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| Metric | Python (CPython) | AWS Lambda | llama.cpp | ROCm | MLX | Text Generation Inference | KoboldCpp |
|---|---|---|---|---|---|---|---|
| Score | B71 | B-65 | C+63 | C56 | D47 | F39 | F38 |
| Type | Language | Serverless | |||||
| Execution | interpreted | hybrid | aot | aot | jit | hybrid | hybrid |
| Interface | cli | platform | cli | sdk | sdk | api | gui |
| Cold Start | 50ms | 200ms | 100ms | 200ms | 500ms | 10000ms | 1500ms |
| Memory | 15MB | 128MB | 50MB | 600MB | 200MB | 2000MB | 400MB |
| Startup | 10ms | 100ms | 10ms | 100ms | 100ms | 5000ms | 300ms |
| Isolation | process | microvm | process | hardware | process | container | process |
| Maturity | production | production | production | stable | stable | production | stable |
| Languages | Python | JavaScript, TypeScript, Python, Java, Go, Ruby, .NET, Rust | C, C++ | C, C++, Python | Python, C++, Swift | Rust, Python | C++, Python |
| License | Other | Proprietary | MIT | MIT | MIT | Apache-2.0 | AGPL-3.0 |
| Links |