casacure and python-casacure

This repository contains two user-facing packages that share one engine — a pure-Rust implementation of the CASA table system that reads and writes real casacore Measurement Sets and tables without needing the C++ casacore library:

Package	Kind	Install	Entry point
casacure	Rust crate	`cargo add casacure` (crates.io)	`use casacure;`
python-casacure	Python package	`pip install casacure` (PyPI)	`import casacure.tables`

"python-casacure" is the name of the Python package. Its published PyPI name stays casacure (module casacure.tables) — the Python package is not renamed. The Python package is built from the internal crates/casacure-python crate, which is not published to crates.io and is not intended for direct use.

Both packages expose the same capabilities — the StandardStMan, IncrementalStMan and TiledColumnStMan on-disk formats, table metadata, keywords and subtable linkage, and a TaQL subset — without building or linking the C++ casacore library. Install is fast (a wheel or the crate), there is no multi-hour C++ dependency build, and it works everywhere a Rust cdylib can be built, including ARM (aarch64).

The Python binding's casacure.tables is an interface-compatible replacement for casacore.tables, so existing tooling — most notably dask-ms — can run on casacure unchanged (CPython 3.9–3.14; wheels for Linux, macOS and Windows).


On-disk formats	StandardStMan, IncrementalStMan, TiledColumnStMan — read and write
Table surface	columns (scalar / fixed / variable-shape arrays, strings, records), keywords, dminfo, subtable linkage (`::SUBTABLE`)
TaQL	`SELECT` (WHERE / ORDERBY / GROUPBY / UNIQUE) and `CREATE TABLE`
Measurement Sets	full MS + 17 standard subtable schemas, `default_ms`, writable in place
Interop	tables written by casacure open in real casacore and vice-versa

Status is tracked in ARE_WE_CURED.md; the outline is in CASACORE_TO_CASA_RS.md.

Using casacure in place of casacore

casacure provides a python-casacore-compatible surface. The whole dask-ms 0.2.32 test suite passes against it (219/219 on both Python 3.13 and 3.14), including reading, writing and updating real Measurement Sets.

Direct API

casacure.tables mirrors casacore.tables:

import numpy as np
import casacure.tables as ct   # drop-in for `import casacore.tables`

t = ct.table("test.tab",
             {"TIME": {"valueType": "double", "option": 0, "comment": "",
                       "keywords": {}},
              "DATA": {"valueType": "dcomplex", "option": 0, "comment": "",
                       "ndim": 2, "shape": [8, 4], "keywords": {}}},
             nrow=3)
t.putcol("TIME", np.array([0.0, 1.5, 3.0]))
t.putcol("DATA", np.random.rand(3, 8, 4).astype(np.complex128))
t.flush()

r = ct.table("test.tab", ack=False)          # read-only view
print(r.getcol("DATA").shape)                # (3, 8, 4)

q = ct.taql("SELECT * FROM $1 WHERE TIME > 1.0", tables=[r])
print(q.getcol("TIME"))

ms = ct.default_ms("observation.ms")         # full MS + 17 subtables

Also available: taql CREATE TABLE, getcell/putcell, getvarcol/ putvarcol, getcolslice/putcolslice, getkeywords/putkeywords, addcols, addrows, required_ms_desc/complete_ms_desc, default_ms_subtable, tablefromascii.

Driving dask-ms on casacure

dask-ms imports casacore.tables; point it at casacure in one of two ways:

1. A drop-in casacore shim — a two-file package that re-exports casacure, placed on PYTHONPATH ahead of any real python-casacore (this is exactly what the project's own tests/daskms_smoke.py runs):

casacore/__init__.py          # (empty)
casacore/tables.py            # from casacure.tables import *

2. Backend selection (the cleaner upstream path) — an env-gated DASK_MS_BACKEND=casacure that aliases casacore.tables → casacure.tables in-process. It is a ~10-line sys.modules swap in dask-ms's __init__, validated against the full dask-ms suite; it is the prototype for the upstream store-dispatch change.

