mirror of
https://github.com/farcasclaudiu/Flowise.git
synced 2026-06-22 21:01:17 +03:00
788 lines
30 KiB
TypeScript
788 lines
30 KiB
TypeScript
import { Logger } from 'winston'
|
|
import { v4 as uuidv4 } from 'uuid'
|
|
import { Server } from 'socket.io'
|
|
import { Client } from 'langsmith'
|
|
import CallbackHandler from 'langfuse-langchain'
|
|
import lunary from 'lunary'
|
|
import { RunTree, RunTreeConfig, Client as LangsmithClient } from 'langsmith'
|
|
import { Langfuse, LangfuseTraceClient, LangfuseSpanClient, LangfuseGenerationClient } from 'langfuse'
|
|
|
|
import { BaseCallbackHandler } from '@langchain/core/callbacks/base'
|
|
import { LangChainTracer, LangChainTracerFields } from '@langchain/core/tracers/tracer_langchain'
|
|
import { BaseTracer, Run } from '@langchain/core/tracers/base'
|
|
import { ChainValues } from '@langchain/core/utils/types'
|
|
import { AgentAction } from '@langchain/core/agents'
|
|
import { LunaryHandler } from '@langchain/community/callbacks/handlers/lunary'
|
|
|
|
import { getCredentialData, getCredentialParam } from './utils'
|
|
import { ICommonObject, INodeData } from './Interface'
|
|
|
|
interface AgentRun extends Run {
|
|
actions: AgentAction[]
|
|
}
|
|
|
|
function tryJsonStringify(obj: unknown, fallback: string) {
|
|
try {
|
|
return JSON.stringify(obj, null, 2)
|
|
} catch (err) {
|
|
return fallback
|
|
}
|
|
}
|
|
|
|
function elapsed(run: Run): string {
|
|
if (!run.end_time) return ''
|
|
const elapsed = run.end_time - run.start_time
|
|
if (elapsed < 1000) {
|
|
return `${elapsed}ms`
|
|
}
|
|
return `${(elapsed / 1000).toFixed(2)}s`
|
|
}
|
|
|
|
export class ConsoleCallbackHandler extends BaseTracer {
|
|
name = 'console_callback_handler' as const
|
|
logger: Logger
|
|
|
|
protected persistRun(_run: Run) {
|
|
return Promise.resolve()
|
|
}
|
|
|
|
constructor(logger: Logger) {
|
|
super()
|
|
this.logger = logger
|
|
}
|
|
|
|
// utility methods
|
|
|
|
getParents(run: Run) {
|
|
const parents: Run[] = []
|
|
let currentRun = run
|
|
while (currentRun.parent_run_id) {
|
|
const parent = this.runMap.get(currentRun.parent_run_id)
|
|
if (parent) {
|
|
parents.push(parent)
|
|
currentRun = parent
|
|
} else {
|
|
break
|
|
}
|
|
}
|
|
return parents
|
|
}
|
|
|
|
getBreadcrumbs(run: Run) {
|
|
const parents = this.getParents(run).reverse()
|
|
const string = [...parents, run]
|
|
.map((parent) => {
|
|
const name = `${parent.execution_order}:${parent.run_type}:${parent.name}`
|
|
return name
|
|
})
|
|
.join(' > ')
|
|
return string
|
|
}
|
|
|
|
// logging methods
|
|
|
|
onChainStart(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(`[chain/start] [${crumbs}] Entering Chain run with input: ${tryJsonStringify(run.inputs, '[inputs]')}`)
|
|
}
|
|
|
|
onChainEnd(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[chain/end] [${crumbs}] [${elapsed(run)}] Exiting Chain run with output: ${tryJsonStringify(run.outputs, '[outputs]')}`
|
|
)
|
|
}
|
|
|
|
onChainError(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[chain/error] [${crumbs}] [${elapsed(run)}] Chain run errored with error: ${tryJsonStringify(run.error, '[error]')}`
|
|
)
|
|
}
|
|
|
|
onLLMStart(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
