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| Metric | CUDA Runtime | llama.cpp | MLX | KoboldCpp |
|---|---|---|---|---|
| Score | B-65 | C+63 | D47 | F38 |
| Type | ||||
| Execution | aot | aot | jit | hybrid |
| Interface | sdk | cli | sdk | gui |
| Cold Start | 100ms | 100ms | 500ms | 1500ms |
| Memory | 500MB | 50MB | 200MB | 400MB |
| Startup | 50ms | 10ms | 100ms | 300ms |
| Isolation | hardware | process | process | process |
| Maturity | production | production | stable | stable |
| Languages | C, C++, Python | C, C++ | Python, C++, Swift | C++, Python |
| License | Proprietary | MIT | MIT | AGPL-3.0 |
| Links |