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| Metric | Python (CPython) | CTransformers | vLLM | LM Studio |
|---|---|---|---|---|
| Score | B71 | D46 | F35 | F33 |
| Type | Language | |||
| Execution | interpreted | hybrid | jit | hybrid |
| Interface | cli | sdk | api | gui |
| Cold Start | 50ms | 800ms | 5000ms | 2000ms |
| Memory | 15MB | 200MB | 2000MB | 800MB |
| Startup | 10ms | 100ms | 3000ms | 500ms |
| Isolation | process | process | process | process |
| Maturity | production | stable | production | stable |
| Languages | Python | Python, C++ | Python | Python |
| License | Other | MIT | Apache-2.0 | Proprietary |
| Links |