32 | + }, |
| 33 | + }, |
| 34 | + analyzed_fields: { |
| 35 | + includes: [], |
| 36 | + excludes: [], |
| 37 | + }, |
| 38 | + model_memory_limit: '60mb', |
| 39 | + allow_lazy_start: false, // default value |
| 40 | + max_num_threads: 1, // default value |
| 41 | + }; |
| 42 | + |
| 43 | + const testJobConfigs: Array<DeepPartial<DataFrameAnalyticsConfig>> = [ |
| 44 | + 'Test update job', |
| 45 | + 'Test update job description only', |
| 46 | + 'Test update job allow_lazy_start only', |
| 47 | + 'Test update job model_memory_limit only', |
| 48 | + 'Test update job max_num_threads only', |
| 49 | + ].map((description, idx) => { |
| 50 | + const analyticsId = `${jobId}_${idx}`; |
| 51 | + return { |
| 52 | + id: analyticsId, |
| 53 | + description, |
| 54 | + dest: { |
| 55 | + index: generateDestinationIndex(analyticsId), |
| 56 | + results_field: 'ml', |
| 57 | + }, |
| 58 | + ...commonJobConfig, |
| 59 | + }; |
| 60 | + }); |
| 61 | + |
| 62 | + const editedDescription = 'Edited description'; |
| 63 | + |
| 64 | + async function createJobs(mockJobConfigs: Array<DeepPartial<DataFrameAnalyticsConfig>>) { |
| 65 | + for (const jobConfig of mockJobConfigs) { |
| 66 | + await ml.api.createDataFrameAnalyticsJob(jobConfig as DataFrameAnalyticsConfig); |
| 67 | + } |
| 68 | + } |
| 69 | + |
| 70 | + async function getDFAJob(id: string) { |
| 71 | + const { body } = await supertest |
| 72 | + .get(`/api/ml/data_frame/analytics/${id}`) |
| 73 | + .auth(USER.ML_VIEWER, ml.securityCommon.getPasswordForUser(USER.ML_VIEWER)) |
| 74 | + .set(COMMON_REQUEST_HEADERS); |
| 75 | + |
| 76 | + return body.data_frame_analytics[0]; |
| 77 | + } |
| 78 | + |
| 79 | + describe('UPDATE data_frame/analytics', () => { |
| 80 | + before(async () => { |
| 81 | + await esArchiver.loadIfNeeded('ml/bm_classification'); |
| 82 | + await ml.testResources.setKibanaTimeZoneToUTC(); |
| 83 | + await createJobs(testJobConfigs); |
| 84 | + }); |
| 85 | + |
| 86 | + after(async () => { |
| 87 | + await ml.api.cleanMlIndices(); |
| 88 | + }); |
| 89 | + |
| 90 | + describe('UpdateDataFrameAnalytics', () => { |
| 91 | + it('should update all editable fields of analytics job for specified id', async () => { |
| 92 | + const analyticsId = `${jobId}_0`; |
| 93 | + |
| 94 | + const requestBody = { |
| 95 | + description: editedDescription, |
| 96 | + model_memory_limit: '61mb', |
| 97 | + allow_lazy_start: true, |
| 98 | + max_num_threads: 2, |
| 99 | + }; |
| 100 | + |
| 101 | + const { body } = await supertest |
| 102 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 103 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 104 | + .set(COMMON_REQUEST_HEADERS) |
| 105 | + .send(requestBody) |
| 106 | + .expect(200); |
| 107 | + |
| 108 | + expect(body).not.to.be(undefined); |
| 109 | + |
| 110 | + const fetchedJob = await getDFAJob(analyticsId); |
| 111 | + |
| 112 | + expect(fetchedJob.description).to.eql(requestBody.description); |
| 113 | + expect(fetchedJob.allow_lazy_start).to.eql(requestBody.allow_lazy_start); |
| 114 | + expect(fetchedJob.model_memory_limit).to.eql(requestBody.model_memory_limit); |
| 115 | + expect(fetchedJob.max_num_threads).to.eql(requestBody.max_num_threads); |
| 116 | + }); |
| 117 | + |
| 118 | + it('should only update description field of analytics job when description is sent in request', async () => { |
| 119 | + const analyticsId = `${jobId}_1`; |
