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| Metric | GGUF | Python (CPython) | LLM (Python CLI) | vLLM |
|---|---|---|---|---|
| Score | A-83 | B71 | D49 | F35 |
| Type | Language | |||
| Execution | aot | interpreted | hybrid | jit |
| Interface | embedded | cli | cli | api |
| Cold Start | <1ms | 50ms | 500ms | 5000ms |
| Memory | 0MB | 15MB | 100MB | 2000MB |
| Startup | <1ms | 10ms | 100ms | 3000ms |
| Isolation | process | process | process | process |
| Maturity | production | production | stable | production |
| Languages | Any | Python | Python | Python |
| License | MIT | Other | Apache-2.0 | Apache-2.0 |
| Links |