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rUv 04b26c8d69 feat: Add PowerInfer-style sparse inference engine with precision lanes (#106) 
## Summary
- Add PowerInfer-style sparse inference engine with precision lanes
- Add memory module with QuantizedWeights and NeuronCache
- Fix compilation and test issues
- Demonstrated 2.9-8.7x speedup at typical sparsity levels
- Published to crates.io as ruvector-sparse-inference v0.1.30

## Key Features
- Low-rank predictor using P·Q matrix factorization for fast neuron selection
- Sparse FFN kernels that only compute active neurons
- SIMD optimization for AVX2, SSE4.1, NEON, and WASM SIMD
- GGUF parser with full quantization support (Q4_0 through Q6_K)
- Precision lanes (3/5/7-bit layered quantization)
- π integration for low-precision systems

🤖 Generated with [Claude Code](https://claude.com/claude-code)
2026-01-04 23:40:31 -05:00
..
api docs: Add Cypher reference, include Tiny Dancer, fix WASM build 2025-11-26 12:54:04 +00:00
architecture docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
benchmarks feat(postgres): Add HNSW index and embedding functions support (#62) 2025-12-09 11:14:52 -05:00
cloud-architecture Implement global streaming optimization for 500M concurrent streams 2025-11-20 18:51:26 +00:00
dag docs(dag): add comprehensive Neural DAG Learning implementation plan 2025-12-29 22:15:55 +00:00
development feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
examples feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
gnn feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
guides feat(postgres): Add HNSW index and embedding functions support (#62) 2025-12-09 11:14:52 -05:00
hnsw docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
hooks feat(cli): Implement full hooks system in Rust CLI 2025-12-27 01:08:36 +00:00
implementation feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
integration feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
nervous-system feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
optimization chore(docs): Clean up and reorganize documentation structure 2025-12-25 19:39:44 +00:00
plans/subpolynomial-time-mincut chore(docs): Clean up and reorganize documentation structure 2025-12-25 19:39:44 +00:00
postgres Feat/ruvector postgres v2 (#82) 2025-12-25 17:02:55 -05:00
project-phases Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
publishing feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
research chore(docs): Clean up and reorganize documentation structure 2025-12-25 19:39:44 +00:00
sparse-inference feat: Add PowerInfer-style sparse inference engine with precision lanes (#106) 2026-01-04 23:40:31 -05:00
sql feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
testing Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
.gitkeep Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
algorithmic-optimization-analysis.md docs: Add performance optimization analysis reports 2025-12-26 17:41:13 +00:00
BTSP_IMPLEMENTATION.md feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
code-review-mincut-gated-transformer.md fix(security): Critical security and performance improvements 2025-12-26 16:25:02 +00:00
dendrite-implementation-summary.md feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
exotic-neural-trader-code-review.md docs: add neural-trader code review and performance analysis reports 2025-12-31 02:56:08 +00:00
INDEX.md chore(docs): Clean up and reorganize documentation structure 2025-12-25 19:39:44 +00:00
mincut-transformer-memory-optimization-analysis.md docs: Add performance optimization analysis reports 2025-12-26 17:41:13 +00:00
nervous-system-eventbus-summary.md feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
neural-trader-performance-analysis.md docs: add neural-trader code review and performance analysis reports 2025-12-31 02:56:08 +00:00
plaid-bottleneck-summary.md fix(security): Address critical security and performance issues 2026-01-01 18:36:58 +00:00
plaid-optimization-guide.md fix(security): Address critical security and performance issues 2026-01-01 18:36:58 +00:00
plaid-performance-analysis.md fix(security): Address critical security and performance issues 2026-01-01 18:36:58 +00:00
qudag-token-implementation.md feat(dag): implement Neural Self-Learning DAG with QuDAG integration 2025-12-29 22:58:43 +00:00
README.md Clean up repository structure and organize documentation 2025-11-20 19:50:03 +00:00
REPO_STRUCTURE.md feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
security-audit-fpga-transformer.md feat: Add FPGA Transformer backend crates (#105) 2026-01-04 18:59:02 -05:00
simd-optimization-analysis.md docs: Add performance optimization analysis reports 2025-12-26 17:41:13 +00:00
SPECULATIVE_DECODING.md docs(mincut-transformer): Add examples and documentation for SOTA features 2025-12-26 19:55:06 +00:00
workspace-implementation-summary.md feat(nervous-system): Complete bio-inspired neural architecture implementation 2025-12-28 04:05:08 +00:00
zk_security_audit_report.md fix(security): Address critical security and performance issues 2026-01-01 18:36:58 +00:00

README.md

RuVector Documentation

Complete documentation for RuVector, the high-performance Rust vector database with global scale capabilities.

📚 Documentation Structure

Getting Started

Quick start guides and tutorials for new users:

Architecture & Design

System architecture and design documentation:

API Reference

API documentation for different platforms:

User Guides

Comprehensive user guides:

Performance & Optimization

Performance tuning and benchmarking:

Development

Contributing and development guides:

Testing

Testing documentation and reports:

Project History

Historical project phase documentation:

Implementation Summary

🚀 Quick Links

For New Users

  1. Start with Getting Started Guide
  2. Try the Basic Tutorial
  3. Review API Documentation

For Cloud Deployment

  1. Read Architecture Overview
  2. Follow Deployment Guide
  3. Apply Performance Optimizations

For Contributors

  1. Read Contributing Guidelines
  2. Review Technical Plan
  3. Check Migration Guide

For Performance Tuning

  1. Review Optimization Guide
  2. Run Benchmarks
  3. Apply Query Optimizations

📊 Documentation Status

Category Files Status
Getting Started 7 ✅ Complete
Architecture 11 ✅ Complete
API Reference 2 ✅ Complete
User Guides 4 ✅ Complete
Optimization 4 ✅ Complete
Development 3 ✅ Complete
Testing 2 ✅ Complete
Project Phases 8 📚 Historical

Total Documentation: 40+ comprehensive documents

🔗 External Resources

Last Updated: 2025-11-20 | Version: 0.1.0 | Status: Production Ready