const inputs = 'prompts' in run.inputs ? { prompts: (run.inputs.prompts as string[]).map((p) => p.trim()) } : run.inputs
|
|
this.logger.verbose(`[llm/start] [${crumbs}] Entering LLM run with input: ${tryJsonStringify(inputs, '[inputs]')}`)
|
|
}
|
|
|
|
onLLMEnd(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[llm/end] [${crumbs}] [${elapsed(run)}] Exiting LLM run with output: ${tryJsonStringify(run.outputs, '[response]')}`
|
|
)
|
|
}
|
|
|
|
onLLMError(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[llm/error] [${crumbs}] [${elapsed(run)}] LLM run errored with error: ${tryJsonStringify(run.error, '[error]')}`
|
|
)
|
|
}
|
|
|
|
onToolStart(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(`[tool/start] [${crumbs}] Entering Tool run with input: "${run.inputs.input?.trim()}"`)
|
|
}
|
|
|
|
onToolEnd(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(`[tool/end] [${crumbs}] [${elapsed(run)}] Exiting Tool run with output: "${run.outputs?.output?.trim()}"`)
|
|
}
|
|
|
|
onToolError(run: Run) {
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[tool/error] [${crumbs}] [${elapsed(run)}] Tool run errored with error: ${tryJsonStringify(run.error, '[error]')}`
|
|
)
|
|
}
|
|
|
|
onAgentAction(run: Run) {
|
|
const agentRun = run as AgentRun
|
|
const crumbs = this.getBreadcrumbs(run)
|
|
this.logger.verbose(
|
|
`[agent/action] [${crumbs}] Agent selected action: ${tryJsonStringify(
|
|
agentRun.actions[agentRun.actions.length - 1],
|
|
'[action]'
|
|
)}`
|
|
)
|
|
}
|
|
}
|
|
|
|
/**
|
|
* Custom chain handler class
|
|
*/
|
|
export class CustomChainHandler extends BaseCallbackHandler {
|
|
name = 'custom_chain_handler'
|
|
isLLMStarted = false
|
|
socketIO: Server
|
|
socketIOClientId = ''
|
|
skipK = 0 // Skip streaming for first K numbers of handleLLMStart
|
|
returnSourceDocuments = false
|
|
cachedResponse = true
|
|
|
|
constructor(socketIO: Server, socketIOClientId: string, skipK?: number, returnSourceDocuments?: boolean) {
|
|
super()
|
|
this.socketIO = socketIO
|
|
this.socketIOClientId = socketIOClientId
|
|
this.skipK = skipK ?? this.skipK
|
|
this.returnSourceDocuments = returnSourceDocuments ?? this.returnSourceDocuments
|
|
}
|
|
|
|
handleLLMStart() {
|
|
this.cachedResponse = false
|
|
if (this.skipK > 0) this.skipK -= 1
|
|
}
|
|
|
|
handleLLMNewToken(token: string) {
|
|
if (this.skipK === 0) {
|
|
if (!this.isLLMStarted) {
|
|
this.isLLMStarted = true
|
|
this.socketIO.to(this.socketIOClientId).emit('start', token)
|
|
}
|
|
this.socketIO.to(this.socketIOClientId).emit('token', token)
|
|
}
|
|
}
|
|
|
|
handleLLMEnd() {
|
|
this.socketIO.to(this.socketIOClientId).emit('end')
|
|
}
|
|
|
|
handleChainEnd(outputs: ChainValues, _: string, parentRunId?: string): void | Promise<void> {
|
|
/*
|
|
Langchain does not call handleLLMStart, handleLLMEnd, handleLLMNewToken when the chain is cached.
|
|
Callback Order is "Chain Start -> LLM Start --> LLM Token --> LLM End -> Chain End" for normal responses.
|
|
Callback Order is "Chain Start -> Chain End" for cached responses.
|
|
*/
|
|
if (this.cachedResponse && parentRunId === undefined) {
|
|
const cachedValue = outputs.text ?? outputs.response ?? outputs.output ?? outputs.output_text
|
|
//split at whitespace, and keep the whitespace. This is to preserve the original formatting.
