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| Metric | Python (CPython) | LLM (Python CLI) | CTransformers | KoboldCpp | vLLM |
|---|---|---|---|---|---|
| Score | B71 | D49 | D46 | F38 | F35 |
| Type | Language | ||||
| Execution | interpreted | hybrid | hybrid | hybrid | jit |
| Interface | cli | cli | sdk | gui | api |
| Cold Start | 50ms | 500ms | 800ms | 1500ms | 5000ms |
| Memory | 15MB | 100MB | 200MB | 400MB | 2000MB |
| Startup | 10ms | 100ms | 100ms | 300ms | 3000ms |
| Isolation | process | process | process | process | process |
| Maturity | production | stable | stable | stable | production |
| Languages | Python | Python | Python, C++ | C++, Python | Python |
| License | Other | Apache-2.0 | MIT | AGPL-3.0 | Apache-2.0 |
| Links |