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| Metric | GGUF | llama.cpp | LLM (Python CLI) | KoboldCpp |
|---|---|---|---|---|
| Score | A-83 | C+63 | D49 | F38 |
| Type | ||||
| Execution | aot | aot | hybrid | hybrid |
| Interface | embedded | cli | cli | gui |
| Cold Start | <1ms | 100ms | 500ms | 1500ms |
| Memory | 0MB | 50MB | 100MB | 400MB |
| Startup | <1ms | 10ms | 100ms | 300ms |
| Isolation | process | process | process | process |
| Maturity | production | production | stable | stable |
| Languages | Any | C, C++ | Python | C++, Python |
| License | MIT | MIT | Apache-2.0 | AGPL-3.0 |
| Links |