How to Run technique-router-onnx Offline on PC with Native FP4

How to Run technique-router-onnx Offline on PC with Native FP4

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

Follow the guidelines below to continue.

Then, simply start the container with the provided Docker command.

🗂 Hash: 913f6322fda4d66a5f0465c997d7b29fLast Updated: 2026-06-23



  • Processor: 6-core 3.5 GHz minimum required
  • RAM: at least 32 GB in dual-channel mode for bandwidth
  • Storage:100 GB free space for HuggingFace cache folder
  • Graphics: stable 30+ tk/s at 4-bit quantization on medium setup

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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