| """ | |
| Numbskull - Advanced AI Embedding Pipeline | |
| ========================================== | |
| A sophisticated multi-modal embedding system that integrates: | |
| - Semantic vectorization (Eopiez) | |
| - Mathematical optimization (LIMPS/Matrix Orchestrator) | |
| - Entropy-based token processing | |
| - Sparse embedding with distributed optimization | |
| - Hybrid search capabilities | |
| - Fractal cascade simulation | |
| Components: | |
| - SemanticEmbedder: Advanced semantic vectorization | |
| - MathematicalEmbedder: Mathematical/symbolic embedding | |
| - FractalCascadeEmbedder: Fractal-based embedding simulation | |
| - HybridEmbeddingPipeline: Unified embedding orchestration | |
| - EmbeddingOptimizer: Performance optimization | |
| """ | |
| from .semantic_embedder import SemanticEmbedder, SemanticConfig | |
| from .mathematical_embedder import MathematicalEmbedder, MathematicalConfig | |
| from .fractal_cascade_embedder import FractalCascadeEmbedder, FractalConfig | |
| from .hybrid_pipeline import HybridEmbeddingPipeline, HybridConfig | |
| from .optimizer import EmbeddingOptimizer, OptimizationConfig | |
| __version__ = "1.0.0" | |
| __author__ = "9x25dillon" | |
| __email__ = "your.email@example.com" | |
| __description__ = "Advanced AI Embedding Pipeline with Multi-Modal Fusion" | |
| __all__ = [ | |
| "SemanticEmbedder", | |
| "SemanticConfig", | |
| "MathematicalEmbedder", | |
| "MathematicalConfig", | |
| "FractalCascadeEmbedder", | |
| "FractalConfig", | |
| "HybridEmbeddingPipeline", | |
| "HybridConfig", | |
| "EmbeddingOptimizer", | |
| "OptimizationConfig" | |
| ] |