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48 changes: 48 additions & 0 deletions
48
x-pack/plugins/aiops/common/api/log_categorization/create_categorize_query.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. | ||
*/ | ||
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import { cloneDeep } from 'lodash'; | ||
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import type { QueryDslQueryContainer } from '@elastic/elasticsearch/lib/api/types'; | ||
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export function createCategorizeQuery( | ||
queryIn: QueryDslQueryContainer, | ||
timeField: string, | ||
from: number | undefined, | ||
to: number | undefined | ||
) { | ||
const query = cloneDeep(queryIn); | ||
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if (query.bool === undefined) { | ||
query.bool = {}; | ||
} | ||
if (query.bool.must === undefined) { | ||
query.bool.must = []; | ||
if (query.match_all !== undefined) { | ||
query.bool.must.push({ match_all: query.match_all }); | ||
delete query.match_all; | ||
} | ||
} | ||
if (query.multi_match !== undefined) { | ||
query.bool.should = { | ||
multi_match: query.multi_match, | ||
}; | ||
delete query.multi_match; | ||
} | ||
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(query.bool.must as QueryDslQueryContainer[]).push({ | ||
range: { | ||
[timeField]: { | ||
gte: from, | ||
lte: to, | ||
format: 'epoch_millis', | ||
}, | ||
}, | ||
}); | ||
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return query; | ||
} |
66 changes: 66 additions & 0 deletions
66
x-pack/plugins/aiops/common/api/log_categorization/create_category_request.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. | ||
*/ | ||
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import type { QueryDslQueryContainer } from '@elastic/elasticsearch/lib/api/types'; | ||
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import { createRandomSamplerWrapper } from '@kbn/ml-random-sampler-utils'; | ||
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import { createCategorizeQuery } from './create_categorize_query'; | ||
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const CATEGORY_LIMIT = 1000; | ||
const EXAMPLE_LIMIT = 1; | ||
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export function createCategoryRequest( | ||
index: string, | ||
field: string, | ||
timeField: string, | ||
from: number | undefined, | ||
to: number | undefined, | ||
queryIn: QueryDslQueryContainer, | ||
wrap: ReturnType<typeof createRandomSamplerWrapper>['wrap'], | ||
intervalMs?: number | ||
) { | ||
const query = createCategorizeQuery(queryIn, timeField, from, to); | ||
const aggs = { | ||
categories: { | ||
categorize_text: { | ||
field, | ||
size: CATEGORY_LIMIT, | ||
}, | ||
aggs: { | ||
hit: { | ||
top_hits: { | ||
size: EXAMPLE_LIMIT, | ||
sort: [timeField], | ||
_source: field, | ||
}, | ||
}, | ||
...(intervalMs | ||
? { | ||
sparkline: { | ||
date_histogram: { | ||
field: timeField, | ||
fixed_interval: `${intervalMs}ms`, | ||
}, | ||
}, | ||
} | ||
: {}), | ||
}, | ||
}, | ||
}; | ||
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return { | ||
params: { | ||
index, | ||
size: 0, | ||
body: { | ||
query, | ||
aggs: wrap(aggs), | ||
}, | ||
}, | ||
}; | ||
} |
33 changes: 33 additions & 0 deletions
33
x-pack/plugins/aiops/common/api/log_categorization/get_category_query.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. | ||
*/ | ||
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import type { Category } from './types'; | ||
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export const QUERY_MODE = { | ||
INCLUDE: 'should', | ||
EXCLUDE: 'must_not', | ||
} as const; | ||
export type QueryMode = typeof QUERY_MODE[keyof typeof QUERY_MODE]; | ||
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export const getCategoryQuery = ( | ||
field: string, | ||
categories: Category[], | ||
mode: QueryMode = QUERY_MODE.INCLUDE | ||
) => ({ | ||
bool: { | ||
[mode]: categories.map(({ key: query }) => ({ | ||
match: { | ||
[field]: { | ||
auto_generate_synonyms_phrase_query: false, | ||
fuzziness: 0, | ||
operator: 'and', | ||
query, | ||
}, | ||
}, | ||
})), | ||
}, | ||
}); |
51 changes: 51 additions & 0 deletions
51
x-pack/plugins/aiops/common/api/log_categorization/process_category_results.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. | ||
*/ | ||
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import { get } from 'lodash'; | ||
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import { estypes } from '@elastic/elasticsearch'; | ||
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import { createRandomSamplerWrapper } from '@kbn/ml-random-sampler-utils'; | ||
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import type { Category, CategoriesAgg, CatResponse, SparkLinesPerCategory } from './types'; | ||
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export function processCategoryResults( | ||
result: CatResponse, | ||
field: string, | ||
unwrap: ReturnType<typeof createRandomSamplerWrapper>['unwrap'] | ||
) { | ||
const sparkLinesPerCategory: SparkLinesPerCategory = {}; | ||
const { aggregations } = result.rawResponse; | ||
if (aggregations === undefined) { | ||
throw new Error('processCategoryResults failed, did not return aggregations.'); | ||
} | ||
const { | ||
categories: { buckets }, | ||
} = unwrap( | ||
aggregations as unknown as Record<string, estypes.AggregationsAggregate> | ||
) as CategoriesAgg; | ||
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const categories: Category[] = buckets.map((b) => { | ||
sparkLinesPerCategory[b.key] = | ||
b.sparkline === undefined | ||
? {} | ||
: b.sparkline.buckets.reduce<Record<number, number>>((acc2, cur2) => { | ||
acc2[cur2.key] = cur2.doc_count; | ||
return acc2; | ||
}, {}); | ||
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return { | ||
key: b.key, | ||
count: b.doc_count, | ||
examples: b.hit.hits.hits.map((h) => get(h._source, field)), | ||
}; | ||
}); | ||
return { | ||
categories, | ||
sparkLinesPerCategory, | ||
}; | ||
} |
38 changes: 38 additions & 0 deletions
38
x-pack/plugins/aiops/common/api/log_categorization/types.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. | ||
*/ | ||
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import { estypes } from '@elastic/elasticsearch'; | ||
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export interface Category { | ||
key: string; | ||
count: number; | ||
examples: string[]; | ||
sparkline?: Array<{ doc_count: number; key: number; key_as_string: string }>; | ||
} | ||
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export interface CategoriesAgg { | ||
categories: { | ||
buckets: Array<{ | ||
key: string; | ||
doc_count: number; | ||
hit: { hits: { hits: Array<{ _source: { message: string } }> } }; | ||
sparkline: { | ||
buckets: Array<{ key_as_string: string; key: number; doc_count: number }>; | ||
}; | ||
}>; | ||
}; | ||
} | ||
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interface CategoriesSampleAgg { | ||
sample: CategoriesAgg; | ||
} | ||
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export interface CatResponse { | ||
rawResponse: estypes.SearchResponseBody<unknown, CategoriesAgg | CategoriesSampleAgg>; | ||
} | ||
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export type SparkLinesPerCategory = Record<string, Record<number, number>>; |
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