| """ |
| 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" |
| ] |
