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ruvector/crates/ruvector-postgres/docs
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rUv ac1f9a7f93 docs(postgres): Add comprehensive integration plans for advanced features 
Add detailed implementation, optimization, and benchmarking plans for:

1. Self-Learning / ReasoningBank
   - Trajectory tracking, verdict judgment, memory distillation
   - Adaptive search parameter optimization

2. Attention Mechanisms (39 types)
   - Core: Scaled dot-product, multi-head, Flash v2, linear
   - Graph: GAT, GATv2, sparse patterns
   - Specialized: MoE, cross-attention, sliding window
   - Hyperbolic: Poincaré, Lorentz attention

3. GNN Layers
   - GCN, GraphSAGE, GAT, GIN layers
   - Message passing framework
   - PostgreSQL graph storage integration

4. Hyperbolic Embeddings
   - Poincaré ball and Lorentz models
   - Möbius operations, exp/log maps
   - Hyperbolic HNSW index

5. Sparse Vectors
   - COO/CSR formats, SPLADE support
   - Inverted index, WAND algorithm
   - Hybrid dense+sparse search

6. Graph Operations & Cypher
   - Full Cypher query language support
   - Property graph storage
   - Vector-enhanced traversals
   - Graph algorithms (PageRank, community detection)

7. Tiny Dancer Routing
   - FastGRNN neural inference
   - Semantic route matching
   - Cost/latency optimization
   - Agent registry and pool management

8. Optimization Strategy
   - SIMD dispatch (AVX-512/AVX2/NEON)
   - Zero-copy operations, memory pools
   - Query plan caching, parallel execution
   - PostgreSQL-specific tuning

9. Benchmarking Plan
   - Micro-benchmarks for all operations
   - Competitor comparison methodology
   - Stress testing and recall analysis
   - CI/CD integration

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-12-02 19:15:20 +00:00
..
guides docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
implementation docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
integration-plans docs(postgres): Add comprehensive integration plans for advanced features 2025-12-02 19:15:20 +00:00
API.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
ARCHITECTURE.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
BUILD.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
BUILD_QUICK_START.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
IMPLEMENTATION_SUMMARY.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
INSTALLATION.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
ivfflat_access_method.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
MIGRATION.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
NATIVE_TYPE_IO.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
NEON_COMPATIBILITY.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
QUANTIZED_TYPES.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
QUICK_REFERENCE_IVFFLAT.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
SIMD_OPTIMIZATION.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
TEST_SUMMARY.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
TESTING.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
TYPE_IO_IMPLEMENTATION_SUMMARY.md feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00