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| Metric | ExLlamaV2 | CTransformers | LM Studio |
|---|---|---|---|
| Score | D47 | D46 | F33 |
| Type | |||
| Execution | aot | hybrid | hybrid |
| Interface | sdk | sdk | gui |
| Cold Start | 1000ms | 800ms | 2000ms |
| Memory | 300MB | 200MB | 800MB |
| Startup | 200ms | 100ms | 500ms |
| Isolation | process | process | process |
| Maturity | stable | stable | stable |
| Languages | Python, C++, CUDA | Python, C++ | Python |
| License | MIT | MIT | Proprietary |
| Links |