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| Metric | Python (CPython) | CUDA Runtime | llama.cpp | LLM (Python CLI) | MLX | KoboldCpp |
|---|---|---|---|---|---|---|
| Score | B71 | B-65 | C+63 | D49 | D47 | F38 |
| Type | Language | |||||
| Execution | interpreted | aot | aot | hybrid | jit | hybrid |
| Interface | cli | sdk | cli | cli | sdk | gui |
| Cold Start | 50ms | 100ms | 100ms | 500ms | 500ms | 1500ms |
| Memory | 15MB | 500MB | 50MB | 100MB | 200MB | 400MB |
| Startup | 10ms | 50ms | 10ms | 100ms | 100ms | 300ms |
| Isolation | process | hardware | process | process | process | process |
| Maturity | production | production | production | stable | stable | stable |
| Languages | Python | C, C++, Python | C, C++ | Python | Python, C++, Swift | C++, Python |
| License | Other | Proprietary | MIT | Apache-2.0 | MIT | AGPL-3.0 |
| Links |