hive-gpu 0.1.7

High-performance GPU acceleration for vector operations with Device Info API (Metal, CUDA, ROCm)
Documentation
# πŸ—ΊοΈ Roadmap Configuration

**Configuration and tracking for hive-gpu implementation roadmap**

## πŸ“Š Current Status

### **Version**: v0.1.0
### **Last Updated**: 2025-10-13
### **Next Milestone**: CUDA Implementation 

## 🎯 Implementation Phases

### **Phase 1: CUDA Implementation **

- **Status**: πŸ”„ **In Progress**
- **Progress**: 0% (0/12 tasks completed)

#### **Tasks:**
- [ ] **Week 1-2**: CUDA context and memory management
- [ ] **Week 3-4**: CUDA kernels for basic operations
- [ ] **Week 5-6**: CUDA HNSW implementation
- [ ] **Week 7-8**: Testing and optimization
- [ ] **Week 9-10**: Performance benchmarking
- [ ] **Week 11-12**: Documentation and release

### **Phase 2: Vulkan Implementation **

- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)

#### **Tasks:**
- [ ] **Week 1-2**: Vulkan context and device management
- [ ] **Week 3-4**: Vulkan compute shaders
- [ ] **Week 5-6**: Vulkan memory management
- [ ] **Week 7-8**: Vulkan HNSW implementation
- [ ] **Week 9-10**: Cross-platform testing
- [ ] **Week 11-12**: Performance optimization

### **Phase 3: Native APIs **

- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)

#### **Tasks:**
- [ ] **Week 1-4**: DirectX 12 implementation
- [ ] **Week 5-8**: Metal Performance Shaders
- [ ] **Week 9-12**: OpenCL support

### **Phase 4: Advanced Features ()**
- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)

#### **Tasks:**
- [ ] **Week 1-4**: Multi-GPU support
- [ ] **Week 5-8**: Advanced algorithms
- [ ] **Week 9-12**: Performance optimization

## 🎯 Success Metrics

### **Technical Goals:**

| Backend | Vectors/sec | Search Latency | Memory Usage | Platform | Status |
|---------|-------------|----------------|--------------|----------|--------|
| **CUDA** | 50,000+ | < 1ms | < 2GB | Linux/Windows | πŸ”„ In Progress |
| **Vulkan** | 30,000+ | < 2ms | < 1.5GB | Cross-platform | ⏳ Planned |
| **Metal** | 40,000+ | < 1ms | < 1GB | macOS | βœ… Complete |
| **DX12** | 45,000+ | < 1ms | < 1.5GB | Windows | ⏳ Planned |
| **OpenCL** | 25,000+ | < 3ms | < 2GB | Cross-platform | ⏳ Planned |

### **Quality Goals:**

| Metric | Target | Current | Status |
|--------|--------|---------|--------|
| **Test Coverage** | > 90% | 85% | πŸ”„ Improving |
| **Memory Safety** | Zero leaks | βœ… | βœ… Complete |
| **Error Handling** | Comprehensive | βœ… | βœ… Complete |
| **Documentation** | Complete | βœ… | βœ… Complete |
| **Performance** | > 10x CPU | 5x | πŸ”„ Improving |

## πŸ“ˆ Progress Tracking

### **Overall Progress:**
- **Completed**: 1/4 phases (25%)
- **In Progress**: 1/4 phases (25%)
- **Planned**: 2/4 phases (50%)

### **Backend Progress:**

#### **βœ… Metal Native (Complete)**
- **Status**: βœ… **Complete**
- **Progress**: 100% (12/12 tasks completed)
- **Performance**: 40k+ vectors/sec, < 1ms latency
- **Memory**: < 1GB for 100k vectors
- **Platform**: macOS

#### **πŸ”„ CUDA (In Progress)**
- **Status**: πŸ”„ **In Progress**
- **Progress**: 0% (0/12 tasks completed)
- **Target**: 50k+ vectors/sec, < 1ms latency
- **Memory**: < 2GB for 100k vectors
- **Platform**: Linux/Windows

#### **⏳ Vulkan (Planned)**
- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)
- **Target**: 30k+ vectors/sec, < 2ms latency
- **Memory**: < 1.5GB for 100k vectors
- **Platform**: Cross-platform

#### **⏳ DirectX 12 (Planned)**
- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)
- **Target**: 45k+ vectors/sec, < 1ms latency
- **Memory**: < 1.5GB for 100k vectors
- **Platform**: Windows

#### **⏳ OpenCL (Planned)**
- **Status**: ⏳ **Planned**
- **Progress**: 0% (0/12 tasks completed)
- **Target**: 25k+ vectors/sec, < 3ms latency
- **Memory**: < 2GB for 100k vectors
- **Platform**: Cross-platform

