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| Metric | GGUF | ROCm | MLC LLM |
|---|---|---|---|
| Score | A-83 | C56 | F38 |
| Type | |||
| Execution | aot | aot | aot |
| Interface | embedded | sdk | sdk |
| Cold Start | <1ms | 200ms | 2000ms |
| Memory | 0MB | 600MB | 500MB |
| Startup | <1ms | 100ms | 500ms |
| Isolation | process | hardware | process |
| Maturity | production | stable | stable |
| Languages | Any | C, C++, Python | Python, C++ |
| License | MIT | MIT | Apache-2.0 |
| Links |