@nahisaho/musubix-neural-search

Neural search engine with embedding-based scoring and learning-based pruning for MUSUBIX code synthesis.

Features

• Neural Scorer: Embedding-based code and specification scoring
• Search Engine: Beam search and best-first search algorithms
• Learning Module: Online learning from search trajectories

Installation

npm install @nahisaho/musubix-neural-search

Requirements

• REQ-NS-001: Branch Scoring with neural embeddings
• REQ-NS-002: Search prioritization based on scores
• REQ-NS-003: Learning-based pruning
• REQ-NS-004: Search trajectory learning

Architecture

┌─────────────────────────────────────────────────────────┐
│                   Neural Search Engine                   │
├─────────────────┬─────────────────┬────────────────────┤
│  Neural Scorer  │  Search Engine  │  Learning Module   │
├─────────────────┼─────────────────┼────────────────────┤
│ EmbeddingModel  │ BeamSearch      │ TrajectoryLog      │
│ BranchScorer    │ BestFirstSearch │ OnlineLearner      │
│ ContextEncoder  │ PruningManager  │ ModelUpdater       │
└─────────────────┴─────────────────┴────────────────────┘

Usage

import { BeamSearch, BranchScorer, OnlineLearner } from '@nahisaho/musubix-neural-search';

// Create scorer
const scorer = new BranchScorer();

// Create search
const search = new BeamSearch({ beamWidth: 5 });

// Execute search
const results = await search.search(initialState, scorer);

License

MIT