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| Metric | Python (CPython) | llama.cpp | ROCm | ExLlamaV2 |
|---|---|---|---|---|
| Score | B71 | C+63 | C56 | D47 |
| Type | Language | |||
| Execution | interpreted | aot | aot | aot |
| Interface | cli | cli | sdk | sdk |
| Cold Start | 50ms | 100ms | 200ms | 1000ms |
| Memory | 15MB | 50MB | 600MB | 300MB |
| Startup | 10ms | 10ms | 100ms | 200ms |
| Isolation | process | process | hardware | process |
| Maturity | production | production | stable | stable |
| Languages | Python | C, C++ | C, C++, Python | Python, C++, CUDA |
| License | Other | MIT | MIT | MIT |
| Links |