init

index.js

@@ -0,0 +1,153 @@
+// Simulated LLM Service
+class DummyLlmService {
+    async query(prompt) {
+        // Simulate LLM response with basic intent matching
+        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
+class WorkflowOperator {
+    constructor(name, operation) {
+        this.name = name;
+        this.operation = operation;
+    }
+
+    async execute(state) {
+        return await this.operation(state);
+    }
+}
+
+// Interface for manifold regions
+class ManifoldRegion {
+    constructor(name, operators = []) {
+        this.name = name;
+        this.operators = operators;
+        this.adjacentRegions = new Set();
+    }
+
+    addOperator(operator) {
+        this.operators.push(operator);
+    }
+
+    connectTo(region) {
+        this.adjacentRegions.add(region);
+        region.adjacentRegions.add(this);
+    }
+
+    async getValidOperators(state) {
+        return this.operators;
+    }
+}
+
+// Main manifold implementation
+class WorkflowFunctionManifold {
+    constructor(llmService) {
+        this.llmService = llmService;
+        this.regions = new Map();
+        this.currentRegion = null;
+        this.state = {};
+    }
+
+    addRegion(region) {
+        this.regions.set(region.name, region);
+        if (!this.currentRegion) {
+            this.currentRegion = region;
+        }
+    }
+
+    async navigate(prompt) {
+        const intent = await this.llmService.query(prompt);
+
+        // Find best region based on intent
+        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;
+        }
+        return false;
+    }
+
+    async executeWorkflow(prompt) {
+        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;
+        }
+        return false;
+    }
+}
+
+// Usage Example
+async function demonstrateManifold() {
+    // Initialize services and manifold
+    const llm = new DummyLlmService();
+    const manifold = new WorkflowFunctionManifold(llm);
+
+    // Create operators
+    const dataAnalysisOp = new WorkflowOperator('analysis', async (state) => {
+        console.log('Performing data analysis...');
+        return { ...state, analyzed: true };
+    });
+
+    const dataProcessingOp = new WorkflowOperator('processing', async (state) => {
+        console.log('Processing data...');
+        return { ...state, processed: true };
+    });
+
+    const dataTransformOp = new WorkflowOperator('transformation', async (state) => {
+        console.log('Transforming data...');
+        return { ...state, transformed: true };
+    });
+
+    // Create regions
+    const analysisRegion = new ManifoldRegion('analysis', [dataAnalysisOp]);
+    const processingRegion = new ManifoldRegion('processing', [dataProcessingOp]);
+    const transformationRegion = new ManifoldRegion('transformation', [dataTransformOp]);
+
+    // Connect regions
+    analysisRegion.connectTo(processingRegion);
+    processingRegion.connectTo(transformationRegion);
+
+    // Add regions to manifold
+    manifold.addRegion(analysisRegion);
+    manifold.addRegion(processingRegion);
+    manifold.addRegion(transformationRegion);
+
+    // Demonstrate workflow execution
+    console.log('Starting workflow demonstration...');
+
+    const prompts = [
+        'analyze the data',
+        'process the results',
+        'transform the output'
+    ];
+
+    for (const prompt of prompts) {
+        console.log(`\nExecuting prompt: "${prompt}"`);
+        await manifold.navigate(prompt);
+        const executed = await manifold.executeWorkflow(prompt);
+        console.log(`Current state:`, manifold.state);
+        console.log(`Current region: ${manifold.currentRegion.name}`);
+        console.log(`Operation executed: ${executed}`);
+    }
+}
+
+// Run the demonstration
+demonstrateManifold().catch(console.error);