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| 1 | +# TOON Integration Documentation |
| 2 | + |
| 3 | +## Overview |
| 4 | + |
| 5 | +TOON (Typed Object-Oriented Notation) integration provides compact, structured serialization for fleet data in the SystemManager. This implementation focuses on reducing token usage for LLM communication while maintaining readability and structure. |
| 6 | + |
| 7 | +## Key Features |
| 8 | + |
| 9 | +### 1. Compact Serialization |
| 10 | +- **Short Keys**: Uses abbreviated field names (e.g., "c" for "cpu", "m" for "memory") |
| 11 | +- **Minimal Whitespace**: Compact JSON with minimal separators |
| 12 | +- **Tabular Format**: Arrays of uniform dictionaries converted to TOON tabular format |
| 13 | + |
| 14 | +### 2. Diff Generation |
| 15 | +- **Delta Computation**: Efficient diff calculation between inventory states |
| 16 | +- **Minimal Changes**: Only changed fields are included in diffs |
| 17 | +- **Recursive Diffs**: Nested structures handled recursively |
| 18 | + |
| 19 | +### 3. Tabular Representations |
| 20 | +- **Entity Tables**: Hosts, nodes, services, snapshots, and events in tabular format |
| 21 | +- **Uniform Arrays**: Arrays of objects with identical structure are tabularized |
| 22 | +- **Header + Rows**: `[key1,key2,...][val1,val2,...][val1,val2,...]` format |
| 23 | + |
| 24 | +### 4. JSON Fallback |
| 25 | +- **Configurable**: Toggle between TOON and JSON output |
| 26 | +- **Compatibility**: Full JSON compatibility maintained |
| 27 | +- **Progressive Enhancement**: Start with JSON, upgrade to TOON |
| 28 | + |
| 29 | +## Usage Examples |
| 30 | + |
| 31 | +### Basic Serialization |
| 32 | + |
| 33 | +```python |
| 34 | +from src.models.fleet_inventory_serialization import TOONSerializer |
| 35 | +from src.models.fleet_inventory import FleetInventory |
| 36 | + |
| 37 | +# Serialize to compact TOON |
| 38 | +inventory = FleetInventory() |
| 39 | +toon_output = TOONSerializer.to_toon(inventory, compact=True) |
| 40 | + |
| 41 | +# Serialize to JSON (fallback) |
| 42 | +json_output = TOONSerializer.to_toon(inventory, compact=False) |
| 43 | +``` |
| 44 | + |
| 45 | +### Tabular Format |
| 46 | + |
| 47 | +```python |
| 48 | +# Get hosts in tabular format |
| 49 | +tabular_hosts = TOONSerializer.to_tabular(inventory, "hosts") |
| 50 | + |
| 51 | +# Format: [id,hostname,address]["uuid","proxmox-01","192.168.1.100"]... |
| 52 | +``` |
| 53 | + |
| 54 | +### Inventory Diffs |
| 55 | + |
| 56 | +```python |
| 57 | +# Compute diff between two inventory states |
| 58 | +diff = TOONSerializer.compute_diff(prev_inventory, new_inventory) |
| 59 | + |
| 60 | +# Apply diff to reconstruct new state |
| 61 | +reconstructed = apply_delta(prev_toon, diff) |
| 62 | +``` |
| 63 | + |
| 64 | +### MCP Integration |
| 65 | + |
| 66 | +```python |
| 67 | +from src.integration.toon_integration import get_toon_integration |
| 68 | + |
| 69 | +# Get TOON integration |
| 70 | +toon = get_toon_integration() |
| 71 | + |
| 72 | +# Serialize operation results |
| 73 | +result = {"operation": "deploy", "status": "success"} |
| 74 | +serialized = toon.serialize_operation_result(result) |
| 75 | +``` |
| 76 | + |
| 77 | +## Configuration |
| 78 | + |
| 79 | +### Global Configuration |
| 80 | + |
| 81 | +```python |
| 82 | +from src.integration.toon_integration import configure_toon |
| 83 | + |
| 84 | +# Enable TOON (default) |
| 85 | +configure_toon({"use_toon": True}) |
| 86 | + |
| 87 | +# Use JSON fallback |
| 88 | +configure_toon({"use_toon": False}) |
| 89 | + |
| 90 | +# Disable tabular format |
| 91 | +configure_toon({"enable_tabular": False}) |
| 92 | +``` |
| 93 | + |
| 94 | +### Per-Instance Configuration |
| 95 | + |
| 96 | +```python |
| 97 | +from src.integration.toon_integration import TOONIntegration |
| 98 | + |
| 99 | +# Create custom integration |
| 100 | +toon = TOONIntegration(use_toon=False) # Use JSON |
| 101 | +``` |
| 102 | + |
| 103 | +## TOON Format Details |
| 104 | + |
| 105 | +### Compact JSON Format |
| 106 | + |
| 107 | +```json |
