rUv
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4d5d3bb092
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feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40)
* docs: Add comprehensive GNN v2 implementation plans
Add 22 detailed planning documents for 19 advanced GNN features:
Tier 1 (Immediate - 3-6 months):
- GNN-Guided HNSW Routing (+25% QPS)
- Incremental Graph Learning/ATLAS (10-100x faster updates)
- Neuro-Symbolic Query Execution (hybrid neural + logical)
Tier 2 (Medium-Term - 6-12 months):
- Hyperbolic Embeddings (Poincaré ball model)
- Degree-Aware Adaptive Precision (2-4x memory reduction)
- Continuous-Time Dynamic GNN (concept drift detection)
Tier 3 (Research - 12+ months):
- Graph Condensation (10-100x smaller graphs)
- Native Sparse Attention (8-15x GPU speedup)
- Quantum-Inspired Attention (long-range dependencies)
Novel Innovations (10 experimental features):
- Gravitational Embedding Fields, Causal Attention Networks
- Topology-Aware Gradient Routing, Embedding Crystallization
- Semantic Holography, Entangled Subspace Attention
- Predictive Prefetch Attention, Morphological Attention
- Adversarial Robustness Layer, Consensus Attention
Includes comprehensive regression prevention strategy with:
- Feature flag system for safe rollout
- Performance baseline (186 tests + 6 search_v2 tests)
- Automated rollback mechanisms
Related to #38
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
* feat(micro-hnsw-wasm): Add neuromorphic HNSW v2.3 with SNN integration
## New Crate: micro-hnsw-wasm v2.3.0
- Published to crates.io: https://crates.io/crates/micro-hnsw-wasm
- 11.8KB WASM binary with 58 exported functions
- Neuromorphic vector search combining HNSW + Spiking Neural Networks
### Core Features
- HNSW graph-based approximate nearest neighbor search
- Multi-distance metrics: L2, Cosine, Dot product
- GNN extensions: typed nodes, edge weights, neighbor aggregation
- Multi-core sharding: 256 cores × 32 vectors = 8K total
### Spiking Neural Network (SNN)
- LIF (Leaky Integrate-and-Fire) neurons with membrane dynamics
- STDP (Spike-Timing Dependent Plasticity) learning
- Spike propagation through graph topology
- HNSW→SNN bridge for similarity-driven neural activation
### Novel Neuromorphic Features (v2.3)
- Spike-Timing Vector Encoding (rate-to-time conversion)
- Homeostatic Plasticity (self-stabilizing thresholds)
- Oscillatory Resonance (40Hz gamma synchronization)
- Winner-Take-All Circuits (competitive selection)
- Dendritic Computation (nonlinear branch integration)
- Temporal Pattern Recognition (spike history matching)
- Combined Neuromorphic Search pipeline
### Performance Optimizations
- 5.5x faster SNN tick (2,726ns → 499ns)
- 18% faster STDP learning
- Pre-computed reciprocal constants
- Division elimination in hot paths
### Documentation & Organization
- Reorganized docs into subdirectories (gnn/, implementation/, publishing/, status/)
- Added comprehensive README with badges, SEO, citations
- Added benchmark.js and test_wasm.js test suites
- Added DEEP_REVIEW.md with performance analysis
- Added Verilog RTL for ASIC synthesis
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude <noreply@anthropic.com>
---------
Co-authored-by: Claude <noreply@anthropic.com>
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2025-12-01 22:30:15 -05:00 |
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rUv
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d6dc474fca
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feat: Phase 3 - WASM architecture with in-memory storage
Complete architectural implementation for WebAssembly support:
🏗️ **In-Memory Storage Backend:**
- Created storage_memory.rs with DashMap-based storage
- Thread-safe concurrent access
- No file system dependencies
- Full VectorDB API compatibility
- Automatic ID generation
- 6 comprehensive tests
⚙️ **Feature Flag Architecture:**
- storage: File-based (redb + memmap2, not WASM)
- hnsw: HNSW indexing (hnsw_rs, not WASM)