| 120 | + |
| 121 | + const requestBody = { |
| 122 | + description: 'Edited description for job 1', |
| 123 | + }; |
| 124 | + |
| 125 | + const { body } = await supertest |
| 126 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 127 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 128 | + .set(COMMON_REQUEST_HEADERS) |
| 129 | + .send(requestBody) |
| 130 | + .expect(200); |
| 131 | + |
| 132 | + expect(body).not.to.be(undefined); |
| 133 | + |
| 134 | + const fetchedJob = await getDFAJob(analyticsId); |
| 135 | + |
| 136 | + expect(fetchedJob.description).to.eql(requestBody.description); |
| 137 | + expect(fetchedJob.allow_lazy_start).to.eql(commonJobConfig.allow_lazy_start); |
| 138 | + expect(fetchedJob.model_memory_limit).to.eql(commonJobConfig.model_memory_limit); |
| 139 | + expect(fetchedJob.max_num_threads).to.eql(commonJobConfig.max_num_threads); |
| 140 | + }); |
| 141 | + |
| 142 | + it('should only update allow_lazy_start field of analytics job when allow_lazy_start is sent in request', async () => { |
| 143 | + const analyticsId = `${jobId}_2`; |
| 144 | + |
| 145 | + const requestBody = { |
| 146 | + allow_lazy_start: true, |
| 147 | + }; |
| 148 | + |
| 149 | + const { body } = await supertest |
| 150 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 151 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 152 | + .set(COMMON_REQUEST_HEADERS) |
| 153 | + .send(requestBody) |
| 154 | + .expect(200); |
| 155 | + |
| 156 | + expect(body).not.to.be(undefined); |
| 157 | + |
| 158 | + const fetchedJob = await getDFAJob(analyticsId); |
| 159 | + |
| 160 | + expect(fetchedJob.allow_lazy_start).to.eql(requestBody.allow_lazy_start); |
| 161 | + expect(fetchedJob.description).to.eql(testJobConfigs[2].description); |
| 162 | + expect(fetchedJob.model_memory_limit).to.eql(commonJobConfig.model_memory_limit); |
| 163 | + expect(fetchedJob.max_num_threads).to.eql(commonJobConfig.max_num_threads); |
| 164 | + }); |
| 165 | + |
| 166 | + it('should only update model_memory_limit field of analytics job when model_memory_limit is sent in request', async () => { |
| 167 | + const analyticsId = `${jobId}_3`; |
| 168 | + |
| 169 | + const requestBody = { |
| 170 | + model_memory_limit: '61mb', |
| 171 | + }; |
| 172 | + |
| 173 | + const { body } = await supertest |
| 174 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 175 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 176 | + .set(COMMON_REQUEST_HEADERS) |
| 177 | + .send(requestBody) |
| 178 | + .expect(200); |
| 179 | + |
| 180 | + expect(body).not.to.be(undefined); |
| 181 | + |
| 182 | + const fetchedJob = await getDFAJob(analyticsId); |
| 183 | + |
| 184 | + expect(fetchedJob.model_memory_limit).to.eql(requestBody.model_memory_limit); |
| 185 | + expect(fetchedJob.allow_lazy_start).to.eql(commonJobConfig.allow_lazy_start); |
| 186 | + expect(fetchedJob.description).to.eql(testJobConfigs[3].description); |
| 187 | + expect(fetchedJob.max_num_threads).to.eql(commonJobConfig.max_num_threads); |
| 188 | + }); |
| 189 | + |
| 190 | + it('should only update max_num_threads field of analytics job when max_num_threads is sent in request', async () => { |
| 191 | + const analyticsId = `${jobId}_4`; |
| 192 | + |
| 193 | + const requestBody = { |
| 194 | + max_num_threads: 2, |
| 195 | + }; |
| 196 | + |
| 197 | + const { body } = await supertest |
