endstation
Shared scaffolding for desktop scientific applications.
Not a science library. This is the apparatus that surrounds an analysis: guarding optional dependencies, reporting and cancelling slow work, collecting form errors, locating research data that is deliberately not in the checkout, running work off the UI thread, embedding a figure, rendering a documentation page, and building a macOS bundle.
The name is the point. At a synchrotron the endstation is the shared apparatus every experiment bolts onto — goniometer, detector, motion control — distinct from the science each experiment does.
Why it exists
Four projects were four independent builds of the same artifact: a Python
science package with an optional PySide6/matplotlib front-end, a hand-rolled
macOS .app, private research data held outside the checkout, and a test suite
that has to stay runnable headless. Every one of those concerns had been solved
three or four times, and the copies had already drifted:
- One project derives its layout floor from platform metrics after the hardcoded-width bug shipped twice unnoticed; two others still hardcode a pixel count.
- One worker fixed a slot-ordering bug and a garbage-collection crash during teardown; two others have neither fix.
- The test that keeps a toolkit out of the pure layer exists three times, and the strongest version — a subprocess import, which catches transitive imports — is in only one of them.
Each of those is a fix that landed in one place and not the others. That is the problem this package exists to stop.
The one rule
The core has no dependencies.
dependencies = []
eblfrac declares exactly that, so its fracture engine and GPF writer install
anywhere. A shared package that quietly pulled numpy in would take that away at
install time, from every downstream user, with no error to notice.
So endstation, endstation.optional, endstation.progress,
endstation.forms and endstation.paths import nothing third-party at all, and
tests/test_core_has_no_dependencies.py fails if that ever stops being true.
Everything heavier lives behind an extra:
| Subpackage | Extra | Needs |
|---|---|---|
endstation.qt |
qt |
PySide6, matplotlib |
endstation.docs |
docs |
matplotlib, for math only |
endstation.testing |
testing |
pytest |
endstation.tools |
— | macOS sips/iconutil at runtime |
requires-python = ">=3.10", because eblfrac declares 3.10. A shared package
must not raise its consumers' floor.
Install
From PyPI, from 0.2.0 on:
pip install "endstation[qt]"
Or straight from git, pinning a tag for anything that matters:
pip install "endstation @ git+https://github.com/jamccoy/endstation.git@v0.2.0"
For work on endstation itself:
pip install -e '.[dev]'
Publishing
.github/workflows/publish.yml releases to PyPI when a v* tag is pushed,
using Trusted Publishing — there is no API token anywhere, so there is nothing
to leak or rotate. It needs a one-time pending publisher registered at
https://pypi.org/manage/account/publishing/ for jamccoy/endstation,
workflow publish.yml, environment pypi.
What is in it
endstation.optional — dependencies that explain themselves
from endstation import require_extra, optional_module
require_extra("PySide6", "gui", still_works="The analysis works without it.")
astropy = optional_module("astropy", "trapezoid", package="als_eff_meas")
require_extra is a check that uses find_spec, so it costs nothing when the
dependency is present and is safe to call from a module forbidden to import a
toolkit. optional_module is a lazy proxy, so one missing package breaks only
the functions that actually need it rather than every function in the module.
The install command in the message is quoted, and the quotes are load-bearing:
square brackets are glob characters, and zsh answers an unquoted
pip install .[gui] with no matches found.
endstation.progress — cancellation that actually stops the work
One callback, progress(done, total). A callback that wants to stop raises
Cancelled, and the loops let it propagate.
from endstation.progress import cancelling, throttled
report = cancelling(throttled(on_progress), cancel_event.is_set)
A Python thread cannot be killed and a NumPy-bound call has no check point, so the progress callback is the only moment a caller gets to interrupt. Without it cancelling stops the waiting — the CPU keeps working and the result is computed and thrown away.
Reporting is throttled; the cancellation check is not. A Cancel click lands at the next unit of work, not the next percent.
endstation.forms — errors collected, not raised on the first failure
A form with three bad fields reports three problems, rather than making the user fix them one at a time and rediscover the next on each attempt.
errors = ErrorCollector()
if period <= 0:
errors.add("period", "must be positive")
if not 0 <= trim < MAX_TRIM:
errors.add("trim", f"must be between 0 and {MAX_TRIM}")
errors.raise_if_any()
endstation.paths — data that is deliberately not in the checkout
scans = find_data("GRATINGLAB_AFM_DIR", "~/Documents/afm_scans",
hint="docs/DATA.md")
A missing root is reported by name. FileNotFoundError: [Errno 2] on a path the
user never typed is unactionable; naming the variable and the resolved path
makes it a one-line fix.
endstation.testing — a headless suite without the conftest preamble
Registered through the pytest11 entry point, so no conftest has to name it. It
sets QT_QPA_PLATFORM=offscreen, QT_API, PYTEST_QT_API and MPLBACKEND —
all with setdefault, so QT_QPA_PLATFORM=cocoa pytest tests/test_gui.py still
opens a real window. ENDSTATION_NO_HEADLESS=1 disables it entirely.
Tests
.venv/bin/python -m pytest -q
The template
The pyproject skeleton, the CI workflow, the headless conftest and the ignore rules are duplicated across these projects too — but they must not become a runtime dependency, so they live in a copier template rather than in the package:
pipx run copier copy gh:jamccoy/endstation my-project
It asks whether the project has a PySide6 window and whether its tests read data
held outside the checkout, and renders accordingly — a library project gets no
gui/ directory, and no apt step installing Qt system libraries into a CI run
that will never open a window.
What it carries that is easy to get wrong:
- The CI step that constructs a
QApplicationrather than merely importing PySide6. The import succeeds long before the platform plugin is asked to load, which is where a missing system library actually bites — and it fails next to the apt step that would be at fault. - The check that data-dependent tests skipped rather than failed, and the floor on how many tests must pass. A suite that quietly shrinks goes green while testing almost nothing.
- No
qt_apiin[tool.pytest.ini_options]. It is a pytest-qt option, so declaring it makes the suite unrunnable without the toolkit — the plugin exportsPYTEST_QT_APIinstead. - Local working notes ignored from the first commit, as a category, so a scratch file never lands in a published repository by accident.
tests/test_template.py renders both variants and inspects the output, so a
Jinja typo or a ${{ }} the renderer ate fails here rather than the next time
someone starts a project.
Metadata
Release files for endstation 0.2.0
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 | |
|---|---|---|---|---|
| endstation-0.2.0.tar.gz | 68.0 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| endstation-0.2.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 121.1 kB
Release files / endstation-0.2.0.tar.gz
| Download URL | endstation-0.2.0.tar.gz |
|---|---|
| Size | 68.0 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
0319f60b50916c38c1a0832781b9fb12c45a74a75c88537d3a5c68c849468a07
|
|
BLAKE2b-256 checksum How to use checksums |
d6b24f848ebbe1f92a64c750385b9a4cae38068d737bc54be1d942af5c645d0f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 17, 2026.
Transparency logRelease files / endstation-0.2.0-py3-none-any.whl
| Download URL | endstation-0.2.0-py3-none-any.whl |
|---|---|
| Size | 53.1 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
98b30c3749287eda600162dae355aa6a3a91951d1578ffee57212ac0799c05ca
|
|
BLAKE2b-256 checksum How to use checksums |
2efee87022cba97c0cee41adf8445e46d5b56f9472909a24e28e1deef565017f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 17, 2026.
Transparency logSecurity for endstation 0.2.0
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for endstation-0.2.0.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 17, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.