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| Metric | Python (CPython) | containerd | CUDA Runtime | AWS Lambda | llama.cpp | Docker | CTransformers | Text Generation Inference | KoboldCpp |
|---|---|---|---|---|---|---|---|---|---|
| Score | B71 | B-66 | B-65 | B-65 | C+63 | C-54 | D46 | F39 | F38 |
| Type | Language | Container | Serverless | Container | |||||
| Execution | interpreted | hybrid | aot | hybrid | aot | hybrid | hybrid | hybrid | hybrid |
| Interface | cli | platform | sdk | platform | cli | cli | sdk | api | gui |
| Cold Start | 50ms | 100ms | 100ms | 200ms | 100ms | 500ms | 800ms | 10000ms | 1500ms |
| Memory | 15MB | 20MB | 500MB | 128MB | 50MB | 50MB | 200MB | 2000MB | 400MB |
| Startup | 10ms | 20ms | 50ms | 100ms | 10ms | 200ms | 100ms | 5000ms | 300ms |
| Isolation | process | container | hardware | microvm | process | container | process | container | process |
| Maturity | production | production | production | production | production | production | stable | production | stable |
| Languages | Python | Any | C, C++, Python | JavaScript, TypeScript, Python, Java, Go, Ruby, .NET, Rust | C, C++ | Any | Python, C++ | Rust, Python | C++, Python |
| License | Other | Apache-2.0 | Proprietary | Proprietary | MIT | Apache-2.0 | MIT | Apache-2.0 | AGPL-3.0 |
| Links |