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| Metric | Python (CPython) | llama.cpp | ExLlamaV2 | LM Studio |
|---|---|---|---|---|
| Score | B71 | C+63 | D47 | F33 |
| Type | Language | |||
| Execution | interpreted | aot | aot | hybrid |
| Interface | cli | cli | sdk | gui |
| Cold Start | 50ms | 100ms | 1000ms | 2000ms |
| Memory | 15MB | 50MB | 300MB | 800MB |
| Startup | 10ms | 10ms | 200ms | 500ms |
| Isolation | process | process | process | process |
| Maturity | production | production | stable | stable |
| Languages | Python | C, C++ | Python, C++, CUDA | Python |
| License | Other | MIT | MIT | Proprietary |
| Links |