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| Metric | GGUF | Python (CPython) | llama.cpp | Text Generation Inference |
|---|---|---|---|---|
| Score | A-83 | B71 | C+63 | F39 |
| Type | Language | |||
| Execution | aot | interpreted | aot | hybrid |
| Interface | embedded | cli | cli | api |
| Cold Start | <1ms | 50ms | 100ms | 10000ms |
| Memory | 0MB | 15MB | 50MB | 2000MB |
| Startup | <1ms | 10ms | 10ms | 5000ms |
| Isolation | process | process | process | container |
| Maturity | production | production | production | production |
| Languages | Any | Python | C, C++ | Rust, Python |
| License | MIT | Other | MIT | Apache-2.0 |
| Links |