From d2601054f8b03f7215483b1b09cb1f0b81a18ed5 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 02:12:56 +0200 Subject: [PATCH 01/18] Make the CSV format choice less likely to be recognized as unstructured --- .../graphs/log_type_detection/prompts.ts | 22 ++++++++++--------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts index 71246d46363cb..cc640f3538887 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts @@ -17,16 +17,18 @@ export const LOG_FORMAT_DETECTION_PROMPT = ChatPromptTemplate.fromMessages([ The samples apply to the data stream {datastream_title} inside the integration package {package_title}. Follow these steps to do this: -1. Go through each log sample and identify the log format. Output this as "name: ". -2. If the samples have any or all of priority, timestamp, loglevel, hostname, ipAddress, messageId in the beginning information then set "header: true". -3. If the samples have a syslog header then set "header: true" , else set "header: false". If you are unable to determine the syslog header presence then set "header: false". -4. If the log samples have structured message body with key-value pairs then classify it as "name: structured". Look for a flat list of key-value pairs, often separated by spaces, commas, or other delimiters. -5. Consider variations in formatting, such as quotes around values ("key=value", key="value"), special characters in keys or values, or escape sequences. -6. If the log samples have unstructured body like a free-form text then classify it as "name: unstructured". -7. If the log samples follow a csv format then classify it with "name: csv". There are two sub-cases for csv: - a. If there is a csv header then set "header: true". - b. If there is no csv header then set "header: false" and try to find good names for the columns in the "columns" array by looking into the values of data in those columns. For each column, if you are unable to find good name candidate for it then output an empty string, like in the example. -8. If you cannot put the format into any of the above categories then classify it with "name: unsupported". +1. Go through each log sample and identify the log format. Output this as "name: ". Here are the values for log_format: + * 'csv': If the log samples follow a Comma-Separated Values format then classify it with "name: csv". There are two sub-cases for csv: + a. If there is a csv header then set "header: true". + b. If there is no csv header then set "header: false" and try to find good names for the columns in the "columns" array by looking into the values of data in those columns. For each column, if you are unable to find good name candidate for it then output an empty string, like in the example. + * 'structured': If the log samples have structured message body with key-value pairs then classify it as "name: structured". Look for a flat list of key-value pairs, often separated by some delimiters. Consider variations in formatting, such as quotes around values ("key=value", key="value"), special characters in keys or values, or escape sequences. + * 'unstructured': If the log samples have unstructured body like a free-form text then classify it as "name: unstructured". + * 'unsupported': If you cannot put the format into any of the above categories then classify it with "name: unsupported". +2. Header: for structured and unstructured format: + - if the samples have any or all of priority, timestamp, loglevel, hostname, ipAddress, messageId in the beginning information then set "header: true". + - if the samples have a syslog header then set "header: true" + - else set "header: false". If you are unable to determine the syslog header presence then set "header: false". +3. Note that a comma-separated list should be classified as 'csv' if its rows only contain values separated by commas. But it it looks like a list of key-values pairs like 'key1=value1, key2=value2' it should be classified as 'structured'. You ALWAYS follow these guidelines when writing your response: From 941e68826600f4fdd1b5756015d7e61b8ecbf13b Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 02:55:04 +0200 Subject: [PATCH 02/18] Add the line break between samples --- .../server/graphs/log_type_detection/detection.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts index a8334432a0211..c0172f2d139d0 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts @@ -26,7 +26,7 @@ export async function handleLogFormatDetection({ const logFormatDetectionResult = await logFormatDetectionNode.invoke({ ex_answer: state.exAnswer, - log_samples: samples, + log_samples: samples.join('\n'), package_title: state.packageTitle, datastream_title: state.dataStreamTitle, }); From 208119ca061aeac3806bf27b72b8aa36c5380b1d Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 03:04:11 +0200 Subject: [PATCH 03/18] Fix a typo --- .../server/graphs/log_type_detection/prompts.ts | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts index cc640f3538887..f962771270c4f 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/prompts.ts @@ -28,7 +28,7 @@ Follow these steps to do this: - if the samples have any or all of priority, timestamp, loglevel, hostname, ipAddress, messageId in the beginning information then set "header: true". - if the samples have a syslog header then set "header: true" - else set "header: false". If you are unable to determine the syslog header presence then set "header: false". -3. Note that a comma-separated list should be classified as 'csv' if its rows only contain values separated by commas. But it it looks like a list of key-values pairs like 'key1=value1, key2=value2' it should be classified as 'structured'. +3. Note that a comma-separated list should be classified as 'csv' if its rows only contain values separated by commas. But if it looks like a list of key-values pairs like 'key1=value1, key2=value2' it should be classified as 'structured'. You ALWAYS follow these guidelines when writing your response: From b81a390a2d7d19d6ec3d0198550b6112d5cec337 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 21:21:39 +0200 Subject: [PATCH 04/18] Reduce cases where LLM returns invalid field names --- .../server/graphs/categorization/prompts.ts | 3 +++ .../integration_assistant/server/graphs/related/prompts.ts | 3 +++ 2 files changed, 6 insertions(+) diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/prompts.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/prompts.ts index 2f90e426dc552..34395fd6764e8 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/prompts.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/prompts.ts @@ -53,6 +53,7 @@ You ALWAYS follow these guidelines when writing your response: - You can add as many processor objects as you need to cover all the unique combinations that was detected. - If conditions should always use a ? character when accessing nested fields, in case the field might not always be available, see example processors above. +- You can access nested dictionaries with the ctx?.field?.another_field syntax, but it's not possible to access elements of an array. Never use brackets in an if statement. - When an if condition is not needed the argument it should not be included in that specific object of your response. - When using a range based if condition like > 0, you first need to check that the field is not null, for example: ctx.somefield?.production != null && ctx.somefield?.production > 0 - If no good match is found for any of the pipeline results, then respond with an empty array [] as valid JSON enclosed with 3 backticks (\`). @@ -110,6 +111,7 @@ You ALWAYS follow these guidelines when writing your response: - You can use as many processor objects as you need to add all relevant ECS categories and types combinations. - If conditions should always use a ? character when accessing nested fields, in case the field might not always be available, see example processors above. +- You can access nested dictionaries with the ctx?.field?.another_field syntax, but it's not possible to access elements of an array. Never use brackets in an if statement. - When an if condition is not needed the argument should not be used for the processor object. - If updates are needed you respond with the initially provided array of processors. - If an update removes the last remaining processor object you respond with an empty array [] as valid JSON enclosed with 3 backticks (\`). @@ -159,6 +161,7 @@ You ALWAYS follow these guidelines when writing your response: - If the error complains about having event.type or event.category not in the allowed values , fix the corresponding append processors to use the allowed values mentioned in the error. - If the error is about event.type not compatible with any event.category, please refer to the 'compatible_types' in the context to fix the corresponding append processors to use valid combination of event.type and event.category - If resolving the validation removes the last remaining processor object, respond with an empty array [] as valid JSON enclosed with 3 backticks (\`). +- Reminder: you can access nested dictionaries with the ctx?.field?.another_field syntax, but it's not possible to access elements of an array. Never use brackets in an if statement. - Do not respond with anything except the complete updated array of processors as a valid JSON object enclosed with 3 backticks (\`), see example response below. diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts b/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts index 9fa50d5900806..eab6388afb791 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts @@ -35,6 +35,7 @@ You ALWAYS follow these guidelines when writing your response: - The \`message\` field may not be part of related fields. - You can use as many processor objects as needed to map all relevant pipeline result fields to any of the ECS related fields. +- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. - If no relevant fields or values are found that could be mapped confidently to any of the related fields, then respond with an empty array [] as valid JSON enclosed with 3 backticks (\`). - Do not respond with anything except the array of processors as a valid JSON objects enclosed with 3 backticks (\`), see example response below. @@ -82,6 +83,7 @@ You ALWAYS follow these guidelines when writing your response: - The \`message\` field may not be part of related fields. - Never use "split" in template values, only use the field name inside the triple brackets. If the error mentions "Improperly closed variable in query-template" then check each "value" field for any special characters and remove them. +- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. - If solving an error means removing the last processor in the list, then return an empty array [] as valid JSON enclosed with 3 backticks (\`). - Do not respond with anything except the complete updated array of processors as a valid JSON object enclosed with 3 backticks (\`), see example response below. @@ -131,6 +133,7 @@ You ALWAYS follow these guidelines when writing your response: - You can use as many processor objects as needed to map all relevant pipeline result fields to any of the ECS related fields. - If no updates are needed you respond with the initially provided current processors, if no processors are present you respond with an empty array [] as valid JSON enclosied with 3 backticks (\`). +- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. - Do not respond with anything except updated array of processors as a valid JSON object enclosed with 3 backticks (\`), see example response below. From ab04dbbe21ec87829c8d7d2a3b51893aa14c08b4 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 21:30:48 +0200 Subject: [PATCH 05/18] Improve related prompts --- .../server/graphs/related/prompts.ts | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts b/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts index eab6388afb791..9b76ddb96ba8d 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/related/prompts.ts @@ -27,7 +27,7 @@ Here are some context for you to reference for your task, read it carefully as y For each pipeline result you find matching values that would fit any of the related fields perform the follow steps: 1. Identify which related field the value would fit in. -2. Create a new processor object with the field value set to the correct related.field, and the value_field set to the full path of the field that contains the value which we want to append. +2. Create a new processor object with the field value set to the correct related.field, and the value_field set to the full path of the field that contains the value which we want to append, if that path can be encoded as a string of dict key accesses. 