rfmux
rfmux is the Python API for t0.technology's Control and Readout System (CRS), a hardware platform designed for operating large arrays of Kinetic Inductance Detectors (KIDs) used in radio astronomy and quantum sensing applications.
The CRS + MKIDs firmware is described in this conference proceedings.
Quick Start
Installation
We recommend using uv for installation:
# Install uv (if not already installed)
$ curl -LsSf https://astral.sh/uv/install.sh | sh # Linux/macOS or WSL
# Or: powershell -c "irm https://astral.sh/uv/install.ps1 | iex" # Windows
# Create virtual environment
uv venv ### or uv venv my-env-name
source .venv/bin/activate # On Windows: .venv/Scripts/activate
# or source my-env-name/bin/activate
rfmux is available on PyPI or from the git repo. For installing directly from PyPI:
# Install rfmux
$ uv pip install rfmux
Or to install directly from the cloned git repo:
# in the rfmux directory
$ uv pip install -e .
Note: rfmux now uses a C++ extension for packet processing. PyPI hosts pre-built binaries (wheels) for common platforms (Linux x86_64, macOS, Windows). If wheels aren't available for your platform, you'll need a C++ compiler. See Installation Guide for details.
Interactive GUI
To launch the Periscope GUI, run:
$ uv run periscope # or periscope
To open a pulse capture or time-ordered data file in review mode, offline:
$ periscope --review pulse_module2_171224.h5
To add Periscope to your application menu, with its icon, and to the
right-click Open With menu of .h5 and .hdf5 files (Linux and
Windows, for your user only, no administrator rights):
$ rfmux periscope --install-desktop
--default-for-hdf5 also makes double-clicking an HDF5 file open it in
Periscope, and --desktop-icon puts a shortcut on the desktop. The entries
start Periscope from the environment you ran this in, so run it again after
moving to another one. rfmux periscope --uninstall-desktop removes them.
https://github.com/user-attachments/assets/581d4ff8-5ea2-493a-9c9c-c93d6ca847e2
Scripting with Mock Mode
If you do not have a CRS board (or cryogenic detectors) handy, you can use "mock" mode for a software emulation:
# Emulate CRS hardware for offline development
s = rfmux.load_session("""
!HardwareMap
- !flavour "rfmux.mock"
- !CRS { serial: "MOCK0001" }
""")
Scripting with CRS Hardware
To control a single network-attached CRS from your PC's Python prompt, use:
import rfmux
# Connect to a CRS board
s = rfmux.load_session('!HardwareMap [ !CRS { serial: "0033" } ]')
crs = s.query(rfmux.CRS).one()
await crs.resolve()
# Acquire samples
samples = await crs.get_samples(1000, channel=1, module=1)
Documentation
- Installation Guide - Detailed installation for all platforms, building from source
- Getting Started - Usage patterns, hardware hierarchy, common operations
- Networking Guide - UDP tuning, multicast configuration, troubleshooting
- Firmware Guide - Fetching, managing, and flashing firmware
- Pulse Capture Guide - Detecting and recording detector pulses, in Periscope and from a script
- 100G Captures - Recording the channel stream, a pulse capture and a parser dirfile together with
rfmux record, reviewing them in Periscope and drawing them over each other - Release Notes - What changed in each release
Executable Jupytex Notebooks
- Detailed KID Tuning - Sweeping, fitting, biasing, measuring noise
- Detailed Pulse Capture - Detecting and recording detector pulses
The last two are runnable notebooks that ship with the package. See reference-notebooks/README.md for how to open them.
Repository Structure
rfmux/
├── docs/ # Documentation
├── firmware/ # Firmware binaries (Git LFS)
├── rfmux/ # Main Python package
│ ├── algorithms/ # Network analysis, fitting, biasing
│ ├── core/ # Hardware schema, sessions, transfer functions
│ ├── mock/ # Physics-based CRS simulator
│ ├── pulse_capture/ # Pulse detection, HDF5 capture, histograms
│ ├── reference-notebooks/ # Runnable demos, shipped with the package
│ ├── streamer/ # C++ packet receiver library
│ └── tools/ # Periscope GUI, CLI, firmware, QC suite
└── test/ # Test suite
RPC to the board is provided by the separate tuber package.
Contributing & Feedback
rfmux is permissively licensed; see LICENSE for details.
We actively encourage contributions and feedback. Understanding operator needs is how we determine what to add to rfmux.
- Pull Requests: Your contributions are welcome
- Issues: Please submit tickets for bugs or enhancement suggestions
- Collaborator Slack: Join #crs-collaboration - email Joshua@t0.technology with your name, affiliation, and project
Citation
When citing rfmux or CRS, please reference:
CRS + MKIDs Conference Proceedings: https://arxiv.org/abs/2406.16266
Metadata
Release files for rfmux 1.7.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| rfmux-1.7.0.tar.gz | 2.4 MB | With provenance | Details for rfmux-1.7.0.tar.gz |
Built distributions (wheels)
Total release size: 68.0 MB
Release files / rfmux-1.7.0.tar.gz
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| Tags | Source |
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