How to Deploy gemma-4-31B-it-qat-w4a16-ct PC with NPU Quantized GGUF

How to Deploy gemma-4-31B-it-qat-w4a16-ct PC with NPU Quantized GGUF

The fastest way to get this model running locally is via Docker.

Use the instructions provided below to complete the setup.

The installer auto-downloads and deploys the entire model pack.

The installer will automatically analyze your hardware and select the optimal configuration for your system.

📤 Release Hash: 53555b7f02abeeca940415afe1cf39f7 • 📅 Date: 2026-06-25



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: minimum 16 GB for stable 8B model loading
  • Disk: 150+ GB for high-context vector database storage
  • GPU: RTX 4080 / RTX 4090 recommended for 26B-A4B fast inference

The Gemma-4-31B-it-qat-w4a16-ct is a large language model designed for instruction following and conversational tasks. It leverages 31 billion parameters to achieve a balance between accuracy and computational efficiency. The model employs QAT (quantized aware training) combined with a w4a16 format, enabling reduced memory footprint while preserving performance. Its CT architecture incorporates advanced attention mechanisms that improve context retention and response relevance. The following table summarizes key technical attributes.

Parameter Count 31 B
Quantization QAT (w4a16)
Precision 16‑bit float
Training Method Instruction‑following fine‑tuning
Architecture CT with enhanced attention
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