|
|
const result = cachedValue.split(/(\s+)/)
|
|
result.forEach((token: string, index: number) => {
|
|
if (index === 0) {
|
|
this.socketIO.to(this.socketIOClientId).emit('start', token)
|
|
}
|
|
this.socketIO.to(this.socketIOClientId).emit('token', token)
|
|
})
|
|
if (this.returnSourceDocuments) {
|
|
this.socketIO.to(this.socketIOClientId).emit('sourceDocuments', outputs?.sourceDocuments)
|
|
}
|
|
this.socketIO.to(this.socketIOClientId).emit('end')
|
|
} else {
|
|
if (this.returnSourceDocuments) {
|
|
this.socketIO.to(this.socketIOClientId).emit('sourceDocuments', outputs?.sourceDocuments)
|
|
}
|
|
}
|
|
}
|
|
}
|
|
|
|
export const additionalCallbacks = async (nodeData: INodeData, options: ICommonObject) => {
|
|
try {
|
|
if (!options.analytic) return []
|
|
|
|
const analytic = JSON.parse(options.analytic)
|
|
const callbacks: any = []
|
|
|
|
for (const provider in analytic) {
|
|
const providerStatus = analytic[provider].status as boolean
|
|
if (providerStatus) {
|
|
const credentialId = analytic[provider].credentialId as string
|
|
const credentialData = await getCredentialData(credentialId ?? '', options)
|
|
if (provider === 'langSmith') {
|
|
const langSmithProject = analytic[provider].projectName as string
|
|
|
|
const langSmithApiKey = getCredentialParam('langSmithApiKey', credentialData, nodeData)
|
|
const langSmithEndpoint = getCredentialParam('langSmithEndpoint', credentialData, nodeData)
|
|
|
|
const client = new Client({
|
|
apiUrl: langSmithEndpoint ?? 'https://api.smith.langchain.com',
|
|
apiKey: langSmithApiKey
|
|
})
|
|
|
|
let langSmithField: LangChainTracerFields = {
|
|
projectName: langSmithProject ?? 'default',
|
|
//@ts-ignore
|
|
client
|
|
}
|
|
|
|
if (nodeData?.inputs?.analytics?.langSmith) {
|
|
langSmithField = { ...langSmithField, ...nodeData?.inputs?.analytics?.langSmith }
|
|
}
|
|
|
|
const tracer = new LangChainTracer(langSmithField)
|
|
callbacks.push(tracer)
|
|
} else if (provider === 'langFuse') {
|
|
const release = analytic[provider].release as string
|
|
|
|
const langFuseSecretKey = getCredentialParam('langFuseSecretKey', credentialData, nodeData)
|
|
const langFusePublicKey = getCredentialParam('langFusePublicKey', credentialData, nodeData)
|
|
const langFuseEndpoint = getCredentialParam('langFuseEndpoint', credentialData, nodeData)
|
|
|
|
let langFuseOptions: any = {
|
|
secretKey: langFuseSecretKey,
|
|
publicKey: langFusePublicKey,
|
|
baseUrl: langFuseEndpoint ?? 'https://cloud.langfuse.com',
|
|
sdkIntegration: 'Flowise'
|
|
}
|
|
if (release) langFuseOptions.release = release
|
|
if (options.chatId) langFuseOptions.sessionId = options.chatId
|
|
|
|
if (nodeData?.inputs?.analytics?.langFuse) {
|
|
langFuseOptions = { ...langFuseOptions, ...nodeData?.inputs?.analytics?.langFuse }
|
|
}
|
|
|
|
const handler = new CallbackHandler(langFuseOptions)
|
|
callbacks.push(handler)
|
|
} else if (provider === 'lunary') {
|
|
const lunaryAppId = getCredentialParam('lunaryAppId', credentialData, nodeData)
|
|
const lunaryEndpoint = getCredentialParam('lunaryEndpoint', credentialData, nodeData)
|
|
|
|
let lunaryFields = {
|
|
appId: lunaryAppId,
|
|
apiUrl: lunaryEndpoint ?? 'https://app.lunary.ai'
|
|
}
|
|
|
|
if (nodeData?.inputs?.analytics?.lunary) {
|
|
lunaryFields = { ...lunaryFields, ...nodeData?.inputs?.analytics?.lunary }
|
|
}
|
|
|
|
const handler = new LunaryHandler(lunaryFields)
|
|
callbacks.push(handler)
