From 3e9487347cdefdcf81bf4969996686153d2e728a Mon Sep 17 00:00:00 2001 From: Yulong Ruan Date: Fri, 17 May 2024 15:26:22 +0800 Subject: [PATCH] text to vega Signed-off-by: Yulong Ruan --- package.json | 1 + .../src/worker/webpack.config.ts | 6 +- .../public/components/vega_vis_editor.tsx | 12 +- .../public/data_model/ppl_parser.ts | 6 +- src/plugins/vis_type_vega/public/plugin.ts | 3 + src/plugins/vis_type_vega/public/services.ts | 3 + .../vis_type_vega/public/text_to_vega.ts | 95 ++ src/plugins/vis_type_vega/server/plugin.ts | 59 ++ yarn.lock | 901 +++++++++++++++++- 9 files changed, 1077 insertions(+), 9 deletions(-) create mode 100644 src/plugins/vis_type_vega/public/text_to_vega.ts diff --git a/package.json b/package.json index af4e18cce3d3..e138194ec0f5 100644 --- a/package.json +++ b/package.json @@ -133,6 +133,7 @@ }, "dependencies": { "@aws-crypto/client-node": "^3.1.1", + "@aws-sdk/client-bedrock-runtime": "^3.575.0", "@elastic/datemath": "5.0.3", "@elastic/eui": "npm:@opensearch-project/oui@1.5.1", "@elastic/good": "^9.0.1-kibana3", diff --git a/packages/osd-optimizer/src/worker/webpack.config.ts b/packages/osd-optimizer/src/worker/webpack.config.ts index 1bfb1f186af7..395e5064f732 100644 --- a/packages/osd-optimizer/src/worker/webpack.config.ts +++ b/packages/osd-optimizer/src/worker/webpack.config.ts @@ -240,7 +240,11 @@ export function getWebpackConfig(bundle: Bundle, bundleRefs: BundleRefs, worker: /* reactflow and some of its dependencies don't have es5 builds * so we need to build from source and transpile for webpack v4 */ - include: /node_modules[\\/]@?reactflow/, + include: [ + /node_modules[\\/]@?reactflow/, + /node_modules[\\/]@aws-sdk[\\/]/, + /node_modules[\\/]@smithy[\\/]/, + ], use: { loader: 'babel-loader', options: { diff --git a/src/plugins/vis_type_vega/public/components/vega_vis_editor.tsx b/src/plugins/vis_type_vega/public/components/vega_vis_editor.tsx index 5fe1cbcfa6cd..689ec710dd0b 100644 --- a/src/plugins/vis_type_vega/public/components/vega_vis_editor.tsx +++ b/src/plugins/vis_type_vega/public/components/vega_vis_editor.tsx @@ -28,7 +28,7 @@ * under the License. */ -import React, { useCallback } from 'react'; +import React, { useCallback, useEffect } from 'react'; import { EuiCodeEditor } from '@elastic/eui'; import compactStringify from 'json-stringify-pretty-compact'; import hjson from 'hjson'; @@ -36,7 +36,7 @@ import 'brace/mode/hjson'; import { i18n } from '@osd/i18n'; import { VisOptionsProps } from 'src/plugins/vis_default_editor/public'; -import { getNotifications } from '../services'; +import { getNotifications, getText2Vega } from '../services'; import { VisParams } from '../expressions/vega_fn'; import { VegaHelpMenu } from './vega_help_menu'; import { VegaActionsMenu } from './vega_actions_menu'; @@ -93,6 +93,14 @@ function VegaVisEditor({ stateParams, setValue }: VisOptionsProps) { [setValue, stateParams.spec] ); + useEffect(() => { + const text2vega = getText2Vega(); + text2vega.getVega$().subscribe((v) => { + setValue('spec', JSON.stringify(v, null, 4)); + }); + // text2vega.updateInput('find unique visitors and average bytes every 3 hours'); + }, []); + return (
