Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
Original file line number Diff line number Diff line change
Expand Up @@ -205,3 +205,12 @@ export enum ConversationAccess {
SHARED = 'shared',
PRIVATE = 'private',
}

export interface IntegrationKnowledgeBaseEntry {
content: string;
package_name: string;
filename: string;
version: string;
path: string;
installed_at: string;
}
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,11 @@ import { encode } from 'gpt-tokenizer';
import { isLockAcquisitionError } from '@kbn/lock-manager';
import type { DocumentationManagerAPI } from '@kbn/product-doc-base-plugin/server/services/doc_manager';
import { resourceNames } from '..';
import type { Instruction, KnowledgeBaseEntry } from '../../../common/types';
import type {
Instruction,
IntegrationKnowledgeBaseEntry,
KnowledgeBaseEntry,
} from '../../../common/types';
import { KnowledgeBaseEntryRole, KnowledgeBaseType } from '../../../common/types';
import { getAccessQuery, getUserAccessFilters } from '../util/get_access_query';
import { getCategoryQuery } from '../util/get_category_query';
Expand All @@ -36,6 +40,8 @@ import { getInferenceIdFromWriteIndex } from './get_inference_id_from_write_inde
import { createOrUpdateKnowledgeBaseIndexAssets } from '../index_assets/create_or_update_knowledge_base_index_assets';
import { LEGACY_CUSTOM_INFERENCE_ID } from '../../../common/preconfigured_inference_ids';

const INTEGRATION_KNOWLEDGE_INDEX = '.integration_knowledge';

interface Dependencies {
core: CoreSetup<ObservabilityAIAssistantPluginStartDependencies>;
esClient: {
Expand Down Expand Up @@ -112,6 +118,45 @@ export class KnowledgeBaseService {
}));
}

private async recallFromIntegrationsKnowledge({
queries,
esClient,
}: {
queries: Array<{ text: string; boost?: number }>;
esClient: { asCurrentUser: ElasticsearchClient; asInternalUser: ElasticsearchClient };
}): Promise<RecalledEntry[]> {
try {
// Search the .integration_knowledge index using semantic search on the content field
const response = await esClient.asInternalUser.search<IntegrationKnowledgeBaseEntry>({
index: INTEGRATION_KNOWLEDGE_INDEX,
query: {
bool: {
should: queries.map(({ text, boost = 1 }) => ({
semantic: {
field: 'content',
query: text,
boost,
},
})),
},
},
size: 10,
_source: ['package_name', 'filename', 'content', 'version'],
});
return response.hits.hits.map((hit) => ({
text: hit._source?.content!,
labels: { filename: hit._source?.filename ?? '', version: hit._source?.version ?? '' },
title: hit._source?.package_name,
esScore: hit._score!,
id: hit._id!,
}));
} catch (error) {
this.dependencies.logger.error(`Error recalling from ${INTEGRATION_KNOWLEDGE_INDEX} index`);
this.dependencies.logger.debug(error);
return [];
}
}

recall = async ({
user,
queries,
Expand All @@ -137,40 +182,55 @@ export class KnowledgeBaseService {
() => `Recalling entries from KB for queries: "${JSON.stringify(queries)}"`
);

const [documentsFromKb, documentsFromConnectors] = await Promise.all([
this.recallFromKnowledgeBase({
user,
queries,
categories,
namespace,
}).catch((error) => {
if (isInferenceEndpointMissingOrUnavailable(error)) {
throwKnowledgeBaseNotReady(error);
}
throw error;
}),
recallFromSearchConnectors({
esClient,
uiSettingsClient,
queries,
core: this.dependencies.core,
logger: this.dependencies.logger,
}).catch((error) => {
this.dependencies.logger.error('Error getting data from search indices');
this.dependencies.logger.debug(error);
return [];
}),
]);
const [documentsFromKb, documentsFromConnectors, documentsFromIntegrations] = await Promise.all(
[
this.recallFromKnowledgeBase({
user,
queries,
categories,
namespace,
}).catch((error) => {
if (isInferenceEndpointMissingOrUnavailable(error)) {
throwKnowledgeBaseNotReady(error);
}
throw error;
}),
recallFromSearchConnectors({
esClient,
uiSettingsClient,
queries,
core: this.dependencies.core,
logger: this.dependencies.logger,
}).catch((error) => {
this.dependencies.logger.error('Error getting data from search indices');
this.dependencies.logger.debug(error);
return [];
}),
this.recallFromIntegrationsKnowledge({
esClient,
queries,
}).catch((error) => {
this.dependencies.logger.error(
`Error getting data from ${INTEGRATION_KNOWLEDGE_INDEX} index`
);
this.dependencies.logger.debug(error);
return [];
}),
]
);

this.dependencies.logger.debug(
`documentsFromKb: ${JSON.stringify(documentsFromKb.slice(0, 5), null, 2)}`
);
this.dependencies.logger.debug(
`documentsFromConnectors: ${JSON.stringify(documentsFromConnectors.slice(0, 5), null, 2)}`
);
this.dependencies.logger.debug(
`documentsFromIntegrations: ${JSON.stringify(documentsFromIntegrations.slice(0, 5), null, 2)}`
);

const sortedEntries = orderBy(
documentsFromKb.concat(documentsFromConnectors),
[...documentsFromKb, ...documentsFromConnectors, ...documentsFromIntegrations],
'esScore',
'desc'
).slice(0, limit.size ?? 20);
Expand Down