|
|
}
|
|
}
|
|
}
|
|
return callbacks
|
|
} catch (e) {
|
|
throw new Error(e)
|
|
}
|
|
}
|
|
|
|
export class AnalyticHandler {
|
|
nodeData: INodeData
|
|
options: ICommonObject = {}
|
|
handlers: ICommonObject = {}
|
|
|
|
constructor(nodeData: INodeData, options: ICommonObject) {
|
|
this.options = options
|
|
this.nodeData = nodeData
|
|
this.init()
|
|
}
|
|
|
|
async init() {
|
|
try {
|
|
if (!this.options.analytic) return
|
|
|
|
const analytic = JSON.parse(this.options.analytic)
|
|
|
|
for (const provider in analytic) {
|
|
const providerStatus = analytic[provider].status as boolean
|
|
|
|
if (providerStatus) {
|
|
const credentialId = analytic[provider].credentialId as string
|
|
const credentialData = await getCredentialData(credentialId ?? '', this.options)
|
|
if (provider === 'langSmith') {
|
|
const langSmithProject = analytic[provider].projectName as string
|
|
const langSmithApiKey = getCredentialParam('langSmithApiKey', credentialData, this.nodeData)
|
|
const langSmithEndpoint = getCredentialParam('langSmithEndpoint', credentialData, this.nodeData)
|
|
|
|
const client = new LangsmithClient({
|
|
apiUrl: langSmithEndpoint ?? 'https://api.smith.langchain.com',
|
|
apiKey: langSmithApiKey
|
|
})
|
|
|
|
this.handlers['langSmith'] = { client, langSmithProject }
|
|
} else if (provider === 'langFuse') {
|
|
const release = analytic[provider].release as string
|
|
const langFuseSecretKey = getCredentialParam('langFuseSecretKey', credentialData, this.nodeData)
|
|
const langFusePublicKey = getCredentialParam('langFusePublicKey', credentialData, this.nodeData)
|
|
const langFuseEndpoint = getCredentialParam('langFuseEndpoint', credentialData, this.nodeData)
|
|
|
|
const langfuse = new Langfuse({
|
|
secretKey: langFuseSecretKey,
|
|
publicKey: langFusePublicKey,
|
|
baseUrl: langFuseEndpoint ?? 'https://cloud.langfuse.com',
|
|
sdkIntegration: 'Flowise',
|
|
release
|
|
})
|
|
this.handlers['langFuse'] = { client: langfuse }
|
|
} else if (provider === 'lunary') {
|
|
const lunaryAppId = getCredentialParam('lunaryAppId', credentialData, this.nodeData)
|
|
const lunaryEndpoint = getCredentialParam('lunaryEndpoint', credentialData, this.nodeData)
|
|
|
|
lunary.init({
|
|
appId: lunaryAppId,
|
|
apiUrl: lunaryEndpoint
|
|
})
|
|
|
|
this.handlers['lunary'] = { client: lunary }
|
|
}
|
|
}
|
|
}
|
|
} catch (e) {
|
|
throw new Error(e)
|
|
}
|
|
}
|
|
|
|
async onChainStart(name: string, input: string, parentIds?: ICommonObject) {
|
|
const returnIds: ICommonObject = {
|
|
langSmith: {},
|
|
langFuse: {},
|
|
lunary: {}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
if (!parentIds || !Object.keys(parentIds).length) {
|
|
const parentRunConfig: RunTreeConfig = {
|
|
name,
|
|
run_type: 'chain',
|
|
inputs: {
|
|
text: input
|
|
},
|
|
serialized: {},
|
|
project_name: this.handlers['langSmith'].langSmithProject,
|
|
client: this.handlers['langSmith'].client,
|
|
...this.nodeData?.inputs?.analytics?.langSmith
|
|
}
|
|
const parentRun = new RunTree(parentRunConfig)
|
|
await parentRun.postRun()
|
|
this.handlers['langSmith'].chainRun = { [parentRun.id]: parentRun }
|
|
returnIds['langSmith'].chainRun = parentRun.id
|
|
} else {
|
|
const parentRun: RunTree | undefined = this.handlers['langSmith'].chainRun[parentIds['langSmith'].chainRun]
|
|
if (parentRun) {
|
|
const childChainRun = await parentRun.createChild({
|
|
name,
|
|
run_type: 'chain',
