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pypulseqpp

pypulseqpp is a fast drop-in replacement for PyPulseq, written in Python with a C++ backend. You write MR pulse sequences exactly as you write them in PyPulseq, and get back a sequence that is fast to build, check and write, however long it is. Change one line of your script,

import pypulseqpp as pp  # in place of: import pypulseq as pp

and it runs: the event factories, Opts and the Sequence methods keep PyPulseq's names, arguments and units. Underneath, the sequence is stored by a C++ core, so a scan of a million blocks is built, deduplicated and written in seconds.

You write the sequence; pypulseqpp does the rest. It stores and deduplicates your events, writes Pulseq text and binary files that any Pulseq interpreter plays, and checks the result against your scanner: timing, gradient amplitude and slew rate, peripheral nerve stimulation, mechanical resonances, acoustic noise and SAR.

pypulseqpp architecture

How it works

A Pulseq sequence is a list of blocks played back to back, and each block holds at most one event per channel: an RF pulse, a gradient on each axis, an ADC window, a delay. You build it in five steps:

  1. Describe your scanner: field strength, gradient amplitude and slew-rate limits, raster times and dead times. This is the system object, a pp.Opts.
  2. Design the events with the factories (pp.make_sinc_pulse, pp.make_trapezoid, pp.make_adc...). Each one is solved against system, so a gradient you ask for by its area comes back as the shortest trapezoid your hardware plays.
  3. Add the events to the sequence block by block, in a loop over the lines of k-space.
  4. Check it. seq.check_timing() checks every block against the rasters and dead times; the gradient, PNS, mechanical-resonance and SAR checks look at the whole scan.
  5. Write the .seq file, and play it on the scanner through your vendor's Pulseq interpreter.

Here is a 2D gradient echo, written the PyPulseq way:

import numpy as np

import pypulseqpp as pp

system = pp.Opts(max_grad=32, grad_unit="mT/m", max_slew=130, slew_unit="T/m/s")
fov, n = 256e-3, 64

rf, gz, gz_reph = pp.make_sinc_pulse(
    flip_angle=np.deg2rad(15),
    duration=2e-3,
    slice_thickness=5e-3,
    time_bw_product=4,
    system=system,
    return_gz=True,
)
gx = pp.make_trapezoid("x", flat_area=n / fov, flat_time=3.2e-3, system=system)
adc = pp.make_adc(n, duration=gx.flat_time, delay=gx.rise_time, system=system)
gx_pre = pp.make_trapezoid("x", area=-gx.area / 2, duration=1e-3, system=system)

seq = pp.Sequence(system)
for line in range(n):
    gy_pre = pp.make_trapezoid(
        "y", area=(line - n / 2) / fov, duration=1e-3, system=system
    )
    seq.add_block(rf, gz)
    seq.add_block(gx_pre, gy_pre, gz_reph)
    seq.add_block(gx, adc)
    seq.add_block(pp.make_delay(10e-3))

ok, errors = seq.check_timing()
seq.write("gre.seq")

Sequences as functions

A script designs one protocol. Put the same code in a function of system and keyword arguments, and it designs any protocol you ask for:

def gre(system, *, fov=256e-3, n=64, flip_angle_deg=15.0) -> pp.Sequence:
    ...
    return seq
  • The keyword arguments are your protocol. Document each in a NumPy-style Parameters section, with its unit, and pp.cli.run(gre) turns them into a command line.
  • Return the sequence, or a list of sequences when the scan has prescans; the main sequence goes last.
  • This is the shape pulserver expects, so the same function becomes a sequence the operator edits in the scanner UI.

pypulseqpp ships 28 sequences written this way (gradient echo, spin echo, FSE, MPRAGE, bSSFP, EPI, ZTE, with Cartesian, radial, spiral and PROPELLER readouts), each one a module you can call or run from the command line:

from pypulseqpp import sequences

seq = sequences.gre2D_sequence(n_x=64, n_y=64)
python -m pypulseqpp.sequences.sequence.gre2D_sequence --help

They are built from sequence modules, ready-made excitations, preparations and readouts that you can reuse in your own functions.

The checks compute estimates. Passing them does not establish scanner or patient safety.

Installation

pip install pypulseqpp

Wheels are published for Linux x86-64, macOS (Apple silicon and x86-64) and Windows AMD64, Python 3.10 to 3.14.

Learn more

How to cite

pypulseqpp has no publication of its own. If you use it, please cite Pulseq and PyPulseq:

@article{layton2017pulseq,
  title   = {Pulseq: a rapid and hardware-independent pulse sequence prototyping framework},
  author  = {Layton, Kelvin J and Kroboth, Stefan and Jia, Feng and Littin, Sebastian
             and Yu, Huijun and Leupold, Jochen and Nielsen, Jon-Fredrik
             and St{\"o}cker, Tony and Zaitsev, Maxim},
  journal = {Magnetic Resonance in Medicine},
  volume  = {77},
  number  = {4},
  pages   = {1544--1552},
  year    = {2017},
  doi     = {10.1002/mrm.26235}
}

@article{ravi2019pypulseq,
  title   = {PyPulseq: A Python Package for MRI Pulse Sequence Design},
  author  = {Ravi, Keerthi Sravan and Geethanath, Sairam and Vaughan, John Thomas},
  journal = {Journal of Open Source Software},
  volume  = {4},
  number  = {42},
  pages   = {1725},
  year    = {2019},
  doi     = {10.21105/joss.01725}
}

License

MIT, except bundled or vendored third-party components, which keep their own licences. See License and third-party notices.

Metadata

Release files for pypulseqpp 0.0.40

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pypulseqpp-0.0.40-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
pypulseqpp-0.0.40-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
pypulseqpp-0.0.40-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
pypulseqpp-0.0.40-cp314-cp314-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
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pypulseqpp-0.0.40-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
pypulseqpp-0.0.40-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
pypulseqpp-0.0.40-cp313-cp313-macosx_10_13_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
pypulseqpp-0.0.40-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
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pypulseqpp-0.0.40-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
pypulseqpp-0.0.40-cp312-cp312-macosx_10_13_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
pypulseqpp-0.0.40-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
pypulseqpp-0.0.40-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
pypulseqpp-0.0.40-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
pypulseqpp-0.0.40-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
pypulseqpp-0.0.40-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
pypulseqpp-0.0.40-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
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pypulseqpp-0.0.40-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details

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