3. Always check if the related.ip, related.hash, related.user and related.host fields are common in the ecs context above. 4. The value_field argument in your response consist of only one value. @@ -35,7 +35,7 @@ You ALWAYS follow these guidelines when writing your response: - The \`message\` field may not be part of related fields. - You can use as many processor objects as needed to map all relevant pipeline result fields to any of the ECS related fields. -- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. +- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array; skip them instead. - If no relevant fields or values are found that could be mapped confidently to any of the related fields, then respond with an empty array [] as valid JSON enclosed with 3 backticks (\`). - Do not respond with anything except the array of processors as a valid JSON objects enclosed with 3 backticks (\`), see example response below. @@ -83,7 +83,7 @@ You ALWAYS follow these guidelines when writing your response: - The \`message\` field may not be part of related fields. - Never use "split" in template values, only use the field name inside the triple brackets. If the error mentions "Improperly closed variable in query-template" then check each "value" field for any special characters and remove them. -- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. +- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name, never try to access array elements. - If solving an error means removing the last processor in the list, then return an empty array [] as valid JSON enclosed with 3 backticks (\`). - Do not respond with anything except the complete updated array of processors as a valid JSON object enclosed with 3 backticks (\`), see example response below. @@ -125,7 +125,7 @@ Please review the pipeline results and the array of current processors above, an For each pipeline result you find matching values that would fit any of the related fields perform the follow steps: 1. Identify which related field the value would fit in. -2. Create a new processor object with the field value set to the correct related.field, and the value_field set to the full path of the field that contains the value which we want to append. +2. Create a new processor object with the field value set to the correct related.field, and the value_field set to the full path of the field that contains the value which we want to append. You can access fields inside nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array, so skip a field if it's path contains an array. 3. If previous errors above is not empty, do not add any processors that would cause any of the same errors again, if you are unsure, then remove the processor from the list. 4. If no updates are needed, then respond with the initially provided current processors. @@ -133,7 +133,6 @@ You ALWAYS follow these guidelines when writing your response: - You can use as many processor objects as needed to map all relevant pipeline result fields to any of the ECS related fields. - If no updates are needed you respond with the initially provided current processors, if no processors are present you respond with an empty array [] as valid JSON enclosied with 3 backticks (\`). -- You can access nested dictionaries with the field.another_field syntax, but it's not possible to access elements of an array. Never use brackets in the field name. - Do not respond with anything except updated array of processors as a valid JSON object enclosed with 3 backticks (\`), see example response below. From c68141ad00a12a3bcdc9ac4cdb6d86b94f6f61fa Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 22:12:34 +0200 Subject: [PATCH 06/18] Hide the array values from the LLM in related chain --- .../server/graphs/related/related.ts | 3 +- .../server/graphs/related/review.ts | 3 +- .../server/graphs/related/util.test.ts | 135 ++++++++++++++++++ .../server/graphs/related/util.ts | 37 +++++ 4 files changed, 176 insertions(+), 2 deletions(-) create mode 100644 x-pack/plugins/integration_assistant/server/graphs/related/util.test.ts create mode 100644 x-pack/plugins/integration_assistant/server/graphs/related/util.ts diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/related.ts b/x-pack/plugins/integration_assistant/server/graphs/related/related.ts index 902427a1c484f..4298fb1ab24fa 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/related/related.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/related/related.ts @@ -11,6 +11,7 @@ import type { RelatedState, SimplifiedProcessor, SimplifiedProcessors } from '.. import { combineProcessors } from '../../util/processors'; import { RELATED_MAIN_PROMPT } from './prompts'; import type { RelatedNodeParams } from './types'; +import { deepCopySkipArrays } from './util'; export async function handleRelated({ state, @@ -21,7 +22,7 @@ export async function handleRelated({ const relatedMainGraph = relatedMainPrompt.pipe(model).pipe(outputParser); const currentProcessors = (await relatedMainGraph.invoke({ - pipeline_results: JSON.stringify(state.pipelineResults, null, 2), + pipeline_results: JSON.stringify(state.pipelineResults.map(deepCopySkipArrays), null, 2), ex_answer: state.exAnswer, ecs: state.ecs, })) as SimplifiedProcessor[]; diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/review.ts b/x-pack/plugins/integration_assistant/server/graphs/related/review.ts index 300f33144b52a..37c0008304958 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/related/review.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/related/review.ts @@ -11,6 +11,7 @@ import type { RelatedState, SimplifiedProcessors, SimplifiedProcessor } from '.. import type { RelatedNodeParams } from './types'; import { combineProcessors } from '../../util/processors'; import { RELATED_REVIEW_PROMPT } from './prompts'; +import { deepCopySkipArrays } from './util'; export async function handleReview({ state, @@ -24,7 +25,7 @@ export async function handleReview({ current_processors: JSON.stringify(state.currentProcessors, null, 2), ex_answer: state.exAnswer, previous_error: state.previousError, - pipeline_results: JSON.stringify(state.pipelineResults, null, 2), + pipeline_results: JSON.stringify(state.pipelineResults.map(deepCopySkipArrays), null, 2), })) as SimplifiedProcessor[]; const processors = { diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/util.test.ts b/x-pack/plugins/integration_assistant/server/graphs/related/util.test.ts new file mode 100644 index 0000000000000..c81369f98e56d --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/related/util.test.ts @@ -0,0 +1,135 @@ +/* + * 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 { deepCopySkipArrays } from './util'; + +describe('deepCopySkipArrays', () => { + it('should skip arrays and deeply copy objects', () => { + const input = { + field: ['a', 'b'], + another: { field: 'c' }, + }; + + const expectedOutput = { + another: { field: 'c' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + it('should return primitive types as is', () => { + expect(deepCopySkipArrays(42)).toBe(42); + expect(deepCopySkipArrays('string')).toBe('string'); + expect(deepCopySkipArrays(true)).toBe(true); + }); + + it('should handle nested objects and skip nested arrays', () => { + const input = { + level1: { + level2: { + array: [1, 2, 3], + value: 'test', + }, + }, + }; + + const expectedOutput = { + level1: { + level2: { + value: 'test', + }, + }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + it('should return undefined for arrays', () => { + expect(deepCopySkipArrays([1, 2, 3])).toBeUndefined(); + }); + + it('should handle null and undefined values', () => { + expect(deepCopySkipArrays(null)).toBeNull(); + expect(deepCopySkipArrays(undefined)).toBeUndefined(); + }); + + it('should handle empty objects', () => { + expect(deepCopySkipArrays({})).toEqual({}); + }); + + it('should handle objects with mixed types', () => { + const input = { + number: 1, + string: 'test', + boolean: true, + object: { key: 'value' }, + array: [1, 2, 3], + }; + + const expectedOutput = { + number: 1, + string: 'test', + boolean: true, + object: { key: 'value' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + // Test case + it('should skip arrays and deeply copy objects with nested arrays', () => { + const input = { + field: ['a', 'b'], + another: { field: 'c' }, + }; + + const expectedOutput = { + another: { field: 'c' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + it('should handle objects with nested empty arrays', () => { + const input = { + field: [], + another: { field: 'c' }, + }; + + const expectedOutput = { + another: { field: 'c' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + it('should handle objects with nested arrays containing objects', () => { + const input = { + field: [{ key: 'value' }], + another: { field: 'c' }, + }; + + const expectedOutput = { + another: { field: 'c' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); + + it('should handle objects with nested arrays containing mixed types', () => { + const input = { + field: [1, 'string', true, { key: 'value' }], + another: { field: 'c' }, + }; + + const expectedOutput = { + another: { field: 'c' }, + }; + + expect(deepCopySkipArrays(input)).toEqual(expectedOutput); + }); +}); diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/util.ts b/x-pack/plugins/integration_assistant/server/graphs/related/util.ts new file mode 100644 index 0000000000000..b939e939fed32 --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/related/util.ts @@ -0,0 +1,37 @@ +/* + * 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. + */ + +/** + * Deeply copies a JSON object, skipping all arrays. + * + * @param value - The JSON value to be deeply copied, which can be an array, object, or other types. + * @returns A new object that is a deep copy of the input value, but with arrays skipped. + * + * This function recursively traverses the provided value. If the value is an array, it skips it. + * If the value is a regular object, it continues traversing its properties and copying them. + */ +export function deepCopySkipArrays(value: unknown): unknown { + if (Array.isArray(value)) { + // Skip arrays + return undefined; + } + + if (typeof value === 'object' && value !== null) { + // Regular dictionary, continue traversing. + const result: Record = {}; + for (const [k, v] of Object.entries(value)) { + const copiedValue = deepCopySkipArrays(v); + if (copiedValue !