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| Metric | GGUF | Metal | ExLlamaV2 |
|---|---|---|---|
| Score | A-83 | B74 | D47 |
| Type | |||
| Execution | aot | aot | aot |
| Interface | embedded | sdk | sdk |
| Cold Start | <1ms | 50ms | 1000ms |
| Memory | 0MB | 100MB | 300MB |
| Startup | <1ms | 20ms | 200ms |
| Isolation | process | hardware | process |
| Maturity | production | production | stable |
| Languages | Any | Swift, Objective-C, C++ | Python, C++, CUDA |
| License | MIT | Proprietary | MIT |
| Links |