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| Metric | LLM (Python CLI) | CTransformers | Text Generation Inference | KoboldCpp |
|---|---|---|---|---|
| Score | D49 | D46 | F39 | F38 |
| Type | ||||
| Execution | hybrid | hybrid | hybrid | hybrid |
| Interface | cli | sdk | api | gui |
| Cold Start | 500ms | 800ms | 10000ms | 1500ms |
| Memory | 100MB | 200MB | 2000MB | 400MB |
| Startup | 100ms | 100ms | 5000ms | 300ms |
| Isolation | process | process | container | process |
| Maturity | stable | stable | production | stable |
| Languages | Python | Python, C++ | Rust, Python | C++, Python |
| License | Apache-2.0 | MIT | Apache-2.0 | AGPL-3.0 |
| Links |