|
|
inputs: {
|
|
text: input
|
|
}
|
|
})
|
|
await childChainRun.postRun()
|
|
this.handlers['langSmith'].chainRun = { [childChainRun.id]: childChainRun }
|
|
returnIds['langSmith'].chainRun = childChainRun.id
|
|
}
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
let langfuseTraceClient: LangfuseTraceClient
|
|
|
|
if (!parentIds || !Object.keys(parentIds).length) {
|
|
const langfuse: Langfuse = this.handlers['langFuse'].client
|
|
langfuseTraceClient = langfuse.trace({
|
|
name,
|
|
sessionId: this.options.chatId,
|
|
metadata: { tags: ['openai-assistant'] },
|
|
...this.nodeData?.inputs?.analytics?.langFuse
|
|
})
|
|
} else {
|
|
langfuseTraceClient = this.handlers['langFuse'].trace[parentIds['langFuse']]
|
|
}
|
|
|
|
if (langfuseTraceClient) {
|
|
const span = langfuseTraceClient.span({
|
|
name,
|
|
input: {
|
|
text: input
|
|
}
|
|
})
|
|
this.handlers['langFuse'].trace = { [langfuseTraceClient.id]: langfuseTraceClient }
|
|
this.handlers['langFuse'].span = { [span.id]: span }
|
|
returnIds['langFuse'].trace = langfuseTraceClient.id
|
|
returnIds['langFuse'].span = span.id
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor) {
|
|
const runId = uuidv4()
|
|
await monitor.trackEvent('chain', 'start', {
|
|
runId,
|
|
name,
|
|
userId: this.options.chatId,
|
|
input,
|
|
...this.nodeData?.inputs?.analytics?.lunary
|
|
})
|
|
this.handlers['lunary'].chainEvent = { [runId]: runId }
|
|
returnIds['lunary'].chainEvent = runId
|
|
}
|
|
}
|
|
|
|
return returnIds
|
|
}
|
|
|
|
async onChainEnd(returnIds: ICommonObject, output: string | object, shutdown = false) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const chainRun: RunTree | undefined = this.handlers['langSmith'].chainRun[returnIds['langSmith'].chainRun]
|
|
if (chainRun) {
|
|
await chainRun.end({
|
|
outputs: {
|
|
output
|
|
}
|
|
})
|
|
await chainRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const span: LangfuseSpanClient | undefined = this.handlers['langFuse'].span[returnIds['langFuse'].span]
|
|
if (span) {
|
|
span.end({
|
|
output
|
|
})
|
|
if (shutdown) {
|
|
const langfuse: Langfuse = this.handlers['langFuse'].client
|
|
await langfuse.shutdownAsync()
|
|
}
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const chainEventId = returnIds['lunary'].chainEvent
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && chainEventId) {
|
|
await monitor.trackEvent('chain', 'end', {
|
|
runId: chainEventId,
|
|
output
|
|
})
|
|
}
|
|
}
|
|
}
|
|
|
|
async onChainError(returnIds: ICommonObject, error: string | object, shutdown = false) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const chainRun: RunTree | undefined = this.handlers['langSmith'].chainRun[returnIds['langSmith'].chainRun]
|
|
if (chainRun) {
|
|
await chainRun.end({
|
|
error: {
|
|
error
|
|
}
|
|
})
|
|
await chainRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const span: LangfuseSpanClient | undefined = this.handlers['langFuse'].span[returnIds['langFuse'].span]
|
|
if (span) {
|
|
span.end({
|
|
output: {
|
|
error
|
|
}
|
|
})
|
|
if (shutdown) {
|
|
const langfuse: Langfuse = this.handlers['langFuse'].client
|
|
await langfuse.shutdownAsync()
|
|
}
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const chainEventId = returnIds['lunary'].chainEvent
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && chainEventId) {
|
|
await monitor.trackEvent('chain', 'end', {
|
|
runId: chainEventId,
|
