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