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| Metric | GGUF | ExLlamaV2 | LM Studio |
|---|---|---|---|
| Score | A-83 | D47 | F33 |
| Type | |||
| Execution | aot | aot | hybrid |
| Interface | embedded | sdk | gui |
| Cold Start | <1ms | 1000ms | 2000ms |
| Memory | 0MB | 300MB | 800MB |
| Startup | <1ms | 200ms | 500ms |
| Isolation | process | process | process |
| Maturity | production | stable | stable |
| Languages | Any | Python, C++, CUDA | Python |
| License | MIT | MIT | Proprietary |
| Links |