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| Metric | Python (CPython) | KoboldCpp | vLLM | LM Studio |
|---|---|---|---|---|
| Score | B71 | F38 | F35 | F33 |
| Type | Language | |||
| Execution | interpreted | hybrid | jit | hybrid |
| Interface | cli | gui | api | gui |
| Cold Start | 50ms | 1500ms | 5000ms | 2000ms |
| Memory | 15MB | 400MB | 2000MB | 800MB |
| Startup | 10ms | 300ms | 3000ms | 500ms |
| Isolation | process | process | process | process |
| Maturity | production | stable | production | stable |
| Languages | Python | C++, Python | Python | Python |
| License | Other | AGPL-3.0 | Apache-2.0 | Proprietary |
| Links |