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| Metric | Python (CPython) | llama.cpp | vLLM | Text Generation WebUI |
|---|---|---|---|---|
| Score | B71 | C+63 | F35 | F33 |
| Type | Language | |||
| Execution | interpreted | aot | jit | hybrid |
| Interface | cli | cli | api | gui |
| Cold Start | 50ms | 100ms | 5000ms | 5000ms |
| Memory | 15MB | 50MB | 2000MB | 1000MB |
| Startup | 10ms | 10ms | 3000ms | 2000ms |
| Isolation | process | process | process | process |
| Maturity | production | production | production | stable |
| Languages | Python | C, C++ | Python | Python |
| License | Other | MIT | Apache-2.0 | AGPL-3.0 |
| Links |