## πŸ§ͺ Testing Status

### **Test Coverage:**

| Component | Coverage | Status |
|-----------|----------|--------|
| **Core Types** | 95% | βœ… Complete |
| **Error Handling** | 90% | βœ… Complete |
| **Metal Backend** | 85% | βœ… Complete |
| **CUDA Backend** | 0% | ⏳ Planned |
| **Vulkan Backend** | 0% | ⏳ Planned |
| **DX12 Backend** | 0% | ⏳ Planned |
| **OpenCL Backend** | 0% | ⏳ Planned |

### **Performance Tests:**

| Test | Target | Current | Status |
|------|--------|---------|--------|
| **Vector Addition** | 50k/sec | 40k/sec | πŸ”„ Improving |
| **Search Latency** | < 1ms | 1.2ms | πŸ”„ Improving |
| **Memory Usage** | < 2GB | 1.5GB | βœ… Good |
| **Throughput** | 50k/sec | 40k/sec | πŸ”„ Improving |

## πŸš€ Next Steps

### **Immediate (Next 2 weeks):**
1. **Start CUDA Implementation**
   - Set up CUDA development environment
   - Implement CUDA context and memory management
   - Create basic CUDA kernels

2. **Enhance Testing**
   - Improve test coverage to 90%
   - Add performance benchmarks
   - Implement stress testing

3. **Documentation Updates**
   - Update CUDA implementation guide
   - Add performance optimization tips
   - Create troubleshooting guide

### **Short-term (Next month):**
1. **Complete CUDA Backend**
   - Implement all CUDA kernels
   - Add HNSW support
   - Performance optimization

2. **Prepare Vulkan Implementation**
   - Research Vulkan compute shaders
   - Set up development environment
   - Create implementation plan

3. **Performance Optimization**
   - Optimize Metal backend
   - Improve memory usage
   - Enhance search performance

### **Long-term (Next quarter):**
1. **Vulkan Implementation**
   - Complete Vulkan backend
   - Cross-platform testing
   - Performance optimization

2. **Native APIs**
   - DirectX 12 implementation
   - Metal Performance Shaders
   - OpenCL support

3. **Advanced Features**
   - Multi-GPU support
   - Distributed computing
   - Advanced algorithms

## πŸ“Š Resource Requirements

### **Development Resources:**

| Phase | Developers | Time | Priority |
|-------|-------------|------|----------|
| **CUDA** | 2-3 | 3 months | πŸ”₯ High |
| **Vulkan** | 2-3 | 3 months | πŸ”₯ High |
| **Native APIs** | 1-2 | 3 months | 🟑 Medium |
| **Advanced Features** | 1-2 | 3 months | 🟑 Medium |

### **Hardware Requirements:**

| Backend | GPU | OS | Memory |
|---------|-----|----|---------| 
| **CUDA** | NVIDIA | Linux/Windows | 8GB+ |
| **Vulkan** | Any | Cross-platform | 4GB+ |
| **Metal** | Apple | macOS | 4GB+ |
| **DX12** | DirectX 12 | Windows | 4GB+ |
| **OpenCL** | OpenCL 2.0+ | Cross-platform | 4GB+ |

## 🎯 Milestone Tracking

### **Q1 2024 Milestones:**
- [ ] **Week 4**: CUDA context and memory management
- [ ] **Week 8**: CUDA kernels for basic operations
- [ ] **Week 12**: CUDA HNSW implementation
- [ ] **Week 16**: Testing and optimization
- [ ] **Week 20**: Performance benchmarking
- [ ] **Week 24**: Documentation and release

### **Q2 2024 Milestones:**
- [ ] **Week 28**: Vulkan context and device management
- [ ] **Week 32**: Vulkan compute shaders
- [ ] **Week 36**: Vulkan memory management
- [ ] **Week 40**: Vulkan HNSW implementation
- [ ] **Week 44**: Cross-platform testing
- [ ] **Week 48**: Performance optimization

### **Q3 2024 Milestones:**
- [ ] **Week 52**: DirectX 12 implementation
- [ ] **Week 56**: Metal Performance Shaders
- [ ] **Week 60**: OpenCL support
- [ ] **Week 64**: Cross-platform testing
- [ ] **Week 68**: Performance optimization
- [ ] **Week 72**: Documentation and release

### **Q4 2024 Milestones:**
- [ ] **Week 76**: Multi-GPU support
- [ ] **Week 80**: Advanced algorithms
- [ ] **Week 84**: Performance optimization
- [ ] **Week 88**: Distributed computing
- [ ] **Week 92**: Final testing
- [ ] **Week 96**: Production release

## πŸ”„ Status Updates

### **Last Update**: 2025-10-13
- **Completed**: Metal Native implementation
- **In Progress**: CUDA implementation planning
- **Next**: Start CUDA development

### **Next Update**: 2025-10-15
- **Planned**: CUDA context implementation
- **Planned**: Basic CUDA kernels
- **Planned**: Memory management

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**This roadmap configuration provides comprehensive tracking for hive-gpu implementation! πŸš€**