// Simulated LLM Service /** * Simulates a Large Language Model (LLM) service for intent detection. */ export class DummyLlmService { /** * Queries the simulated LLM with a prompt. * @param {string} prompt - The input prompt to query the LLM. * @returns {Promise<{confidence: number, action: string}>} - The detected intent with confidence and action. */ async query(prompt) { const intents = { analyze: { confidence: 0.9, action: 'analysis' }, process: { confidence: 0.8, action: 'processing' }, transform: { confidence: 0.7, action: 'transformation' }, }; const matchedIntent = Object.entries(intents).find(([key]) => prompt.toLowerCase().includes(key), ); return matchedIntent ? matchedIntent[1] : { confidence: 0.1, action: 'unknown' }; } } // Interface for workflow operators /** * Represents a workflow operator responsible for performing a specific operation. */ export class WorkflowOperator { /** * Creates an instance of WorkflowOperator. * @param {string} name - The name of the operator. * @param {function(object): Promise} operation - The operation function executed by the operator. */ constructor(name, operation) { this.name = name; this.operation = operation; } /** * Executes the operator's operation with the given state. * @param {object} state - The current state to be processed. * @returns {Promise} - The updated state after the operation. */ async execute(state) { return await this.operation(state); } } // Interface for manifold regions /** * Represents a region within the manifold, containing workflow operators. */ export class ManifoldRegion { /** * Creates an instance of ManifoldRegion. * @param {string} name - The name of the region. * @param {WorkflowOperator[]} [operators=[]] - The operators available in this region. */ constructor(name, operators = []) { this.name = name; this.operators = operators; this.adjacentRegions = new Set(); } /** * Adds an operator to the region. * @param {WorkflowOperator} operator - The operator to be added. */ addOperator(operator) { this.operators.push(operator); } /** * Establishes a connection to another region. * @param {ManifoldRegion} region - The region to connect to. */ connectTo(region) { this.adjacentRegions.add(region); region.adjacentRegions.add(this); } /** * Retrieves valid operators for the given state. * @param {object} _state - The current state. * @returns {Promise} - The list of valid operators. */ async getValidOperators(_state) { return this.operators; } } // Main manifold implementation /** * Represents the workflow function manifold managing regions and state transitions. */ export class WorkflowFunctionManifold { /** * Creates an instance of WorkflowFunctionManifold. * @param {DummyLlmService} llmService - The LLM service used for intent detection. */ constructor(llmService) { this.llmService = llmService; this.regions = new Map(); this.currentRegion = null; this.state = {}; } /** * Adds a region to the manifold. * @param {ManifoldRegion} region - The region to be added. */ addRegion(region) { this.regions.set(region.name, region); if (!this.currentRegion) { this.currentRegion = region; } } /** * Navigates to the next region based on the provided prompt. * @param {string} prompt - The input prompt for intent matching. * @returns {Promise} - Whether navigation was successful. */ async navigate(prompt) { try { const intent = await this.llmService.query(prompt); const nextRegion = Array.from(this.currentRegion.adjacentRegions).find(region => region.name.toLowerCase().includes(intent.action), ); if (nextRegion && intent.confidence > 0.5) { this.currentRegion = nextRegion; return true; } console.warn(`No valid region found for prompt: "${prompt}"`); return false; } catch (error) { console.error(`Error during navigation for prompt "${prompt}":`, error); return false; } } /** * Executes the workflow based on the current region and provided prompt. * @param {string} prompt - The input prompt for intent matching. * @returns {Promise} - Whether the workflow execution was successful. */ async executeWorkflow(prompt) { try { const operators = await this.currentRegion.getValidOperators(this.state); const intent = await this.llmService.query(prompt); const matchedOperator = operators.find(op => op.name.toLowerCase().includes(intent.action)); if (matchedOperator) { this.state = await matchedOperator.execute(this.state); return true; } console.warn(`No matching operator found for intent: ${intent.action}`); return false; } catch (error) { console.error(`Error during workflow execution for prompt "${prompt}":`, error); return false; } } }