From 02319b7da8b7ab77e929a05d51f9574879671b6c Mon Sep 17 00:00:00 2001 From: James Gowdy Date: Thu, 13 Feb 2020 13:11:31 +0000 Subject: [PATCH] [ML] Categorization field example endpoint tests (#57471) * [ML] Categorization example endpoint tests * adding data * removing debug code * adding endpoint error test * updating version in archive --- .../apis/ml/categorization_field_examples.ts | 305 ++++++ x-pack/test/api_integration/apis/ml/index.ts | 1 + .../ml/categorization/data.json.gz | Bin 0 -> 331971 bytes .../ml/categorization/mappings.json | 873 ++++++++++++++++++ 4 files changed, 1179 insertions(+) create mode 100644 x-pack/test/api_integration/apis/ml/categorization_field_examples.ts create mode 100644 x-pack/test/functional/es_archives/ml/categorization/data.json.gz create mode 100644 x-pack/test/functional/es_archives/ml/categorization/mappings.json diff --git a/x-pack/test/api_integration/apis/ml/categorization_field_examples.ts b/x-pack/test/api_integration/apis/ml/categorization_field_examples.ts new file mode 100644 index 0000000000000..89dbd73f3fb64 --- /dev/null +++ b/x-pack/test/api_integration/apis/ml/categorization_field_examples.ts @@ -0,0 +1,305 @@ +/* + * 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 expect from '@kbn/expect'; + +import { FtrProviderContext } from '../../ftr_provider_context'; + +const COMMON_HEADERS = { + 'kbn-xsrf': 'some-xsrf-token', +}; + +const start = 1554463535770; +const end = 1574316073914; +const analyzer = { + tokenizer: 'ml_classic', + filter: [ + { + type: 'stop', + stopwords: [ + 'Monday', + 'Tuesday', + 'Wednesday', + 'Thursday', + 'Friday', + 'Saturday', + 'Sunday', + 'Mon', + 'Tue', + 'Wed', + 'Thu', + 'Fri', + 'Sat', + 'Sun', + 'January', + 'February', + 'March', + 'April', + 'May', + 'June', + 'July', + 'August', + 'September', + 'October', + 'November', + 'December', + 'Jan', + 'Feb', + 'Mar', + 'Apr', + 'May', + 'Jun', + 'Jul', + 'Aug', + 'Sep', + 'Oct', + 'Nov', + 'Dec', + 'GMT', + 'UTC', + ], + }, + ], +}; +const defaultRequestBody = { + indexPatternTitle: 'categorization_functional_test', + query: { bool: { must: [{ match_all: {} }] } }, + size: 5, + timeField: '@timestamp', + start, + end, + analyzer, +}; + +const testDataList = [ + { + title: 'valid with good number of tokens', + requestBody: { + ...defaultRequestBody, + field: 'field1', + }, + expected: { + responseCode: 200, + overallValidStatus: 'valid', + sampleSize: 1000, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'valid', + message: '1000 field values analyzed, 95% contain 3 or more tokens.', + }, + ], + }, + }, + { + title: 'invalid, too many tokens.', + requestBody: { + ...defaultRequestBody, + field: 'field2', + }, + expected: { + responseCode: 200, + overallValidStatus: 'invalid', + sampleSize: 500, + exampleLength: 5, + validationChecks: [ + { + id: 1, + valid: 'partially_valid', + message: 'The median length for the field values analyzed is over 400 characters.', + }, + { + id: 4, + valid: 'invalid', + message: + 'Tokenization of field value examples has failed due to more than 10000 tokens being found in a sample of 50 values.', + }, + ], + }, + }, + { + title: 'partially valid, more than 75% are null', + requestBody: { + ...defaultRequestBody, + field: 'field3', + }, + expected: { + responseCode: 200, + overallValidStatus: 'partially_valid', + sampleSize: 250, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'valid', + message: '250 field values analyzed, 95% contain 3 or more tokens.', + }, + { + id: 2, + valid: 'partially_valid', + message: 'More than 75% of field values are null.', + }, + ], + }, + }, + { + title: 'partially valid, median length is over 400 characters', + requestBody: { + ...defaultRequestBody, + field: 'field4', + }, + expected: { + responseCode: 200, + overallValidStatus: 'partially_valid', + sampleSize: 500, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'valid', + message: '500 field values analyzed, 100% contain 3 or more tokens.', + }, + { + id: 1, + valid: 'partially_valid', + message: 'The median length for the field values analyzed is over 400 characters.', + }, + ], + }, + }, + { + title: 'invalid, no values in any doc', + requestBody: { + ...defaultRequestBody, + field: 