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| Metric | KoboldCpp | LocalAI | vLLM |
|---|---|---|---|
| Score | F38 | F37 | F35 |
| Type | |||
| Execution | hybrid | hybrid | jit |
| Interface | gui | api | api |
| Cold Start | 1500ms | 3000ms | 5000ms |
| Memory | 400MB | 800MB | 2000MB |
| Startup | 300ms | 1000ms | 3000ms |
| Isolation | process | container | process |
| Maturity | stable | stable | production |
| Languages | C++, Python | Go, Python | Python |
| License | AGPL-3.0 | MIT | Apache-2.0 |
| Links |