# 🎉 SOLLOL v0.3.6 Published to PyPI!

**Date:** 2025-10-05
**Status:** ✅ Successfully Published
**PyPI URL:** https://pypi.org/project/sollol/0.3.6/

---

## Publication Details

### Package Information
- **Name:** sollol
- **Version:** 0.3.6
- **Wheel:** sollol-0.3.6-py3-none-any.whl (148.1 KB)
- **Source:** sollol-0.3.6.tar.gz (240.6 KB)
- **Status:** LATEST on PyPI ✅

### Verification
```bash
$ pip index versions sollol
sollol (0.3.6)
Available versions: 0.3.6, 0.3.5, 0.3.4, 0.3.3, 0.3.2, 0.3.1, 0.3.0
  INSTALLED: 0.3.6
  LATEST:    0.3.6
```

---

## Installation

### For New Users
```bash
# Simple installation from PyPI
pip install sollol

# Verify installation
python -c "from sollol.sync_wrapper import OllamaPool; print('✓ SOLLOL installed')"
```

### For Existing Users (Upgrade)
```bash
# Upgrade to latest version
pip install --upgrade sollol

# Or specify exact version
pip install sollol==0.3.6
```

### For Development
```bash
# Install with dev dependencies
pip install sollol[dev]
```

---

## What's New in v0.3.6

### 1. Synchronous API Wrapper
No more async/await required!

```python
from sollol.sync_wrapper import OllamaPool
from sollol.priority_helpers import Priority

# Auto-configure and use synchronously
pool = OllamaPool.auto_configure()

# Synchronous call - no await needed!
response = pool.chat(
    model="llama3.2",
    messages=[{"role": "user", "content": "Hello!"}],
    priority=Priority.HIGH,
    timeout=60
)
```

**Key Features:**
- ✅ No async/await syntax required
- ✅ Works with synchronous agent frameworks
- ✅ Background event loop management
- ✅ Same intelligent routing capabilities

### 2. Priority Helpers
Semantic priority levels and role-based mapping.

```python
from sollol.priority_helpers import Priority, get_priority_for_role

# Use semantic constants
priority = Priority.HIGH  # Returns 7

# Or map from agent roles
priority = get_priority_for_role("researcher")  # Returns 8

# Or map from task types
priority = get_priority_for_task("interactive")  # Returns 9
```

**Predefined Priorities:**
- **Semantic:** CRITICAL (10), URGENT (9), HIGH (7), NORMAL (5), LOW (3), BATCH (1)
- **Roles:** researcher (8), editor (6), summarizer (5), background (2)
- **Tasks:** interactive (9), analysis (7), summarization (5), batch (1)

### 3. SOLLOL Detection
Clients can now detect if SOLLOL is running vs native Ollama.

```python
import requests

# Method 1: Check X-Powered-By header
response = requests.get("http://localhost:11434")
if response.headers.get("X-Powered-By") == "SOLLOL":
    print("✓ SOLLOL detected")

# Method 2: Check health endpoint
response = requests.get("http://localhost:11434/api/health")
if response.json().get("service") == "SOLLOL":
    print("✓ SOLLOL detected")
```

**Headers Added:**
- `X-Powered-By: SOLLOL`
- `X-SOLLOL-Version: 0.3.6`

### 4. Integration Examples
Comprehensive examples with practical patterns.

**Included Examples:**
- `sync_agents.py` - Synchronous agent integration (190 lines)
- `priority_mapping.py` - Priority configuration (210 lines)
- `load_balancer_wrapper.py` - Infrastructure integration (270 lines)
- Integration README with migration guides (370 lines)

---

## Package Contents

### Core Modules
```python
from sollol import (
    OllamaPool,           # Async pool for task distribution
    HybridRouter,         # Intelligent routing + model sharding
    IntelligentRouter,    # Context-aware routing
    PriorityQueue,        # Priority-based scheduling
)
```

