KAT-Coder-V2.5-Dev
37 records across 6 hardware.
| hardware | model | quant | backend | tok/s | pp tok/s | W | ttft s | ctx/tg | date | class | flags | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 79.5 | 1031.0 | – | – | 1024 | 2026-10-10 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 78.1 | 712.8 | – | – | 1024 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 78.1 | 712.8 | – | – | 1024 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 77.1 | 2347.0 | – | – | 4096 | 2026-10-10 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | 4bit | oMLX | 76.1 | 2703.0 | – | – | 32768 | 2026-10-15 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | 4bit | oMLX | 76.1 | 2715.0 | – | – | 32768 | 2026-10-15 | community | – | source |
| M2 Max | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 73.7 | 993.8 | – | – | 1024 | 2026-10-15 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | 4bit | oMLX | 72.1 | 2452.0 | – | – | 32768 | 2026-10-15 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 71.5 | 2647.0 | – | – | 1024 | 2026-10-09 | community | contradiction | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 69.7 | 890.5 | – | – | 1024 | 2026-10-12 | community | – | source |
| M2 Max | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 68.9 | 962.2 | – | – | 4096 | 2026-10-15 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 68.4 | 773.7 | – | – | 1024 | 2026-10-10 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 68.0 | 3235.0 | – | – | 8192 | 2026-10-09 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 67.8 | 992.1 | – | – | 4096 | 2026-10-15 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 67.7 | 3234.0 | – | – | 8192 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 67.7 | 3234.0 | – | – | 8192 | 2026-10-09 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 66.7 | 960.1 | – | – | 4096 | 2026-10-12 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 65.7 | 870.0 | – | – | 4096 | 2026-10-10 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 62.3 | 2621.0 | – | – | 32768 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 60.4 | 2489.0 | – | – | 32768 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 60.4 | 2489.0 | – | – | 32768 | 2026-10-09 | community | – | source |
| M1 Max | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 57.1 | 608.5 | – | – | 4096 | 2026-10-10 | community | – | source |
| M1 Max | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 54.2 | 559.1 | – | – | 8192 | 2026-10-10 | community | – | source |
| M5 | KAT-Coder-V2.5-Dev | oQ2e | oMLX | 51.5 | 1075.0 | – | – | 1024 | 2026-10-10 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 51.4 | 542.7 | – | – | 65536 | 2026-10-16 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 51.1 | 540.5 | – | – | 65536 | 2026-10-16 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 51.0 | 542.4 | – | – | 65536 | 2026-10-16 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 50.6 | 542.1 | – | – | 65536 | 2026-10-15 | community | – | source |
| M5 | KAT-Coder-V2.5-Dev | oQ2e | oMLX | 50.1 | 1212.0 | – | – | 4096 | 2026-10-10 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 48.1 | 2133.0 | – | – | 1024 | 2026-10-06 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 46.8 | 504.0 | – | – | 65536 | 2026-10-16 | community | – | source |
| M4 Pro | KAT-Coder-V2.5-Dev | oQ4e | oMLX | 45.8 | 502.2 | – | – | 65536 | 2026-10-15 | community | contradiction | source |
| M1 Pro | KAT-Coder-V2.5-Dev | 4bit | oMLX | 42.8 | 345.1 | – | – | 1024 | 2026-10-16 | community | – | source |
| M1 Pro | KAT-Coder-V2.5-Dev | 4bit | oMLX | 40.9 | 350.9 | – | – | 4096 | 2026-10-16 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 39.0 | 1270.0 | – | – | 131072 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 39.0 | 1270.0 | – | – | 131072 | 2026-10-09 | community | – | source |
| M5 Pro | KAT-Coder-V2.5-Dev | OptiQ 4bit | oMLX | 37.4 | 1291.0 | – | – | 131072 | 2026-10-09 | community | – | source |