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[Obs AI Assistant] Serverless API integration tests (#192219)
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Tests for serverless

- copies over and modifies all tests from stateful to work in
serverless. ~~deployment agnostic tests do not yet support enterprise
license for stateful, so are tests don't yet qualify as being deployment
agnostic~~. Given how difficult it is to see differences from the
stateful tests, I've added PR comments where I've changed something that
might be of interest.
- changes to `createObservabilityAIAssistantApiClient` to use supertest
without basic auth and accept headers for serverless and use roles
- removes creating persisted users when tests start and [use
roles](https://github.com/elastic/kibana/blob/main/x-pack/test_serverless/README.md#roles-based-testing)
within tests. its not possible to create custom users with the
serverless test framework at the moment. See
#192711

Skipped tests
- knowledge base tests #192886
- any test suite that uses the LLM proxy has been skipped on MKI
#192751
- all tests that depend on the config.modelId skipped in MKI
#192757

TODO:

- [x] move over remaining tests
- [x]  test in MKI environment before merging
- [x] create issues for skipped tests
- [ ] this will not run on MKI (after merging) unless we ping the
appex-qa team to add it to the pipeline. this is due to creating a
separate config. ask appex-qa team to add our config.


Followup / related issues to be tracked in a newly created issue:

- [ ] #192757
- [ ] #192886
- [ ] #192751
- [ ] #192701
- [ ] #192497
- [ ] #192711
- [ ] #192718
- [ ] serverless functional tests
- [ ] inquire with ml-ui-team to have the ability to delete system
indices which we do after uninstalling tiny elser with .ml indices
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neptunian authored Sep 30, 2024
1 parent 6792cb4 commit 6ed731c
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1 change: 1 addition & 0 deletions .buildkite/ftr_oblt_serverless_configs.yml
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Expand Up @@ -12,6 +12,7 @@ enabled:
- x-pack/test_serverless/api_integration/test_suites/observability/config.feature_flags.ts
- x-pack/test_serverless/api_integration/test_suites/observability/common_configs/config.group1.ts
- x-pack/test_serverless/api_integration/test_suites/observability/fleet/config.ts
- x-pack/test_serverless/api_integration/test_suites/observability/ai_assistant/config.ts
- x-pack/test_serverless/functional/test_suites/observability/config.ts
- x-pack/test_serverless/functional/test_suites/observability/config.examples.ts
- x-pack/test_serverless/functional/test_suites/observability/config.feature_flags.ts
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1 change: 1 addition & 0 deletions .github/CODEOWNERS
Validating CODEOWNERS rules …
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Expand Up @@ -1109,6 +1109,7 @@ packages/kbn-monaco/src/esql @elastic/kibana-esql
# Observability AI Assistant
x-pack/test/observability_ai_assistant_api_integration @elastic/obs-ai-assistant
x-pack/test/observability_ai_assistant_functional @elastic/obs-ai-assistant
x-pack/test_serverless/**/test_suites/observability/ai_assistant @elastic/obs-ai-assistant

# Infra Monitoring
## This plugin mostly contains the codebase for the infra services, but also includes some code for the Logs UI app.
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Expand Up @@ -104,7 +104,8 @@ export type StreamingChatResponseEvent =
| ConversationUpdateEvent
| MessageAddEvent
| ChatCompletionErrorEvent
| TokenCountEvent;
| TokenCountEvent
| BufferFlushEvent;

export type StreamingChatResponseEventWithoutError = Exclude<
StreamingChatResponseEvent,
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Expand Up @@ -47,8 +47,8 @@ export interface RecalledEntry {
function isModelMissingOrUnavailableError(error: Error) {
return (
error instanceof errors.ResponseError &&
(error.body.error.type === 'resource_not_found_exception' ||
error.body.error.type === 'status_exception')
(error.body?.error?.type === 'resource_not_found_exception' ||
error.body?.error?.type === 'status_exception')
);
}
function isCreateModelValidationError(error: Error) {
Expand Down Expand Up @@ -127,7 +127,7 @@ export class KnowledgeBaseService {
};

const installModel = async () => {
this.dependencies.logger.info('Installing ELSER model');
this.dependencies.logger.info(`Installing ${elserModelId} model`);
try {
await this.dependencies.esClient.asInternalUser.ml.putTrainedModel(
{
Expand All @@ -146,12 +146,12 @@ export class KnowledgeBaseService {
throw error;
}
}
this.dependencies.logger.info('Finished installing ELSER model');
this.dependencies.logger.info(`Finished installing ${elserModelId} model`);
};

