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| Metric | GGUF | Metal | Python (CPython) | KoboldCpp |
|---|---|---|---|---|
| Score | A-83 | B74 | B71 | F38 |
| Type | Language | |||
| Execution | aot | aot | interpreted | hybrid |
| Interface | embedded | sdk | cli | gui |
| Cold Start | <1ms | 50ms | 50ms | 1500ms |
| Memory | 0MB | 100MB | 15MB | 400MB |
| Startup | <1ms | 20ms | 10ms | 300ms |
| Isolation | process | hardware | process | process |
| Maturity | production | production | production | stable |
| Languages | Any | Swift, Objective-C, C++ | Python | C++, Python |
| License | MIT | Proprietary | Other | AGPL-3.0 |
| Links |