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:

Describe your scanner: field strength, gradient amplitude and slew-rate limits, raster times and dead times. This is the system object, a pp.Opts.
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.
Add the events to the sequence block by block, in a loop over the lines of k-space.
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.
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

Course: ten lessons from a pulse-acquire experiment to your own sequence module.
Sequence catalogue: every shipped sequence, with its protocol and diagram.
From a PyPulseq script: your script, and the same script as a sequence function.
Documentation, for every option and API detail.

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 0.0.43

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Source distribution for pypulseqpp 0.0.43
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pypulseqpp-0.0.43.tar.gz	1.7 MB	Oct 14, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for pypulseqpp 0.0.43
File	Interpreter	ABI	Platform	Reset
pypulseqpp-0.0.43-cp314-cp314-win_amd64.whl 1.4 MB Oct 14, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pypulseqpp-0.0.43-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pypulseqpp-0.0.43-cp314-cp314-macosx_11_0_arm64.whl 1.2 MB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pypulseqpp-0.0.43-cp314-cp314-macosx_10_15_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
pypulseqpp-0.0.43-cp313-cp313-win_amd64.whl 1.4 MB Oct 14, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pypulseqpp-0.0.43-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pypulseqpp-0.0.43-cp313-cp313-macosx_11_0_arm64.whl 1.2 MB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pypulseqpp-0.0.43-cp313-cp313-macosx_10_13_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
pypulseqpp-0.0.43-cp312-cp312-win_amd64.whl 1.4 MB Oct 14, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pypulseqpp-0.0.43-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pypulseqpp-0.0.43-cp312-cp312-macosx_11_0_arm64.whl 1.2 MB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pypulseqpp-0.0.43-cp312-cp312-macosx_10_13_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
pypulseqpp-0.0.43-cp311-cp311-win_amd64.whl 1.4 MB Oct 14, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pypulseqpp-0.0.43-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pypulseqpp-0.0.43-cp311-cp311-macosx_11_0_arm64.whl 1.2 MB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pypulseqpp-0.0.43-cp311-cp311-macosx_10_9_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
pypulseqpp-0.0.43-cp310-cp310-win_amd64.whl 1.4 MB Oct 14, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
pypulseqpp-0.0.43-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pypulseqpp-0.0.43-cp310-cp310-macosx_11_0_arm64.whl 1.2 MB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
pypulseqpp-0.0.43-cp310-cp310-macosx_10_9_x86_64.whl 1.3 MB Oct 14, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size: 27.7 MB

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Artifact

Subject: pypulseqpp-0.0.43-cp313-cp313-macosx_10_13_x86_64.whl
SHA-256 checksum: ec47177596e1c95e1891466857d5e9c5e99da2fe6daa52814605283f87705652 Verifying attestations

Release files / pypulseqpp-0.0.43-cp312-cp312-win_amd64.whl

Download URL	pypulseqpp-0.0.43-cp312-cp312-win_amd64.whl
Size	1.4 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`a9440ae56300f5434a09e5eec93b1586448d65fd069cf9365892fad8d5676bac`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp312-cp312-win_amd64.whl
SHA-256 checksum: a9440ae56300f5434a09e5eec93b1586448d65fd069cf9365892fad8d5676bac Verifying attestations

Release files / pypulseqpp-0.0.43-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: f628c9ea1cd51799a9e5454694200e670db97843fbed3d67899fc1ead73b88f5 Verifying attestations

Release files / pypulseqpp-0.0.43-cp312-cp312-macosx_11_0_arm64.whl

Download URL	pypulseqpp-0.0.43-cp312-cp312-macosx_11_0_arm64.whl
Size	1.2 MB
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: bee785fdf2ab2e2c93629729b5e5d977bef4608e2350a80d970799d76ab149e9 Verifying attestations

Release files / pypulseqpp-0.0.43-cp312-cp312-macosx_10_13_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp312-cp312-macosx_10_13_x86_64.whl
Size	1.3 MB
Tags	CPython 3.12 macOS 10.13+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: 8ea5de40b083981f2872a08334826eeea230ab9e6901ab0d2d946f2245095863 Verifying attestations

Release files / pypulseqpp-0.0.43-cp311-cp311-win_amd64.whl

Download URL	pypulseqpp-0.0.43-cp311-cp311-win_amd64.whl
Size	1.4 MB
Tags	CPython 3.11 Windows x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp311-cp311-win_amd64.whl
SHA-256 checksum: 0b783fe91f12cb3e9c93967424a6654392354aae0e3fdf9cdf9340137a19c4b9 Verifying attestations

Release files / pypulseqpp-0.0.43-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 1f5cd294a557dede8c4674066688c73d7b855b69da1ba32ea7f3531091fb7cbc Verifying attestations

Release files / pypulseqpp-0.0.43-cp311-cp311-macosx_11_0_arm64.whl

Download URL	pypulseqpp-0.0.43-cp311-cp311-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 4688d5411aa01389ae68ef427f7fb9e2cc33e1360b6242f70a871c59fc9c2d2d Verifying attestations

Release files / pypulseqpp-0.0.43-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp311-cp311-macosx_10_9_x86_64.whl
Size	1.3 MB
Tags	CPython 3.11 macOS 10.9+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 716f2658c188b5af1119938ab6413e59a562324da38d6588144b5d83dbfad5df Verifying attestations

Release files / pypulseqpp-0.0.43-cp310-cp310-win_amd64.whl

Download URL	pypulseqpp-0.0.43-cp310-cp310-win_amd64.whl
Size	1.4 MB
Tags	CPython 3.10 Windows x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp310-cp310-win_amd64.whl
SHA-256 checksum: 2e50e3b0435cce74b91d0638282bff26e9d4e24e713f75a920f8f2ec2021f278 Verifying attestations

Release files / pypulseqpp-0.0.43-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 523886a40c2de841750bcec326e5f80bf6f5ea8fa43870e8d15dbc76d52beccd Verifying attestations

Release files / pypulseqpp-0.0.43-cp310-cp310-macosx_11_0_arm64.whl

Download URL	pypulseqpp-0.0.43-cp310-cp310-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 8d3fd127580ff8834cbd133bdb9edc200318e74e43edf966d8600c6cc704210c Verifying attestations

Release files / pypulseqpp-0.0.43-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	pypulseqpp-0.0.43-cp310-cp310-macosx_10_9_x86_64.whl
Size	1.3 MB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`daec8eb9a5273a8b9661c65b9e12b34b6885eabdecfb4787807e9935f3669ef3`
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Upload date	Oct 14, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pulserver/pypulseqpp
Publishing commit: github.com/pulserver/pypulseqpp/tree/cab9ce1f704c16d6a5c53dec33841cb34b4eda93

Workflow

Publishing configuration: github.com/pulserver/pypulseqpp/blob/cab9ce1f704c16d6a5c53dec33841cb34b4eda93/.github/workflows/tags-release.yml
Publishing logs: github.com/pulserver/pypulseqpp/actions/runs/38533437318/attempts/1

Artifact

Subject: pypulseqpp-0.0.43-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: daec8eb9a5273a8b9661c65b9e12b34b6885eabdecfb4787807e9935f3669ef3 Verifying attestations