Files
Flowise/packages/components/src/handler.ts
T
2023-07-11 01:53:22 +01:00

181 lines
5.6 KiB
TypeScript

import { BaseTracer, Run, BaseCallbackHandler } from 'langchain/callbacks'
import { AgentAction, ChainValues } from 'langchain/schema'
import { Logger } from 'winston'
import { Server } from 'socket.io'
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
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() {
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): void | Promise<void> {
if (this.returnSourceDocuments) {
this.socketIO.to(this.socketIOClientId).emit('sourceDocuments', outputs?.sourceDocuments)
}
}
}