== undefined) { + result[k] = copiedValue; + } + } + return result; + } + + // For primitive types, return the value as is. + return value; +} From d5b1e88e0bd6f7cdeeec81c86a1716e3278d3b25 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 23:43:36 +0200 Subject: [PATCH 07/18] Remove unused concept of formattedSamples --- .../__jest__/fixtures/categorization.ts | 1 - .../__jest__/fixtures/related.ts | 1 - .../server/graphs/categorization/graph.ts | 46 ++++--------------- .../server/graphs/kv/validate.ts | 4 +- .../server/graphs/related/graph.ts | 46 ++++--------------- .../integration_assistant/server/types.ts | 2 - .../server/util/pipeline.ts | 4 +- .../server/util/samples.ts | 11 ----- 8 files changed, 23 insertions(+), 92 deletions(-) diff --git a/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts b/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts index 80366e7bd6f93..ddc839390e1fa 100644 --- a/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts +++ b/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts @@ -162,7 +162,6 @@ export const testPipelineInvalidEcs: { pipelineResults: object[]; errors: object export const categorizationTestState = { rawSamples: ['{"test1": "test1"}'], samples: ['{ "test1": "test1" }'], - formattedSamples: '{"test1": "test1"}', ecsTypes: 'testtypes', ecsCategories: 'testcategories', exAnswer: 'testanswer', diff --git a/x-pack/plugins/integration_assistant/__jest__/fixtures/related.ts b/x-pack/plugins/integration_assistant/__jest__/fixtures/related.ts index d96d845ae43b6..03ca8253768ff 100644 --- a/x-pack/plugins/integration_assistant/__jest__/fixtures/related.ts +++ b/x-pack/plugins/integration_assistant/__jest__/fixtures/related.ts @@ -140,7 +140,6 @@ export const testPipelineValidResult: { pipelineResults: object[]; errors: objec export const relatedTestState = { rawSamples: ['{"test1": "test1"}'], samples: ['{ "test1": "test1" }'], - formattedSamples: '{"test1": "test1"}', ecs: 'testtypes', exAnswer: 'testanswer', packageName: 'testpackage', diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts index 227bcd6939b94..b75e378932ce7 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts @@ -10,7 +10,7 @@ import { StateGraph, END, START } from '@langchain/langgraph'; import { SamplesFormat } from '../../../common'; import type { CategorizationState } from '../../types'; import { handleValidatePipeline } from '../../util/graph'; -import { formatSamples, prefixSamples } from '../../util/samples'; +import { prefixSamples } from '../../util/samples'; import { handleCategorization } from './categorization'; import { CATEGORIZATION_EXAMPLE_ANSWER, ECS_CATEGORIES, ECS_TYPES } from './constants'; import { handleErrors } from './errors'; @@ -32,10 +32,6 @@ const graphState: StateGraphArgs['channels'] = { value: (x: string[], y?: string[]) => y ?? x, default: () => [], }, - formattedSamples: { - value: (x: string, y?: string) => y ?? x, - default: () => '', - }, ecsTypes: { value: (x: string, y?: string) => y ?? x, default: () => '', @@ -110,30 +106,20 @@ const graphState: StateGraphArgs['channels'] = { }, }; -function modelJSONInput({ state }: CategorizationBaseNodeParams): Partial { - const samples = prefixSamples(state); - const formattedSamples = formatSamples(samples); - const initialPipeline = JSON.parse(JSON.stringify(state.currentPipeline)); - return { - exAnswer: JSON.stringify(CATEGORIZATION_EXAMPLE_ANSWER, null, 2), - ecsCategories: JSON.stringify(ECS_CATEGORIES, null, 2), - ecsTypes: JSON.stringify(ECS_TYPES, null, 2), - samples, - formattedSamples, - initialPipeline, - finalized: false, - reviewed: false, - lastExecutedChain: 'modelJSONInput', - }; -} - function modelInput({ state }: CategorizationBaseNodeParams): Partial { + let samples: string[]; + if (state.samplesFormat.name === 'json' || state.samplesFormat.name === 'ndjson') { + samples = prefixSamples(state); + } else { + samples = state.rawSamples; + } + const initialPipeline = JSON.parse(JSON.stringify(state.currentPipeline)); return { exAnswer: JSON.stringify(CATEGORIZATION_EXAMPLE_ANSWER, null, 2), ecsCategories: JSON.stringify(ECS_CATEGORIES, null, 2), ecsTypes: JSON.stringify(ECS_TYPES, null, 2), - samples: state.rawSamples, + samples, initialPipeline, finalized: false, reviewed: false, @@ -152,13 +138,6 @@ function modelOutput({ state }: CategorizationBaseNodeParams): Partial modelInput({ state })) - .addNode('modelJSONInput', (state: CategorizationState) => modelJSONInput({ state })) .addNode('modelOutput', (state: CategorizationState) => modelOutput({ state })) .addNode('handleCategorization', (state: CategorizationState) => handleCategorization({ state, model }) @@ -212,12 +190,8 @@ export async function getCategorizationGraph({ client, model }: CategorizationGr ) .addNode('handleErrors', (state: CategorizationState) => handleErrors({ state, model })) .addNode('handleReview', (state: CategorizationState) => handleReview({ state, model })) - .addConditionalEdges(START, (state: CategorizationState) => modelRouter({ state }), { - modelJSONInput: 'modelJSONInput', - modelInput: 'modelInput', // For Non JSON input samples - }) + .addEdge(START, 'modelInput') .addEdge('modelOutput', END) - .addEdge('modelJSONInput', 'handleValidatePipeline') .addEdge('modelInput', 'handleValidatePipeline') .addEdge('handleCategorization', 'handleValidatePipeline') .addEdge('handleInvalidCategorization', 'handleValidatePipeline') diff --git a/x-pack/plugins/integration_assistant/server/graphs/kv/validate.ts b/x-pack/plugins/integration_assistant/server/graphs/kv/validate.ts index 6781f5cfa46d9..192c962599eba 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/kv/validate.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/kv/validate.ts @@ -93,7 +93,7 @@ export async function handleHeaderValidate({ async function verifyKVProcessor( kvProcessor: ESProcessorItem, - formattedSamples: string[], + samples: string[], client: IScopedClusterClient ): Promise<{ errors: object[] }> { // This processor removes the original message field in the output @@ -101,7 +101,7 @@ async function verifyKVProcessor( processors: [kvProcessor[0], createRemoveProcessor()], on_failure: [createPassthroughFailureProcessor()], }; - const { errors } = await testPipeline(formattedSamples, pipeline, client); + const { errors } = await testPipeline(samples, pipeline, client); return { errors }; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/related/graph.ts b/x-pack/plugins/integration_assistant/server/graphs/related/graph.ts index be4b00852485c..e8dc44a152e80 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/related/graph.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/related/graph.ts @@ -10,7 +10,7 @@ import { StateGraph, END, START } from '@langchain/langgraph'; import { SamplesFormat } from '../../../common'; import type { RelatedState } from '../../types'; import { handleValidatePipeline } from '../../util/graph'; -import { formatSamples, prefixSamples } from '../../util/samples'; +import { prefixSamples } from '../../util/samples'; import { RELATED_ECS_FIELDS, RELATED_EXAMPLE_ANSWER } from './constants'; import { handleErrors } from './errors'; import { handleRelated } from './related'; @@ -30,10 +30,6 @@ const graphState: StateGraphArgs['channels'] = { value: (x: string[], y?: string[]) => y ?? x, default: () => [], }, - formattedSamples: { - value: (x: string, y?: string) => y ?? x, - default: () => '', - }, hasTriedOnce: { value: (x: boolean, y?: boolean) => y ?? x, default: () => false, @@ -97,31 +93,22 @@ const graphState: StateGraphArgs['channels'] = { }; function modelInput({ state }: RelatedBaseNodeParams): Partial { - const initialPipeline = JSON.parse(JSON.stringify(state.currentPipeline)); - return { - exAnswer: JSON.stringify(RELATED_EXAMPLE_ANSWER, null, 2), - ecs: JSON.stringify(RELATED_ECS_FIELDS, null, 2), - samples: state.rawSamples, - initialPipeline, - finalized: false, - reviewed: false, - lastExecutedChain: 'modelInput', - }; -} + let samples: string[]; + if (state.samplesFormat.name === 'json' || state.samplesFormat.name === 'ndjson') { + samples = prefixSamples(state); + } else { + samples = state.rawSamples; + } -function modelJSONInput({ state }: RelatedBaseNodeParams): Partial { - const samples = prefixSamples(state); - const formattedSamples = formatSamples(samples); const initialPipeline = JSON.parse(JSON.stringify(state.currentPipeline)); return { exAnswer: JSON.stringify(RELATED_EXAMPLE_ANSWER, null, 2), ecs: JSON.stringify(RELATED_ECS_FIELDS, null, 2), samples, - formattedSamples, initialPipeline, finalized: false, reviewed: false, - lastExecutedChain: 'modelJSONInput', + lastExecutedChain: 'modelInput', }; } @@ -143,13 +130,6 @@ function inputRouter({ state }: RelatedBaseNodeParams): string { return 'related'; } -function modelRouter({ state }: RelatedBaseNodeParams): string { - if (state.samplesFormat.name === 'json' || state.samplesFormat.name === 'ndjson') { - return 'modelJSONInput'; - } - return 'modelInput'; -} - function chainRouter({ state }: RelatedBaseNodeParams): string { if (Object.keys(state.currentProcessors).length === 0) { if (state.hasTriedOnce || state.reviewed) { @@ -172,7 +152,6 @@ function chainRouter({ state }: RelatedBaseNodeParams): string { export async function getRelatedGraph({ client, model }: RelatedGraphParams) { const workflow = new StateGraph({ channels: graphState }) .addNode('modelInput', (state: RelatedState) => modelInput({ state })) - .addNode('modelJSONInput', (state: RelatedState) => modelJSONInput({ state })) .addNode('modelOutput', (state: RelatedState) => modelOutput({ state })) .addNode('handleRelated', (state: RelatedState) => handleRelated({ state, model })) .addNode('handleValidatePipeline', (state: RelatedState) => @@ -180,10 +159,7 @@ export async function getRelatedGraph({ client, model }: RelatedGraphParams) { ) .addNode('handleErrors', (state: RelatedState) => handleErrors({ state, model })) .addNode('handleReview', (state: RelatedState) => handleReview({ state, model })) - .addConditionalEdges(START, (state: RelatedState) => modelRouter({ state }), { - modelJSONInput: 'modelJSONInput', - modelInput: 'modelInput', // For Non JSON input samples - }) + .addEdge(START, 'modelInput') .addEdge('modelOutput', END) .addEdge('handleRelated', 'handleValidatePipeline') .addEdge('handleErrors', 'handleValidatePipeline') @@ -192,10 +168,6 @@ export async function getRelatedGraph({ client, model }: RelatedGraphParams) { related: 'handleRelated', validatePipeline: 'handleValidatePipeline', }) - .addConditionalEdges('modelJSONInput', (state: RelatedState) => inputRouter({ state }), { - related: 'handleRelated', - validatePipeline: 'handleValidatePipeline', - }) .addConditionalEdges( 'handleValidatePipeline', (state: RelatedState) => chainRouter({ state }), diff --git a/x-pack/plugins/integration_assistant/server/types.ts b/x-pack/plugins/integration_assistant/server/types.ts index a8f0d86a925ba..a034a863213df 100644 --- a/x-pack/plugins/integration_assistant/server/types.ts +++ b/x-pack/plugins/integration_assistant/server/types.ts @@ -42,7 +42,6 @@ export interface SimplifiedProcessors { export interface CategorizationState { rawSamples: string[]; samples: string[]; - formattedSamples: string; ecsTypes: string; ecsCategories: string; exAnswer: string; @@ -154,7 +153,6 @@ export interface UnstructuredLogState { export interface RelatedState { rawSamples: string[]; samples: string[]; - formattedSamples: string; ecs: string; exAnswer: string; packageName: string; diff --git a/x-pack/plugins/integration_assistant/server/util/pipeline.ts b/x-pack/plugins/integration_assistant/server/util/pipeline.ts index 5df0ad0ea4917..6eacb8b19b468 100644 --- a/x-pack/plugins/integration_assistant/server/util/pipeline.ts +++ b/x-pack/plugins/integration_assistant/server/util/pipeline.ts @@ -56,13 +56,13 @@ export async function testPipeline( export async function createJSONInput( processors: ESProcessorItem[], - formattedSamples: string[], + samples: string[], client: IScopedClusterClient ): Promise<{ pipelineResults: Array<{ [key: string]: unknown }>; errors: object[] }> { const pipeline = { processors: [...processors, createRemoveProcessor()], on_failure: [createPassthroughFailureProcessor()], }; - const { pipelineResults, errors } = await testPipeline(formattedSamples, pipeline, client); + const { pipelineResults, errors } = await testPipeline(samples, pipeline, client); return { pipelineResults, errors }; } diff --git a/x-pack/plugins/integration_assistant/server/util/samples.ts b/x-pack/plugins/integration_assistant/server/util/samples.ts index 6993e87a774e9..9f14f20816415 100644 --- a/x-pack/plugins/integration_assistant/server/util/samples.ts +++ b/x-pack/plugins/integration_assistant/server/util/samples.ts @@ -48,17 +48,6 @@ export function prefixSamples( return modifiedSamples; } -export function formatSamples(samples: string[]): string { - const formattedSamples: unknown[] = []; - - for (const sample of samples) { - const sampleObj = JSON.parse(sample); - formattedSamples.push(sampleObj); - } - - return JSON.stringify(formattedSamples, null, 2); -} - function determineType(value: unknown): string { if (typeof value === 'object' && value !