| 198 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 199 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 200 | + .set(COMMON_REQUEST_HEADERS) |
| 201 | + .send(requestBody) |
| 202 | + .expect(200); |
| 203 | + |
| 204 | + expect(body).not.to.be(undefined); |
| 205 | + |
| 206 | + const fetchedJob = await getDFAJob(analyticsId); |
| 207 | + |
| 208 | + expect(fetchedJob.max_num_threads).to.eql(requestBody.max_num_threads); |
| 209 | + expect(fetchedJob.model_memory_limit).to.eql(commonJobConfig.model_memory_limit); |
| 210 | + expect(fetchedJob.allow_lazy_start).to.eql(commonJobConfig.allow_lazy_start); |
| 211 | + expect(fetchedJob.description).to.eql(testJobConfigs[4].description); |
| 212 | + }); |
| 213 | + |
| 214 | + it('should not allow to update analytics job for unauthorized user', async () => { |
| 215 | + const analyticsId = `${jobId}_0`; |
| 216 | + const requestBody = { |
| 217 | + description: 'Unauthorized', |
| 218 | + }; |
| 219 | + |
| 220 | + const { body } = await supertest |
| 221 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 222 | + .auth(USER.ML_UNAUTHORIZED, ml.securityCommon.getPasswordForUser(USER.ML_UNAUTHORIZED)) |
| 223 | + .set(COMMON_REQUEST_HEADERS) |
| 224 | + .send(requestBody) |
| 225 | + .expect(404); |
| 226 | + |
| 227 | + expect(body.error).to.eql('Not Found'); |
| 228 | + expect(body.message).to.eql('Not Found'); |
| 229 | + |
| 230 | + const fetchedJob = await getDFAJob(analyticsId); |
| 231 | + // Description should not have changed |
| 232 | + expect(fetchedJob.description).to.eql(editedDescription); |
| 233 | + }); |
| 234 | + |
| 235 | + it('should not allow to update analytics job for the user with only view permission', async () => { |
| 236 | + const analyticsId = `${jobId}_0`; |
| 237 | + const requestBody = { |
| 238 | + description: 'View only', |
| 239 | + }; |
| 240 | + |
| 241 | + const { body } = await supertest |
| 242 | + .post(`/api/ml/data_frame/analytics/${analyticsId}/_update`) |
| 243 | + .auth(USER.ML_VIEWER, ml.securityCommon.getPasswordForUser(USER.ML_VIEWER)) |
| 244 | + .set(COMMON_REQUEST_HEADERS) |
| 245 | + .send(requestBody) |
| 246 | + .expect(404); |
| 247 | + |
| 248 | + expect(body.error).to.eql('Not Found'); |
| 249 | + expect(body.message).to.eql('Not Found'); |
| 250 | + |
| 251 | + const fetchedJob = await getDFAJob(analyticsId); |
| 252 | + // Description should not have changed |
| 253 | + expect(fetchedJob.description).to.eql(editedDescription); |
| 254 | + }); |
| 255 | + |
| 256 | + it('should show 404 error if job does not exist', async () => { |
| 257 | + const requestBody = { |
| 258 | + description: 'Not found', |
| 259 | + }; |
| 260 | + const id = `${jobId}_invalid`; |
| 261 | + const message = `[resource_not_found_exception] No known data frame analytics with id [${id}]`; |
| 262 | + |
| 263 | + const { body } = await supertest |
| 264 | + .post(`/api/ml/data_frame/analytics/${id}/_update`) |
| 265 | + .auth(USER.ML_POWERUSER, ml.securityCommon.getPasswordForUser(USER.ML_POWERUSER)) |
| 266 | + .set(COMMON_REQUEST_HEADERS) |
| 267 | + .send(requestBody) |
| 268 | + .expect(404); |
| 269 | + |
| 270 | + expect(body.error).to.eql('Not Found'); |
| 271 | + expect(body.message).to.eql(message); |
| 272 | + }); |
| 273 | + }); |
| 274 | + }); |
| 275 | +}; |
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