technique-router-onnx Using Pinokio Zero Config

technique-router-onnx Using Pinokio Zero Config

Deploying this model locally is quickest when done via Docker.

Simply follow the directions outlined below.

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The installer automatically pulls the model (could be multiple GBs).

You don’t need to tweak anything, as the installer will automatically pick the highest performing setup for you.

🗂 Hash: 8415b45540adcf7c778caf632ed6f17cLast Updated: 2026-06-22



  • CPU: modern architecture (Zen 3 / Alder Lake minimum)
  • RAM: 32 GB or higher for smooth 32k context lengths
  • Storage:100 GB free space for HuggingFace cache folder
  • Graphic Processor: RTX 3060 or RX 6600 for minimum 8B VRAM offloading

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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