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| Metric | ExLlamaV2 | Text Generation Inference | LM Studio |
|---|---|---|---|
| Score | D47 | F39 | F33 |
| Type | |||
| Execution | aot | hybrid | hybrid |
| Interface | sdk | api | gui |
| Cold Start | 1000ms | 10000ms | 2000ms |
| Memory | 300MB | 2000MB | 800MB |
| Startup | 200ms | 5000ms | 500ms |
| Isolation | process | container | process |
| Maturity | stable | production | stable |
| Languages | Python, C++, CUDA | Rust, Python | Python |
| License | MIT | Apache-2.0 | Proprietary |
| Links |