darkpyonix

DarkPyonix binds one Python kernel to one notebook file. Close the editor, lose the network or kill the manager: the run keeps going, and the next tool that opens the file finds the same kernel. It is built for long AI/ML runs shared by people and agents.

darkpyonix run train.py                  # run the whole file, follow the output
darkpyonix run train.py --detach         # start it and return the run id
darkpyonix logs train.py --follow        # follow the latest run
darkpyonix stop train.py                 # interrupt the running cell; the kernel stays
darkpyonix vars train.py                 # what the kernel holds now

• One kernel per file. The kernel id comes from the file's path. Every IDE, agent and shared viewer reaches the same kernel, and a second run of a busy file is refused, not duplicated.
• Kernels outlive managers. A kernel never depends on a manager being alive, so any manager can come and go.
• Stop means interrupt. Stopping raises KeyboardInterrupt in the running cell. The variables stay, so the next run continues from them.
• Runs are recorded. Each run is saved beside the file in __runs__/ as an nbformat 4 .ipynb.
• Standard library only, Python 3.8+. The kernel starts from any interpreter without being installed there.
• Notebooks are plain .py / .pynb files with # %% cells. They stay valid Python under python file.py.

What this package is

This package is the runtime API that a notebook imports as darkpyonix (markdown, params, binding, display and the rest). It has no dependencies. Inside a kernel, import darkpyonix works without it, because the kernel loads its own sources as darkpyonix. Install it so a notebook also runs outside a kernel, for example with uv run python train.py in CI.

uv add darkpyonix                         # into a uv project
ppp core add "darkpyonix==0.2.0"          # with pypackpack
tcl install darkpyonix                    # with toolchain-lite

The darkpyonix CLI and the manager are a separate Rust binary. It is not in this package yet, because prebuilt binaries are not published (planned). The install guide shows how to build it from a checkout.

Status

Version 0.2.0 is alpha. What works today and what is planned:

Parts of the manager are being redesigned. The guide's overview lists each change with its issue.

Documentation

• User guide (English and Korean): install, notebook files, the CLI, run logs, the manager API, editors and agents.
• Notebook file format
• Kernel wire protocol
• Manager HTTP API (OpenAPI)
• Architecture

Repository layout

darkpyonix/kernel/                       the `darkpyonix` Python package (stdlib only): runtime API,
                                         notebook parser (format/) and the kernel process (_*.py,
                                         `python -m darkpyonix`)
darkpyonix/manager/                      the manager and the darkpyonix CLI (Rust workspace)
darkpyonix/hub/worker/                   darkpyonix.dev hub API (Cloudflare Worker, TypeScript)
darkpyonix/hub/server/                   relay.darkpyonix.dev iroh relay host (Rust)
docs/                                    design documents and the user guide
tests/                                   Python test suite

License

Apache License 2.0 (SPDX Apache-2.0). See LICENSE.