const pollForModelInstallCompleted = async () => {
await pRetry(async () => {
this.dependencies.logger.info('Polling installation of ELSER model');
this.dependencies.logger.info(`Polling installation of ${elserModelId} model`);
const modelInstalledAndReady = await isModelInstalledAndReady();
if (!modelInstalledAndReady) {
throwKnowledgeBaseNotReady({
Expand All @@ -169,7 +169,7 @@ export class KnowledgeBaseService {
wait_for: 'fully_allocated',
});
} catch (error) {
this.dependencies.logger.debug('Error starting model deployment');
this.dependencies.logger.debug(`Error starting ${elserModelId} model deployment`);
this.dependencies.logger.debug(error);
if (!isModelMissingOrUnavailableError(error)) {
throw error;
Expand All @@ -191,13 +191,13 @@ export class KnowledgeBaseService {
return Promise.resolve();
}

this.dependencies.logger.debug('Model is not allocated yet');
this.dependencies.logger.debug(`${elserModelId} model is not allocated yet`);
this.dependencies.logger.debug(() => JSON.stringify(response));

throw gatewayTimeout();
}, retryOptions);

this.dependencies.logger.info('Model is ready');
this.dependencies.logger.info(`${elserModelId} model is ready`);
this.ensureTaskScheduled();
};

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Expand Up @@ -21,8 +21,9 @@ export async function createKnowledgeBaseModel(ml: ReturnType<typeof MachineLear
field_names: ['text_field'],
},
};
await ml.api.importTrainedModel(TINY_ELSER.name, TINY_ELSER.id, config);
// necessary for MKI, check indices before importing model. compatible with stateful
await ml.api.assureMlStatsIndexExists();
await ml.api.importTrainedModel(TINY_ELSER.name, TINY_ELSER.id, config);
}

export async function deleteKnowledgeBaseModel(ml: ReturnType<typeof MachineLearningProvider>) {
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@@ -0,0 +1,77 @@
/*
* 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 { ToolingLog } from '@kbn/tooling-log';
import type {
InternalRequestHeader,
RoleCredentials,
SupertestWithoutAuthProviderType,
} from '../../../../../shared/services';

export async function deleteActionConnector({
supertest,
connectorId,
log,
roleAuthc,
internalReqHeader,
}: {
supertest: SupertestWithoutAuthProviderType;
connectorId: string;
log: ToolingLog;
roleAuthc: RoleCredentials;
internalReqHeader: InternalRequestHeader;
}) {
try {
await supertest
.delete(`/api/actions/connector/${connectorId}`)
.set(roleAuthc.apiKeyHeader)
.set(internalReqHeader)
.expect(204);
} catch (e) {
log.error(`Failed to delete action connector with id ${connectorId} due to: ${e}`);
throw e;
}
}

export async function createProxyActionConnector({
log,
supertest,
port,
roleAuthc,
internalReqHeader,
}: {
log: ToolingLog;
supertest: SupertestWithoutAuthProviderType;
port: number;
roleAuthc: RoleCredentials;
internalReqHeader: InternalRequestHeader;
}) {
try {
const res = await supertest
.post('/api/actions/connector')
.set(roleAuthc.apiKeyHeader)
.set(internalReqHeader)
.send({
name: 'OpenAI Proxy',
connector_type_id: '.gen-ai',
config: {
apiProvider: 'OpenAI',
apiUrl: `http://localhost:${port}`,
},
secrets: {
apiKey: 'my-api-key',
},
})
.expect(200);

const connectorId = res.body.id as string;
return connectorId;
} catch (e) {
log.error(`Failed to create action connector due to: ${e}`);
throw e;
}
}
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@@ -0,0 +1,18 @@
/*
* 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 { GenericFtrProviderContext } from '@kbn/test';
import { InheritedServices, InheritedFtrProviderContext } from '../../../../services';
import { ObservabilityAIAssistantApiClient } from './observability_ai_assistant_api_client';

export type ObservabilityAIAssistantServices = InheritedServices & {
observabilityAIAssistantAPIClient: (
context: InheritedFtrProviderContext
) => Promise<ObservabilityAIAssistantApiClient>;
};

export type FtrProviderContext = GenericFtrProviderContext<ObservabilityAIAssistantServices, {}>;
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@@ -0,0 +1,191 @@
/*
* 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 {
APIReturnType,
ObservabilityAIAssistantAPIClientRequestParamsOf,
ObservabilityAIAssistantAPIEndpoint,
} from '@kbn/observability-ai-assistant-plugin/public';
import { formatRequest } from '@kbn/server-route-repository';
import supertest from 'supertest';
import { Subtract } from 'utility-types';
import { format } from 'url';
import { Config } from '@kbn/test';
import { InheritedFtrProviderContext } from '../../../../services';
import type { InternalRequestHeader, RoleCredentials } from '../../../../../shared/services';

