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| Metric | Vulkan | ExLlamaV2 | vLLM |
|---|---|---|---|
| Score | C+64 | D47 | F35 |
| Type | |||
| Execution | aot | aot | jit |
| Interface | sdk | sdk | api |
| Cold Start | 100ms | 1000ms | 5000ms |
| Memory | 200MB | 300MB | 2000MB |
| Startup | 30ms | 200ms | 3000ms |
| Isolation | hardware | process | process |
| Maturity | production | stable | production |
| Languages | C, C++ | Python, C++, CUDA | Python |
| License | Apache-2.0 | MIT | Apache-2.0 |
| Links |