Full Deployment gemma-4-31B-it-qat-w4a16-ct Using Pinokio

Full Deployment gemma-4-31B-it-qat-w4a16-ct Using Pinokio

Running this model locally is fastest when deployed through Docker.

Make sure to follow the instructions below.

Hands-free setup: the system self-downloads the heavy model files.

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

???? Hash: 32c4e8bb204b8b79c6362091d502cbeeLast Updated: 2026-06-26



  • Processor: 6-core 3.5 GHz minimum required
  • RAM: fast 5600MHz+ required to avoid memory bottlenecks
  • Disk Space: 100 GB for multi-modal model vision components
  • Graphic Processor: hardware Tensor Cores support needed for FP16 acceleration

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 Count31 B
QuantizationQAT (w4a16)
Precision16‑bit float
Training MethodInstruction‑following fine‑tuning
ArchitectureCT with enhanced attention
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