export function getObservabilityAIAssistantApiClient({
svlSharedConfig,
}: {
svlSharedConfig: Config;
}) {
const kibanaServer = svlSharedConfig.get('servers.kibana');
const cAuthorities = svlSharedConfig.get('servers.kibana.certificateAuthorities');

const url = format({
...kibanaServer,
auth: false, // don't use auth in serverless
});

return createObservabilityAIAssistantApiClient(supertest.agent(url, { ca: cAuthorities }));
}

type ObservabilityAIAssistantApiClientKey = 'slsUser';
export type ObservabilityAIAssistantApiClient = Record<
ObservabilityAIAssistantApiClientKey,
Awaited<ReturnType<typeof getObservabilityAIAssistantApiClient>>
>;
export function createObservabilityAIAssistantApiClient(st: supertest.Agent) {
return <TEndpoint extends ObservabilityAIAssistantAPIEndpoint>(
options: {
type?: 'form-data';
endpoint: TEndpoint;
roleAuthc: RoleCredentials;
internalReqHeader: InternalRequestHeader;
} & ObservabilityAIAssistantAPIClientRequestParamsOf<TEndpoint> & {
params?: { query?: { _inspect?: boolean } };
}
): SupertestReturnType<TEndpoint> => {
const { endpoint, type, roleAuthc, internalReqHeader } = options;

const params = 'params' in options ? (options.params as Record<string, any>) : {};

const { method, pathname, version } = formatRequest(endpoint, params.path);
const url = format({ pathname, query: params?.query });

const headers: Record<string, string> = { ...internalReqHeader, ...roleAuthc.apiKeyHeader };

if (version) {
headers['Elastic-Api-Version'] = version;
}

let res: supertest.Test;
if (type === 'form-data') {
const fields: Array<[string, any]> = Object.entries(params.body);
const formDataRequest = st[method](url)
.set(headers)
.set('Content-type', 'multipart/form-data');
for (const field of fields) {
void formDataRequest.field(field[0], field[1]);
}

res = formDataRequest;
} else if (params.body) {
res = st[method](url).send(params.body).set(headers);
} else {
res = st[method](url).set(headers);
}

return res as unknown as SupertestReturnType<TEndpoint>;
};
}

export type ObservabilityAIAssistantAPIClient = ReturnType<
typeof createObservabilityAIAssistantApiClient
>;

type WithoutPromise<T extends Promise<any>> = Subtract<T, Promise<any>>;

// this is a little intense, but without it, method overrides are lost
// e.g., {
// end(one:string)
// end(one:string, two:string)
// }
// would lose the first signature. This keeps up to eight signatures.
type OverloadedParameters<T> = T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
(...args: infer A4): any;
(...args: infer A5): any;
(...args: infer A6): any;
(...args: infer A7): any;
(...args: infer A8): any;
}
? A1 | A2 | A3 | A4 | A5 | A6 | A7 | A8
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
(...args: infer A4): any;
(...args: infer A5): any;
(...args: infer A6): any;
(...args: infer A7): any;
}
? A1 | A2 | A3 | A4 | A5 | A6 | A7
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
(...args: infer A4): any;
(...args: infer A5): any;
(...args: infer A6): any;
}
? A1 | A2 | A3 | A4 | A5 | A6
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
(...args: infer A4): any;
(...args: infer A5): any;
}
? A1 | A2 | A3 | A4 | A5
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
(...args: infer A4): any;
}
? A1 | A2 | A3 | A4
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
(...args: infer A3): any;
}
? A1 | A2 | A3
: T extends {
(...args: infer A1): any;
(...args: infer A2): any;
}
? A1 | A2
: T extends (...args: infer A) => any
? A
: any;

type OverrideReturnType<T extends (...args: any[]) => any, TNextReturnType> = (
...args: OverloadedParameters<T>
) => WithoutPromise<ReturnType<T>> & TNextReturnType;

type OverwriteThisMethods<T extends Record<string, any>, TNextReturnType> = TNextReturnType & {
[key in keyof T]: T[key] extends (...args: infer TArgs) => infer TReturnType
? TReturnType extends Promise<any>
? OverrideReturnType<T[key], TNextReturnType>
: (...args: TArgs) => TReturnType
: T[key];
};

export type SupertestReturnType<TEndpoint extends ObservabilityAIAssistantAPIEndpoint> =
OverwriteThisMethods<
WithoutPromise<supertest.Test>,
Promise<{
text: string;
status: number;
body: APIReturnType<TEndpoint>;
}>
>;

export async function getObservabilityAIAssistantApiClientService({
getService,
}: InheritedFtrProviderContext): Promise<ObservabilityAIAssistantApiClient> {
const svlSharedConfig = getService('config');
// defaults to elastic_admin user when used without auth
return {
slsUser: await getObservabilityAIAssistantApiClient({
svlSharedConfig,
}),
};
}
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