|
output: error
|
|
})
|
|
}
|
|
}
|
|
}
|
|
|
|
async onLLMStart(name: string, input: string, parentIds: ICommonObject) {
|
|
const returnIds: ICommonObject = {
|
|
langSmith: {},
|
|
langFuse: {},
|
|
lunary: {}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const parentRun: RunTree | undefined = this.handlers['langSmith'].chainRun[parentIds['langSmith'].chainRun]
|
|
if (parentRun) {
|
|
const childLLMRun = await parentRun.createChild({
|
|
name,
|
|
run_type: 'llm',
|
|
inputs: {
|
|
prompts: [input]
|
|
}
|
|
})
|
|
await childLLMRun.postRun()
|
|
this.handlers['langSmith'].llmRun = { [childLLMRun.id]: childLLMRun }
|
|
returnIds['langSmith'].llmRun = childLLMRun.id
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const trace: LangfuseTraceClient | undefined = this.handlers['langFuse'].trace[parentIds['langFuse'].trace]
|
|
if (trace) {
|
|
const generation = trace.generation({
|
|
name,
|
|
input: input
|
|
})
|
|
this.handlers['langFuse'].generation = { [generation.id]: generation }
|
|
returnIds['langFuse'].generation = generation.id
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const monitor = this.handlers['lunary'].client
|
|
const chainEventId: string = this.handlers['lunary'].chainEvent[parentIds['lunary'].chainEvent]
|
|
|
|
if (monitor && chainEventId) {
|
|
const runId = uuidv4()
|
|
await monitor.trackEvent('llm', 'start', {
|
|
runId,
|
|
parentRunId: chainEventId,
|
|
name,
|
|
userId: this.options.chatId,
|
|
input
|
|
})
|
|
this.handlers['lunary'].llmEvent = { [runId]: runId }
|
|
returnIds['lunary'].llmEvent = runId
|
|
}
|
|
}
|
|
|
|
return returnIds
|
|
}
|
|
|
|
async onLLMEnd(returnIds: ICommonObject, output: string) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const llmRun: RunTree | undefined = this.handlers['langSmith'].llmRun[returnIds['langSmith'].llmRun]
|
|
if (llmRun) {
|
|
await llmRun.end({
|
|
outputs: {
|
|
generations: [output]
|
|
}
|
|
})
|
|
await llmRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const generation: LangfuseGenerationClient | undefined = this.handlers['langFuse'].generation[returnIds['langFuse'].generation]
|
|
if (generation) {
|
|
generation.end({
|
|
output: output
|
|
})
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const llmEventId: string = this.handlers['lunary'].llmEvent[returnIds['lunary'].llmEvent]
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && llmEventId) {
|
|
await monitor.trackEvent('llm', 'end', {
|
|
runId: llmEventId,
|
|
output
|
|
})
|
|
}
|
|
}
|
|
}
|
|
|
|
async onLLMError(returnIds: ICommonObject, error: string | object) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const llmRun: RunTree | undefined = this.handlers['langSmith'].llmRun[returnIds['langSmith'].llmRun]
|
|
if (llmRun) {
|
|
await llmRun.end({
|
|
error: {
|
|
error
|
|
}
|
|
})
|
|
await llmRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const generation: LangfuseGenerationClient | undefined = this.handlers['langFuse'].generation[returnIds['langFuse'].generation]
|
|
if (generation) {
|
|
generation.end({
|
|
output: error
|
|
})
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const llmEventId: string = this.handlers['lunary'].llmEvent[returnIds['lunary'].llmEvent]
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && llmEventId) {
|
|
await monitor.trackEvent('llm', 'end', {
|
|
runId: llmEventId,
|
|
output: error
|
|
})
|
|
}
|
|
}
|
|
}
|
|
|
|
