| const { ZeroShotAgentOutputParser } = require('langchain/agents'); |
| const { logger } = require('~/config'); |
|
|
| class CustomOutputParser extends ZeroShotAgentOutputParser { |
| constructor(fields) { |
| super(fields); |
| this.tools = fields.tools; |
| this.longestToolName = ''; |
| for (const tool of this.tools) { |
| if (tool.name.length > this.longestToolName.length) { |
| this.longestToolName = tool.name; |
| } |
| } |
| this.finishToolNameRegex = /(?:the\s+)?final\s+answer:\s*/i; |
| this.actionValues = |
| /(?:Action(?: [1-9])?:) ([\s\S]*?)(?:\n(?:Action Input(?: [1-9])?:) ([\s\S]*?))?$/i; |
| this.actionInputRegex = /(?:Action Input(?: *\d*):) ?([\s\S]*?)$/i; |
| this.thoughtRegex = /(?:Thought(?: *\d*):) ?([\s\S]*?)$/i; |
| } |
|
|
| getValidTool(text) { |
| let result = false; |
| for (const tool of this.tools) { |
| const { name } = tool; |
| const toolIndex = text.indexOf(name); |
| if (toolIndex !== -1) { |
| result = name; |
| break; |
| } |
| } |
| return result; |
| } |
|
|
| checkIfValidTool(text) { |
| let isValidTool = false; |
| for (const tool of this.tools) { |
| const { name } = tool; |
| if (text === name) { |
| isValidTool = true; |
| break; |
| } |
| } |
| return isValidTool; |
| } |
|
|
| async parse(text) { |
| const finalMatch = text.match(this.finishToolNameRegex); |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| if (finalMatch) { |
| const output = text.substring(finalMatch.index + finalMatch[0].length).trim(); |
| return { |
| returnValues: { output }, |
| log: text, |
| }; |
| } |
|
|
| const match = this.actionValues.exec(text); |
|
|
| if (!match) { |
| logger.debug( |
| '\n\n<----------------------[CustomOutputParser] HIT NO MATCH PARSING ERROR---------------------->\n\n' + |
| match, |
| ); |
| const thoughts = text.replace(/[tT]hought:/, '').split('\n'); |
| |
| |
| |
| |
| |
|
|
| return { |
| returnValues: { output: thoughts[0] }, |
| log: thoughts.slice(1).join('\n'), |
| }; |
| } |
|
|
| let selectedTool = match?.[1].trim().toLowerCase(); |
|
|
| if (match && selectedTool === 'n/a') { |
| logger.debug( |
| '\n\n<----------------------[CustomOutputParser] HIT N/A PARSING ERROR---------------------->\n\n' + |
| match, |
| ); |
| return { |
| tool: 'self-reflection', |
| toolInput: match[2]?.trim().replace(/^"+|"+$/g, '') ?? '', |
| log: text, |
| }; |
| } |
|
|
| let toolIsValid = this.checkIfValidTool(selectedTool); |
| if (match && !toolIsValid) { |
| logger.debug( |
| '\n\n<----------------[CustomOutputParser] Tool invalid: Re-assigning Selected Tool---------------->\n\n' + |
| match, |
| ); |
| selectedTool = this.getValidTool(selectedTool); |
| } |
|
|
| if (match && !selectedTool) { |
| logger.debug( |
| '\n\n<----------------------[CustomOutputParser] HIT INVALID TOOL PARSING ERROR---------------------->\n\n' + |
| match, |
| ); |
| selectedTool = 'self-reflection'; |
| } |
|
|
| if (match && !match[2]) { |
| logger.debug( |
| '\n\n<----------------------[CustomOutputParser] HIT NO ACTION INPUT PARSING ERROR---------------------->\n\n' + |
| match, |
| ); |
|
|
| |
| const actionInputMatch = this.actionInputRegex.exec(text); |
| const thoughtMatch = this.thoughtRegex.exec(text); |
| if (actionInputMatch) { |
| return { |
| tool: selectedTool, |
| toolInput: actionInputMatch[1].trim(), |
| log: text, |
| }; |
| } |
|
|
| if (thoughtMatch && !actionInputMatch) { |
| return { |
| tool: selectedTool, |
| toolInput: thoughtMatch[1].trim(), |
| log: text, |
| }; |
| } |
| } |
|
|
| if (match && selectedTool.length > this.longestToolName.length) { |
| logger.debug( |
| '\n\n<----------------------[CustomOutputParser] HIT LONG PARSING ERROR---------------------->\n\n', |
| ); |
|
|
| let action, input, thought; |
| let firstIndex = Infinity; |
|
|
| for (const tool of this.tools) { |
| const { name } = tool; |
| const toolIndex = text.indexOf(name); |
| if (toolIndex !== -1 && toolIndex < firstIndex) { |
| firstIndex = toolIndex; |
| action = name; |
| } |
| } |
|
|
| |
| const actionInputMatch = this.actionInputRegex.exec(text); |
| if (action && actionInputMatch) { |
| logger.debug( |
| '\n\n<------[CustomOutputParser] Matched Action Input in Long Parsing Error------>\n\n' + |
| actionInputMatch, |
| ); |
| return { |
| tool: action, |
| toolInput: actionInputMatch[1].trim().replaceAll('"', ''), |
| log: text, |
| }; |
| } |
|
|
| if (action) { |
| const actionEndIndex = text.indexOf('Action:', firstIndex + action.length); |
| const inputText = text |
| .slice(firstIndex + action.length, actionEndIndex !== -1 ? actionEndIndex : undefined) |
| .trim(); |
| const inputLines = inputText.split('\n'); |
| input = inputLines[0]; |
| if (inputLines.length > 1) { |
| thought = inputLines.slice(1).join('\n'); |
| } |
| const returnValues = { |
| tool: action, |
| toolInput: input, |
| log: thought || inputText, |
| }; |
|
|
| const inputMatch = this.actionValues.exec(returnValues.log); |
| if (inputMatch) { |
| logger.debug('[CustomOutputParser] inputMatch', inputMatch); |
| returnValues.toolInput = inputMatch[1].replaceAll('"', '').trim(); |
| returnValues.log = returnValues.log.replace(this.actionValues, ''); |
| } |
|
|
| return returnValues; |
| } else { |
| logger.debug('[CustomOutputParser] No valid tool mentioned.', this.tools, text); |
| return { |
| tool: 'self-reflection', |
| toolInput: 'Hypothetical actions: \n"' + text + '"\n', |
| log: 'Thought: I need to look at my hypothetical actions and try one', |
| }; |
| } |
|
|
| |
| |
| |
| |
| } |
|
|
| return { |
| tool: selectedTool, |
| toolInput: match[2]?.trim()?.replace(/^"+|"+$/g, '') ?? '', |
| log: text, |
| }; |
| } |
| } |
|
|
| module.exports = { CustomOutputParser }; |
|
|