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Models / KAT-Coder-V2.5-Dev / KAT-Coder-V2.5-Dev ~34.7B
Text generation · served with vLLM · ↓ 9.1K downloads a month · View on Hugging Face
sahilchachra/KAT-Coder-V2.5-Dev-NVFP4A16 needs about 27.9 GB of GPU memory for conversations of up to 8,192 tokens. It runs on 2x RTX A4000 from $0.21/h right now; best value: RTX 5090 at $0.65/h.
The same model packaged differently: a quantized version needs less GPU memory and runs on a cheaper machine.
| Version | Runtime | Weights | GPU memory | Cheapest machine now |
|---|---|---|---|---|
| OriginalKwaipilot/KAT-Coder-V2.5-Dev | vLLM | 69 GB | 80 GB | $0.89/h Nvidia A100 |
| 35B A3B ABLITERATED UNCENSORED PHILADELPHIA CLASS (KridgeDookie)KridgeDookie/KAT-Coder-V2.5-Dev-35B-A3B-ABLITERATED-UNCENSORED-PHILADELPHIA-CLASS | vLLM | 69 GB | 80 GB | $0.89/h Nvidia A100 |
| MTP APEX GGUF (Myric)Myric/KAT-Coder-V2.5-Dev-MTP-APEX-GGUF | vLLM | 1.7 GB | 4.8 GB | $0.10/h RTX 3060 |
| REAP 50 NVFP4A16 (Ttimms)Ttimms/KAT-Coder-V2.5-Dev-REAP-50-NVFP4A16 | vLLM | 13 GB | 17.8 GB | $0.21/h RTX 4000 Ada |
| AWQ INT4 (cyankiwi)cyankiwi/KAT-Coder-V2.5-Dev-AWQ-INT4 | vLLM | 24 GB | 30.1 GB | $0.44/h RTX 5000 Ada |
$0.65/h from your balance while it runs, billed by the hour; stop it from its page. GridPup rents the machine, which downloads the model from Hugging Face (usually ready in 10 to 15 minutes), and gives you an https address, keys and a Playground.
| vLLM |
| 22 GB |
| 27.9 GB |
| $0.21/h 2x RTX A4000 |
| W4A16 (sahilchachra)sahilchachra/KAT-Coder-V2.5-Dev-W4A16 | vLLM | 21 GB | 26.2 GB | $0.21/h 2x RTX A4000 |
| AutoRound W4A16 Tuning (LeaderboardModel1)LeaderboardModel1/KAT-Coder-V2.5-Dev-AutoRound-W4A16-Tuning | vLLM | 20 GB | 25.7 GB | $0.21/h 2x RTX A4000 |
Prices are per hour for the whole machine and its disk, right now. Speed is Vast's DLPerf score of the machine, relative to the cheapest. Best value: the most speed per dollar. Only machines with a Vast reliability above 95% that download at 400 Mbit/s or more are offered: the machine fetches the model itself.