== null) { if (Array.isArray(value)) { From 8841f61b6383db679309cc545855351caec23867 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 18:51:15 +0200 Subject: [PATCH 08/18] Increase the sample rows on the frontend --- .../steps/data_stream_step/sample_logs_input.tsx | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx index 5e33406ee5ea3..297d59f94cf5f 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx @@ -15,7 +15,7 @@ import { useActions } from '../../state'; import type { SamplesFormat } from '../../../../../../common'; import { partialShuffleArray } from './utils'; -const MaxLogsSampleRows = 10; +const MaxLogsSampleRows = 100; /** * Parse the logs sample file content as newiline-delimited JSON (NDJSON). From 577ebb5048c33d220c69de63914ab78bacd77f3d Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Mon, 14 Oct 2024 21:23:48 +0200 Subject: [PATCH 09/18] Change the tests to use 100 rows --- .../steps/data_stream_step/sample_logs_input.test.tsx | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx index 6d8ad5eaf6d5c..4a293b5fcaff3 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx @@ -167,7 +167,7 @@ describe('SampleLogsInput', () => { }); describe('when the file has too many rows', () => { - const tooLargeLogsSample = Array(6).fill(logsSampleRaw).join(','); // 12 entries + const tooLargeLogsSample = Array(60).fill(logsSampleRaw).join(','); // 12 entries beforeEach(async () => { await changeFile(input, new File([`[${tooLargeLogsSample}]`], 'test.json', { type })); }); @@ -180,7 +180,7 @@ describe('SampleLogsInput', () => { }); it('should add a notification toast', () => { expect(mockServices.notifications.toasts.addInfo).toBeCalledWith( - `The logs sample has been truncated to 10 rows.` + `The logs sample has been truncated to 100 rows.` ); }); }); @@ -238,7 +238,7 @@ describe('SampleLogsInput', () => { }); describe('when the file has too many rows', () => { - const tooLargeLogsSample = Array(6).fill(simpleNDJSON).join('\n'); // 12 entries + const tooLargeLogsSample = Array(60).fill(simpleNDJSON).join('\n'); // 12 entries beforeEach(async () => { await changeFile(input, new File([tooLargeLogsSample], 'test.json', { type })); }); @@ -251,7 +251,7 @@ describe('SampleLogsInput', () => { }); it('should add a notification toast', () => { expect(mockServices.notifications.toasts.addInfo).toBeCalledWith( - `The logs sample has been truncated to 10 rows.` + `The logs sample has been truncated to 100 rows.` ); }); }); From b76cc0927f7ac58b1aa50f8dbe4590aefad6ffd3 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 01:20:00 +0200 Subject: [PATCH 10/18] Remove the truncation notification --- .../sample_logs_input.test.tsx | 40 +------------------ .../data_stream_step/sample_logs_input.tsx | 12 ++---- .../steps/data_stream_step/translations.ts | 5 --- .../translations/translations/fr-FR.json | 1 - .../translations/translations/ja-JP.json | 1 - .../translations/translations/zh-CN.json | 1 - 6 files changed, 4 insertions(+), 56 deletions(-) diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx index 4a293b5fcaff3..9c564e37b5f6b 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx @@ -7,11 +7,11 @@ import React from 'react'; import { act, fireEvent, render, waitFor, type RenderResult } from '@testing-library/react'; +import '@testing-library/jest-dom'; import { TestProvider } from '../../../../../mocks/test_provider'; import { parseNDJSON, parseJSONArray, SampleLogsInput } from './sample_logs_input'; import { ActionsProvider } from '../../state'; import { mockActions } from '../../mocks/state'; -import { mockServices } from '../../../../../services/mocks/services'; const wrapper: React.FC> = ({ children }) => ( @@ -165,25 +165,6 @@ describe('SampleLogsInput', () => { samplesFormat: { name: 'json', json_path: [] }, }); }); - - describe('when the file has too many rows', () => { - const tooLargeLogsSample = Array(60).fill(logsSampleRaw).join(','); // 12 entries - beforeEach(async () => { - await changeFile(input, new File([`[${tooLargeLogsSample}]`], 'test.json', { type })); - }); - - it('should truncate the logs sample', () => { - expect(mockActions.setIntegrationSettings).toBeCalledWith({ - logSamples: tooLargeLogsSample.split(',').slice(0, 2), - samplesFormat: { name: 'json', json_path: [] }, - }); - }); - it('should add a notification toast', () => { - expect(mockServices.notifications.toasts.addInfo).toBeCalledWith( - `The logs sample has been truncated to 100 rows.` - ); - }); - }); }); describe('when the file is a json array under a key', () => { @@ -236,25 +217,6 @@ describe('SampleLogsInput', () => { samplesFormat: { name: 'ndjson', multiline: false }, }); }); - - describe('when the file has too many rows', () => { - const tooLargeLogsSample = Array(60).fill(simpleNDJSON).join('\n'); // 12 entries - beforeEach(async () => { - await changeFile(input, new File([tooLargeLogsSample], 'test.json', { type })); - }); - - it('should truncate the logs sample', () => { - expect(mockActions.setIntegrationSettings).toBeCalledWith({ - logSamples: tooLargeLogsSample.split('\n').slice(0, 2), - samplesFormat: { name: 'ndjson', multiline: false }, - }); - }); - it('should add a notification toast', () => { - expect(mockServices.notifications.toasts.addInfo).toBeCalledWith( - `The logs sample has been truncated to 100 rows.` - ); - }); - }); }); describe('when the file is a an ndjson with a single record', () => { diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx index 297d59f94cf5f..b1f3cf520e41b 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx @@ -8,12 +8,11 @@ import React, { useCallback, useState } from 'react'; import { EuiCallOut, EuiFilePicker, EuiFormRow, EuiSpacer, EuiText } from '@elastic/eui'; import { isPlainObject } from 'lodash/fp'; -import { useKibana } from '@kbn/kibana-react-plugin/public'; import type { IntegrationSettings } from '../../types'; import * as i18n from './translations'; import { useActions } from '../../state'; import type { SamplesFormat } from '../../../../../../common'; -import { partialShuffleArray } from './utils'; +import { partialShuffleArray } from '../../../../../../common'; const MaxLogsSampleRows = 100; @@ -215,7 +214,6 @@ interface SampleLogsInputProps { } export const SampleLogsInput = React.memo(({ integrationSettings }) => { - const { notifications } = useKibana().services; const { setIntegrationSettings } = useActions(); const [isParsing, setIsParsing] = useState(false); const [sampleFileError, setSampleFileError] = useState(); @@ -266,11 +264,7 @@ export const SampleLogsInput = React.memo(({ integrationSe return; } - const { samplesFormat, logSamples, isTruncated } = prepareResult; - - if (isTruncated) { - notifications?.toasts.addInfo(i18n.LOGS_SAMPLE_TRUNCATED(MaxLogsSampleRows)); - } + const { samplesFormat, logSamples } = prepareResult; setIntegrationSettings({ ...integrationSettings, @@ -293,7 +287,7 @@ export const SampleLogsInput = React.memo(({ integrationSe reader.readAsText(logsSampleFile); }, - [integrationSettings, setIntegrationSettings, notifications?.toasts, setIsParsing] + [integrationSettings, setIntegrationSettings, setIsParsing] ); return ( - i18n.translate('xpack.integrationAssistant.step.dataStream.logsSample.truncatedWarning', { - values: { maxRows }, - defaultMessage: `The logs sample has been truncated to {maxRows} rows.`, - }); export const LOGS_SAMPLE_ERROR = { CAN_NOT_READ: i18n.translate( 'xpack.integrationAssistant.step.dataStream.logsSample.errorCanNotRead', diff --git a/x-pack/plugins/translations/translations/fr-FR.json b/x-pack/plugins/translations/translations/fr-FR.json index af71b7b1b9eda..32365288891ea 100644 --- a/x-pack/plugins/translations/translations/fr-FR.json +++ b/x-pack/plugins/translations/translations/fr-FR.json @@ -24769,7 +24769,6 @@ "xpack.integrationAssistant.step.dataStream.logsSample.errorNotArray": "Le fichier de logs exemple n'est pas un tableau", "xpack.integrationAssistant.step.dataStream.logsSample.errorNotObject": "Le fichier de logs exemple contient des entrées n’étant pas des objets", "xpack.integrationAssistant.step.dataStream.logsSample.label": "Logs", - "xpack.integrationAssistant.step.dataStream.logsSample.truncatedWarning": "L'échantillon de logs a été tronqué pour contenir {maxRows} lignes.", "xpack.integrationAssistant.step.dataStream.logsSample.warning": "Veuillez noter que ces données seront analysées par un outil d'IA tiers. Assurez-vous de respecter les directives de confidentialité et de sécurité lors de la sélection des données.", "xpack.integrationAssistant.step.dataStream.nameAlreadyExistsError": "Ce nom d'intégration est déjà utilisé. Veuillez choisir un autre nom.", "xpack.integrationAssistant.step.dataStream.noSpacesHelpText": "Les noms peuvent contenir uniquement des lettres minuscules, des chiffres et des traits de soulignement (_)", diff --git a/x-pack/plugins/translations/translations/ja-JP.json b/x-pack/plugins/translations/translations/ja-JP.json index cdd8afc68af2e..a48ba7d3efde2 100644 --- a/x-pack/plugins/translations/translations/ja-JP.json +++ b/x-pack/plugins/translations/translations/ja-JP.json @@ -24516,7 +24516,6 @@ "xpack.integrationAssistant.step.dataStream.logsSample.errorNotArray": "ログサンプルファイルは配列ではありません", "xpack.integrationAssistant.step.dataStream.logsSample.errorNotObject": "ログサンプルファイルには、オブジェクト以外のエントリが含まれています", "xpack.integrationAssistant.step.dataStream.logsSample.label": "ログ", - "xpack.integrationAssistant.step.dataStream.logsSample.truncatedWarning": "ログサンプルは{maxRows}行に切り詰められました。", "xpack.integrationAssistant.step.dataStream.logsSample.warning": "このデータは、サードパーティAIツールによって分析されます。データを選択するときには、プライバシーおよびセキュリティガイドラインに準拠していることを確認してください。", "xpack.integrationAssistant.step.dataStream.nameAlreadyExistsError": "この統合名はすでに使用中です。別の名前を選択してください。", "xpack.integrationAssistant.step.dataStream.noSpacesHelpText": "名前には、小文字、数字、アンダースコア（_）のみを使用できます。", diff --git a/x-pack/plugins/translations/translations/zh-CN.json b/x-pack/plugins/translations/translations/zh-CN.json index b94fb455c8ad5..2c00b12170597 100644 --- a/x-pack/plugins/translations/translations/zh-CN.json +++ b/x-pack/plugins/translations/translations/zh-CN.json @@ -24550,7 +24550,6 @@ "xpack.integrationAssistant.step.dataStream.logsSample.errorNotArray": "日志样例文件不是数组", "xpack.integrationAssistant.step.dataStream.logsSample.errorNotObject": "日志样例文件包含非对象条目", "xpack.integrationAssistant.step.dataStream.logsSample.label": "日志", - "xpack.integrationAssistant.step.dataStream.logsSample.truncatedWarning": "日志样例已被截短为 {maxRows} 行。", "xpack.integrationAssistant.step.dataStream.logsSample.warning": "请注意，此数据将由第三方 AI 工具进行分析。选择数据时，请确保遵循隐私和安全指引。", "xpack.integrationAssistant.step.dataStream.nameAlreadyExistsError": "此集成名称已在使用中。