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| Metric | Python (CPython) | LLM (Python CLI) | ExLlamaV2 | LM Studio |
|---|---|---|---|---|
| Score | B71 | D49 | D47 | F33 |
| Type | Language | |||
| Execution | interpreted | hybrid | aot | hybrid |
| Interface | cli | cli | sdk | gui |
| Cold Start | 50ms | 500ms | 1000ms | 2000ms |
| Memory | 15MB | 100MB | 300MB | 800MB |
| Startup | 10ms | 100ms | 200ms | 500ms |
| Isolation | process | process | process | process |
| Maturity | production | stable | stable | stable |
| Languages | Python | Python | Python, C++, CUDA | Python |
| License | Other | Apache-2.0 | MIT | Proprietary |
| Links |