ruvector/docs
rUv cce57de0f4 fix: Address code review issues from gist analysis
## Fixes Applied

### 1. Fabricated Benchmarks
- Rewrote docs/benchmarks/BENCHMARK_COMPARISON.md - removed false "100-4,400x faster" claims
- Fixed benchmarks/graph/src/comparison-runner.ts - removed hardcoded latency multipliers
- Fixed benchmarks/src/results-analyzer.ts - removed simulated histogram data

### 2. Fake Text Embeddings
- Added prominent warnings to agenticdb.rs about hash-based placeholder
- Added compile-time deprecation warning in lib.rs
- Created integration guide with 4 real embedding options (ONNX, Candle, API, Python)

### 3. Incomplete GNN Training
- Implemented Loss::compute() for MSE, CrossEntropy, BinaryCrossEntropy
- Implemented Loss::gradient() for backpropagation
- Added 6 new verification tests

### 4. Distance Function Bugs
- Fixed inverted dequantization formula in ruvector-router-core (was /scale, now *scale)
- Improved scale handling in ruvector-core quantization (now uses average scale)

### 5. Empty Transaction Tests
- Implemented 10+ critical tests: dirty reads, phantom reads, MVCC, deadlock detection
- All 31 transaction tests now passing

Addresses issues from: https://gist.github.com/couzic/93126a1c12b8d77651f93a7805b4bd60

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

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2025-12-09 00:49:48 +00:00
..
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 fix: Address code review issues from gist analysis 2025-12-09 00:49:48 +00:00
cloud-architecture Implement global streaming optimization for 500M concurrent streams 2025-11-20 18:51:26 +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(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
gnn feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
guides fix: Address code review issues from gist analysis 2025-12-09 00:49:48 +00:00
hnsw docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +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
latent-space docs: Add comprehensive ruvector-attention implementation plan 2025-11-30 03:57:40 +00:00
optimization feat: Complete ALL Ruvector phases - production-ready vector database 2025-11-19 14:37:21 +00:00
postgres docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
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 feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
sql feat(postgres): Add ruvector-postgres extension with SIMD optimizations (#42) 2025-12-02 09:55:07 -05:00
status docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
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
BENCHMARK_FIXES.md fix: Address code review issues from gist analysis 2025-12-09 00:49:48 +00:00
DEEP-OPTIMIZATION-ANALYSIS.md feat(examples): Add ultra-low-latency meta-simulation engine (#53) 2025-12-04 18:00:21 -05:00
INDEX.md docs: Reorganize documentation and add postgres README 2025-12-02 16:45:44 +00:00
quantization-fixes.md fix: Address code review issues from gist analysis 2025-12-09 00:49:48 +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

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


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