Difference between revisions of "UHD Python API"

Revision as of 02:08, 10 February 2022

What's the UHD Python API?

As the name suggests, it exposes the UHD API into Python. We use pybind11 to generate a Python module which exposes most of the C++ API, and some extra features. The Python API is part of stable releases.

The USRP Hardware Driver and USRP Manual covers most information about the UHD Python API and can be found here: https://files.ettus.com/manual/page_python.html

How can I use it?

In order to test the Python API, check out the master branch and build it like always. When running CMake, make sure that the Python API was enabled (-DENABLE_PYTHON_API=ON).

The output from CMake should look something like this:

-- ######################################################
-- # UHD enabled components                              
-- ######################################################
--   * LibUHD
--   * LibUHD - C API
--   * LibUHD - Python API
--   * Examples
--   * Utils
--   * Tests
--   * USB
--   * B100
--   * B200
--   * USRP1
--   * USRP2
--   * X300
--   * N230
--   * OctoClock
--   * Manual
--   * API/Doxygen
--   * Man Pages
-- 
-- ######################################################
-- # UHD disabled components                             
-- ######################################################
--   * GPSD
--   * E100
--   * E300

Please refer to the USRP Manual for extended instructions especially when installing on Windows. Once it's built and installed, you'll be able to import the uhd Python module.

>>> import uhd
>>> my_usrp = uhd.usrp.MultiUSRP("type=b200")
>>> my_usrp.set_rx_gain(70)

We have some examples in host/examples/python. The examples are very simple, but concise.

Example: pyuhd_rx_to_file.py

This Python example is based on the C++ example uhd/host/examples/rx_samples_to_file.cpp.

import uhd
import numpy as np
import argparse

def parse_args():
    parser = argparse.ArgumentParser()
    parser.add_argument("-a", "--args", default="", type=str)
    parser.add_argument("-o", "--output-file", type=str, required=True)
    parser.add_argument("-f", "--freq", type=float, required=True)
    parser.add_argument("-r", "--rate", default=1e6, type=float)
    parser.add_argument("-d", "--duration", default=5.0, type=float)
    parser.add_argument("-c", "--channels", default=0, nargs="+", type=int)
    parser.add_argument("-g", "--gain", type=int, default=10)
    return parser.parse_args()

def main():
    args = parse_args()
    usrp = uhd.usrp.MultiUSRP(args.args)
    num_samps = int(np.ceil(args.duration*args.rate))
    if not isinstance(args.channels, list):
        args.channels = [args.channels]
    samps = usrp.recv_num_samps(num_samps, args.freq, args.rate, args.channels, args.gain)
    with open(args.output_file, 'wb') as f:
        np.save(f, samps, allow_pickle=False, fix_imports=False)

if __name__ == "__main__":
    main()

What about documentation?

Documentation is currently pretty sparse. The best we can do right now is to ask users to infer the documentation from the C++ API. For example, the Python has an object called MultiUSRP which is an equivalent of the C++ multi_usrp API. The methods on both classes are the same, and take the same arguments.

FAQ

Does it support Python 2 and 3?

Yes.

Does it require GNU Radio?

No.

Does it use SWIG?

No, it uses Boost.Python. We didn't want to add another dependency to UHD (i.e., SWIG) and Boost was already a dependency of UHD. It also doesn't require the C API.

How does this relate to the Python API in gr-uhd?

It serves an entirely different purpose. This Python API is for people writing standalone applications for USRPs that *don't* use GNU Radio. gr-uhd is staying the way it is, and is going nowhere. If you're using GNU Radio, you probably don't care about this.

Are the UHD Python API and the gr-uhd Python API compatible?

Short answer: No. Long answer: There are very few cases where it makes sense to mix these APIs, so no. However, this means that a TimeSpec from the Boost.Python API is not convertible into a time_spec_t from the gr-uhd API.

When will it be released?

It is currently on master branch, and will become part of the next major release.

Does it support RFNoC API?

Not yet, but it's in the pipeline. We wanted to get the basics (i.e. multi_usrp API) right first.

What's the streaming performance?

Worse than straight C++, but not a lot, thanks to NumPy. You can run host/examples/benchmark_rate.py if you want to see for yourself. Overall, recv() calls are pretty efficient if you've preallocated a NumPy array, because we can cast that to a straight pointer (and also skip any type checking!) and then it's not that different from a recv() call in a C++ app. However, consuming the data is limited by how fast you can handle that in Python.