Either way, the dask-ms workflow is unchanged:

import dask
import dask.array as da
import numpy as np
import xarray as xr
from daskms import xds_from_ms, xds_to_table
import casacure.tables as ct

n = 4
data = (np.random.rand(n, 8, 4) + 1j * np.random.rand(n, 8, 4)).astype(np.complex64)
ds = xr.Dataset({
    "TIME":     (("row",), da.from_array(np.array([0.0, 1.0, 2.0, 3.0]), chunks=n)),
    "ANTENNA1": (("row",), da.from_array(np.array([0, 1, 0, 1], dtype=np.int32), chunks=n)),
    "DATA":     (("row", "chan", "corr"), da.from_array(data, chunks=(n, 8, 4))),
}, coords={"row": np.arange(n)})

# Create a Measurement Set from datasets (partitioned, chunked writes).
dask.compute(xds_to_table(ds, "example.ms", descriptor="ms"))

# Read it back as lazily-chunked dask arrays.
xds = xds_from_ms("example.ms", columns=["TIME", "ANTENNA1", "DATA"])[0]

# Modify in xarray and write back in place.
xds2 = xds.assign(DATA=(xds.DATA.dims, xds.DATA.data * 2))
dask.compute(xds_to_table(xds2, "example.ms", ["DATA"]))

# The result is a real MS: open it with casacure (or real casacore).
t = ct.table("example.ms", ack=False)
print(t.getcol("DATA")[0, 0, :2])   # doubled visibilities

Because casacure is implemented in Rust, none of this needs a C++ toolchain: the entire dependency stack for reading and writing Measurement Sets is the published wheel.

Install

pip install casacure          # prebuilt wheels once published
# or build from source:
pip install .                # maturin builds the cdylib for your interpreter

The Rust core is published to crates.io as the casacure crate; add casacure = "0.2" to Cargo.toml if you want the table engine in Rust directly.

pip install casacure on Python 3.9–3.14 installs a self-contained package — no casacore C++ library, no wcs/measures harness — which is the point: MS support on machines (including aarch64) where casacore is painful to build.

Development

TODO.md — the live task list; CHANGELOG.md records completed steps.
ARE_WE_CURED.md — progress / test counts.
CASACORE_TO_CASA_RS.md — the implementation outline (the upstream casacore/ submodule is the reference C++ source and is never modified).
tests/daskms_smoke.py — end-to-end dask-ms MS create/read/write smoke; tests/test_types_compat.py — type-system comparison vs real casacore.

Rust work is linted with clippy and rustfmt as we go — CI runs these as gates (.github/workflows/ci.yml), so run them locally before committing:

cargo fmt
cargo clippy --workspace --all-targets -- -D warnings

clippy is run with -D warnings (warnings are errors); cargo fmt keeps the formatting canonical. Everything merged must pass both.

Release files for casacure 0.2.0

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Source distribution (sdist)

Source distribution for casacure 0.2.0
File	Size	Uploaded
casacure-0.2.0.tar.gz	142.3 kB	Sep 18, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for casacure 0.2.0
File	Interpreter	ABI	Platform	Reset
casacure-0.2.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 794.6 kB Sep 18, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 768.8 kB Sep 18, 2026	PyPy 3.11	PyPy 3.11 7.3	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 792.6 kB Sep 18, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 761.2 kB Sep 18, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp314-cp314-win_amd64.whl 701.3 kB Sep 18, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
casacure-0.2.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 798.2 kB Sep 18, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 767.9 kB Sep 18, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp314-cp314-macosx_11_0_arm64.whl 735.7 kB Sep 18, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
casacure-0.2.0-cp313-cp313-win_amd64.whl 697.6 kB Sep 18, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
casacure-0.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 793.4 kB Sep 18, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 765.3 kB Sep 18, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp313-cp313-macosx_11_0_arm64.whl 736.1 kB Sep 18, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
casacure-0.2.0-cp312-cp312-win_amd64.whl 698.0 kB Sep 18, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
casacure-0.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 794.3 kB Sep 18, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 765.8 kB Sep 18, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp312-cp312-macosx_11_0_arm64.whl 736.4 kB Sep 18, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
casacure-0.2.0-cp311-cp311-win_amd64.whl 699.3 kB Sep 18, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
casacure-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 794.8 kB Sep 18, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 767.8 kB Sep 18, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp311-cp311-macosx_11_0_arm64.whl 736.6 kB Sep 18, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
casacure-0.2.0-cp310-cp310-win_amd64.whl 699.2 kB Sep 18, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
casacure-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 793.9 kB Sep 18, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 767.6 kB Sep 18, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64	Details
casacure-0.2.0-cp310-cp310-macosx_11_0_arm64.whl 736.6 kB Sep 18, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
casacure-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 795.3 kB Sep 18, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ x86-64	Details
casacure-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl 769.2 kB Sep 18, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64	Details

Total release size: 19.8 MB

Release files / casacure-0.2.0.tar.gz

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Release files / casacure-0.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

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Publishing commit: github.com/tmolteno/casacure/tree/73577841a3429c967bafec83fb03cce519f1442f

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Publishing commit: github.com/tmolteno/casacure/tree/73577841a3429c967bafec83fb03cce519f1442f

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Release files / casacure-0.2.0-cp312-cp312-macosx_11_0_arm64.whl

