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| Metric | GGUF | Python (CPython) | containerd | AWS Lambda | Node.js | llama.cpp | ROCm | KoboldCpp |
|---|---|---|---|---|---|---|---|---|
| Score | A-83 | B71 | B-66 | B-65 | B-65 | C+63 | C56 | F38 |
| Type | Language | Container | Serverless | Language | ||||
| Execution | aot | interpreted | hybrid | hybrid | jit | aot | aot | hybrid |
| Interface | embedded | cli | platform | platform | cli | cli | sdk | gui |
| Cold Start | <1ms | 50ms | 100ms | 200ms | 50ms | 100ms | 200ms | 1500ms |
| Memory | 0MB | 15MB | 20MB | 128MB | 40MB | 50MB | 600MB | 400MB |
| Startup | <1ms | 10ms | 20ms | 100ms | 20ms | 10ms | 100ms | 300ms |
| Isolation | process | process | container | microvm | process | process | hardware | process |
| Maturity | production | production | production | production | production | production | stable | stable |
| Languages | Any | Python | Any | JavaScript, TypeScript, Python, Java, Go, Ruby, .NET, Rust | JavaScript, TypeScript | C, C++ | C, C++, Python | C++, Python |
| License | MIT | Other | Apache-2.0 | Proprietary | MIT | MIT | MIT | AGPL-3.0 |
| Links |