mirror of
https://github.com/farcasclaudiu/Flowise.git
synced 2026-06-23 15:00:29 +03:00
SpeechToText: Adding SpeechToText at the Chatflow level.
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@@ -38,7 +38,7 @@ export class FlowiseChatOpenAI extends ChatOpenAI {
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const nodeData = FlowiseChatOpenAI.chainNodeData
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const optionsData = FlowiseChatOpenAI.chainNodeOptions
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const messageContent = addImagesToMessages(nodeData, optionsData)
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if (messageContent) {
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if (messageContent?.length) {
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if (messages[0].length > 0 && messages[0][messages[0].length - 1] instanceof HumanMessage) {
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const lastMessage = messages[0].pop()
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if (lastMessage instanceof HumanMessage) {
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@@ -40,6 +40,7 @@
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"@upstash/redis": "^1.22.1",
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"@zilliz/milvus2-sdk-node": "^2.2.24",
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"apify-client": "^2.7.1",
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"assemblyai": "^4.2.2",
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"axios": "1.6.2",
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"cheerio": "^1.0.0-rc.12",
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"chromadb": "^1.5.11",
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@@ -1,6 +1,5 @@
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import { ICommonObject, INodeData } from './Interface'
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import { BaseChatModel } from 'langchain/chat_models/base'
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import { type ClientOptions, OpenAIClient } from '@langchain/openai'
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import { ChatOpenAI } from 'langchain/chat_models/openai'
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import path from 'path'
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import { getUserHome } from './utils'
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@@ -6,3 +6,4 @@ dotenv.config({ path: envPath, override: true })
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export * from './Interface'
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export * from './utils'
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export * from './speechToText'
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@@ -0,0 +1,49 @@
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import { ICommonObject } from './Interface'
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import { getCredentialData, getUserHome } from './utils'
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import { type ClientOptions, OpenAIClient } from '@langchain/openai'
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import fs from 'fs'
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import path from 'path'
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import { AssemblyAI } from 'assemblyai'
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export const convertSpeechToText = async (upload: any, speechToTextConfig: any, options: ICommonObject) => {
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if (speechToTextConfig) {
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const credentialId = speechToTextConfig.credentialId as string
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const credentialData = await getCredentialData(credentialId ?? '', options)
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const filePath = path.join(getUserHome(), '.flowise', 'gptvision', upload.data, upload.name)
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// as the image is stored in the server, read the file and convert it to base64
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const audio_file = fs.createReadStream(filePath)
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if (speechToTextConfig.name === 'openAIWhisper') {
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const openAIClientOptions: ClientOptions = {
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apiKey: credentialData.openAIApiKey
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}
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const openAIClient = new OpenAIClient(openAIClientOptions)
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const transcription = await openAIClient.audio.transcriptions.create({
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file: audio_file,
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model: 'whisper-1'
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})
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if (transcription?.text) {
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return transcription.text
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}
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} else if (speechToTextConfig.name === 'assemblyAiTranscribe') {
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const client = new AssemblyAI({
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apiKey: credentialData.assemblyAIApiKey
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})
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const params = {
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audio: audio_file,
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speaker_labels: false
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}
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const transcription = await client.transcripts.transcribe(params)
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if (transcription?.text) {
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return transcription.text
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}
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}
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} else {
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throw new Error('Speech to text is not selected, but found a recorded audio file. Please fix the chain.')
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}
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return undefined
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}
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@@ -46,8 +46,7 @@ import {
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getSessionChatHistory,
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getAllConnectedNodes,
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clearSessionMemory,
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findMemoryNode,
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convertedSpeechToText
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findMemoryNode
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} from './utils'
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import { cloneDeep, omit, uniqWith, isEqual } from 'lodash'
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import { getDataSource } from './DataSource'
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@@ -59,7 +58,15 @@ import { Tool } from './database/entities/Tool'
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import { Assistant } from './database/entities/Assistant'
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import { ChatflowPool } from './ChatflowPool'
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import { CachePool } from './CachePool'
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import { ICommonObject, IMessage, INodeOptionsValue, INodeParams, handleEscapeCharacters, IFileUpload } from 'flowise-components'
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import {
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ICommonObject,
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IMessage,
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INodeOptionsValue,
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INodeParams,
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handleEscapeCharacters,
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convertSpeechToText,
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IFileUpload
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} from 'flowise-components'
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import { createRateLimiter, getRateLimiter, initializeRateLimiter } from './utils/rateLimit'
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import { addAPIKey, compareKeys, deleteAPIKey, getApiKey, getAPIKeys, updateAPIKey } from './utils/apiKey'
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import { sanitizeMiddleware } from './utils/XSS'
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@@ -1644,7 +1651,11 @@ export class App {
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}
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}
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if (speechToTextConfig) {
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const speechToTextResult = await convertedSpeechToText(upload.data, speechToTextConfig)
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const options: ICommonObject = {
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appDataSource: this.AppDataSource,
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databaseEntities: databaseEntities
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}
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const speechToTextResult = await convertSpeechToText(upload, speechToTextConfig, options)
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if (speechToTextResult) {
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incomingInput.question = speechToTextResult
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}
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@@ -1078,36 +1078,3 @@ export const getAllValuesFromJson = (obj: any): any[] => {
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extractValues(obj)
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return values
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}
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export const convertedSpeechToText = async (upload: any, speechToTextConfig: any) => {
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// const MODEL_NAME = 'whisper-1'
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if (speechToTextConfig) {
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//special case, text input is empty, but we have an upload (recorded audio)
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// const openAIClientOptions: ClientOptions = {
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// apiKey: model.openAIApiKey,
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// organization: model.organization
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// }
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// const openAIClient = new OpenAIClient(openAIClientOptions)
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// const filePath = path.join(getUserHome(), '.flowise', 'gptvision', upload.data, upload.name)
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//
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// // as the image is stored in the server, read the file and convert it to base64
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// const audio_file = fs.createReadStream(filePath)
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//
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// if (multiModalConfig.speechToTextMode === 'transcriptions') {
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// const transcription = await openAIClient.audio.transcriptions.create({
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// file: audio_file,
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// model: MODEL_NAME
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// })
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// return transcription.text
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// } else if (multiModalConfig.speechToTextMode === 'translations') {
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// const translation = await openAIClient.audio.translations.create({
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// file: audio_file,
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// model: MODEL_NAME
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// })
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// return translation.text
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// }
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} else {
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throw new Error('Speech to text is not selected, but found a recorded audio file. Please fix the chain.')
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}
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return undefined
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}
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