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Publishing commit: github.com/tmolteno/casacure/tree/73577841a3429c967bafec83fb03cce519f1442f

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Release files / casacure-0.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Release files / casacure-0.2.0-cp311-cp311-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/tmolteno/casacure
Publishing commit: github.com/tmolteno/casacure/tree/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3

Workflow

Publishing configuration: github.com/tmolteno/casacure/blob/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3/.github/workflows/publish-python.yml
Publishing logs: github.com/tmolteno/casacure/actions/runs/35402748496/attempts/1

Artifact

Subject: casacure-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 8104d6df0ece074e389f71aece6dc37b1ed08852bdd03fe9164b7d9bc5cf4f24 Verifying attestations

Release files / casacure-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	casacure-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	767.6 kB
Tags	CPython 3.10 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`e57e73139fa18ce2ecb21ad19dc2ac0aa39c4e1b9295d5fefa70617d2f5b3947`
BLAKE2b-256 checksum How to use checksums	`d4a7bf9f132b75b04007d9a997288b5876747f88fed5b1c519f3d52a1fa6fd01`
Upload date	Sep 18, 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/tmolteno/casacure
Publishing commit: github.com/tmolteno/casacure/tree/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3

Workflow

Publishing configuration: github.com/tmolteno/casacure/blob/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3/.github/workflows/publish-python.yml
Publishing logs: github.com/tmolteno/casacure/actions/runs/35402748496/attempts/1

Artifact

Subject: casacure-0.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: e57e73139fa18ce2ecb21ad19dc2ac0aa39c4e1b9295d5fefa70617d2f5b3947 Verifying attestations

Release files / casacure-0.2.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	casacure-0.2.0-cp310-cp310-macosx_11_0_arm64.whl
Size	736.6 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`5c804fff176e36bbc674be4007b523abdb916ab6295488573ab51e7674d16928`
BLAKE2b-256 checksum How to use checksums	`7bd31a3e77ee3ff03ad65be3cdb1373425b5e7ee2ae69f3f295a6b15128ea09e`
Upload date	Sep 18, 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/tmolteno/casacure
Publishing commit: github.com/tmolteno/casacure/tree/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3

Workflow

Publishing configuration: github.com/tmolteno/casacure/blob/c2e267699d22a83e5e3cb82c6e5d313c1e6798c3/.github/workflows/publish-python.yml
Publishing logs: github.com/tmolteno/casacure/actions/runs/35402748496/attempts/1

Artifact

Subject: casacure-0.2.0-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 5c804fff176e36bbc674be4007b523abdb916ab6295488573ab51e7674d16928 Verifying attestations

Release files / casacure-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

Download URL	casacure-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Size	795.3 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64
SHA-256 checksum How to use checksums	`57568bad43ef82eeb4ed764553670ebfa71cf9e6892aabe526351b2b4be6e49d`
BLAKE2b-256 checksum How to use checksums	`92d9b8e34e7d657cbf362d3e7c3091fed43be524f5d5f196e7697c7d61d56aad`
Upload date	Sep 18, 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/tmolteno/casacure
Publishing commit: github.com/tmolteno/casacure/tree/73577841a3429c967bafec83fb03cce519f1442f

Workflow

Publishing configuration: github.com/tmolteno/casacure/blob/73577841a3429c967bafec83fb03cce519f1442f/.github/workflows/publish-python.yml
Publishing logs: github.com/tmolteno/casacure/actions/runs/35404194895/attempts/1

Artifact

Subject: casacure-0.2.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
SHA-256 checksum: 57568bad43ef82eeb4ed764553670ebfa71cf9e6892aabe526351b2b4be6e49d Verifying attestations

Release files / casacure-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl

Download URL	casacure-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Size	769.2 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64
SHA-256 checksum How to use checksums	`c4c73af8ef889d1d183016fade20acf460460384cd34d1b46077b61294b3338d`
BLAKE2b-256 checksum How to use checksums	`20a5a7ee8eabe74631ee5dacf3f26d5a02d829c464797728da23c3dc7ef62ff9`
Upload date	Sep 18, 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/tmolteno/casacure
Publishing commit: github.com/tmolteno/casacure/tree/73577841a3429c967bafec83fb03cce519f1442f

Workflow

Publishing configuration: github.com/tmolteno/casacure/blob/73577841a3429c967bafec83fb03cce519f1442f/.github/workflows/publish-python.yml
Publishing logs: github.com/tmolteno/casacure/actions/runs/35404194895/attempts/1

Artifact

Subject: casacure-0.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
SHA-256 checksum: c4c73af8ef889d1d183016fade20acf460460384cd34d1b46077b61294b3338d Verifying attestations