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| Metric | GGUF | Python (CPython) | llama.cpp | ExLlamaV2 |
|---|---|---|---|---|
| Score | A-83 | B71 | C+63 | D47 |
| Type | Language | |||
| Execution | aot | interpreted | aot | aot |
| Interface | embedded | cli | cli | sdk |
| Cold Start | <1ms | 50ms | 100ms | 1000ms |
| Memory | 0MB | 15MB | 50MB | 300MB |
| Startup | <1ms | 10ms | 10ms | 200ms |
| Isolation | process | process | process | process |
| Maturity | production | production | production | stable |
| Languages | Any | Python | C, C++ | Python, C++, CUDA |
| License | MIT | Other | MIT | MIT |
| Links |