// readme

pypto-serving

PyPTO Serving is a small local inference stack for running Qwen3-14B and DeepSeek V4 generation with PyPTO kernels on Ascend NPUs. It includes an installable Python package, model executor integrations and CLI entry points.

Documentation

The external documentation lives under docs/. Start with:

Layout

pypto_serving/
  cli/                         pypto-serving CLI implementation
  config/                      runtime, generation, and parallel configuration
  serving/                     engine, scheduler, KV cache, HTTP server, workers
  model/โ€ฆ