请选择其他名称。", "xpack.integrationAssistant.step.dataStream.noSpacesHelpText": "名称只能包含小写字母、数字和下划线 (_)", From 66c897debe4533fd4ef22da46988a6193d046a45 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 01:45:48 +0200 Subject: [PATCH 11/18] :q --- .../integration_assistant/common/index.ts | 2 ++ .../utils.test.tsx => common/utils.test.ts} | 0 .../utils.tsx => common/utils.ts} | 0 .../docs/imgs/categorization_graph.png | Bin 57867 -> 9237 bytes .../docs/imgs/ecs_graph.png | Bin 42178 -> 9237 bytes .../docs/imgs/ecs_subgraph.png | Bin 35990 -> 9237 bytes .../docs/imgs/kv_graph.png | Bin 31836 -> 9237 bytes .../docs/imgs/log_detection_graph.png | Bin 28782 -> 9237 bytes .../docs/imgs/related_graph.png | Bin 39786 -> 9237 bytes .../graphs/categorization/categorization.ts | 8 +++-- .../server/graphs/categorization/constants.ts | 4 +++ .../server/graphs/categorization/review.ts | 7 +++-- .../server/graphs/categorization/select.ts | 28 ++++++++++++++++++ .../server/graphs/categorization/validate.ts | 4 +-- 14 files changed, 47 insertions(+), 6 deletions(-) rename x-pack/plugins/integration_assistant/{public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.test.tsx => common/utils.test.ts} (100%) rename x-pack/plugins/integration_assistant/{public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.tsx => common/utils.ts} (100%) create mode 100644 x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts diff --git a/x-pack/plugins/integration_assistant/common/index.ts b/x-pack/plugins/integration_assistant/common/index.ts index b16254f9e11e2..0b13f7f692695 100644 --- a/x-pack/plugins/integration_assistant/common/index.ts +++ b/x-pack/plugins/integration_assistant/common/index.ts @@ -21,6 +21,8 @@ export { } from './api/analyze_logs/analyze_logs_route.gen'; export { CelInputRequestBody, CelInputResponse } from './api/cel/cel_input_route.gen'; +export { partialShuffleArray } from './utils'; + export type { DataStream, InputType, diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.test.tsx b/x-pack/plugins/integration_assistant/common/utils.test.ts similarity index 100% rename from x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.test.tsx rename to x-pack/plugins/integration_assistant/common/utils.test.ts diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.tsx b/x-pack/plugins/integration_assistant/common/utils.ts similarity index 100% rename from x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/utils.tsx rename to x-pack/plugins/integration_assistant/common/utils.ts diff --git a/x-pack/plugins/integration_assistant/docs/imgs/categorization_graph.png b/x-pack/plugins/integration_assistant/docs/imgs/categorization_graph.png index a15dbf54d905a5ce46be51f306c9981b74995c61..0f0093152059ac517252849339cbf6aeb10e70c4 100644 GIT binary patch literal 9237 zcmd^k2UJtrw&(_=3TOaP5KwvtB?OTo0-+@IDqX3eO7BuUh=2)T0*Q2_gpMdJbV2D= zLX&QxNEH!LK;VUQj_;iN?!Ev2H~#p4{4xIAWz9AFTD#4;_VL@}cfeV=I!qlPBLe_3 z(gqxVAbSf_RlTimsHYCoR{Mj|4Upi}6#($K>*r&rp>o;G+~P9zyFWBec((SwUMKCp z0g~O_@e}I+Fe3hMWd28FS_em8dy>Ew>EQDrIVT0nLc&=Pf8atVxZNMP!U-Pe=jBI| z(Lcd`j15&uxC03nLi`Q4`x|cW<#QsBBFQLtxci^@I)Rgj=^gKy7?D~U(!l}v0)~JF zpmH*PQlA8#xd0&h4FD(}|3$M)1pq=c09=^*i^lg90M0xBfZCzIXn)O#m#vTO@8(XC z&g4!`0I*#M01V~;!2AXP=q!Kdkxu_6w#y_I2PrO3(uM%s0Y~6600Zs<_J9NllLD>) 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zKaAZtXdNniHYhM#m!ZNaZQ1l>eVvWcFQ)O#e?> zbo<}&Dx61~fd-802cYdU&1+m5S%5!rH!2edT_qfVqDva$=waw30ZGbZCw|m4Fd93wt@P}A*GqE_d3j3FF3#3T?^)a2_J!ZYUGw1yVM#B`Xl!1X$ixpP?op3-DL|y z0kez0wppO*R;aN}*z=-_jTS~VDWEO)x+tOUam$oo9$t%>;SQW}#nqkc*utE8hl&pj|u{w+Ce0@s4Y}~CfJnitZL+z{_qTeZ0xZ=n) JZ-71+{s(o6o;Uyi diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts index 5dcc55d4f0975..1a9d46e4d7f8c 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts @@ -8,9 +8,10 @@ import { JsonOutputParser } from '@langchain/core/output_parsers'; import type { Pipeline } from '../../../common'; import type { CategorizationState, SimplifiedProcessor, SimplifiedProcessors } from '../../types'; import { combineProcessors } from '../../util/processors'; -import { CATEGORIZATION_EXAMPLE_PROCESSORS } from './constants'; +import { CATEGORIZATION_EXAMPLE_PROCESSORS, MAX_SAMPLES_TO_CATEGORIZE } from './constants'; import { CATEGORIZATION_MAIN_PROMPT } from './prompts'; import type { CategorizationNodeParams } from './types'; +import { selectResults } from './select'; export async function handleCategorization({ state, @@ -19,8 +20,11 @@ export async function handleCategorization({ const categorizationMainPrompt = CATEGORIZATION_MAIN_PROMPT; const outputParser = new JsonOutputParser(); const categorizationMainGraph = categorizationMainPrompt.pipe(model).pipe(outputParser); + + const pipelineResults = selectResults(state.pipelineResults, MAX_SAMPLES_TO_CATEGORIZE); + const currentProcessors = (await categorizationMainGraph.invoke({ - pipeline_results: JSON.stringify(state.pipelineResults, null, 2), + pipeline_results: JSON.stringify(pipelineResults, null, 2), example_processors: CATEGORIZATION_EXAMPLE_PROCESSORS, ex_answer: state?.exAnswer, ecs_categories: state?.ecsCategories, diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts index 11b510bb09a93..236becbc9aa52 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts @@ -4,6 +4,10 @@ * 2.0; you may not use this file except in compliance with the Elastic License * 2.0. */ + +export const MAX_SAMPLES_TO_CATEGORIZE = 50; +export const MAX_SAMPLES_TO_REVIEW = 50; + export const ECS_CATEGORIES = { api: 'Covers events from API calls, including those from OS and network protocols. Allowed event.type combinations: access, admin, allowed, change, creation, deletion, denied, end, info, start, user', authentication: diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts index 19b8180ce33e5..605f0135b2305 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts @@ -11,7 +11,8 @@ import type { Pipeline } from '../../../common'; import type { CategorizationNodeParams } from './types'; import type { SimplifiedProcessors, SimplifiedProcessor, CategorizationState } from '../../types'; import { combineProcessors } from '../../util/processors'; -import { ECS_EVENT_TYPES_PER_CATEGORY } from './constants'; +import { ECS_EVENT_TYPES_PER_CATEGORY, MAX_SAMPLES_TO_REVIEW } from './constants'; +import { selectResults } from './select'; export async function handleReview({ state, @@ -21,9 +22,11 @@ export async function handleReview({ const outputParser = new JsonOutputParser(); const categorizationReview = categorizationReviewPrompt.pipe(model).pipe(outputParser); + const pipelineResults = selectResults(state.pipelineResults, MAX_SAMPLES_TO_REVIEW); + const currentProcessors = (await categorizationReview.invoke({ current_processors: JSON.stringify(state.currentProcessors, null, 2), - pipeline_results: JSON.stringify(state.pipelineResults, null, 2), + pipeline_results: JSON.stringify(pipelineResults, null, 2), previous_invalid_categorization: state.previousInvalidCategorization, previous_error: state.previousError, ex_answer: state?.exAnswer, diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts new file mode 100644 index 0000000000000..15f09b57a99df --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts @@ -0,0 +1,28 @@ +/* + * 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 type { PipelineResult } from './validate'; +import { partialShuffleArray } from '../../../common'; + +/** + * Selects a subset of results for further processing from the given list. + * + * Note that pipelineResults is modified in place (its elements are partially shuffled). + * The shuffle is deterministic and reproducible, based on the default seed. + * + * @param pipelineResults - An array of PipelineResult objects to select from. + * @param maxSamples - The maximum number of samples to select. + * @returns An array of PipelineResult objects, containing up to `maxSamples` elements. + */ +export function selectResults( + pipelineResults: PipelineResult[], + maxSamples: number +): PipelineResult[] { + const numSamples = Math.min(pipelineResults.length, maxSamples); + partialShuffleArray(pipelineResults, numSamples); + return pipelineResults.slice(0, numSamples); +} diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/validate.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/validate.ts index 6360f327521c5..3f84d188ebabf 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/validate.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/validate.ts @@ -10,12 +10,12 @@ import { ECS_EVENT_TYPES_PER_CATEGORY, EVENT_CATEGORIES, EVENT_TYPES } from './c import type { EventCategories } from './constants'; -interface Event { +export interface Event { type?: string[]; category?: string[]; } -interface PipelineResult { +export interface PipelineResult { event?: Event; } From 22f2bef30353f60b40799487b7ebf7078614bc77 Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 07:27:34 +0200 Subject: [PATCH 12/18] Keep track of stable samples --- .../__jest__/fixtures/categorization.ts | 8 +- .../integration_assistant/common/constants.ts | 6 + .../data_stream_step/sample_logs_input.tsx | 7 +- .../graphs/categorization/categorization.ts | 13 +- .../server/graphs/categorization/constants.ts | 3 - .../server/graphs/categorization/errors.ts | 1 - .../server/graphs/categorization/graph.ts | 48 ++-- .../server/graphs/categorization/invalid.ts | 1 - .../server/graphs/categorization/review.ts | 14 +- .../server/graphs/categorization/select.ts | 28 -- .../server/graphs/categorization/stable.ts | 45 +++ .../server/graphs/categorization/util.test.ts | 270 ++++++++++++++++++ .../server/graphs/categorization/util.ts | 82 ++++++ .../integration_assistant/server/types.ts | 6 +- .../server/util/graph.ts | 2 + 15 files changed, 468 insertions(+), 66 deletions(-) delete mode 100644 x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts create mode 100644 x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts create mode 100644 x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts create mode 100644 x-pack/plugins/integration_assistant/server/graphs/categorization/util.ts diff --git a/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts b/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts index ddc839390e1fa..6867417bac0e2 100644 --- a/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts +++ b/x-pack/plugins/integration_assistant/__jest__/fixtures/categorization.ts @@ -172,9 +172,8 @@ export const categorizationTestState = { previousError: 'testprevious', previousInvalidCategorization: 'testinvalid', pipelineResults: [{ test: 'testresult' }], - finalized: false, - hasTriedOnce: false, - reviewed: false, + previousPipelineResults: [{ test: 'testresult' }], + lastReviewedSamples: [], currentPipeline: { test: 'testpipeline' }, currentProcessors: [ { @@ -192,6 +191,9 @@ export const categorizationTestState = { initialPipeline: categorizationInitialPipeline, results: { test: 'testresults' }, samplesFormat: { name: SamplesFormatName.Values.json }, + stableSamples: [], + reviewCount: 0, + finalized: false, }; export const categorizationMockProcessors = [ diff --git a/x-pack/plugins/integration_assistant/common/constants.ts b/x-pack/plugins/integration_assistant/common/constants.ts index d652f661f10bb..eea607831c642 100644 --- a/x-pack/plugins/integration_assistant/common/constants.ts +++ b/x-pack/plugins/integration_assistant/common/constants.ts @@ -36,3 +36,9 @@ export enum GenerationErrorCode { UNSUPPORTED_LOG_SAMPLES_FORMAT = 'unsupported-log-samples-format', UNPARSEABLE_CSV_DATA = 'unparseable-csv-data', } + +// Size limits +export const MAX_SAMPLE_ROWS = 100; +export const MAX_SAMPLES_TO_CATEGORIZE = 40; +export const MAX_SAMPLES_TO_REVIEW_CATEGORIZATION = 50; +export const MAX_CATEGORIZATION_REVIEW_CYCLES = 3; diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx index b1f3cf520e41b..c611a652734a6 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx @@ -13,8 +13,7 @@ import * as i18n from './translations'; import { useActions } from '../../state'; import type { SamplesFormat } from '../../../../../../common'; import { partialShuffleArray } from '../../../../../../common'; - -const MaxLogsSampleRows = 100; +import { MAX_SAMPLE_ROWS } from '../../../../../../common/constants'; /** * Parse the logs sample file content as newiline-delimited JSON (NDJSON). @@ -82,8 +81,8 @@ export const parseJSONArray = ( * @returns Whether the array was truncated. */ function trimShuffleLogsSample(array: T[]): boolean { - const willTruncate = array.length > MaxLogsSampleRows; - const numElements = willTruncate ? MaxLogsSampleRows : array.length; + const willTruncate = array.length > MAX_SAMPLE_ROWS; + const numElements = willTruncate ? MAX_SAMPLE_ROWS : array.length; partialShuffleArray(array, 1, numElements); diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts index 1a9d46e4d7f8c..b7484bcc4bdf0 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts @@ -8,10 +8,11 @@ import { JsonOutputParser } from '@langchain/core/output_parsers'; import type { Pipeline } from '../../../common'; import type { CategorizationState, SimplifiedProcessor, SimplifiedProcessors } from '../../types'; import { combineProcessors } from '../../util/processors'; -import { CATEGORIZATION_EXAMPLE_PROCESSORS, MAX_SAMPLES_TO_CATEGORIZE } from './constants'; +import { CATEGORIZATION_EXAMPLE_PROCESSORS } from './constants'; import { CATEGORIZATION_MAIN_PROMPT } from './prompts'; import type { CategorizationNodeParams } from './types'; -import { selectResults } from './select'; +import { selectResults } from './util'; +import { MAX_SAMPLES_TO_CATEGORIZE } from '../../../common/constants'; export async function handleCategorization({ state, @@ -21,7 +22,11 @@ export async function handleCategorization({ const outputParser = new JsonOutputParser(); const categorizationMainGraph = categorizationMainPrompt.pipe(model).pipe(outputParser); - const pipelineResults = selectResults(state.pipelineResults, MAX_SAMPLES_TO_CATEGORIZE); + const [pipelineResults, _] = selectResults( + state.pipelineResults, + MAX_SAMPLES_TO_CATEGORIZE, + new Set(state.stableSamples) + ); const currentProcessors = (await categorizationMainGraph.invoke({ pipeline_results: JSON.stringify(pipelineResults, null, 2), @@ -40,7 +45,7 @@ export async function handleCategorization({ return { currentPipeline, currentProcessors, - hasTriedOnce: true, + lastReviewedSamples: [], lastExecutedChain: 'categorization', }; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts index 236becbc9aa52..c425dcee24eab 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/constants.ts @@ -5,9 +5,6 @@ * 2.0. */ -export const MAX_SAMPLES_TO_CATEGORIZE = 50; -export const MAX_SAMPLES_TO_REVIEW = 50; - export const ECS_CATEGORIES = { api: 'Covers events from API calls, including those from OS and network protocols. Allowed event.type combinations: access, admin, allowed, change, creation, deletion, denied, end, info, start, user', authentication: diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/errors.