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| Metric | safetensors | LLM (Python CLI) | ExLlamaV2 |
|---|---|---|---|
| Score | A-83 | D49 | D47 |
| Type | |||
| Execution | aot | hybrid | aot |
| Interface | embedded | cli | sdk |
| Cold Start | <1ms | 500ms | 1000ms |
| Memory | 0MB | 100MB | 300MB |
| Startup | <1ms | 100ms | 200ms |
| Isolation | process | process | process |
| Maturity | production | stable | stable |
| Languages | Any | Python | Python, C++, CUDA |
| License | Apache-2.0 | Apache-2.0 | MIT |
| Links |