'field5', + }, + expected: { + responseCode: 200, + overallValidStatus: 'invalid', + sampleSize: 0, + exampleLength: 0, + validationChecks: [ + { + id: 3, + valid: 'invalid', + message: + 'No examples for this field could be found. Please ensure the selected date range contains data.', + }, + ], + }, + }, + { + title: 'invalid, mostly made up of stop words, so no matched tokens', + requestBody: { + ...defaultRequestBody, + field: 'field6', + }, + expected: { + responseCode: 200, + overallValidStatus: 'invalid', + sampleSize: 1000, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'invalid', + message: '1000 field values analyzed, 0% contain 3 or more tokens.', + }, + ], + }, + }, + { + title: 'valid, mostly made up of stop words, but analyser has no stop words. so it is ok.', + requestBody: { + ...defaultRequestBody, + field: 'field6', + analyzer: { + tokenizer: 'ml_classic', + }, + }, + expected: { + responseCode: 200, + overallValidStatus: 'valid', + sampleSize: 1000, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'valid', + message: '1000 field values analyzed, 100% contain 3 or more tokens.', + }, + ], + }, + }, + { + title: 'partially valid, half the docs are stop words.', + requestBody: { + ...defaultRequestBody, + field: 'field7', + }, + expected: { + responseCode: 200, + overallValidStatus: 'partially_valid', + sampleSize: 1000, + exampleLength: 5, + validationChecks: [ + { + id: 0, + valid: 'partially_valid', + message: '1000 field values analyzed, 50% contain 3 or more tokens.', + }, + ], + }, + }, + { + title: "endpoint error, index doesn't exist", + requestBody: { + ...defaultRequestBody, + indexPatternTitle: 'does_not_exist', + field: 'field1', + }, + expected: { + responseCode: 404, + overallValidStatus: undefined, + sampleSize: undefined, + validationChecks: undefined, + }, + }, +]; + +// eslint-disable-next-line import/no-default-export +export default ({ getService }: FtrProviderContext) => { + const esArchiver = getService('esArchiver'); + const supertest = getService('supertest'); + + describe('Categorization example endpoint - ', function() { + before(async () => { + await esArchiver.load('ml/categorization'); + }); + + after(async () => { + await esArchiver.unload('ml/categorization'); + }); + + for (const testData of testDataList) { + it(testData.title, async () => { + const { body } = await supertest + .post('/api/ml/jobs/categorization_field_examples') + .set(COMMON_HEADERS) + .send(testData.requestBody) + .expect(testData.expected.responseCode); + + expect(body.overallValidStatus).to.eql(testData.expected.overallValidStatus); + expect(body.sampleSize).to.eql(testData.expected.sampleSize); + expect(body.validationChecks).to.eql(testData.expected.validationChecks); + if (body.statusCode === 200) { + expect(body.examples.length).to.eql(testData.expected.exampleLength); + } + }); + } + }); +}; diff --git a/x-pack/test/api_integration/apis/ml/index.ts b/x-pack/test/api_integration/apis/ml/index.ts index 9fff4ca8436b0..1df5dfe2941ce 100644 --- a/x-pack/test/api_integration/apis/ml/index.ts +++ b/x-pack/test/api_integration/apis/ml/index.ts @@ -12,5 +12,6 @@ export default function({ loadTestFile }: FtrProviderContext) { loadTestFile(require.resolve('./bucket_span_estimator')); loadTestFile(require.resolve('./calculate_model_memory_limit')); + loadTestFile(require.resolve('./categorization_field_examples')); }); } diff --git a/x-pack/test/functional/es_archives/ml/categorization/data.json.gz b/x-pack/test/functional/es_archives/ml/categorization/data.json.gz new file mode 100644 index 0000000000000000000000000000000000000000..a66b68d8159437c21c0d4d9a50164c6259f79134 GIT binary patch literal 331971 zcmd?RcTg1F*Dk6epn#w#L86kA1SLsSk(?yQAt^b-kQoqBkSsZa3Jf`CkSw6&G~^&* z2m=F>VMwQE(D(g)-???q_t&jkb*j2*4`I4@uU>ntXFcoLO&fCKMmnRU!4<4G#$aPk zD`$JVD;ue2&XXOJCBFTJU$()^Yl#A?6{suU6;>>xm~4l=Yj{LOnPZIKJe*>_IX12{x?|#CN8lKUOv&24Ue&**bAxI9t*GcMUi3|O$>sn|T0(B^CCbcKs z-Z^7F6I=^AZ9qCCWi<$fWNi55gy;_NOh(WW4nI#w5tolBWI>7DSPF?~U7cAIOeOT{ zV4+b)MfZF{hLxZH9$EdMWASor^;8$DuY>Xm4gq zZ(YMBq!Rp1*%)A-8|`UB@9^v7${3^0_;?V~(@lvKZ|qRGW8Ph;$IUl^q2n12L-f9? zzv0(AvJ8>dsUDkB{fqBpD;^_>=(@>s4PPK47Z5pNps%&*xcH$t3nryxB@WW0O0Ny{i0wVGEHmTUU|uoX%o|p5 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