, void> { setSavedObjectsClient(core.savedObjects); setUiActions(uiActions); setInjectedMetadata(core.injectedMetadata); + setText2Vega(new Text2Vega(core.http)); } } diff --git a/src/plugins/vis_type_vega/public/services.ts b/src/plugins/vis_type_vega/public/services.ts index 36a417b30389..e85e58612bb1 100644 --- a/src/plugins/vis_type_vega/public/services.ts +++ b/src/plugins/vis_type_vega/public/services.ts @@ -39,6 +39,7 @@ import { DataPublicPluginStart } from '../../data/public'; import { createGetterSetter } from '../../opensearch_dashboards_utils/public'; import { MapsLegacyConfig } from '../../maps_legacy/config'; import { UiActionsStart } from '../../ui_actions/public'; +import { Text2Vega } from './text_to_vega'; export const [getData, setData] = createGetterSetter('Data'); export const [getDataSourceEnabled, setDataSourceEnabled] = createGetterSetter<{ @@ -69,6 +70,8 @@ export const [getMapsLegacyConfig, setMapsLegacyConfig] = createGetterSetter(''); + export const getEnableExternalUrls = () => getInjectedVars().enableExternalUrls; export const getEmsTileLayerId = () => getMapsLegacyConfig().emsTileLayerId; export const getShowRegionDeniedWarning = () => getMapsLegacyConfig().showRegionDeniedWarning; diff --git a/src/plugins/vis_type_vega/public/text_to_vega.ts b/src/plugins/vis_type_vega/public/text_to_vega.ts new file mode 100644 index 000000000000..2e6a076bfc1c --- /dev/null +++ b/src/plugins/vis_type_vega/public/text_to_vega.ts @@ -0,0 +1,95 @@ +import { BehaviorSubject, Observable } from 'rxjs'; +import { + takeWhile, + debounceTime, + distinctUntilChanged, + switchMap, + tap, + filter, +} from 'rxjs/operators'; +import { HttpSetup } from 'opensearch-dashboards/public'; + +const topN = (ppl: string, n: number) => `${ppl} | head ${n}`; + +const t2ppl = (input: string) => + new Promise((resolve) => + resolve( + 'source=opensearch_dashboards_sample_data_logs | stats DISTINCT_COUNT(clientip) AS unique_visitors, AVG(bytes) AS avg_bytes by span(timestamp, 3h) AS span' + ) + ); + +const createPrompt = (input: string, ppl: string, sample: any) => { + return ` +Your task is to generate Vega-Lite chart specifications based on the given data, the schema, the PPL query and user's instruction. + +The data is represented in json format: +${JSON.stringify(sample.jsonData, null, 4)} + +This is the schema of the data: +${JSON.stringify(sample.schema, null, 4)} + +The PPL query to get the json data is: +${ppl} + +The user's instruction is: ${input} + +Just return the chart specification json based on Vega-Lite format. +Just reply with the json based Vega-Lite object, do not include any other content in the reply. +Always choose a timeUnit if the data type is timestamp based on the schema. + `; +}; + +export class Text2Vega { + input$: BehaviorSubject; + vega$: Observable; + http: HttpSetup; + + constructor(http: HttpSetup) { + this.http = http; + this.input$ = new BehaviorSubject(''); + this.vega$ = this.input$.pipe( + tap((v) => console.log(v)), + filter((v) => v.length > 0), + debounceTime(200), + distinctUntilChanged(), + // text to ppl + switchMap(async (value) => { + const ppl = await t2ppl(value); + return { + input: value, + ppl, + }; + }), + // query sample data with ppl + switchMap(async (value) => { + const ppl = topN(value.ppl, 5); + const sample = await this.http.post('/api/ppl/search', { + body: JSON.stringify({ query: ppl, format: 'jdbc' }), + }); + return { ...value, sample }; + }), + // call llm to generate vega + switchMap(async (value) => { + const prompt = createPrompt(value.input, value.ppl, value.sample); + const result = await this.text2vega(prompt); + return result; + }) + ); + } + + async text2vega(query: string) { + const res = await this.http.post('/api/llm/text2vega', { + body: JSON.stringify({ query }), + }); + console.log('llm res: ', res); + return res; + } + + updateInput(value: string) { + this.input$.next(value); + } + + getVega$() { + return this.vega$; + } +} diff --git a/src/plugins/vis_type_vega/server/plugin.ts b/src/plugins/vis_type_vega/server/plugin.ts index 4451cb70a28f..3698e13ab833 100644 --- a/src/plugins/vis_type_vega/server/plugin.ts +++ b/src/plugins/vis_type_vega/server/plugin.ts @@ -28,6 +28,8 @@ * under the License. */ +import { schema } from '@osd/config-schema'; +import { BedrockRuntimeClient, InvokeModelCommand } from '@aws-sdk/client-bedrock-runtime'; import { PluginInitializerContext, CoreSetup, CoreStart, Plugin } from '../../../core/server'; import { registerVegaUsageCollector } from './usage_collector'; import { @@ -42,6 +44,45 @@ import { } from './vega_visualization_client_wrapper'; import { setDataSourceEnabled } from './services'; +export const invokeText2Vega = async ( + prompt: string, + modelId = 'anthropic.claude-3-haiku-20240307-v1:0' +) => { + // Create a new Bedrock Runtime client instance. + const client = new BedrockRuntimeClient({ + region: 'us-east-1', + credentials: { + accessKeyId: process.env.ACCESS_KEY_ID ?? '', + secretAccessKey: process.env.SECRET_ACCESS_KEY ?? '', + }, + }); + + // Prepare the payload for the model. + const payload = { + anthropic_version: 'bedrock-2023-05-31', + max_tokens: 4000, + temperature: 0.0, + messages: [ + { + role: 'user', + content: [{ type: 'text', text: prompt }], + }, + ], + }; + + // Invoke Claude with the payload and wait for the response. + const command = new InvokeModelCommand({ + contentType: 'application/json', + body: JSON.stringify(payload), + modelId, + }); + const apiResponse = await client.send(command); + + const decodedResponseBody = new TextDecoder().decode(apiResponse.body); + const responseBody = JSON.parse(decodedResponseBody); + return responseBody.content[0].text as string; +}; + export class VisTypeVegaPlugin implements Plugin { private readonly config: ConfigObservable; @@ -62,6 +103,24 @@ export class VisTypeVegaPlugin implements Plugin { + const result = await invokeText2Vega(req.body.query); + return res.ok({ body: result }); + }) + ); + return {}; } diff --git a/yarn.lock b/yarn.lock index 832c2497adb5..9d82fcf3ea4d 100644 --- a/yarn.lock +++ b/yarn.lock @@ -44,6 +44,15 @@ "@aws-crypto/raw-rsa-keyring-node" "^3.1.0" tslib "^2.2.0" +"@aws-crypto/crc32@3.0.0": + version "3.0.0" + resolved "https://registry.yarnpkg.com/@aws-crypto/crc32/-/crc32-3.0.0.tgz#07300eca214409c33e3ff769cd5697b57fdd38fa" + integrity sha512-IzSgsrxUcsrejQbPVilIKy16kAT52EwB6zSaI+M3xxIhKh5+aldEyvI+z6erM7TCLB2BJsFrtHjp6/4/sr+3dA== + dependencies: + "@aws-crypto/util" "^3.0.0" + "@aws-sdk/types" "^3.222.0" + tslib "^1.11.1" + "@aws-crypto/decrypt-node@^3.1.0": version "3.1.0" resolved "https://registry.yarnpkg.com/@aws-crypto/decrypt-node/-/decrypt-node-3.1.0.tgz#f5d8298a50a2f73f4635770a8ed688df618595cd" @@ -75,6 +84,13 @@ dependencies: tslib "^2.2.0" +"@aws-crypto/ie11-detection@^3.0.0": + version "3.0.0" + resolved "https://registry.yarnpkg.com/@aws-crypto/ie11-detection/-/ie11-detection-3.0.0.tgz#640ae66b4ec3395cee6a8e94ebcd9f80c24cd688" + integrity 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dependencies: + tslib "^2.6.2" + +"@smithy/util-utf8@^3.0.0": + version "3.0.0" + resolved "https://registry.yarnpkg.com/@smithy/util-utf8/-/util-utf8-3.0.0.tgz#1a6a823d47cbec1fd6933e5fc87df975286d9d6a" + integrity sha512-rUeT12bxFnplYDe815GXbq/oixEGHfRFFtcTF3YdDi/JaENIM6aSYYLJydG83UNzLXeRI5K8abYd/8Sp/QM0kA== + dependencies: + "@smithy/util-buffer-from" "^3.0.0" + tslib "^2.6.2" + "@szmarczak/http-timer@^4.0.5": version "4.0.6" resolved "https://registry.yarnpkg.com/@szmarczak/http-timer/-/http-timer-4.0.6.tgz#b4a914bb62e7c272d4e5989fe4440f812ab1d807" @@ -5215,6 +6090,11 @@ boolbase@^1.0.0, boolbase@~1.0.0: resolved "https://registry.yarnpkg.com/boolbase/-/boolbase-1.0.0.tgz#68dff5fbe60c51eb37725ea9e3ed310dcc1e776e" integrity sha1-aN/1++YMUes3cl6p4+0xDcwed24= +bowser@^2.11.0: + version "2.11.0" + resolved "https://registry.yarnpkg.com/bowser/-/bowser-2.11.0.tgz#5ca3c35757a7aa5771500c70a73a9f91ef420a8f" + integrity 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