async onToolStart(name: string, input: string | object, parentIds: ICommonObject) {
|
|
const returnIds: ICommonObject = {
|
|
langSmith: {},
|
|
langFuse: {},
|
|
lunary: {}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const parentRun: RunTree | undefined = this.handlers['langSmith'].chainRun[parentIds['langSmith'].chainRun]
|
|
if (parentRun) {
|
|
const childToolRun = await parentRun.createChild({
|
|
name,
|
|
run_type: 'tool',
|
|
inputs: {
|
|
input
|
|
}
|
|
})
|
|
await childToolRun.postRun()
|
|
this.handlers['langSmith'].toolRun = { [childToolRun.id]: childToolRun }
|
|
returnIds['langSmith'].toolRun = childToolRun.id
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const trace: LangfuseTraceClient | undefined = this.handlers['langFuse'].trace[parentIds['langFuse'].trace]
|
|
if (trace) {
|
|
const toolSpan = trace.span({
|
|
name,
|
|
input
|
|
})
|
|
this.handlers['langFuse'].toolSpan = { [toolSpan.id]: toolSpan }
|
|
returnIds['langFuse'].toolSpan = toolSpan.id
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const monitor = this.handlers['lunary'].client
|
|
const chainEventId: string = this.handlers['lunary'].chainEvent[parentIds['lunary'].chainEvent]
|
|
|
|
if (monitor && chainEventId) {
|
|
const runId = uuidv4()
|
|
await monitor.trackEvent('tool', 'start', {
|
|
runId,
|
|
parentRunId: chainEventId,
|
|
name,
|
|
userId: this.options.chatId,
|
|
input
|
|
})
|
|
this.handlers['lunary'].toolEvent = { [runId]: runId }
|
|
returnIds['lunary'].toolEvent = runId
|
|
}
|
|
}
|
|
|
|
return returnIds
|
|
}
|
|
|
|
async onToolEnd(returnIds: ICommonObject, output: string | object) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const toolRun: RunTree | undefined = this.handlers['langSmith'].toolRun[returnIds['langSmith'].toolRun]
|
|
if (toolRun) {
|
|
await toolRun.end({
|
|
outputs: {
|
|
output
|
|
}
|
|
})
|
|
await toolRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const toolSpan: LangfuseSpanClient | undefined = this.handlers['langFuse'].toolSpan[returnIds['langFuse'].toolSpan]
|
|
if (toolSpan) {
|
|
toolSpan.end({
|
|
output
|
|
})
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const toolEventId: string = this.handlers['lunary'].toolEvent[returnIds['lunary'].toolEvent]
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && toolEventId) {
|
|
await monitor.trackEvent('tool', 'end', {
|
|
runId: toolEventId,
|
|
output
|
|
})
|
|
}
|
|
}
|
|
}
|
|
|
|
async onToolError(returnIds: ICommonObject, error: string | object) {
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langSmith')) {
|
|
const toolRun: RunTree | undefined = this.handlers['langSmith'].toolRun[returnIds['langSmith'].toolRun]
|
|
if (toolRun) {
|
|
await toolRun.end({
|
|
error: {
|
|
error
|
|
}
|
|
})
|
|
await toolRun.patchRun()
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'langFuse')) {
|
|
const toolSpan: LangfuseSpanClient | undefined = this.handlers['langFuse'].toolSpan[returnIds['langFuse'].toolSpan]
|
|
if (toolSpan) {
|
|
toolSpan.end({
|
|
output: error
|
|
})
|
|
}
|
|
}
|
|
|
|
if (Object.prototype.hasOwnProperty.call(this.handlers, 'lunary')) {
|
|
const toolEventId: string = this.handlers['lunary'].llmEvent[returnIds['lunary'].toolEvent]
|
|
const monitor = this.handlers['lunary'].client
|
|
|
|
if (monitor && toolEventId) {
|
|
await monitor.trackEvent('tool', 'end', {
|
|
runId: toolEventId,
|
|
output: error
|
|
})
|
|
}
|
|
}
|
|
}
|
|
}
|