/**
 * Consciousness-Explorer Integration
 *
 * Multi-layered graph for consciousness models
 * Integration with consciousness-explorer package
 *
 * Explores:
 * - Global workspace theory
 * - Integrated information theory
 * - Higher-order thought models
 * - Metacognition layers
 */

import { createUnifiedDatabase } from '../../src/db-unified.js';
import { ReflexionMemory } from '../../src/controllers/ReflexionMemory.js';
import { CausalMemoryGraph } from '../../src/controllers/CausalMemoryGraph.js';
import { EmbeddingService } from '../../src/controllers/EmbeddingService.js';
import * as path from 'path';

export default {
  description: 'Consciousness-explorer with multi-layered consciousness models',

  async run(config: any) {
    const { verbosity = 2, layers = 4 } = config;

    if (verbosity >= 2) {
      console.log(`   🌌 Initializing Consciousness Explorer (${layers} layers)`);
    }

    // Initialize multi-layered consciousness graph
    const embedder = new EmbeddingService({
      model: 'Xenova/all-MiniLM-L6-v2',
      dimension: 384,
      provider: 'transformers'
    });
    await embedder.initialize();

    const db = await createUnifiedDatabase(
      path.join(process.cwd(), 'simulation', 'data', 'advanced', 'consciousness.graph'),
      embedder,
      { forceMode: 'graph' }
    );

    const reflexion = new ReflexionMemory(
      db.getGraphDatabase() as any,
      embedder,
      undefined,
      undefined,
      db.getGraphDatabase() as any
    );

    const causal = new CausalMemoryGraph(
      db.getGraphDatabase() as any,
      db.getGraphDatabase() as any
    );

    const results = {
      perceptualLayer: 0,
      attentionLayer: 0,
      metacognitiveLayer: 0,
      integratedInformation: 0,
      consciousnessLevel: 0,
      totalTime: 0
    };

    const startTime = performance.now();

    // Layer 1: Perceptual Processing
    const perceptualInputs = ['visual', 'auditory', 'tactile'];
    for (const input of perceptualInputs) {
      await reflexion.storeEpisode({
        sessionId: 'consciousness-layer-1',
        task: `perceptual_input: ${input}`,
        reward: 0.75,
        success: true,
        input: `${input}_stimulus`,
        output: `${input}_percept`
      });
      results.perceptualLayer++;
    }

    // Layer 2: Attention & Global Workspace
    const attentionTargets = ['salient_object', 'motion_pattern', 'unexpected_event'];
    for (const target of attentionTargets) {
      await reflexion.storeEpisode({
        sessionId: 'consciousness-layer-2',
        task: `attention_focus: ${target}`,
        reward: 0.85,
        success: true,
        input: 'workspace_broadcast',
        output: `attended_${target}`
      });
      results.attentionLayer++;
    }

    // Layer 3: Metacognitive Monitoring
    const metacognitiveProcesses = ['self_monitoring', 'error_detection', 'strategy_selection'];
    for (const process of metacognitiveProcesses) {
      await reflexion.storeEpisode({
        sessionId: 'consciousness-layer-3',
        task: `metacognition: ${process}`,
        reward: 0.90,
        success: true,
        input: 'cognitive_state',
        output: `metacognitive_${process}`,
        critique: 'Self-reflective awareness'
      });
      results.metacognitiveLayer++;
    }

    // Integrated Information (phi)
    // Measure of consciousness based on information integration
    results.integratedInformation =
      (results.perceptualLayer + results.attentionLayer + results.metacognitiveLayer) / 3;

    // Consciousness level (normalized)
    results.consciousnessLevel =
      (0.75 * results.perceptualLayer +
       0.85 * results.attentionLayer +
       0.90 * results.metacognitiveLayer) /
      (results.perceptualLayer + results.attentionLayer + results.metacognitiveLayer);

    const endTime = performance.now();
    results.totalTime = endTime - startTime;

    db.close();

    if (verbosity >= 2) {
      console.log(`      📊 Perceptual Layer: ${results.perceptualLayer} processes`);
      console.log(`      📊 Attention Layer: ${results.attentionLayer} processes`);
      console.log(`      📊 Metacognitive Layer: ${results.metacognitiveLayer} processes`);
      console.log(`      📊 Integrated Information (φ): ${results.integratedInformation.toFixed(2)}`);
      console.log(`      📊 Consciousness Level: ${(results.consciousnessLevel * 100).toFixed(1)}%`);
      console.log(`      ⏱️  Duration: ${results.totalTime.toFixed(2)}ms`);
    }

    return results;
  }
};