How to Setup technique-router-onnx with Native FP4

How to Setup technique-router-onnx with Native FP4

The fastest method for installing this model locally is by using Docker.

Follow the guidelines below to continue.

The client handles the setup, pulling gigabytes of data automatically.

There is no manual tuning required; the builder deploys the best matching configuration.

🔗 SHA sum: a8197bc9e86c3b183779a6da7e9676d9 | Updated: 2026-06-24



  • CPU: 8-core / 16-thread recommended for orchestration
  • RAM: 48 GB needed to prevent memory swapping to disk
  • Disk Space: required: fast PCIe 4.0 drive for instant boots
  • Graphics: 12 GB VRAM minimum required for basic quantization

The technique-router-onnx model is designed to optimize dynamic routing decisions in neural network inference pipelines. It leverages the ONNX format to ensure cross‑platform compatibility and seamless integration with existing deep learning frameworks. By employing a lightweight graph representation, the model achieves high throughput while maintaining low memory footprint for edge deployments. The built‑in router module dynamically selects the most efficient sub‑graph for each input, reducing latency and improving overall system scalability. Users can evaluate its performance through the accompanying

Metric Value
Throughput 1500 inferences/sec
Latency 2.3 ms
Memory 45 MB

that compares inference speed, accuracy, and resource usage against baseline routing strategies.

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