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| Metric | Python (CPython) | containerd | Node.js | llama.cpp | Docker | LLM (Python CLI) | KoboldCpp | LM Studio |
|---|---|---|---|---|---|---|---|---|
| Score | B71 | B-66 | B-65 | C+63 | C-54 | D49 | F38 | F33 |
| Type | Language | Container | Language | Container | ||||
| Execution | interpreted | hybrid | jit | aot | hybrid | hybrid | hybrid | hybrid |
| Interface | cli | platform | cli | cli | cli | cli | gui | gui |
| Cold Start | 50ms | 100ms | 50ms | 100ms | 500ms | 500ms | 1500ms | 2000ms |
| Memory | 15MB | 20MB | 40MB | 50MB | 50MB | 100MB | 400MB | 800MB |
| Startup | 10ms | 20ms | 20ms | 10ms | 200ms | 100ms | 300ms | 500ms |
| Isolation | process | container | process | process | container | process | process | process |
| Maturity | production | production | production | production | production | stable | stable | stable |
| Languages | Python | Any | JavaScript, TypeScript | C, C++ | Any | Python | C++, Python | Python |
| License | Other | Apache-2.0 | MIT | MIT | Apache-2.0 | Apache-2.0 | AGPL-3.0 | Proprietary |
| Links |