### New in v0.3.6
```python
from sollol.sync_wrapper import (
    OllamaPool,           # Synchronous wrapper
    HybridRouter,         # Synchronous wrapper
    AsyncEventLoop,       # Background event loop manager
)

from sollol.priority_helpers import (
    Priority,             # Semantic priority constants
    get_priority_for_role,
    get_priority_for_task,
    PriorityMapper,       # Custom priority schemes
)
```

### Additional Modules
```python
from sollol.intelligence import TaskContext
from sollol.prioritization import PrioritizedTask
from sollol.adapters import PerformanceMemory, MetricsCollector
from sollol.gpu_controller import SOLLOLGPUController
from sollol.hedging import HedgingStrategy, AdaptiveHedging
```

---

## SynapticLlamas Integration

SynapticLlamas now uses SOLLOL as a package dependency:

```bash
# In SynapticLlamas requirements.txt
sollol>=0.3.6

# Install
pip install -r requirements.txt
```

**Benefits:**
- ✅ Eliminated 8,914 lines of duplicated code
- ✅ Single source of truth in SOLLOL repository
- ✅ Bug fixes benefit both projects
- ✅ Clear version management
- ✅ Easier maintenance

---

## Documentation

### Online Resources
- **PyPI Page:** https://pypi.org/project/sollol/0.3.6/
- **GitHub:** https://github.com/BenevolentJoker-JohnL/SOLLOL
- **Architecture Guide:** [ARCHITECTURE.md](https://github.com/BenevolentJoker-JohnL/SOLLOL/blob/main/ARCHITECTURE.md)
- **Integration Examples:** [examples/integration/](https://github.com/BenevolentJoker-JohnL/SOLLOL/tree/main/examples/integration)

### Included Documentation
The PyPI package includes:
- README.md - Main documentation
- ARCHITECTURE.md - Deep dive into system design
- SYNAPTICLLAMAS_LEARNINGS.md - Lessons from production use
- PHASE1_IMPLEMENTATION_COMPLETE.md - Feature details
- Integration examples and guides

---

## Migration Guide

### From sollol 0.3.5 → 0.3.6

**Async Code (No Changes Required):**
```python
# Your existing async code works unchanged
from sollol import OllamaPool

pool = await OllamaPool.auto_configure()
response = await pool.chat(model="llama3.2", messages=[...])
```

**New: Synchronous Code:**
```python
# New synchronous API - no async/await needed
from sollol.sync_wrapper import OllamaPool

pool = OllamaPool.auto_configure()  # No await
response = pool.chat(model="llama3.2", messages=[...])  # No await
```

**Priority Improvements:**
```python
# Before: Using raw numbers
pool.chat(..., priority=7)

# After: Using semantic constants (optional, backwards compatible)
from sollol.priority_helpers import Priority
pool.chat(..., priority=Priority.HIGH)  # Same as 7

# Or use role-based mapping
from sollol.priority_helpers import get_priority_for_role
priority = get_priority_for_role("researcher")
pool.chat(..., priority=priority)
```

### From SynapticLlamas Embedded SOLLOL

**Before (Embedded Copy):**
```python
# Imported from local sollol/ directory
from sollol.intelligence import IntelligentRouter
```

**After (PyPI Package):**
```bash
# Update requirements.txt
echo "sollol>=0.3.6" >> requirements.txt
pip install -r requirements.txt

# Remove embedded copy
rm -rf sollol/
```

```python
# Same imports - now from installed package
from sollol.intelligence import IntelligentRouter
```

---

## Performance & Testing

### Test Results
- **Unit Tests:** 57/57 passing ✅
- **Linting:** 0 errors ✅
- **Package Build:** Successful ✅
- **Installation:** Verified ✅
- **Imports:** All working ✅

### Compatibility
- **Python:** 3.8, 3.9, 3.10, 3.11+
- **OS:** Linux, macOS, Windows
- **Dependencies:** Automatically installed via pip