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/errors.ts index 789673af0ff28..ee6a26d436f96 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/errors.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/errors.ts @@ -39,7 +39,6 @@ export async function handleErrors({ return { currentPipeline, currentProcessors, - reviewed: false, lastExecutedChain: 'error', }; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts index b75e378932ce7..64d9b4e39941d 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts @@ -18,6 +18,8 @@ import { handleInvalidCategorization } from './invalid'; import { handleReview } from './review'; import type { CategorizationBaseNodeParams, CategorizationGraphParams } from './types'; import { handleCategorizationValidation } from './validate'; +import { handleUpdateStableSamples } from './stable'; +import { MAX_CATEGORIZATION_REVIEW_CYCLES } from '../../../common/constants'; const graphState: StateGraphArgs['channels'] = { lastExecutedChain: { @@ -56,13 +58,13 @@ const graphState: StateGraphArgs['channels'] = { value: (x: boolean, y?: boolean) => y ?? x, default: () => false, }, - reviewed: { - value: (x: boolean, y?: boolean) => y ?? x, - default: () => false, + stableSamples: { + value: (x: number[], y: number[]) => y ?? x, + default: () => [], }, - hasTriedOnce: { - value: (x: boolean, y?: boolean) => y ?? x, - default: () => false, + reviewCount: { + value: (x: number, y: number) => y ?? x, + default: () => 0, }, errors: { value: (x: object, y?: object) => y ?? x, @@ -76,6 +78,14 @@ const graphState: StateGraphArgs['channels'] = { value: (x: object[], y?: object[]) => y ?? x, default: () => [{}], }, + previousPipelineResults: { + value: (x: object[], y?: object[]) => y ?? x, + default: () => [{}], + }, + lastReviewedSamples: { + value: (x: number[], y: number[]) => y ?? x, + default: () => [], + }, currentPipeline: { value: (x: object, y?: object) => y ?? x, default: () => ({}), @@ -121,8 +131,7 @@ function modelInput({ state }: CategorizationBaseNodeParams): Partial 0) { return 'errors'; } + if (Object.keys(state.invalidCategorization).length > 0) { return 'invalidCategorization'; } - if (!state.reviewed) { + + if ( + state.stableSamples.length < state.pipelineResults.length && + state.reviewCount < MAX_CATEGORIZATION_REVIEW_CYCLES + ) { return 'review'; } - if (!state.finalized) { - return 'modelOutput'; - } - return END; + return 'modelOutput'; } export async function getCategorizationGraph({ client, model }: CategorizationGraphParams) { @@ -182,6 +194,9 @@ export async function getCategorizationGraph({ client, model }: CategorizationGr .addNode('handleValidatePipeline', (state: CategorizationState) => handleValidatePipeline({ state, client }) ) + .addNode('handleUpdateStableSamples', (state: CategorizationState) => + handleUpdateStableSamples({ state }) + ) .addNode('handleCategorizationValidation', (state: CategorizationState) => handleCategorizationValidation({ state }) ) @@ -197,8 +212,9 @@ export async function getCategorizationGraph({ client, model }: CategorizationGr .addEdge('handleInvalidCategorization', 'handleValidatePipeline') .addEdge('handleErrors', 'handleValidatePipeline') .addEdge('handleReview', 'handleValidatePipeline') + .addEdge('handleValidatePipeline', 'handleUpdateStableSamples') .addConditionalEdges( - 'handleValidatePipeline', + 'handleUpdateStableSamples', (state: CategorizationState) => validationRouter({ state }), { modelOutput: 'modelOutput', diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/invalid.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/invalid.ts index 62f7f3101ba9a..18c3f87a55814 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/invalid.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/invalid.ts @@ -39,7 +39,6 @@ export async function handleInvalidCategorization({ return { currentPipeline, currentProcessors, - reviewed: false, lastExecutedChain: 'invalidCategorization', }; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts index 605f0135b2305..643e1e8d412fd 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts @@ -11,8 +11,9 @@ import type { Pipeline } from '../../../common'; import type { CategorizationNodeParams } from './types'; import type { SimplifiedProcessors, SimplifiedProcessor, CategorizationState } from '../../types'; import { combineProcessors } from '../../util/processors'; -import { ECS_EVENT_TYPES_PER_CATEGORY, MAX_SAMPLES_TO_REVIEW } from './constants'; -import { selectResults } from './select'; +import { ECS_EVENT_TYPES_PER_CATEGORY } from './constants'; +import { selectResults } from './util'; +import { MAX_SAMPLES_TO_REVIEW_CATEGORIZATION } from '../../../common/constants'; export async function handleReview({ state, @@ -22,7 +23,11 @@ export async function handleReview({ const outputParser = new JsonOutputParser(); const categorizationReview = categorizationReviewPrompt.pipe(model).pipe(outputParser); - const pipelineResults = selectResults(state.pipelineResults, MAX_SAMPLES_TO_REVIEW); + const [pipelineResults, selectedIndices] = selectResults( + state.pipelineResults, + MAX_SAMPLES_TO_REVIEW_CATEGORIZATION, + new Set(state.stableSamples) + ); const currentProcessors = (await categorizationReview.invoke({ current_processors: JSON.stringify(state.currentProcessors, null, 2), @@ -44,7 +49,8 @@ export async function handleReview({ return { currentPipeline, currentProcessors, - reviewed: true, + reviewCount: state.reviewCount + 1, + lastReviewedSamples: selectedIndices, lastExecutedChain: 'review', }; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts deleted file mode 100644 index 15f09b57a99df..0000000000000 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/select.ts +++ /dev/null @@ -1,28 +0,0 @@ -/* - * 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 type { PipelineResult } from './validate'; -import { partialShuffleArray } from '../../../common'; - -/** - * Selects a subset of results for further processing from the given list. - * - * Note that pipelineResults is modified in place (its elements are partially shuffled). - * The shuffle is deterministic and reproducible, based on the default seed. - * - * @param pipelineResults - An array of PipelineResult objects to select from. - * @param maxSamples - The maximum number of samples to select. - * @returns An array of PipelineResult objects, containing up to `maxSamples` elements. - */ -export function selectResults( - pipelineResults: PipelineResult[], - maxSamples: number -): PipelineResult[] { - const numSamples = Math.min(pipelineResults.length, maxSamples); - partialShuffleArray(pipelineResults, numSamples); - return pipelineResults.slice(0, numSamples); -} diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts new file mode 100644 index 0000000000000..cf6c700a10b16 --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts @@ -0,0 +1,45 @@ +/* + * 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 type { CategorizationState } from '../../types'; +import type { CategorizationBaseNodeParams } from './types'; +import { diffCategorization } from './util'; + +/** + * Updates the stable samples in the categorization state. + * + * Example: If the pipeline results are [A, B, C, D], the previous pipeline results are [A, X, C, D], + * the previously stable samples are {0, 1} and the last reviewed samples are {1, 2}, then 1 will be removed from + * the list of stable samples and 2 will be added to the list of stable samples. The new set will be {0, 2}. + * + * @param {CategorizationBaseNodeParams} params - The parameters containing the current state. + * @returns {Partial} - The updated categorization state with new stable samples, + * cleared last reviewed samples, and the last executed chain set to 'handleUpdateStableSamples'. + */ +export function handleUpdateStableSamples({ + state, +}: CategorizationBaseNodeParams): Partial { + if (state.previousPipelineResults.length === 0) { + return {}; + } + + const diff = diffCategorization(state.pipelineResults, state.previousPipelineResults); + + const newStableSamples = Array.from( + new Set( + [...state.stableSamples, ...state.lastReviewedSamples].filter((x) => !diff.has(x)) + ) + ); + + newStableSamples.sort(); + + return { + stableSamples: newStableSamples, + lastReviewedSamples: [], + lastExecutedChain: 'handleUpdateStableSamples', + }; +} diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts new file mode 100644 index 0000000000000..07268d5a3c833 --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts @@ -0,0 +1,270 @@ +/* + * 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 { selectResults, diffCategorization, stringArraysEqual } from './util'; +import { partialShuffleArray } from '../../../common'; +import type { PipelineResult } from './validate'; + +// Mock the partialShuffleArray function +jest.mock('../../../common', () => ({ + partialShuffleArray: jest.fn(), +})); + +describe('selectResults', () => { + const mockPartialShuffleArray = partialShuffleArray as jest.MockedFunction< + typeof partialShuffleArray + >; + + beforeEach(() => { + mockPartialShuffleArray.mockClear(); + }); + + it('should return the correct number of samples and their indices', () => { + const pipelineResults = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ] satisfies PipelineResult[]; + const maxSamples = 2; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + expect(selectedResults).toHaveLength(maxSamples); + expect(indices).toHaveLength(maxSamples); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[1]]); + }); + + it('should return all results if maxSamples is greater than the number of pipelineResults', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + ]; + const maxSamples = 5; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + + expect(selectedResults).toHaveLength(pipelineResults.length); + expect(indices).toHaveLength(pipelineResults.length); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual(pipelineResults); + }); + + it('should call partialShuffleArray with correct arguments', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ]; + + selectResults(pipelineResults, 2, new Set()); + + expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 2); + }); + + it('should handle avoiding indices', () => { + const pipelineResults = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ] satisfies PipelineResult[]; + const maxSamples = 2; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + expect(selectedResults).toHaveLength(maxSamples); + expect(indices).toHaveLength(maxSamples); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[1]]); + }); + + // Mock the partialShuffleArray function + jest.mock('../../../common', () => ({ + partialShuffleArray: jest.fn(), + })); + + describe('selectResults', () => { + beforeEach(() => { + mockPartialShuffleArray.mockClear(); + }); + + it('should return the correct number of samples and their indices', () => { + const pipelineResults = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ] satisfies PipelineResult[]; + const maxSamples = 2; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + expect(selectedResults).toHaveLength(maxSamples); + expect(indices).toHaveLength(maxSamples); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[1]]); + }); + + it('should return all results if maxSamples is greater than the number of pipelineResults', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + ]; + const maxSamples = 5; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + + expect(selectedResults).toHaveLength(pipelineResults.length); + expect(indices).toHaveLength(pipelineResults.length); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual(pipelineResults); + }); + + it('should call partialShuffleArray with correct arguments', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ]; + + selectResults(pipelineResults, 2, new Set()); + + expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 2); + }); + + it('should handle avoiding indices', () => { + const pipelineResults = [ + { event: { category: ['1'] } }, + { event: { category: ['2'] } }, + { event: { category: ['3'] } }, + ] satisfies PipelineResult[]; + const maxSamples = 2; + + mockPartialShuffleArray.mockImplementation((array, numSamples) => { + // Mock implementation that does not actually shuffle + return array; + }); + + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + expect(selectedResults).toHaveLength(maxSamples); + expect(indices).toHaveLength(maxSamples); + expect(indices).toEqual([0, 1]); + expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[1]]); + }); + }); + + describe('diffPipelineResults', () => { + it('should return an empty set if there are no differences', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type2'] } }, + ]; + const previousPipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type2'] } }, + ]; + + const result = diffCategorization(pipelineResults, previousPipelineResults); + expect(result).toEqual(new Set()); + }); + + it('should return a set of indices where the categories differ', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type2'] } }, + ]; + const previousPipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['3'], type: ['type2'] } }, + ]; + + const result = diffCategorization(pipelineResults, previousPipelineResults); + expect(result).toEqual(new Set([1])); + }); + + it('should return a set of indices where the types differ', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type2'] } }, + ]; + const previousPipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type3'] } }, + ]; + + const result = diffCategorization(pipelineResults, previousPipelineResults); + expect(result).toEqual(new Set([1])); + }); + + it('should return a set of indices where both categories and types differ', () => { + const pipelineResults: PipelineResult[] = [ + { event: { category: ['1'], type: ['type1'] } }, + { event: { category: ['2'], type: ['type2'] } }, + ]; + const previousPipelineResults: PipelineResult[] = [ + { event: { category: ['3'], type: ['type3'] } }, + { event: { category: ['4'], type: ['type4'] } }, + ]; + + const result = diffCategorization(pipelineResults, previousPipelineResults); + expect(result).toEqual(new Set([0, 1])); + }); + + describe('stringArraysEqual', () => { + it('should return true for equal arrays', () => { + const arr1 = ['a', 'b', 'c']; + const arr2 = ['a', 'b', 'c']; + expect(stringArraysEqual(arr1, arr2)).toBe(true); + }); + + it('should return false for arrays of different lengths', () => { + const arr1 = ['a', 'b', 'c']; + const arr2 = ['a', 'b']; + expect(stringArraysEqual(arr1, arr2)).toBe(false); + }); + + it('should return false for arrays with different elements', () => { + const arr1 = ['a', 'b', 'c']; + const arr2 = ['a', 'b', 'd']; + expect(stringArraysEqual(arr1, arr2)).toBe(false); + }); + + it('should return false for arrays with same elements in different order', () => { + const arr1 = ['a', 'b', 'c']; + const arr2 = ['c', 'b', 'a']; + expect(stringArraysEqual(arr1, arr2)).toBe(false); + }); + + it('should return true for empty arrays', () => { + const arr1: string[] = []; + const arr2: string[] = []; + expect(stringArraysEqual(arr1, arr2)).toBe(true); + }); + }); + }); +}); diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/util.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.ts new file mode 100644 index 0000000000000..85dea9dd5a0c8 --- /dev/null +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.ts @@ -0,0 +1,82 @@ +/* + * 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 type { PipelineResult } from './validate'; +import { partialShuffleArray } from '../../../common'; + +/** + * Selects a subset of results for further processing from the given list. + * + * The shuffle is deterministic and reproducible, based on the default seed. + * + * @param pipelineResults - An array of PipelineResult objects to select from. + * @param maxSamples - The maximum number of samples to select. + * @returns An array of PipelineResult objects, containing up to `maxSamples` elements and their indices. + */ +export function selectResults( + pipelineResults: PipelineResult[], + maxSamples: number, + avoidIndices: Set +): [PipelineResult[], number[]] { + const numSamples = Math.min(pipelineResults.length, maxSamples); + const indices = Array.from({ length: pipelineResults.length }, (_, i) => i).filter( + (i) => !avoidIndices.has(i) + ); + if (indices.length < numSamples) { + const avoidIndicesList = Array.from(avoidIndices).sort(); + partialShuffleArray(avoidIndicesList, 0, numSamples - indices.length); + avoidIndicesList.length = numSamples - indices.length; + indices.push(...avoidIndicesList); + } + partialShuffleArray(indices, 0, numSamples); + indices.length = numSamples; + return [indices.map((i) => pipelineResults[i]), indices]; +} + +/** + * Converts a PipelineResult object into its categorization. + * + * @param {PipelineResult} result - The result object from the pipeline containing event details. + * @returns {string[]} An array of strings combining event categories and types. Returns an empty array if event, event.category, or event.type is missing. + */ +function toCategorization(result: PipelineResult): string[] { + const event = result?.event; + if (!event || !event.category || !event.type) { + return []; + } + return [...event.category.sort(), ...event.type.sort()]; +} + +/** + * Compares two arrays of strings for equality. + * + * @param arr1 - The first array of strings to compare. + * @param arr2 - The second array of strings to compare. + * @returns the equality predicate + */ +export function stringArraysEqual(arr1: string[], arr2: string[]): boolean { + return arr1.length === arr2.length && arr1.every((value, index) => value === arr2[index]); +} + +/** + * Compares two arrays of pipeline results and returns a set of indices where the categorization differs. + * + * @param pipelineResults - The current array of pipeline results. + * @param previousPipelineResults - The previous array of pipeline results to compare against. + * @returns A set of indices where the pipeline results differ in event category or type. + */ +export function diffCategorization( + pipelineResults: PipelineResult[], + previousPipelineResults: PipelineResult[] +): Set { + const diff = Array.from({ length: pipelineResults.length }, (_, i) => i).filter((i) => { + const category1 = toCategorization(pipelineResults[i]); + const category2 = toCategorization(previousPipelineResults[i]); + return !stringArraysEqual(category1, category2); + }); + return new Set(diff); +} diff --git a/x-pack/plugins/integration_assistant/server/types.ts b/x-pack/plugins/integration_assistant/server/types.ts index a034a863213df..df054c40a9ef3 100644 --- a/x-pack/plugins/integration_assistant/server/types.ts +++ b/x-pack/plugins/integration_assistant/server/types.ts @@ -51,9 +51,11 @@ export interface CategorizationState { errors: object; previousError: string; pipelineResults: object[]; + previousPipelineResults: object[]; + lastReviewedSamples: number[]; // Filled when reviewing. + stableSamples: number[]; // Samples that did not change due to a review. + reviewCount: number; finalized: boolean; - reviewed: boolean; - hasTriedOnce: boolean; currentPipeline: object; currentProcessors: object[]; invalidCategorization: object[]; diff --git a/x-pack/plugins/integration_assistant/server/util/graph.ts b/x-pack/plugins/integration_assistant/server/util/graph.ts index 53a7787263ce1..4ae231c8d372d 100644 --- a/x-pack/plugins/integration_assistant/server/util/graph.ts +++ b/x-pack/plugins/integration_assistant/server/util/graph.ts @@ -19,9 +19,11 @@ export async function handleValidatePipeline({ }: HandleValidateNodeParams): Promise | Partial> { const previousError = JSON.stringify(state.errors, null, 2); const results = await testPipeline(state.rawSamples, state.currentPipeline, client); + return { errors: results.errors, previousError, + previousPipelineResults: state.pipelineResults, pipelineResults: results.pipelineResults, lastExecutedChain: 'validate_pipeline', }; From 1c44a0770200bc4a258fc59eb75a867e223003fc Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 08:07:21 +0200 Subject: [PATCH 13/18] Update the constants --- x-pack/plugins/integration_assistant/common/constants.ts | 7 ++++--- .../server/graphs/categorization/categorization.ts | 4 ++-- .../server/graphs/categorization/graph.ts | 4 ++-- .../server/graphs/categorization/review.ts | 4 ++-- .../server/routes/categorization_routes.ts | 3 ++- 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/x-pack/plugins/integration_assistant/common/constants.ts b/x-pack/plugins/integration_assistant/common/constants.ts index eea607831c642..95d85cf86f23e 100644 --- a/x-pack/plugins/integration_assistant/common/constants.ts +++ b/x-pack/plugins/integration_assistant/common/constants.ts @@ -39,6 +39,7 @@ export enum GenerationErrorCode { // Size limits export const MAX_SAMPLE_ROWS = 100; -export const MAX_SAMPLES_TO_CATEGORIZE = 40; -export const MAX_SAMPLES_TO_REVIEW_CATEGORIZATION = 50; -export const MAX_CATEGORIZATION_REVIEW_CYCLES = 3; +export const CATEGORIZATION_INITIAL_BATCH_SIZE = 40; +export const CATEROGIZATION_REVIEW_BATCH_SIZE = 40; +export const CATEGORIZATION_REVIEW_MAX_CYCLES = 6; +export const CATEGORIZATION_RECURSION_LIMIT = 50; diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts index b7484bcc4bdf0..515a7a6b6933a 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/categorization.ts @@ -12,7 +12,7 @@ import { CATEGORIZATION_EXAMPLE_PROCESSORS } from './constants'; import { CATEGORIZATION_MAIN_PROMPT } from './prompts'; import type { CategorizationNodeParams } from './types'; import { selectResults } from './util'; -import { MAX_SAMPLES_TO_CATEGORIZE } from '../../../common/constants'; +import { CATEGORIZATION_INITIAL_BATCH_SIZE } from '../../../common/constants'; export async function handleCategorization({ state, @@ -24,7 +24,7 @@ export async function handleCategorization({ const [pipelineResults, _] = selectResults( state.pipelineResults, - MAX_SAMPLES_TO_CATEGORIZE, + CATEGORIZATION_INITIAL_BATCH_SIZE, new Set(state.stableSamples) ); diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts index 64d9b4e39941d..2f07bcd106862 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.ts @@ -19,7 +19,7 @@ import { handleReview } from './review'; import type { CategorizationBaseNodeParams, CategorizationGraphParams } from './types'; import { handleCategorizationValidation } from './validate'; import { handleUpdateStableSamples } from './stable'; -import { MAX_CATEGORIZATION_REVIEW_CYCLES } from '../../../common/constants'; +import { CATEGORIZATION_REVIEW_MAX_CYCLES } from '../../../common/constants'; const graphState: StateGraphArgs['channels'] = { lastExecutedChain: { @@ -174,7 +174,7 @@ function chainRouter({ state }: CategorizationBaseNodeParams): string { if ( state.stableSamples.length < state.pipelineResults.length && - state.reviewCount < MAX_CATEGORIZATION_REVIEW_CYCLES + state.reviewCount < CATEGORIZATION_REVIEW_MAX_CYCLES ) { return 'review'; } diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts index 643e1e8d412fd..9a842b2b83107 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/review.ts @@ -13,7 +13,7 @@ import type { SimplifiedProcessors, SimplifiedProcessor, CategorizationState } f import { combineProcessors } from '../../util/processors'; import { ECS_EVENT_TYPES_PER_CATEGORY } from './constants'; import { selectResults } from './util'; -import { MAX_SAMPLES_TO_REVIEW_CATEGORIZATION } from '../../../common/constants'; +import { CATEROGIZATION_REVIEW_BATCH_SIZE } from '../../../common/constants'; export async function handleReview({ state, @@ -25,7 +25,7 @@ export async function handleReview({ const [pipelineResults, selectedIndices] = selectResults( state.pipelineResults, - MAX_SAMPLES_TO_REVIEW_CATEGORIZATION, + CATEROGIZATION_REVIEW_BATCH_SIZE, new Set(state.stableSamples) ); diff --git a/x-pack/plugins/integration_assistant/server/routes/categorization_routes.ts b/x-pack/plugins/integration_assistant/server/routes/categorization_routes.ts index c437f6fc35546..77ce549f589f4 100644 --- a/x-pack/plugins/integration_assistant/server/routes/categorization_routes.ts +++ b/x-pack/plugins/integration_assistant/server/routes/categorization_routes.ts @@ -22,7 +22,7 @@ import { buildRouteValidationWithZod } from '../util/route_validation'; import { withAvailability } from './with_availability'; import { isErrorThatHandlesItsOwnResponse } from '../lib/errors'; import { handleCustomErrors } from './routes_util'; -import { GenerationErrorCode } from '../../common/constants'; +import { CATEGORIZATION_RECURSION_LIMIT, GenerationErrorCode } from '../../common/constants'; export function registerCategorizationRoutes( router: IRouter @@ -91,6 +91,7 @@ export function registerCategorizationRoutes( samplesFormat, }; const options = { + recursionLimit: CATEGORIZATION_RECURSION_LIMIT, callbacks: [ new APMTracer({ projectName: langSmithOptions?.projectName ?? 'default' }, logger), ...getLangSmithTracer({ ...langSmithOptions, logger }), From 398e4dd6ba9a1ce46484f16e2f052021d1ed982b Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 08:48:40 +0200 Subject: [PATCH 14/18] Move around some constants --- x-pack/plugins/integration_assistant/common/constants.ts | 7 ++++--- .../steps/data_stream_step/sample_logs_input.tsx | 6 +++--- .../server/graphs/log_type_detection/detection.ts | 7 +++---- 3 files changed, 10 insertions(+), 10 deletions(-) diff --git a/x-pack/plugins/integration_assistant/common/constants.ts b/x-pack/plugins/integration_assistant/common/constants.ts index 95d85cf86f23e..4d791341e34f9 100644 --- a/x-pack/plugins/integration_assistant/common/constants.ts +++ b/x-pack/plugins/integration_assistant/common/constants.ts @@ -38,8 +38,9 @@ export enum GenerationErrorCode { } // Size limits -export const MAX_SAMPLE_ROWS = 100; -export const CATEGORIZATION_INITIAL_BATCH_SIZE = 40; +export const FRONTEND_SAMPLE_ROWS = 100; +export const LOG_FORMAT_DETECTION_SAMPLE_ROWS = 5; +export const CATEGORIZATION_INITIAL_BATCH_SIZE = 60; export const CATEROGIZATION_REVIEW_BATCH_SIZE = 40; -export const CATEGORIZATION_REVIEW_MAX_CYCLES = 6; +export const CATEGORIZATION_REVIEW_MAX_CYCLES = 5; export const CATEGORIZATION_RECURSION_LIMIT = 50; diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx index c611a652734a6..800be4cb89e5a 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.tsx @@ -13,7 +13,7 @@ import * as i18n from './translations'; import { useActions } from '../../state'; import type { SamplesFormat } from '../../../../../../common'; import { partialShuffleArray } from '../../../../../../common'; -import { MAX_SAMPLE_ROWS } from '../../../../../../common/constants'; +import { FRONTEND_SAMPLE_ROWS } from '../../../../../../common/constants'; /** * Parse the logs sample file content as newiline-delimited JSON (NDJSON). @@ -81,8 +81,8 @@ export const parseJSONArray = ( * @returns Whether the array was truncated. */ function trimShuffleLogsSample(array: T[]): boolean { - const willTruncate = array.length > MAX_SAMPLE_ROWS; - const numElements = willTruncate ? MAX_SAMPLE_ROWS : array.length; + const willTruncate = array.length > FRONTEND_SAMPLE_ROWS; + const numElements = willTruncate ? FRONTEND_SAMPLE_ROWS : array.length; partialShuffleArray(array, 1, numElements); diff --git a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts index c0172f2d139d0..6d6b9714389c4 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/log_type_detection/detection.ts @@ -9,8 +9,7 @@ import type { LogFormatDetectionState } from '../../types'; import { LOG_FORMAT_DETECTION_PROMPT } from './prompts'; import type { LogDetectionNodeParams } from './types'; import { SamplesFormat } from '../../../common'; - -const MaxLogSamplesInPrompt = 5; +import { LOG_FORMAT_DETECTION_SAMPLE_ROWS } from '../../../common/constants'; export async function handleLogFormatDetection({ state, @@ -20,8 +19,8 @@ export async function handleLogFormatDetection({ const logFormatDetectionNode = LOG_FORMAT_DETECTION_PROMPT.pipe(model).pipe(outputParser); const samples = - state.logSamples.length > MaxLogSamplesInPrompt - ? state.logSamples.slice(0, MaxLogSamplesInPrompt) + state.logSamples.length > LOG_FORMAT_DETECTION_SAMPLE_ROWS + ? state.logSamples.slice(0, LOG_FORMAT_DETECTION_SAMPLE_ROWS) : state.logSamples; const logFormatDetectionResult = await logFormatDetectionNode.invoke({ From 8eb0440ce53e5533aa3ac234826a7a0dbbe2f09f Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 09:30:29 +0200 Subject: [PATCH 15/18] Fix the tests --- .../graphs/categorization/graph.test.ts | 31 ++++++++++++++++--- .../server/graphs/categorization/util.test.ts | 10 +++--- 2 files changed, 32 insertions(+), 9 deletions(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.test.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.test.ts index 8db8a8019a1ed..bf2d6dba6165e 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.test.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/graph.test.ts @@ -25,6 +25,7 @@ import { handleReview } from './review'; import { handleCategorization } from './categorization'; import { handleErrors } from './errors'; import { handleInvalidCategorization } from './invalid'; +import { handleUpdateStableSamples } from './stable'; import { testPipeline, combineProcessors } from '../../util'; import { ActionsClientChatOpenAI, @@ -39,6 +40,7 @@ jest.mock('./errors'); jest.mock('./review'); jest.mock('./categorization'); jest.mock('./invalid'); +jest.mock('./stable'); jest.mock('../../util/pipeline', () => ({ testPipeline: jest.fn(), @@ -74,7 +76,8 @@ describe('runCategorizationGraph', () => { return { currentPipeline, currentProcessors, - reviewed: false, + stableSamples: [], + reviewCount: 0, finalized: false, lastExecutedChain: 'categorization', }; @@ -90,7 +93,8 @@ describe('runCategorizationGraph', () => { return { currentPipeline, currentProcessors, - reviewed: false, + stableSamples: [], + reviewCount: 0, finalized: false, lastExecutedChain: 'error', }; @@ -106,7 +110,8 @@ describe('runCategorizationGraph', () => { return { currentPipeline, currentProcessors, - reviewed: false, + stableSamples: [], + reviewCount: 0, finalized: false, lastExecutedChain: 'invalidCategorization', }; @@ -122,11 +127,29 @@ describe('runCategorizationGraph', () => { return { currentProcessors, currentPipeline, - reviewed: true, + stableSamples: [], + reviewCount: 0, finalized: false, lastExecutedChain: 'review', }; }); + // After the review it should route to modelOutput and finish. + (handleUpdateStableSamples as jest.Mock) + .mockResolvedValueOnce({ + stableSamples: [], + finalized: false, + lastExecutedChain: 'handleUpdateStableSamples', + }) + .mockResolvedValueOnce({ + stableSamples: [], + finalized: false, + lastExecutedChain: 'handleUpdateStableSamples', + }) + .mockResolvedValueOnce({ + stableSamples: [0], + finalized: false, + lastExecutedChain: 'handleUpdateStableSamples', + }); }); it('Ensures that the graph compiles', async () => { diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts index 07268d5a3c833..72f4a7f4eeeaf 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/util.test.ts @@ -72,7 +72,7 @@ describe('selectResults', () => { selectResults(pipelineResults, 2, new Set()); - expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 2); + expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 0, 2); }); it('should handle avoiding indices', () => { @@ -154,7 +154,7 @@ describe('selectResults', () => { selectResults(pipelineResults, 2, new Set()); - expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 2); + expect(mockPartialShuffleArray).toHaveBeenCalledWith([0, 1], 0, 2); }); it('should handle avoiding indices', () => { @@ -170,11 +170,11 @@ describe('selectResults', () => { return array; }); - const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set()); + const [selectedResults, indices] = selectResults(pipelineResults, maxSamples, new Set([1])); expect(selectedResults).toHaveLength(maxSamples); expect(indices).toHaveLength(maxSamples); - expect(indices).toEqual([0, 1]); - expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[1]]); + expect(indices).toEqual([0, 2]); + expect(selectedResults).toEqual([pipelineResults[0], pipelineResults[2]]); }); }); From e75eed498242ddeff6a2ee75799b099962f3965d Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 09:50:28 +0200 Subject: [PATCH 16/18] Revert to the old graphs --- .../docs/imgs/categorization_graph.png | Bin 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z?C^t`kswxJK+AktV5zYcpuut;V#5)Jhnp`Kq$GLbD=Yd}Z#Pf;e5ke%Qhy9wqB#WZ zAYay3ZQWLpGzmvpg?E16x-hu&{X3=S`alF3!+E0|U6)da{CK#rMrWfi0pKS4Jpcu|WgIG%kTx8?AbMpvq6O_Wq}44bh(_IuzB{WqT#itlvBd-erMxt|jJMg1s}P}#D%+{@0n zj1{{uT)yW?r4#w!7nQ@&VEooed8692jgMl7ycB=e^ZabaFDj};uJ?dcqc{g<89%pI zCoDFx$&fSuqIzRB%x?$!E;2BF?ZweMkN+e@3AC#GqB8y(T+UpuVcY-yka6XIyQVRf zf=MDRN2(4j(Q78 Date: Tue, 15 Oct 2024 15:12:47 +0200 Subject: [PATCH 17/18] Remove a weird import --- .../steps/data_stream_step/sample_logs_input.test.tsx | 1 - 1 file changed, 1 deletion(-) diff --git a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx index 9c564e37b5f6b..8932ff5cfee5b 100644 --- a/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx +++ b/x-pack/plugins/integration_assistant/public/components/create_integration/create_integration_assistant/steps/data_stream_step/sample_logs_input.test.tsx @@ -7,7 +7,6 @@ import React from 'react'; import { act, fireEvent, render, waitFor, type RenderResult } from '@testing-library/react'; -import '@testing-library/jest-dom'; import { TestProvider } from '../../../../../mocks/test_provider'; import { parseNDJSON, parseJSONArray, SampleLogsInput } from './sample_logs_input'; import { ActionsProvider } from '../../state'; From 9639109e61c591e8a28d91c106d47a4189bd27ba Mon Sep 17 00:00:00 2001 From: Ilya Nikokoshev Date: Tue, 15 Oct 2024 15:53:27 +0200 Subject: [PATCH 18/18] Renove unnecessary sorting --- .../server/graphs/categorization/stable.ts | 2 -- 1 file changed, 2 deletions(-) diff --git a/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts b/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts index cf6c700a10b16..c552dfd950028 100644 --- a/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts +++ b/x-pack/plugins/integration_assistant/server/graphs/categorization/stable.ts @@ -35,8 +35,6 @@ export function handleUpdateStableSamples({ ) ); - newStableSamples.sort(); - return { stableSamples: newStableSamples, lastReviewedSamples: [],