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| Metric | CUDA Runtime | ROCm | CTransformers | KoboldCpp |
|---|---|---|---|---|
| Score | B-65 | C56 | D46 | F38 |
| Type | ||||
| Execution | aot | aot | hybrid | hybrid |
| Interface | sdk | sdk | sdk | gui |
| Cold Start | 100ms | 200ms | 800ms | 1500ms |
| Memory | 500MB | 600MB | 200MB | 400MB |
| Startup | 50ms | 100ms | 100ms | 300ms |
| Isolation | hardware | hardware | process | process |
| Maturity | production | stable | stable | stable |
| Languages | C, C++, Python | C, C++, Python | Python, C++ | C++, Python |
| License | Proprietary | MIT | MIT | AGPL-3.0 |
| Links |