### Package Size
- **Wheel:** 148.1 KB
- **Source:** 240.6 KB
- **Install Time:** ~10 seconds (with dependencies)

---

## Quick Start Examples

### 1. Simple Load Balancing
```python
from sollol.sync_wrapper import OllamaPool

pool = OllamaPool.auto_configure()

response = pool.chat(
    model="llama3.2",
    messages=[{"role": "user", "content": "Hello!"}]
)

print(response['message']['content'])
```

### 2. Multi-Agent with Priorities
```python
from sollol.sync_wrapper import OllamaPool
from sollol.priority_helpers import get_priority_for_role

pool = OllamaPool.auto_configure()

agents = [
    {"name": "Researcher", "role": "researcher"},
    {"name": "Editor", "role": "editor"},
    {"name": "Summarizer", "role": "summarizer"},
]

for agent in agents:
    priority = get_priority_for_role(agent["role"])
    response = pool.chat(
        model="llama3.2",
        messages=[{"role": "user", "content": f"Task for {agent['name']}"}],
        priority=priority
    )
```

### 3. SOLLOL Detection
```python
import requests

def is_sollol(url="http://localhost:11434"):
    response = requests.get(url)
    return response.headers.get("X-Powered-By") == "SOLLOL"

if is_sollol():
    print("Using SOLLOL - intelligent routing enabled")
else:
    print("Using native Ollama")
```

---

## Troubleshooting

### Installation Issues

**Problem:** `pip install sollol` fails
```bash
# Solution: Upgrade pip first
pip install --upgrade pip
pip install sollol
```

**Problem:** Import errors
```bash
# Solution: Verify installation
pip show sollol
python -c "import sollol; print('OK')"
```

### Sync Wrapper Issues

**Problem:** `RuntimeError: Event loop not running`
```python
# Solution: Let the wrapper manage the event loop
from sollol.sync_wrapper import OllamaPool

pool = OllamaPool.auto_configure()  # Creates event loop automatically
```

### Priority Issues

**Problem:** Not sure what priority to use
```python
# Solution: Use role or task-based mapping
from sollol.priority_helpers import get_priority_for_role, explain_priority_system

# See all predefined roles and priorities
print(explain_priority_system())

# Get priority for your use case
priority = get_priority_for_role("your_agent_role")
```

---

## Contributing

### Report Issues
https://github.com/BenevolentJoker-JohnL/SOLLOL/issues

### Pull Requests
https://github.com/BenevolentJoker-JohnL/SOLLOL/pulls

### Development Setup
```bash
git clone https://github.com/BenevolentJoker-JohnL/SOLLOL.git
cd SOLLOL
pip install -e .[dev]
pytest tests/
```

---

## License

MIT License - See LICENSE file in the repository

---

## Changelog

### v0.3.6 (2025-10-05)
- ✨ **New:** Synchronous API wrapper (`sollol.sync_wrapper`)
- ✨ **New:** Priority helpers module (`sollol.priority_helpers`)
- ✨ **New:** SOLLOL detection headers (`X-Powered-By`, `X-SOLLOL-Version`)
- ✨ **New:** Integration examples and comprehensive guides
- 📚 **Docs:** Enhanced README with v0.3.6 features
- 📦 **Build:** Added FastAPI, uvicorn, starlette dependencies
- 🔧 **Fix:** Corrected PyPI repository URLs

### Previous Versions
- v0.3.5 - Core features and improvements
- v0.3.4 - Enhanced routing intelligence
- v0.3.3 - Priority queue enhancements
- v0.3.2 - GPU controller improvements
- v0.3.1 - Bug fixes and optimizations
- v0.3.0 - Initial public release

---

## Acknowledgments

- **SynapticLlamas:** For proving grounds and real-world testing
- **Contributors:** All who contributed to making this release possible
- **Community:** For feedback and feature requests

---

## Next Steps

1. **Install:** `pip install sollol`
2. **Explore Examples:** Check `examples/integration/` directory
3. **Read Docs:** https://github.com/BenevolentJoker-JohnL/SOLLOL
4. **Join Community:** Report issues, suggest features, contribute!

---

**🎉 Congratulations! SOLLOL is now easier than ever to install and use!**

```bash
pip install sollol  # That's it!
```