- memory-only: Pure in-memory for WASM
- Conditional compilation by target
🔌 **Storage Layer Abstraction:**
- Dynamic backend selection at compile time
- Clean separation between native/WASM
- Same API across all backends
- Transparent fallback mechanism
📦 **WASM-Compatible Dependencies:**
- Made redb, memmap2, hnsw_rs optional
- Uses FlatIndex for WASM (no HNSW)
- Configured getrandom for wasm_js
- Full JavaScript bindings already present
📊 **Performance Trade-offs:**
- Native: 50K ops/sec, HNSW, 4-5MB binary
- WASM: 1K ops/sec, Flat index, 500KB binary
- Automatic fallback: native → WASM → error
📝 **Documentation:**
- Complete Phase 3 status document
- Architecture explanation
- Performance comparison
- Build instructions
- Future enhancements
🐛 **Known Issues:**
- getrandom version conflicts (0.2 vs 0.3)
- Requires wasm-pack for clean build
- IndexedDB persistence stubbed (future)
Next: Resolve getrandom conflicts and complete WASM build
🤖 Generated with Claude Code
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2025-11-21 13:40:34 +00:00 |
|
Claude
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22e9e48d37
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Clean up repository structure and organize documentation
## Repository Cleanup
### Root Directory
- ✅ Removed duplicate .implementation-summary.md
- ✅ Removed test binary (test_cosine)
- ✅ Removed PHASE3_COMPLETE.txt
- ✅ Removed duplicate IMPLEMENTATION_SUMMARY.md from root
- ✅ Clean root with only 8 essential files
### Documentation Organization
Created organized docs/ structure with clear categories:
**New Structure:**
- docs/getting-started/ (7 files) - Quick starts and tutorials
- docs/development/ (3 files) - Contributing and development guides
- docs/testing/ (2 files) - Testing documentation
- docs/project-phases/ (9 files) - Historical project phases
- docs/api/ (existing) - API documentation
- docs/architecture/ (existing) - System architecture
- docs/cloud-architecture/ (existing) - Global deployment
- docs/guide/ (existing) - User guides
- docs/benchmarks/ (existing) - Benchmarking
- docs/optimization/ (existing) - Performance optimization
**Files Moved:**
FROM ROOT:
- AGENTICDB_QUICKSTART.md → docs/getting-started/
- OPTIMIZATION_QUICK_START.md → docs/getting-started/
- PHASE5_COMPLETE.md → docs/project-phases/
FROM DOCS ROOT:
- AGENTICDB_API.md → docs/getting-started/
- advanced-features.md → docs/getting-started/
- wasm-api.md → docs/getting-started/
- wasm-build-guide.md → docs/getting-started/
- quick-fix-guide.md → docs/getting-started/
- CONTRIBUTING.md → docs/development/
- MIGRATION.md → docs/development/
- FIXING_COMPILATION_ERRORS.md → docs/development/
- TDD_TEST_SUITE_SUMMARY.md → docs/testing/
- integration-testing-report.md → docs/testing/
- PHASE*.md (8 files) → docs/project-phases/
- phase*.md (3 files) → docs/project-phases/
### Documentation Created
- docs/README.md - Complete documentation index with navigation
- docs/.gitkeep - Structure explanation
### Updated References
- README.md - Updated all documentation links to new locations
- Added Documentation Index link
- Added Contributing Guidelines section with multiple links
### .gitignore Enhanced
- Added rules for test files and binaries
- Added rules for hidden duplicates
- Added rules for temporary files
- Added documentation build artifacts
## Results
**Before:**
- Root: 12+ files including tests, duplicates
- Docs: Flat structure with 30+ files
- Difficult to navigate
**After:**
- Root: 8 essential files only ✅
- Docs: 42 files in 10 organized categories ✅
- Clear navigation with README.md ✅
- No duplicates or test files ✅
**File Organization:**
- Total documentation: 42 markdown files
- Properly categorized by purpose
- Easy to find and navigate
- Professional structure
Repository is now clean, organized, and production-ready! 🎉
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2025-11-20 19:50:03 +00:00 |
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