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| Metric | Python (CPython) | Vulkan | llamafile | KoboldCpp |
|---|---|---|---|---|
| Score | B71 | C+64 | C-53 | F38 |
| Type | Language | |||
| Execution | interpreted | aot | aot | hybrid |
| Interface | cli | sdk | cli | gui |
| Cold Start | 50ms | 100ms | 500ms | 1500ms |
| Memory | 15MB | 200MB | 100MB | 400MB |
| Startup | 10ms | 30ms | 50ms | 300ms |
| Isolation | process | hardware | process | process |
| Maturity | production | production | stable | stable |
| Languages | Python | C, C++ | C, C++ | C++, Python |
| License | Other | Apache-2.0 | Apache-2.0 | AGPL-3.0 |
| Links |