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| Metric | Python (CPython) | Vulkan | KoboldCpp | MLC LLM |
|---|---|---|---|---|
| Score | B71 | C+64 | F38 | F38 |
| Type | Language | |||
| Execution | interpreted | aot | hybrid | aot |
| Interface | cli | sdk | gui | sdk |
| Cold Start | 50ms | 100ms | 1500ms | 2000ms |
| Memory | 15MB | 200MB | 400MB | 500MB |
| Startup | 10ms | 30ms | 300ms | 500ms |
| Isolation | process | hardware | process | process |
| Maturity | production | production | stable | stable |
| Languages | Python | C, C++ | C++, Python | Python, C++ |
| License | Other | Apache-2.0 | AGPL-3.0 | Apache-2.0 |
| Links |