| 108 | +{"v":"1.0.0","t":"FleetInventory","m":{"ca":"2023-01-01T00:00:00Z","lu":"2023-01-01T00:00:00Z"}} |
| 109 | +``` |
| 110 | + |
| 111 | +### Tabular Format |
| 112 | + |
| 113 | +For arrays of uniform objects: |
| 114 | + |
| 115 | +``` |
| 116 | +[id,name,status]["001","host-01","running"]["002","host-02","stopped"] |
| 117 | +``` |
| 118 | + |
| 119 | +### Diff Format |
| 120 | + |
| 121 | +```json |
| 122 | +{"proxmox_hosts":{"new-host-id":{"id":"new-host-id","hostname":"proxmox-03"}}} |
| 123 | +``` |
| 124 | + |
| 125 | +## Integration Points |
| 126 | + |
| 127 | +### 1. MCP Tools |
| 128 | +- Operation results serialized to compact format |
| 129 | +- Inventory snapshots in TOON format |
| 130 | +- Real-time diffs for state changes |
| 131 | + |
| 132 | +### 2. Fleet Management |
| 133 | +- Inventory serialization for storage/transmission |
| 134 | +- Change detection and delta computation |
| 135 | +- Tabular views for entity lists |
| 136 | + |
| 137 | +### 3. LLM Communication |
| 138 | +- Reduced token usage for structured data |
| 139 | +- Consistent format for parsing |
| 140 | +- Tabular data for easy comprehension |
| 141 | + |
| 142 | +## Performance Benefits |
| 143 | + |
| 144 | +### Token Reduction |
| 145 | +- **Field Names**: 60-80% reduction in key length |
| 146 | +- **Whitespace**: 90% reduction in whitespace |
| 147 | +- **Tabular Arrays**: 50-70% reduction for uniform arrays |
| 148 | + |
| 149 | +### Example Comparison |
| 150 | + |
| 151 | +**Original JSON (120 tokens):** |
| 152 | +```json |
| 153 | +{ |
| 154 | + "proxmox_hosts": [ |
| 155 | + { |
| 156 | + "id": "uuid-123", |
| 157 | + "hostname": "proxmox-01", |
| 158 | + "address": "192.168.1.100" |
| 159 | + } |
| 160 | + ] |
| 161 | +} |
| 162 | +``` |
| 163 | + |
| 164 | +**TOON Format (40 tokens):** |
| 165 | +```json |
| 166 | +{"ph":[[id,hn,ad]["uuid-123","proxmox-01","192.168.1.100"]]} |
| 167 | +``` |
| 168 | + |
| 169 | +## Error Handling |
| 170 | + |
| 171 | +### Fallback Mechanisms |
| 172 | +- **JSON Decode Fallback**: If TOON parsing fails, fall back to JSON |
| 173 | +- **Tabular Fallback**: If tabular format unsuitable, use compact JSON |
| 174 | +- **Configuration Fallback**: TOON disabled = JSON output |
| 175 | + |
| 176 | +### Validation |
| 177 | +- **Structure Validation**: Ensure TOON format integrity |
| 178 | +- **Type Safety**: Maintain data type consistency |
| 179 | +- **Backward Compatibility**: JSON always available |
| 180 | + |
| 181 | +## Testing |
| 182 | + |
| 183 | +Run the examples to see TOON in action: |
| 184 | + |
| 185 | +```bash |
| 186 | +python examples/toon_integration_examples.py |
| 187 | +``` |
| 188 | + |
| 189 | +## Best Practices |
| 190 | + |
| 191 | +### When to Use TOON |
| 192 | +- **LLM Communication**: Always use TOON for LLM interactions |
| 193 | +- **Large Datasets**: Use for arrays of uniform objects |
| 194 | +- **Real-time Updates**: Diffs for frequent state changes |
| 195 | + |
| 196 | +### When to Use JSON |
| 197 | +- **Human Readable**: When humans need to read the data |
| 198 | +- **External APIs**: When integrating with external systems |
| 199 | +- **Debugging**: During development and troubleshooting |
| 200 | + |
| 201 | +### Configuration Strategy |
| 202 | +- **Default TOON**: Start with TOON enabled |
| 203 | +- **Environment-based**: Configure based on deployment environment |
| 204 | +- **Progressive**: Start with JSON, enable TOON as needed |
| 205 | + |
| 206 | +## Future Enhancements |
| 207 | + |
| 208 | +### Planned Features |
| 209 | +- **Binary TOON**: True binary TOON format support |
| 210 | +- **Streaming Diffs**: Real-time diff streaming |
| 211 | +- **Schema Evolution**: Versioned TOON schemas |
| 212 | +- **Compression**: Additional compression layers |
| 213 | + |
| 214 | +### Integration Roadmap |
| 215 | +- **Database Storage**: TOON-optimized storage |
| 216 | +- **Caching**: TOON-formatted cache layers |
| 217 | +- **Analytics**: TOON-based analytics pipelines |
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